warning: commands will be executed using /bin/sh job 3351 at Sun Apr 5 21:03:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150319/YutaMouse32-150319 ElecNo 11 UseFeatures 11111111111111111111111100000 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 12.04 and 18.06 GB of RAM. Memory request: 6.02 GB would take us to total of 6.02 GB. ---------------------------------------------------------- Loaded 3352641 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 2.01 GB would take us to total of 8.03 GB. ------ Running on subset of 1117547 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (7850 points): Lose 269.239983 but Gain 2263.080083 Iteration 0F (73.610000 sec): 19 clusters Score: Raw -126701298.214420 + Penalty 40735.441489 = -126660562.772932 nChanged 1056941 Deleting Class 2 (1921 points): Lose 1305.414651 but Gain 2263.080083 Iteration 1F (103.040000 sec): 18 clusters Score: Raw -130270699.162009 + Penalty 38472.361406 = -130232226.800603 nChanged 391981 Deleting Class 8 (829 points): Lose 772.007193 but Gain 2263.080083 Iteration 2F (122.530000 sec): 17 clusters Score: Raw -130720884.848184 + Penalty 36209.281323 = -130684675.566861 nChanged 256460 Deleting Class 10 (1422 points): Lose 1231.713125 but Gain 2263.080083 Iteration 3F (149.640000 sec): 16 clusters Score: Raw -130991945.257832 + Penalty 33946.201240 = -130957999.056592 nChanged 200200 Deleting Class 11 (1179 points): Lose 1149.712722 but Gain 2263.080083 Iteration 4F (175.430000 sec): 15 clusters Score: Raw -131294802.276530 + Penalty 31683.121158 = -131263119.155372 nChanged 153889 Deleting Class 13 (1355 points): Lose 1433.589232 but Gain 2263.080083 Iteration 5F (192.010000 sec): 14 clusters Score: Raw -131581658.885699 + Penalty 29420.041075 = -131552238.844623 nChanged 98530 Deleting Class 4 (1931 points): Lose 1704.365658 but Gain 2263.080083 Iteration 6F (207.250000 sec): 13 clusters Score: Raw -131816965.180314 + Penalty 27156.960992 = -131789808.219322 nChanged 59997 Iteration 7F (221.250000 sec): 13 clusters Score: Raw -131913498.829690 + Penalty 27156.960992 = -131886341.868697 nChanged 30534 Deleting Class 5 (1389 points): Lose 1809.535857 but Gain 2263.080083 Iteration 8Q (228.070000 sec): 12 clusters Score: Raw -131936069.076343 + Penalty 24893.880910 = -131911175.195433 nChanged 18974 Iteration 9Q (233.930000 sec): 12 clusters Score: Raw -131950603.071034 + Penalty 24893.880910 = -131925709.190125 nChanged 11262 Iteration 10Q (239.300000 sec): 12 clusters Score: Raw -131957076.544492 + Penalty 24893.880910 = -131932182.663582 nChanged 9032 Iteration 11Q (244.530000 sec): 12 clusters Score: Raw -131961616.440400 + Penalty 24893.880910 = -131936722.559491 nChanged 7615 Iteration 12Q (249.710000 sec): 12 clusters Score: Raw -131964865.622813 + Penalty 24893.880910 = -131939971.741904 nChanged 6593 Iteration 13Q (254.920000 sec): 12 clusters Score: Raw -131967477.586633 + Penalty 24893.880910 = -131942583.705723 nChanged 6011 Iteration 14Q (260.110000 sec): 12 clusters Score: Raw -131969697.066713 + Penalty 24893.880910 = -131944803.185803 nChanged 5401 Iteration 15Q (265.440000 sec): 12 clusters Score: Raw -131971442.903160 + Penalty 24893.880910 = -131946549.022250 nChanged 4737 Iteration 16Q (270.580000 sec): 12 clusters Score: Raw -131972642.127927 + Penalty 24893.880910 = -131947748.247017 nChanged 4047 Iteration 17Q (275.760000 sec): 12 clusters Score: Raw -131973513.818842 + Penalty 24893.880910 = -131948619.937933 nChanged 3468 Iteration 18Q (280.930000 sec): 12 clusters Score: Raw -131974277.873746 + Penalty 24893.880910 = -131949383.992837 nChanged 3050 Iteration 19Q (286.050000 sec): 12 clusters Score: Raw -131974879.774568 + Penalty 24893.880910 = -131949985.893659 nChanged 2664 Writing temp clu file Because OldScore, -131949383.992837, is greater than current (better) Score,-131949985.893659 Compute initial score before splitting: Score: Raw -131974879.774568 + Penalty 24893.880910 = -131949985.893659 Memory request: 0.09 GB would take us to total of 8.12 GB. Trying to split cluster 1 (49606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.380000 sec): 2 clusters Score: Raw -5925248.864966 + Penalty 1756.928399 = -5923491.936567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.530000 sec): 3 clusters Score: Raw -5893920.227946 + Penalty 3513.856799 = -5890406.371147 nChanged 23193 SP:Iteration 1F (286.660000 sec): 3 clusters Score: Raw -5906829.417408 + Penalty 3513.856799 = -5903315.560609 nChanged 1672 SP:Iteration 2Q (286.810000 sec): 3 clusters Score: Raw -5907257.000102 + Penalty 3513.856799 = -5903743.143304 nChanged 1666 SP:Iteration 3Q (286.950000 sec): 3 clusters Score: Raw -5907735.711748 + Penalty 3513.856799 = -5904221.854949 nChanged 1824 SP:Iteration 4Q (287.100000 sec): 3 clusters Score: Raw -5908406.846513 + Penalty 3513.856799 = -5904892.989714 nChanged 2100 SP:Iteration 5Q (287.240000 sec): 3 clusters Score: Raw -5909439.483154 + Penalty 3513.856799 = -5905925.626355 nChanged 2486 SP:Iteration 6F (287.380000 sec): 3 clusters Score: Raw -5911121.026133 + Penalty 3513.856799 = -5907607.169334 nChanged 3005 SP:Iteration 7F (287.520000 sec): 3 clusters Score: Raw -5913623.218393 + Penalty 3513.856799 = -5910109.361594 nChanged 3400 SP:Iteration 8F (287.660000 sec): 3 clusters Score: Raw -5916525.532442 + Penalty 3513.856799 = -5913011.675644 nChanged 3135 SP:Iteration 9F (287.800000 sec): 3 clusters Score: Raw -5918624.976829 + Penalty 3513.856799 = -5915111.120030 nChanged 2310 SP:Iteration 10Q (287.930000 sec): 3 clusters Score: Raw -5919596.543203 + Penalty 3513.856799 = -5916082.686405 nChanged 1394 SP:Iteration 11Q (288.070000 sec): 3 clusters Score: Raw -5919977.295520 + Penalty 3513.856799 = -5916463.438721 nChanged 900 SP:Iteration 12Q (288.200000 sec): 3 clusters Score: Raw -5920234.004025 + Penalty 3513.856799 = -5916720.147226 nChanged 876 SP:Iteration 13Q (288.340000 sec): 3 clusters Score: Raw -5920525.118113 + Penalty 3513.856799 = -5917011.261314 nChanged 903 SP:Iteration 14Q (288.480000 sec): 3 clusters Score: Raw -5920871.212226 + Penalty 3513.856799 = -5917357.355427 nChanged 959 SP:Iteration 15Q (288.610000 sec): 3 clusters Score: Raw -5921285.539889 + Penalty 3513.856799 = -5917771.683090 nChanged 1076 SP:Iteration 16Q (288.750000 sec): 3 clusters Score: Raw -5921779.177251 + Penalty 3513.856799 = -5918265.320452 nChanged 1063 SP:Iteration 17Q (288.880000 sec): 3 clusters Score: Raw -5922374.663567 + Penalty 3513.856799 = -5918860.806768 nChanged 1065 SP:Iteration 18Q (289.010000 sec): 3 clusters Score: Raw -5922966.103688 + Penalty 3513.856799 = -5919452.246890 nChanged 970 SP:Iteration 19Q (289.150000 sec): 3 clusters Score: Raw -5923487.371315 + Penalty 3513.856799 = -5919973.514516 nChanged 869 SP:Iteration 20F (289.290000 sec): 3 clusters Score: Raw -5923880.211923 + Penalty 3513.856799 = -5920366.355125 nChanged 716 SP:Iteration 21Q (289.420000 sec): 3 clusters Score: Raw -5924153.372790 + Penalty 3513.856799 = -5920639.515991 nChanged 597 SP:Iteration 22Q (289.560000 sec): 3 clusters Score: Raw -5924332.729843 + Penalty 3513.856799 = -5920818.873044 nChanged 522 SP:Iteration 23Q (289.690000 sec): 3 clusters Score: Raw -5924475.747438 + Penalty 3513.856799 = -5920961.890639 nChanged 432 SP:Iteration 24Q (289.820000 sec): 3 clusters Score: Raw -5924576.545359 + Penalty 3513.856799 = -5921062.688560 nChanged 423 SP:Iteration 25Q (289.960000 sec): 3 clusters Score: Raw -5924664.290735 + Penalty 3513.856799 = -5921150.433936 nChanged 371 SP:Iteration 26Q (290.090000 sec): 3 clusters Score: Raw -5924730.328140 + Penalty 3513.856799 = -5921216.471341 nChanged 351 SP:Iteration 27Q (290.220000 sec): 3 clusters Score: Raw -5924787.686069 + Penalty 3513.856799 = -5921273.829271 nChanged 313 SP:Iteration 28Q (290.360000 sec): 3 clusters Score: Raw -5924837.680569 + Penalty 3513.856799 = -5921323.823770 nChanged 320 SP:Iteration 29Q (290.490000 sec): 3 clusters Score: Raw -5924890.927804 + Penalty 3513.856799 = -5921377.071005 nChanged 313 SP:Iteration 30Q (290.620000 sec): 3 clusters Score: Raw -5924939.053511 + Penalty 3513.856799 = -5921425.196713 nChanged 270 SP:Iteration 31Q (290.760000 sec): 3 clusters Score: Raw -5924974.295547 + Penalty 3513.856799 = -5921460.438749 nChanged 243 SP:Iteration 32Q (290.890000 sec): 3 clusters Score: Raw -5925003.629746 + Penalty 3513.856799 = -5921489.772947 nChanged 229 SP:Iteration 33Q (291.020000 sec): 3 clusters Score: Raw -5925033.111860 + Penalty 3513.856799 = -5921519.255061 nChanged 245 SP:Iteration 34Q (291.150000 sec): 3 clusters Score: Raw -5925064.578921 + Penalty 3513.856799 = -5921550.722122 nChanged 247 SP:Iteration 35Q (291.280000 sec): 3 clusters Score: Raw -5925096.732016 + Penalty 3513.856799 = -5921582.875217 nChanged 247 SP:Iteration 36Q (291.420000 sec): 3 clusters Score: Raw -5925129.456652 + Penalty 3513.856799 = -5921615.599854 nChanged 244 SP:Iteration 37Q (291.550000 sec): 3 clusters Score: Raw -5925161.630695 + Penalty 3513.856799 = -5921647.773896 nChanged 279 SP:Iteration 38Q (291.690000 sec): 3 clusters Score: Raw -5925201.410107 + Penalty 3513.856799 = -5921687.553308 nChanged 266 SP:Iteration 39Q (291.820000 sec): 3 clusters Score: Raw -5925242.045377 + Penalty 3513.856799 = -5921728.188578 nChanged 291 SP:Iteration 40F (291.970000 sec): 3 clusters Score: Raw -5925285.131386 + Penalty 3513.856799 = -5921771.274587 nChanged 273 SP:Iteration 41Q (292.100000 sec): 3 clusters Score: Raw -5925324.121693 + Penalty 3513.856799 = -5921810.264895 nChanged 240 SP:Iteration 42Q (292.230000 sec): 3 clusters Score: Raw -5925355.650824 + Penalty 3513.856799 = -5921841.794026 nChanged 222 SP:Iteration 43Q (292.360000 sec): 3 clusters Score: Raw -5925382.263541 + Penalty 3513.856799 = -5921868.406742 nChanged 201 SP:Iteration 44Q (292.490000 sec): 3 clusters Score: Raw -5925406.104048 + Penalty 3513.856799 = -5921892.247249 nChanged 216 SP:Iteration 45Q (292.620000 sec): 3 clusters Score: Raw -5925431.903175 + Penalty 3513.856799 = -5921918.046376 nChanged 194 SP:Iteration 46Q (292.750000 sec): 3 clusters Score: Raw -5925453.324366 + Penalty 3513.856799 = -5921939.467567 nChanged 201 SP:Iteration 47Q (292.880000 sec): 3 clusters Score: Raw -5925476.738158 + Penalty 3513.856799 = -5921962.881359 nChanged 175 SP:Iteration 48Q (293.010000 sec): 3 clusters Score: Raw -5925496.073810 + Penalty 3513.856799 = -5921982.217011 nChanged 168 SP:Iteration 49Q (293.140000 sec): 3 clusters Score: Raw -5925513.597469 + Penalty 3513.856799 = -5921999.740670 nChanged 166 SP:Iteration 50Q (293.270000 sec): 3 clusters Score: Raw -5925529.462139 + Penalty 3513.856799 = -5922015.605341 nChanged 146 SP:Iteration 51Q (293.400000 sec): 3 clusters Score: Raw -5925542.907190 + Penalty 3513.856799 = -5922029.050391 nChanged 157 SP:Iteration 52Q (293.520000 sec): 3 clusters Score: Raw -5925558.714987 + Penalty 3513.856799 = -5922044.858188 nChanged 171 SP:Iteration 53Q (293.650000 sec): 3 clusters Score: Raw -5925577.997699 + Penalty 3513.856799 = -5922064.140900 nChanged 174 SP:Iteration 54Q (293.770000 sec): 3 clusters Score: Raw -5925596.815920 + Penalty 3513.856799 = -5922082.959121 nChanged 154 SP:Iteration 55Q (293.910000 sec): 3 clusters Score: Raw -5925612.871775 + Penalty 3513.856799 = -5922099.014976 nChanged 143 SP:Iteration 56Q (294.030000 sec): 3 clusters Score: Raw -5925627.600137 + Penalty 3513.856799 = -5922113.743339 nChanged 149 SP:Iteration 57Q (294.150000 sec): 3 clusters Score: Raw -5925643.780894 + Penalty 3513.856799 = -5922129.924095 nChanged 138 SP:Iteration 58Q (294.280000 sec): 3 clusters Score: Raw -5925658.147300 + Penalty 3513.856799 = -5922144.290502 nChanged 142 SP:Iteration 59Q (294.410000 sec): 3 clusters Score: Raw -5925671.147890 + Penalty 3513.856799 = -5922157.291091 nChanged 137 SP:Iteration 60F (294.550000 sec): 3 clusters Score: Raw -5925683.978631 + Penalty 3513.856799 = -5922170.121832 nChanged 129 SP:Iteration 61Q (294.680000 sec): 3 clusters Score: Raw -5925698.021353 + Penalty 3513.856799 = -5922184.164555 nChanged 140 SP:Iteration 62Q (294.810000 sec): 3 clusters Score: Raw -5925712.485551 + Penalty 3513.856799 = -5922198.628752 nChanged 144 SP:Iteration 63Q (294.930000 sec): 3 clusters Score: Raw -5925728.595269 + Penalty 3513.856799 = -5922214.738470 nChanged 155 SP:Iteration 64Q (295.070000 sec): 3 clusters Score: Raw -5925745.499792 + Penalty 3513.856799 = -5922231.642994 nChanged 139 SP:Iteration 65Q (295.190000 sec): 3 clusters Score: Raw -5925759.448831 + Penalty 3513.856799 = -5922245.592032 nChanged 141 SP:Iteration 66Q (295.320000 sec): 3 clusters Score: Raw -5925773.691625 + Penalty 3513.856799 = -5922259.834826 nChanged 139 SP:Iteration 67Q (295.450000 sec): 3 clusters Score: Raw -5925787.651419 + Penalty 3513.856799 = -5922273.794620 nChanged 135 SP:Iteration 68Q (295.580000 sec): 3 clusters Score: Raw -5925800.970976 + Penalty 3513.856799 = -5922287.114177 nChanged 127 SP:Iteration 69Q (295.710000 sec): 3 clusters Score: Raw -5925812.006154 + Penalty 3513.856799 = -5922298.149356 nChanged 95 SP:Iteration 70Q (295.830000 sec): 3 clusters Score: Raw -5925819.497679 + Penalty 3513.856799 = -5922305.640880 nChanged 102 SP:Iteration 71Q (295.960000 sec): 3 clusters Score: Raw -5925828.134116 + Penalty 3513.856799 = -5922314.277317 nChanged 87 SP:Iteration 72Q (296.090000 sec): 3 clusters Score: Raw -5925835.331126 + Penalty 3513.856799 = -5922321.474327 nChanged 95 SP:Iteration 73Q (296.210000 sec): 3 clusters Score: Raw -5925843.588119 + Penalty 3513.856799 = -5922329.731320 nChanged 91 SP:Iteration 74Q (296.330000 sec): 3 clusters Score: Raw -5925851.175537 + Penalty 3513.856799 = -5922337.318738 nChanged 85 SP:Iteration 75Q (296.460000 sec): 3 clusters Score: Raw -5925857.674493 + Penalty 3513.856799 = -5922343.817694 nChanged 95 SP:Iteration 76Q (296.580000 sec): 3 clusters Score: Raw -5925865.642903 + Penalty 3513.856799 = -5922351.786104 nChanged 95 SP:Iteration 77Q (296.710000 sec): 3 clusters Score: Raw -5925872.724815 + Penalty 3513.856799 = -5922358.868016 nChanged 73 SP:Iteration 78Q (296.840000 sec): 3 clusters Score: Raw -5925877.461547 + Penalty 3513.856799 = -5922363.604749 nChanged 68 SP:Iteration 79Q (296.960000 sec): 3 clusters Score: Raw -5925882.154611 + Penalty 3513.856799 = -5922368.297812 nChanged 65 SP:Iteration 80F (297.120000 sec): 3 clusters Score: Raw -5925886.345945 + Penalty 3513.856799 = -5922372.489147 nChanged 61 SP:Iteration 81Q (297.250000 sec): 3 clusters Score: Raw -5925890.132650 + Penalty 3513.856799 = -5922376.275851 nChanged 67 SP:Iteration 82Q (297.370000 sec): 3 clusters Score: Raw -5925894.412487 + Penalty 3513.856799 = -5922380.555688 nChanged 75 SP:Iteration 83Q (297.500000 sec): 3 clusters Score: Raw -5925900.604415 + Penalty 3513.856799 = -5922386.747616 nChanged 73 SP:Iteration 84Q (297.620000 sec): 3 clusters Score: Raw -5925905.932641 + Penalty 3513.856799 = -5922392.075842 nChanged 58 SP:Iteration 85Q (297.750000 sec): 3 clusters Score: Raw -5925909.297823 + Penalty 3513.856799 = -5922395.441024 nChanged 44 SP:Iteration 86Q (297.870000 sec): 3 clusters Score: Raw -5925911.599790 + Penalty 3513.856799 = -5922397.742992 nChanged 32 SP:Iteration 87Q (298.000000 sec): 3 clusters Score: Raw -5925913.056462 + Penalty 3513.856799 = -5922399.199663 nChanged 28 SP:Iteration 88Q (298.140000 sec): 3 clusters Score: Raw -5925914.225992 + Penalty 3513.856799 = -5922400.369193 nChanged 32 SP:Iteration 89Q (298.260000 sec): 3 clusters Score: Raw -5925915.700258 + Penalty 3513.856799 = -5922401.843460 nChanged 40 SP:Iteration 90Q (298.380000 sec): 3 clusters Score: Raw -5925917.604363 + Penalty 3513.856799 = -5922403.747564 nChanged 38 SP:Iteration 91Q (298.510000 sec): 3 clusters Score: Raw -5925919.648396 + Penalty 3513.856799 = -5922405.791597 nChanged 40 SP:Iteration 92Q (298.630000 sec): 3 clusters Score: Raw -5925921.476857 + Penalty 3513.856799 = -5922407.620058 nChanged 38 SP:Iteration 93Q (298.750000 sec): 3 clusters Score: Raw -5925923.327263 + Penalty 3513.856799 = -5922409.470464 nChanged 36 SP:Iteration 94Q (298.880000 sec): 3 clusters Score: Raw -5925925.141848 + Penalty 3513.856799 = -5922411.285049 nChanged 39 SP:Iteration 95Q (298.990000 sec): 3 clusters Score: Raw -5925927.279772 + Penalty 3513.856799 = -5922413.422973 nChanged 31 SP:Iteration 96Q (299.120000 sec): 3 clusters Score: Raw -5925928.634730 + Penalty 3513.856799 = -5922414.777931 nChanged 27 SP:Iteration 97Q (299.230000 sec): 3 clusters Score: Raw -5925929.945342 + Penalty 3513.856799 = -5922416.088543 nChanged 26 SP:Iteration 98Q (299.350000 sec): 3 clusters Score: Raw -5925931.154210 + Penalty 3513.856799 = -5922417.297411 nChanged 27 SP:Iteration 99Q (299.470000 sec): 3 clusters Score: Raw -5925932.285543 + Penalty 3513.856799 = -5922418.428744 nChanged 25 SP:Iteration 100F (299.610000 sec): 3 clusters Score: Raw -5925933.218867 + Penalty 3513.856799 = -5922419.362068 nChanged 26 SP:Iteration 101Q (299.730000 sec): 3 clusters Score: Raw -5925934.177426 + Penalty 3513.856799 = -5922420.320627 nChanged 27 SP:Iteration 102Q (299.850000 sec): 3 clusters Score: Raw -5925935.398942 + Penalty 3513.856799 = -5922421.542144 nChanged 29 SP:Iteration 103Q (299.970000 sec): 3 clusters Score: Raw -5925936.686733 + Penalty 3513.856799 = -5922422.829934 nChanged 27 SP:Iteration 104Q (300.090000 sec): 3 clusters Score: Raw -5925937.926735 + Penalty 3513.856799 = -5922424.069937 nChanged 21 SP:Iteration 105Q (300.210000 sec): 3 clusters Score: Raw -5925939.042295 + Penalty 3513.856799 = -5922425.185496 nChanged 23 SP:Iteration 106Q (300.330000 sec): 3 clusters Score: Raw -5925940.206458 + Penalty 3513.856799 = -5922426.349659 nChanged 17 SP:Iteration 107Q (300.450000 sec): 3 clusters Score: Raw -5925941.054816 + Penalty 3513.856799 = -5922427.198017 nChanged 17 SP:Iteration 108Q (300.570000 sec): 3 clusters Score: Raw -5925941.679425 + Penalty 3513.856799 = -5922427.822627 nChanged 23 SP:Iteration 109Q (300.690000 sec): 3 clusters Score: Raw -5925942.490736 + Penalty 3513.856799 = -5922428.633937 nChanged 20 SP:Iteration 110Q (300.810000 sec): 3 clusters Score: Raw -5925943.264804 + Penalty 3513.856799 = -5922429.408006 nChanged 22 SP:Iteration 111Q (300.940000 sec): 3 clusters Score: Raw -5925944.265024 + Penalty 3513.856799 = -5922430.408226 nChanged 34 SP:Iteration 112Q (301.070000 sec): 3 clusters Score: Raw -5925945.828234 + Penalty 3513.856799 = -5922431.971435 nChanged 23 SP:Iteration 113Q (301.180000 sec): 3 clusters Score: Raw -5925946.878503 + Penalty 3513.856799 = -5922433.021705 nChanged 22 SP:Iteration 114Q (301.300000 sec): 3 clusters Score: Raw -5925947.915988 + Penalty 3513.856799 = -5922434.059189 nChanged 25 SP:Iteration 115Q (301.420000 sec): 3 clusters Score: Raw -5925949.475913 + Penalty 3513.856799 = -5922435.619114 nChanged 29 SP:Iteration 116Q (301.540000 sec): 3 clusters Score: Raw -5925950.877335 + Penalty 3513.856799 = -5922437.020536 nChanged 23 SP:Iteration 117Q (301.710000 sec): 3 clusters Score: Raw -5925951.923728 + Penalty 3513.856799 = -5922438.066929 nChanged 20 SP:Iteration 118Q (301.830000 sec): 3 clusters Score: Raw -5925952.721403 + Penalty 3513.856799 = -5922438.864604 nChanged 17 SP:Iteration 119Q (301.950000 sec): 3 clusters Score: Raw -5925953.323576 + Penalty 3513.856799 = -5922439.466777 nChanged 18 SP:Iteration 120F (302.100000 sec): 3 clusters Score: Raw -5925953.967168 + Penalty 3513.856799 = -5922440.110369 nChanged 16 SP:Iteration 121Q (302.230000 sec): 3 clusters Score: Raw -5925954.578739 + Penalty 3513.856799 = -5922440.721941 nChanged 19 SP:Iteration 122Q (302.350000 sec): 3 clusters Score: Raw -5925955.561701 + Penalty 3513.856799 = -5922441.704902 nChanged 26 SP:Iteration 123Q (302.480000 sec): 3 clusters Score: Raw -5925956.685949 + Penalty 3513.856799 = -5922442.829151 nChanged 18 SP:Iteration 124Q (302.610000 sec): 3 clusters Score: Raw -5925957.424082 + Penalty 3513.856799 = -5922443.567283 nChanged 20 SP:Iteration 125Q (302.720000 sec): 3 clusters Score: Raw -5925958.651641 + Penalty 3513.856799 = -5922444.794843 nChanged 26 SP:Iteration 126Q (302.840000 sec): 3 clusters Score: Raw -5925960.022047 + Penalty 3513.856799 = -5922446.165248 nChanged 28 SP:Iteration 127Q (302.950000 sec): 3 clusters Score: Raw -5925961.742559 + Penalty 3513.856799 = -5922447.885760 nChanged 41 SP:Iteration 128Q (303.080000 sec): 3 clusters Score: Raw -5925964.134919 + Penalty 3513.856799 = -5922450.278121 nChanged 45 SP:Iteration 129Q (303.210000 sec): 3 clusters Score: Raw -5925967.463822 + Penalty 3513.856799 = -5922453.607023 nChanged 38 SP:Iteration 130Q (303.320000 sec): 3 clusters Score: Raw -5925969.740752 + Penalty 3513.856799 = -5922455.883953 nChanged 28 SP:Iteration 131Q (303.440000 sec): 3 clusters Score: Raw -5925971.190644 + Penalty 3513.856799 = -5922457.333845 nChanged 31 SP:Iteration 132Q (303.560000 sec): 3 clusters Score: Raw -5925972.969776 + Penalty 3513.856799 = -5922459.112978 nChanged 30 SP:Iteration 133Q (303.680000 sec): 3 clusters Score: Raw -5925974.303429 + Penalty 3513.856799 = -5922460.446630 nChanged 24 SP:Iteration 134Q (303.790000 sec): 3 clusters Score: Raw -5925975.577159 + Penalty 3513.856799 = -5922461.720360 nChanged 37 SP:Iteration 135Q (303.910000 sec): 3 clusters Score: Raw -5925977.715051 + Penalty 3513.856799 = -5922463.858252 nChanged 32 SP:Iteration 136Q (304.030000 sec): 3 clusters Score: Raw -5925979.557424 + Penalty 3513.856799 = -5922465.700625 nChanged 29 SP:Iteration 137Q (304.160000 sec): 3 clusters Score: Raw -5925981.484440 + Penalty 3513.856799 = -5922467.627641 nChanged 34 SP:Iteration 138Q (304.290000 sec): 3 clusters Score: Raw -5925983.671067 + Penalty 3513.856799 = -5922469.814268 nChanged 34 SP:Iteration 139Q (304.410000 sec): 3 clusters Score: Raw -5925985.593996 + Penalty 3513.856799 = -5922471.737197 nChanged 36 SP:Iteration 140F (304.550000 sec): 3 clusters Score: Raw -5925987.478025 + Penalty 3513.856799 = -5922473.621226 nChanged 36 SP:Iteration 141Q (304.670000 sec): 3 clusters Score: Raw -5925989.247028 + Penalty 3513.856799 = -5922475.390229 nChanged 29 SP:Iteration 142Q (304.790000 sec): 3 clusters Score: Raw -5925990.524809 + Penalty 3513.856799 = -5922476.668010 nChanged 34 SP:Iteration 143Q (304.910000 sec): 3 clusters Score: Raw -5925992.202588 + Penalty 3513.856799 = -5922478.345789 nChanged 29 SP:Iteration 144Q (305.040000 sec): 3 clusters Score: Raw -5925993.665500 + Penalty 3513.856799 = -5922479.808701 nChanged 23 SP:Iteration 145Q (305.160000 sec): 3 clusters Score: Raw -5925994.709551 + Penalty 3513.856799 = -5922480.852752 nChanged 14 SP:Iteration 146Q (305.290000 sec): 3 clusters Score: Raw -5925995.207608 + Penalty 3513.856799 = -5922481.350810 nChanged 11 SP:Iteration 147Q (305.410000 sec): 3 clusters Score: Raw -5925995.594536 + Penalty 3513.856799 = -5922481.737737 nChanged 14 SP:Iteration 148Q (305.520000 sec): 3 clusters Score: Raw -5925996.162825 + Penalty 3513.856799 = -5922482.306027 nChanged 14 SP:Iteration 149Q (305.640000 sec): 3 clusters Score: Raw -5925996.778883 + Penalty 3513.856799 = -5922482.922084 nChanged 16 SP:Iteration 150Q (305.760000 sec): 3 clusters Score: Raw -5925997.353595 + Penalty 3513.856799 = -5922483.496796 nChanged 11 SP:Iteration 151Q (305.870000 sec): 3 clusters Score: Raw -5925997.810355 + Penalty 3513.856799 = -5922483.953557 nChanged 13 SP:Iteration 152Q (305.990000 sec): 3 clusters Score: Raw -5925998.311539 + Penalty 3513.856799 = -5922484.454740 nChanged 17 SP:Iteration 153Q (306.100000 sec): 3 clusters Score: Raw -5925999.035457 + Penalty 3513.856799 = -5922485.178659 nChanged 19 SP:Iteration 154Q (306.230000 sec): 3 clusters Score: Raw -5925999.839033 + Penalty 3513.856799 = -5922485.982234 nChanged 9 SP:Iteration 155Q (306.350000 sec): 3 clusters Score: Raw -5926000.128800 + Penalty 3513.856799 = -5922486.272001 nChanged 10 SP:Iteration 156Q (306.470000 sec): 3 clusters Score: Raw -5926000.357105 + Penalty 3513.856799 = -5922486.500306 nChanged 6 SP:Iteration 157Q (306.580000 sec): 3 clusters Score: Raw -5926000.714555 + Penalty 3513.856799 = -5922486.857756 nChanged 10 SP:Iteration 158Q (306.700000 sec): 3 clusters Score: Raw -5926001.147736 + Penalty 3513.856799 = -5922487.290937 nChanged 11 SP:Iteration 159Q (306.830000 sec): 3 clusters Score: Raw -5926001.745924 + Penalty 3513.856799 = -5922487.889125 nChanged 18 SP:Iteration 160F (306.970000 sec): 3 clusters Score: Raw -5926002.572367 + Penalty 3513.856799 = -5922488.715568 nChanged 20 SP:Iteration 161Q (307.090000 sec): 3 clusters Score: Raw -5926003.445442 + Penalty 3513.856799 = -5922489.588643 nChanged 17 SP:Iteration 162Q (307.210000 sec): 3 clusters Score: Raw -5926004.266018 + Penalty 3513.856799 = -5922490.409219 nChanged 14 SP:Iteration 163Q (307.330000 sec): 3 clusters Score: Raw -5926004.690100 + Penalty 3513.856799 = -5922490.833301 nChanged 11 SP:Iteration 164Q (307.450000 sec): 3 clusters Score: Raw -5926005.070985 + Penalty 3513.856799 = -5922491.214186 nChanged 10 SP:Iteration 165Q (307.570000 sec): 3 clusters Score: Raw -5926005.582778 + Penalty 3513.856799 = -5922491.725979 nChanged 13 SP:Iteration 166Q (307.690000 sec): 3 clusters Score: Raw -5926006.210997 + Penalty 3513.856799 = -5922492.354198 nChanged 19 SP:Iteration 167Q (307.810000 sec): 3 clusters Score: Raw -5926007.213900 + Penalty 3513.856799 = -5922493.357102 nChanged 15 SP:Iteration 168Q (307.930000 sec): 3 clusters Score: Raw -5926007.769719 + Penalty 3513.856799 = -5922493.912920 nChanged 12 SP:Iteration 169Q (308.050000 sec): 3 clusters Score: Raw -5926008.313638 + Penalty 3513.856799 = -5922494.456839 nChanged 9 SP:Iteration 170Q (308.170000 sec): 3 clusters Score: Raw -5926008.744335 + Penalty 3513.856799 = -5922494.887536 nChanged 8 SP:Iteration 171Q (308.300000 sec): 3 clusters Score: Raw -5926008.978211 + Penalty 3513.856799 = -5922495.121412 nChanged 7 SP:Iteration 172Q (308.420000 sec): 3 clusters Score: Raw -5926009.241428 + Penalty 3513.856799 = -5922495.384629 nChanged 4 SP:Iteration 173Q (308.530000 sec): 3 clusters Score: Raw -5926009.356145 + Penalty 3513.856799 = -5922495.499346 nChanged 6 SP:Iteration 174Q (308.660000 sec): 3 clusters Score: Raw -5926009.491092 + Penalty 3513.856799 = -5922495.634293 nChanged 5 SP:Iteration 175Q (308.780000 sec): 3 clusters Score: Raw -5926009.603882 + Penalty 3513.856799 = -5922495.747083 nChanged 1 SP:Iteration 176Q (308.890000 sec): 3 clusters Score: Raw -5926009.609921 + Penalty 3513.856799 = -5922495.753123 nChanged 1 SP:Iteration 177Q (309.010000 sec): 3 clusters Score: Raw -5926009.631094 + Penalty 3513.856799 = -5922495.774295 nChanged 0 SP:Iteration 178F (309.150000 sec): 3 clusters Score: Raw -5926009.631094 + Penalty 3513.856799 = -5922495.774295 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (5066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.190000 sec): 2 clusters Score: Raw -617128.475803 + Penalty 1386.174860 = -615742.300943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.200000 sec): 3 clusters Score: Raw -614454.148722 + Penalty 2772.349720 = -611681.799002 nChanged 2054 SP:Iteration 1F (309.220000 sec): 3 clusters Score: Raw -615529.873315 + Penalty 2772.349720 = -612757.523595 nChanged 363 SP:Iteration 2F (309.230000 sec): 3 clusters Score: Raw -615709.510892 + Penalty 2772.349720 = -612937.161172 nChanged 276 SP:Iteration 3F (309.240000 sec): 3 clusters Score: Raw -615816.766271 + Penalty 2772.349720 = -613044.416551 nChanged 182 SP:Iteration 4Q (309.260000 sec): 3 clusters Score: Raw -615887.541871 + Penalty 2772.349720 = -613115.192151 nChanged 136 SP:Iteration 5Q (309.270000 sec): 3 clusters Score: Raw -615929.242865 + Penalty 2772.349720 = -613156.893146 nChanged 110 SP:Iteration 6Q (309.290000 sec): 3 clusters Score: Raw -615962.458394 + Penalty 2772.349720 = -613190.108674 nChanged 85 SP:Iteration 7Q (309.310000 sec): 3 clusters Score: Raw -615987.354277 + Penalty 2772.349720 = -613215.004557 nChanged 75 SP:Iteration 8Q (309.320000 sec): 3 clusters Score: Raw -616009.253029 + Penalty 2772.349720 = -613236.903309 nChanged 78 SP:Iteration 9Q (309.340000 sec): 3 clusters Score: Raw -616028.033155 + Penalty 2772.349720 = -613255.683435 nChanged 52 SP:Iteration 10Q (309.350000 sec): 3 clusters Score: Raw -616046.571014 + Penalty 2772.349720 = -613274.221295 nChanged 63 SP:Iteration 11Q (309.370000 sec): 3 clusters Score: Raw -616065.819010 + Penalty 2772.349720 = -613293.469290 nChanged 60 SP:Iteration 12Q (309.390000 sec): 3 clusters Score: Raw -616084.168359 + Penalty 2772.349720 = -613311.818639 nChanged 64 SP:Iteration 13Q (309.400000 sec): 3 clusters Score: Raw -616100.989782 + Penalty 2772.349720 = -613328.640062 nChanged 72 SP:Iteration 14Q (309.410000 sec): 3 clusters Score: Raw -616122.956132 + Penalty 2772.349720 = -613350.606412 nChanged 64 SP:Iteration 15Q (309.430000 sec): 3 clusters Score: Raw -616144.783921 + Penalty 2772.349720 = -613372.434201 nChanged 87 SP:Iteration 16Q (309.440000 sec): 3 clusters Score: Raw -616174.821168 + Penalty 2772.349720 = -613402.471448 nChanged 80 SP:Iteration 17Q (309.450000 sec): 3 clusters Score: Raw -616204.545527 + Penalty 2772.349720 = -613432.195807 nChanged 95 SP:Iteration 18Q (309.470000 sec): 3 clusters Score: Raw -616240.750465 + Penalty 2772.349720 = -613468.400745 nChanged 92 SP:Iteration 19Q (309.480000 sec): 3 clusters Score: Raw -616281.050427 + Penalty 2772.349720 = -613508.700707 nChanged 98 SP:Iteration 20F (309.490000 sec): 3 clusters Score: Raw -616325.946142 + Penalty 2772.349720 = -613553.596422 nChanged 113 SP:Iteration 21Q (309.510000 sec): 3 clusters Score: Raw -616379.638850 + Penalty 2772.349720 = -613607.289130 nChanged 119 SP:Iteration 22Q (309.520000 sec): 3 clusters Score: Raw -616442.874718 + Penalty 2772.349720 = -613670.524999 nChanged 126 SP:Iteration 23Q (309.540000 sec): 3 clusters Score: Raw -616518.312322 + Penalty 2772.349720 = -613745.962602 nChanged 138 SP:Iteration 24Q (309.550000 sec): 3 clusters Score: Raw -616604.471111 + Penalty 2772.349720 = -613832.121391 nChanged 148 SP:Iteration 25Q (309.560000 sec): 3 clusters Score: Raw -616709.879549 + Penalty 2772.349720 = -613937.529829 nChanged 136 SP:Iteration 26Q (309.580000 sec): 3 clusters Score: Raw -616813.000542 + Penalty 2772.349720 = -614040.650822 nChanged 112 SP:Iteration 27Q (309.590000 sec): 3 clusters Score: Raw -616911.976305 + Penalty 2772.349720 = -614139.626585 nChanged 92 SP:Iteration 28Q (309.600000 sec): 3 clusters Score: Raw -616991.777961 + Penalty 2772.349720 = -614219.428241 nChanged 79 SP:Iteration 29Q (309.610000 sec): 3 clusters Score: Raw -617064.529810 + Penalty 2772.349720 = -614292.180090 nChanged 62 SP:Iteration 30Q (309.620000 sec): 3 clusters Score: Raw -617125.318079 + Penalty 2772.349720 = -614352.968359 nChanged 58 SP:Iteration 31Q (309.630000 sec): 3 clusters Score: Raw -617180.383207 + Penalty 2772.349720 = -614408.033487 nChanged 39 SP:Iteration 32Q (309.650000 sec): 3 clusters Score: Raw -617216.572863 + Penalty 2772.349720 = -614444.223143 nChanged 21 SP:Iteration 33Q (309.660000 sec): 3 clusters Score: Raw -617231.119229 + Penalty 2772.349720 = -614458.769509 nChanged 12 SP:Iteration 34Q (309.670000 sec): 3 clusters Score: Raw -617241.389870 + Penalty 2772.349720 = -614469.040150 nChanged 10 SP:Iteration 35Q (309.680000 sec): 3 clusters Score: Raw -617251.814753 + Penalty 2772.349720 = -614479.465033 nChanged 6 SP:Iteration 36Q (309.690000 sec): 3 clusters Score: Raw -617256.075712 + Penalty 2772.349720 = -614483.725993 nChanged 5 SP:Iteration 37Q (309.700000 sec): 3 clusters Score: Raw -617259.717993 + Penalty 2772.349720 = -614487.368273 nChanged 5 SP:Iteration 38Q (309.720000 sec): 3 clusters Score: Raw -617262.846096 + Penalty 2772.349720 = -614490.496376 nChanged 3 SP:Iteration 39Q (309.730000 sec): 3 clusters Score: Raw -617265.098848 + Penalty 2772.349720 = -614492.749128 nChanged 5 SP:Iteration 40F (309.740000 sec): 3 clusters Score: Raw -617269.952382 + Penalty 2772.349720 = -614497.602662 nChanged 4 SP:Iteration 41Q (309.750000 sec): 3 clusters Score: Raw -617272.768879 + Penalty 2772.349720 = -614500.419159 nChanged 2 SP:Iteration 42Q (309.760000 sec): 3 clusters Score: Raw -617276.210006 + Penalty 2772.349720 = -614503.860286 nChanged 6 SP:Iteration 43Q (309.780000 sec): 3 clusters Score: Raw -617282.057678 + Penalty 2772.349720 = -614509.707958 nChanged 6 SP:Iteration 44Q (309.790000 sec): 3 clusters Score: Raw -617288.453023 + Penalty 2772.349720 = -614516.103303 nChanged 6 SP:Iteration 45Q (309.800000 sec): 3 clusters Score: Raw -617292.866917 + Penalty 2772.349720 = -614520.517197 nChanged 3 SP:Iteration 46Q (309.810000 sec): 3 clusters Score: Raw -617294.516811 + Penalty 2772.349720 = -614522.167091 nChanged 4 SP:Iteration 47Q (309.820000 sec): 3 clusters Score: Raw -617297.387125 + Penalty 2772.349720 = -614525.037405 nChanged 1 SP:Iteration 48Q (309.830000 sec): 3 clusters Score: Raw -617298.312713 + Penalty 2772.349720 = -614525.962993 nChanged 1 SP:Iteration 49Q (309.840000 sec): 3 clusters Score: Raw -617299.136330 + Penalty 2772.349720 = -614526.786610 nChanged 2 SP:Iteration 50Q (309.850000 sec): 3 clusters Score: Raw -617301.090437 + Penalty 2772.349720 = -614528.740717 nChanged 0 SP:Iteration 51F (309.860000 sec): 3 clusters Score: Raw -617301.090437 + Penalty 2772.349720 = -614528.740717 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 6 (12141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.900000 sec): 2 clusters Score: Raw -1498466.958663 + Penalty 1528.205808 = -1496938.752855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.930000 sec): 3 clusters Score: Raw -1491395.598167 + Penalty 3056.411616 = -1488339.186552 nChanged 5376 SP:Iteration 1F (309.960000 sec): 3 clusters Score: Raw -1494424.501802 + Penalty 3056.411616 = -1491368.090186 nChanged 720 SP:Iteration 2F (309.990000 sec): 3 clusters Score: Raw -1494743.271782 + Penalty 3056.411616 = -1491686.860166 nChanged 677 SP:Iteration 3F (310.020000 sec): 3 clusters Score: Raw -1495053.044810 + Penalty 3056.411616 = -1491996.633194 nChanged 669 SP:Iteration 4F (310.050000 sec): 3 clusters Score: Raw -1495418.128252 + Penalty 3056.411616 = -1492361.716636 nChanged 752 SP:Iteration 5F (310.080000 sec): 3 clusters Score: Raw -1495897.248129 + Penalty 3056.411616 = -1492840.836513 nChanged 814 SP:Iteration 6F (310.120000 sec): 3 clusters Score: Raw -1496484.390356 + Penalty 3056.411616 = -1493427.978740 nChanged 776 SP:Iteration 7F (310.150000 sec): 3 clusters Score: Raw -1497022.592595 + Penalty 3056.411616 = -1493966.180979 nChanged 665 SP:Iteration 8F (310.180000 sec): 3 clusters Score: Raw -1497494.222718 + Penalty 3056.411616 = -1494437.811102 nChanged 517 SP:Iteration 9Q (310.210000 sec): 3 clusters Score: Raw -1497880.925481 + Penalty 3056.411616 = -1494824.513865 nChanged 428 SP:Iteration 10Q (310.240000 sec): 3 clusters Score: Raw -1498228.394914 + Penalty 3056.411616 = -1495171.983298 nChanged 311 SP:Iteration 11Q (310.270000 sec): 3 clusters Score: Raw -1498485.181911 + Penalty 3056.411616 = -1495428.770295 nChanged 224 SP:Iteration 12Q (310.300000 sec): 3 clusters Score: Raw -1498632.985126 + Penalty 3056.411616 = -1495576.573510 nChanged 181 SP:Iteration 13Q (310.330000 sec): 3 clusters Score: Raw -1498740.071999 + Penalty 3056.411616 = -1495683.660383 nChanged 125 SP:Iteration 14Q (310.370000 sec): 3 clusters Score: Raw -1498806.268820 + Penalty 3056.411616 = -1495749.857204 nChanged 107 SP:Iteration 15Q (310.400000 sec): 3 clusters Score: Raw -1498856.898476 + Penalty 3056.411616 = -1495800.486861 nChanged 81 SP:Iteration 16Q (310.430000 sec): 3 clusters Score: Raw -1498894.530277 + Penalty 3056.411616 = -1495838.118661 nChanged 71 SP:Iteration 17Q (310.450000 sec): 3 clusters Score: Raw -1498924.483602 + Penalty 3056.411616 = -1495868.071986 nChanged 70 SP:Iteration 18Q (310.480000 sec): 3 clusters Score: Raw -1498956.916984 + Penalty 3056.411616 = -1495900.505368 nChanged 48 SP:Iteration 19Q (310.510000 sec): 3 clusters Score: Raw -1498975.151873 + Penalty 3056.411616 = -1495918.740257 nChanged 37 SP:Iteration 20F (310.540000 sec): 3 clusters Score: Raw -1498990.533114 + Penalty 3056.411616 = -1495934.121498 nChanged 25 SP:Iteration 21Q (310.570000 sec): 3 clusters Score: Raw -1499002.192177 + Penalty 3056.411616 = -1495945.780561 nChanged 25 SP:Iteration 22Q (310.590000 sec): 3 clusters Score: Raw -1499013.057884 + Penalty 3056.411616 = -1495956.646268 nChanged 20 SP:Iteration 23Q (310.620000 sec): 3 clusters Score: Raw -1499022.029905 + Penalty 3056.411616 = -1495965.618289 nChanged 21 SP:Iteration 24Q (310.640000 sec): 3 clusters Score: Raw -1499030.769958 + Penalty 3056.411616 = -1495974.358342 nChanged 13 SP:Iteration 25Q (310.670000 sec): 3 clusters Score: Raw -1499036.151535 + Penalty 3056.411616 = -1495979.739920 nChanged 7 SP:Iteration 26Q (310.690000 sec): 3 clusters Score: Raw -1499038.870779 + Penalty 3056.411616 = -1495982.459163 nChanged 2 SP:Iteration 27Q (310.720000 sec): 3 clusters Score: Raw -1499039.379784 + Penalty 3056.411616 = -1495982.968168 nChanged 2 SP:Iteration 28Q (310.750000 sec): 3 clusters Score: Raw -1499039.762174 + Penalty 3056.411616 = -1495983.350558 nChanged 0 SP:Iteration 29F (310.780000 sec): 3 clusters Score: Raw -1499039.762174 + Penalty 3056.411616 = -1495983.350558 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.790000 sec): 2 clusters Score: Raw -252941.784386 + Penalty 1252.251483 = -251689.532904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.800000 sec): 3 clusters Score: Raw -251914.663142 + Penalty 2504.502965 = -249410.160177 nChanged 800 SP:Iteration 1F (310.810000 sec): 3 clusters Score: Raw -252450.279769 + Penalty 2504.502965 = -249945.776804 nChanged 192 SP:Iteration 2F (310.810000 sec): 3 clusters Score: Raw -252673.571585 + Penalty 2504.502965 = -250169.068620 nChanged 166 SP:Iteration 3F (310.820000 sec): 3 clusters Score: Raw -252812.559297 + Penalty 2504.502965 = -250308.056332 nChanged 137 SP:Iteration 4F (310.830000 sec): 3 clusters Score: Raw -252929.316993 + Penalty 2504.502965 = -250424.814028 nChanged 119 SP:Iteration 5F (310.830000 sec): 3 clusters Score: Raw -253039.719903 + Penalty 2504.502965 = -250535.216937 nChanged 108 SP:Iteration 6Q (310.840000 sec): 3 clusters Score: Raw -253138.762988 + Penalty 2504.502965 = -250634.260023 nChanged 83 SP:Iteration 7Q (310.840000 sec): 3 clusters Score: Raw -253206.519820 + Penalty 2504.502965 = -250702.016854 nChanged 48 SP:Iteration 8Q (310.850000 sec): 3 clusters Score: Raw -253237.219268 + Penalty 2504.502965 = -250732.716303 nChanged 45 SP:Iteration 9Q (310.850000 sec): 3 clusters Score: Raw -253265.524761 + Penalty 2504.502965 = -250761.021796 nChanged 33 SP:Iteration 10Q (310.860000 sec): 3 clusters Score: Raw -253289.785656 + Penalty 2504.502965 = -250785.282691 nChanged 27 SP:Iteration 11Q (310.870000 sec): 3 clusters Score: Raw -253306.700332 + Penalty 2504.502965 = -250802.197366 nChanged 13 SP:Iteration 12Q (310.870000 sec): 3 clusters Score: Raw -253316.182116 + Penalty 2504.502965 = -250811.679151 nChanged 13 SP:Iteration 13Q (310.880000 sec): 3 clusters Score: Raw -253324.057462 + Penalty 2504.502965 = -250819.554497 nChanged 5 SP:Iteration 14Q (310.890000 sec): 3 clusters Score: Raw -253326.768106 + Penalty 2504.502965 = -250822.265141 nChanged 4 SP:Iteration 15Q (310.890000 sec): 3 clusters Score: Raw -253328.321970 + Penalty 2504.502965 = -250823.819005 nChanged 3 SP:Iteration 16Q (310.900000 sec): 3 clusters Score: Raw -253329.157230 + Penalty 2504.502965 = -250824.654264 nChanged 1 SP:Iteration 17Q (310.900000 sec): 3 clusters Score: Raw -253329.623319 + Penalty 2504.502965 = -250825.120354 nChanged 1 SP:Iteration 18Q (310.910000 sec): 3 clusters Score: Raw -253330.107938 + Penalty 2504.502965 = -250825.604973 nChanged 1 SP:Iteration 19Q (310.910000 sec): 3 clusters Score: Raw -253330.417030 + Penalty 2504.502965 = -250825.914064 nChanged 1 SP:Iteration 20F (310.920000 sec): 3 clusters Score: Raw -253330.627725 + Penalty 2504.502965 = -250826.124760 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (17988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.970000 sec): 2 clusters Score: Raw -2243422.358486 + Penalty 1592.087274 = -2241830.271212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.030000 sec): 3 clusters Score: Raw -2232675.876577 + Penalty 3184.174548 = -2229491.702029 nChanged 8025 SP:Iteration 1F (311.070000 sec): 3 clusters Score: Raw -2237018.458069 + Penalty 3184.174548 = -2233834.283521 nChanged 976 SP:Iteration 2F (311.130000 sec): 3 clusters Score: Raw -2237386.579093 + Penalty 3184.174548 = -2234202.404545 nChanged 928 SP:Iteration 3F (311.180000 sec): 3 clusters Score: Raw -2237774.146187 + Penalty 3184.174548 = -2234589.971639 nChanged 913 SP:Iteration 4F (311.230000 sec): 3 clusters Score: Raw -2238196.053069 + Penalty 3184.174548 = -2235011.878521 nChanged 1014 SP:Iteration 5F (311.280000 sec): 3 clusters Score: Raw -2238779.822994 + Penalty 3184.174548 = -2235595.648446 nChanged 1139 SP:Iteration 6F (311.330000 sec): 3 clusters Score: Raw -2239597.558436 + Penalty 3184.174548 = -2236413.383888 nChanged 1195 SP:Iteration 7F (311.380000 sec): 3 clusters Score: Raw -2240558.610779 + Penalty 3184.174548 = -2237374.436231 nChanged 1067 SP:Iteration 8F (311.430000 sec): 3 clusters Score: Raw -2241499.661984 + Penalty 3184.174548 = -2238315.487436 nChanged 813 SP:Iteration 9Q (311.480000 sec): 3 clusters Score: Raw -2242229.545471 + Penalty 3184.174548 = -2239045.370923 nChanged 549 SP:Iteration 10Q (311.530000 sec): 3 clusters Score: Raw -2242733.255056 + Penalty 3184.174548 = -2239549.080508 nChanged 371 SP:Iteration 11Q (311.570000 sec): 3 clusters Score: Raw -2243040.045611 + Penalty 3184.174548 = -2239855.871063 nChanged 222 SP:Iteration 12Q (311.610000 sec): 3 clusters Score: Raw -2243213.763807 + Penalty 3184.174548 = -2240029.589259 nChanged 168 SP:Iteration 13Q (311.650000 sec): 3 clusters Score: Raw -2243337.173801 + Penalty 3184.174548 = -2240152.999253 nChanged 104 SP:Iteration 14Q (311.680000 sec): 3 clusters Score: Raw -2243418.978946 + Penalty 3184.174548 = -2240234.804398 nChanged 76 SP:Iteration 15Q (311.720000 sec): 3 clusters Score: Raw -2243471.127035 + Penalty 3184.174548 = -2240286.952486 nChanged 61 SP:Iteration 16Q (311.760000 sec): 3 clusters Score: Raw -2243519.142848 + Penalty 3184.174548 = -2240334.968300 nChanged 50 SP:Iteration 17Q (311.800000 sec): 3 clusters Score: Raw -2243556.572570 + Penalty 3184.174548 = -2240372.398022 nChanged 27 SP:Iteration 18Q (311.840000 sec): 3 clusters Score: Raw -2243570.236891 + Penalty 3184.174548 = -2240386.062343 nChanged 19 SP:Iteration 19Q (311.870000 sec): 3 clusters Score: Raw -2243584.098238 + Penalty 3184.174548 = -2240399.923690 nChanged 13 SP:Iteration 20F (311.920000 sec): 3 clusters Score: Raw -2243591.488203 + Penalty 3184.174548 = -2240407.313655 nChanged 12 SP:Iteration 21Q (311.950000 sec): 3 clusters Score: Raw -2243601.830493 + Penalty 3184.174548 = -2240417.655945 nChanged 14 SP:Iteration 22Q (311.990000 sec): 3 clusters Score: Raw -2243610.356907 + Penalty 3184.174548 = -2240426.182359 nChanged 10 SP:Iteration 23Q (312.030000 sec): 3 clusters Score: Raw -2243615.815267 + Penalty 3184.174548 = -2240431.640718 nChanged 11 SP:Iteration 24Q (312.060000 sec): 3 clusters Score: Raw -2243621.259769 + Penalty 3184.174548 = -2240437.085221 nChanged 3 SP:Iteration 25Q (312.090000 sec): 3 clusters Score: Raw -2243623.317850 + Penalty 3184.174548 = -2240439.143302 nChanged 4 SP:Iteration 26Q (312.130000 sec): 3 clusters Score: Raw -2243626.228313 + Penalty 3184.174548 = -2240442.053765 nChanged 2 SP:Iteration 27Q (312.170000 sec): 3 clusters Score: Raw -2243628.039915 + Penalty 3184.174548 = -2240443.865367 nChanged 3 SP:Iteration 28Q (312.200000 sec): 3 clusters Score: Raw -2243629.542653 + Penalty 3184.174548 = -2240445.368104 nChanged 1 SP:Iteration 29Q (312.240000 sec): 3 clusters Score: Raw -2243630.499853 + Penalty 3184.174548 = -2240446.325304 nChanged 1 SP:Iteration 30Q (312.270000 sec): 3 clusters Score: Raw -2243630.979789 + Penalty 3184.174548 = -2240446.805241 nChanged 1 SP:Iteration 31Q (312.310000 sec): 3 clusters Score: Raw -2243632.446502 + Penalty 3184.174548 = -2240448.271954 nChanged 2 SP:Iteration 32Q (312.340000 sec): 3 clusters Score: Raw -2243635.244720 + Penalty 3184.174548 = -2240451.070172 nChanged 5 SP:Iteration 33Q (312.380000 sec): 3 clusters Score: Raw -2243638.308969 + Penalty 3184.174548 = -2240454.134421 nChanged 1 SP:Iteration 34Q (312.410000 sec): 3 clusters Score: Raw -2243639.115200 + Penalty 3184.174548 = -2240454.940652 nChanged 1 SP:Iteration 35Q (312.450000 sec): 3 clusters Score: Raw -2243639.811592 + Penalty 3184.174548 = -2240455.637044 nChanged 0 SP:Iteration 36F (312.490000 sec): 3 clusters Score: Raw -2243639.811592 + Penalty 3184.174548 = -2240455.637044 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (115624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.030000 sec): 2 clusters Score: Raw -13430753.257787 + Penalty 1894.441059 = -13428858.816728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.390000 sec): 3 clusters Score: Raw -13355218.149939 + Penalty 3788.882118 = -13351429.267821 nChanged 55397 SP:Iteration 1F (313.730000 sec): 3 clusters Score: Raw -13387389.212826 + Penalty 3788.882118 = -13383600.330708 nChanged 3704 SP:Iteration 2Q (314.070000 sec): 3 clusters Score: Raw -13388390.016445 + Penalty 3788.882118 = -13384601.134326 nChanged 4497 SP:Iteration 3Q (314.430000 sec): 3 clusters Score: Raw -13390158.396706 + Penalty 3788.882118 = -13386369.514588 nChanged 6358 SP:Iteration 4F (314.770000 sec): 3 clusters Score: Raw -13394183.462242 + Penalty 3788.882118 = -13390394.580124 nChanged 9634 SP:Iteration 5F (315.110000 sec): 3 clusters Score: Raw -13403464.721706 + Penalty 3788.882118 = -13399675.839588 nChanged 12500 SP:Iteration 6F (315.450000 sec): 3 clusters Score: Raw -13417077.967998 + Penalty 3788.882118 = -13413289.085880 nChanged 10805 SP:Iteration 7F (315.790000 sec): 3 clusters Score: Raw -13428456.175564 + Penalty 3788.882118 = -13424667.293446 nChanged 5613 SP:Iteration 8Q (316.140000 sec): 3 clusters Score: Raw -13434910.739975 + Penalty 3788.882118 = -13431121.857856 nChanged 2156 SP:Iteration 9Q (316.470000 sec): 3 clusters Score: Raw -13437346.626494 + Penalty 3788.882118 = -13433557.744376 nChanged 899 SP:Iteration 10Q (316.750000 sec): 3 clusters Score: Raw -13437720.277273 + Penalty 3788.882118 = -13433931.395155 nChanged 421 SP:Iteration 11Q (317.020000 sec): 3 clusters Score: Raw -13437825.852127 + Penalty 3788.882118 = -13434036.970008 nChanged 245 SP:Iteration 12Q (317.290000 sec): 3 clusters Score: Raw -13437877.023392 + Penalty 3788.882118 = -13434088.141274 nChanged 181 SP:Iteration 13Q (317.560000 sec): 3 clusters Score: Raw -13437907.886959 + Penalty 3788.882118 = -13434119.004840 nChanged 126 SP:Iteration 14Q (317.820000 sec): 3 clusters Score: Raw -13437924.152434 + Penalty 3788.882118 = -13434135.270315 nChanged 101 SP:Iteration 15Q (318.090000 sec): 3 clusters Score: Raw -13437935.364914 + Penalty 3788.882118 = -13434146.482796 nChanged 79 SP:Iteration 16Q (318.350000 sec): 3 clusters Score: Raw -13437944.878167 + Penalty 3788.882118 = -13434155.996049 nChanged 76 SP:Iteration 17Q (318.620000 sec): 3 clusters Score: Raw -13437952.404749 + Penalty 3788.882118 = -13434163.522630 nChanged 62 SP:Iteration 18Q (318.890000 sec): 3 clusters Score: Raw -13437956.852314 + Penalty 3788.882118 = -13434167.970195 nChanged 44 SP:Iteration 19Q (319.160000 sec): 3 clusters Score: Raw -13437960.045321 + Penalty 3788.882118 = -13434171.163203 nChanged 29 SP:Iteration 20F (319.490000 sec): 3 clusters Score: Raw -13437962.160241 + Penalty 3788.882118 = -13434173.278122 nChanged 26 SP:Iteration 21Q (319.760000 sec): 3 clusters Score: Raw -13437963.591968 + Penalty 3788.882118 = -13434174.709849 nChanged 20 SP:Iteration 22Q (320.020000 sec): 3 clusters Score: Raw -13437964.423899 + Penalty 3788.882118 = -13434175.541780 nChanged 10 SP:Iteration 23Q (320.290000 sec): 3 clusters Score: Raw -13437964.796179 + Penalty 3788.882118 = -13434175.914060 nChanged 6 SP:Iteration 24Q (320.560000 sec): 3 clusters Score: Raw -13437965.025833 + Penalty 3788.882118 = -13434176.143715 nChanged 5 SP:Iteration 25Q (320.820000 sec): 3 clusters Score: Raw -13437965.315137 + Penalty 3788.882118 = -13434176.433018 nChanged 5 SP:Iteration 26Q (321.090000 sec): 3 clusters Score: Raw -13437965.559218 + Penalty 3788.882118 = -13434176.677099 nChanged 3 SP:Iteration 27Q (321.350000 sec): 3 clusters Score: Raw -13437965.628907 + Penalty 3788.882118 = -13434176.746788 nChanged 1 SP:Iteration 28Q (321.600000 sec): 3 clusters Score: Raw -13437965.650218 + Penalty 3788.882118 = -13434176.768099 nChanged 1 SP:Iteration 29Q (321.860000 sec): 3 clusters Score: Raw -13437965.691706 + Penalty 3788.882118 = -13434176.809588 nChanged 2 SP:Iteration 30Q (322.120000 sec): 3 clusters Score: Raw -13437965.792178 + Penalty 3788.882118 = -13434176.910060 nChanged 3 SP:Iteration 31Q (322.380000 sec): 3 clusters Score: Raw -13437965.954434 + Penalty 3788.882118 = -13434177.072315 nChanged 1 SP:Iteration 32Q (322.630000 sec): 3 clusters Score: Raw -13437966.032255 + Penalty 3788.882118 = -13434177.150137 nChanged 4 SP:Iteration 33Q (322.910000 sec): 3 clusters Score: Raw -13437966.203116 + Penalty 3788.882118 = -13434177.320997 nChanged 2 SP:Iteration 34Q (323.170000 sec): 3 clusters Score: Raw -13437966.261811 + Penalty 3788.882118 = -13434177.379692 nChanged 0 SP:Iteration 35F (323.510000 sec): 3 clusters Score: Raw -13437966.261811 + Penalty 3788.882118 = -13434177.379692 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 15 (1872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.570000 sec): 2 clusters Score: Raw -195927.656350 + Penalty 1224.398932 = -194703.257418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.570000 sec): 3 clusters Score: Raw -195341.388469 + Penalty 2448.797864 = -192892.590606 nChanged 679 SP:Iteration 1F (323.580000 sec): 3 clusters Score: Raw -196625.119160 + Penalty 2448.797864 = -194176.321296 nChanged 261 SP:Iteration 2F (323.580000 sec): 3 clusters Score: Raw -197550.811438 + Penalty 2448.797864 = -195102.013575 nChanged 251 SP:Iteration 3F (323.590000 sec): 3 clusters Score: Raw -198375.014651 + Penalty 2448.797864 = -195926.216787 nChanged 204 SP:Iteration 4F (323.590000 sec): 3 clusters Score: Raw -199037.926798 + Penalty 2448.797864 = -196589.128934 nChanged 81 SP:Iteration 5Q (323.600000 sec): 3 clusters Score: Raw -199433.226454 + Penalty 2448.797864 = -196984.428591 nChanged 33 SP:Iteration 6Q (323.600000 sec): 3 clusters Score: Raw -199559.020788 + Penalty 2448.797864 = -197110.222925 nChanged 14 SP:Iteration 7Q (323.610000 sec): 3 clusters Score: Raw -199806.814262 + Penalty 2448.797864 = -197358.016399 nChanged 12 SP:Iteration 8Q (323.610000 sec): 3 clusters Score: Raw -200130.648359 + Penalty 2448.797864 = -197681.850496 nChanged 11 SP:Iteration 9Q (323.610000 sec): 3 clusters Score: Raw -200174.973352 + Penalty 2448.797864 = -197726.175488 nChanged 8 SP:Iteration 10Q (323.610000 sec): 3 clusters Score: Raw -200205.901089 + Penalty 2448.797864 = -197757.103226 nChanged 1 SP:Iteration 11Q (323.610000 sec): 3 clusters Score: Raw -200207.787470 + Penalty 2448.797864 = -197758.989606 nChanged 0 SP:Iteration 12F (323.620000 sec): 3 clusters Score: Raw -200207.787470 + Penalty 2448.797864 = -197758.989606 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 8.12 GB. Trying to split cluster 16 (904986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.060000 sec): 2 clusters Score: Raw -107806719.365668 + Penalty 2228.797147 = -107804490.568521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.620000 sec): 3 clusters Score: Raw -107192932.291223 + Penalty 4457.594295 = -107188474.696929 nChanged 445303 SP:Iteration 1F (332.200000 sec): 3 clusters Score: Raw -107467424.191250 + Penalty 4457.594295 = -107462966.596956 nChanged 25126 SP:Iteration 2Q (334.860000 sec): 3 clusters Score: Raw -107474589.232512 + Penalty 4457.594295 = -107470131.638217 nChanged 31711 SP:Iteration 3Q (337.570000 sec): 3 clusters Score: Raw -107486907.541339 + Penalty 4457.594295 = -107482449.947044 nChanged 40900 SP:Iteration 4Q (340.240000 sec): 3 clusters Score: Raw -107509064.620643 + Penalty 4457.594295 = -107504607.026348 nChanged 52968 SP:Iteration 5F (342.750000 sec): 3 clusters Score: Raw -107548720.220293 + Penalty 4457.594295 = -107544262.625998 nChanged 64655 SP:Iteration 6F (345.310000 sec): 3 clusters Score: Raw -107609281.660335 + Penalty 4457.594295 = -107604824.066040 nChanged 68258 SP:Iteration 7F (347.830000 sec): 3 clusters Score: Raw -107674795.068423 + Penalty 4457.594295 = -107670337.474129 nChanged 58402 SP:Iteration 8F (350.370000 sec): 3 clusters Score: Raw -107719490.817832 + Penalty 4457.594295 = -107715033.223537 nChanged 40977 SP:Iteration 9Q (352.790000 sec): 3 clusters Score: Raw -107744121.343454 + Penalty 4457.594295 = -107739663.749159 nChanged 29056 SP:Iteration 10Q (355.170000 sec): 3 clusters Score: Raw -107760373.895934 + Penalty 4457.594295 = -107755916.301640 nChanged 23908 SP:Iteration 11Q (357.520000 sec): 3 clusters Score: Raw -107773830.912908 + Penalty 4457.594295 = -107769373.318613 nChanged 21633 SP:Iteration 12Q (359.810000 sec): 3 clusters Score: Raw -107785912.779278 + Penalty 4457.594295 = -107781455.184983 nChanged 19630 SP:Iteration 13Q (362.080000 sec): 3 clusters Score: Raw -107796435.347847 + Penalty 4457.594295 = -107791977.753552 nChanged 17595 SP:Iteration 14Q (364.310000 sec): 3 clusters Score: Raw -107805145.481304 + Penalty 4457.594295 = -107800687.887009 nChanged 15377 SP:Iteration 15Q (366.520000 sec): 3 clusters Score: Raw -107811944.250339 + Penalty 4457.594295 = -107807486.656044 nChanged 13186 SP:Iteration 16Q (368.700000 sec): 3 clusters Score: Raw -107817088.868622 + Penalty 4457.594295 = -107812631.274327 nChanged 11243 SP:Iteration 17Q (370.890000 sec): 3 clusters Score: Raw -107820868.434147 + Penalty 4457.594295 = -107816410.839852 nChanged 9266 SP:Iteration 18Q (373.050000 sec): 3 clusters Score: Raw -107823506.889712 + Penalty 4457.594295 = -107819049.295417 nChanged 7721 SP:Iteration 19Q (375.180000 sec): 3 clusters Score: Raw -107825345.469482 + Penalty 4457.594295 = -107820887.875188 nChanged 6302 SP:Iteration 20F (377.710000 sec): 3 clusters Score: Raw -107826591.011249 + Penalty 4457.594295 = -107822133.416954 nChanged 5263 SP:Iteration 21Q (379.800000 sec): 3 clusters Score: Raw -107827487.561164 + Penalty 4457.594295 = -107823029.966869 nChanged 4366 SP:Iteration 22Q (381.900000 sec): 3 clusters Score: Raw -107828106.984268 + Penalty 4457.594295 = -107823649.389973 nChanged 3589 SP:Iteration 23Q (383.960000 sec): 3 clusters Score: Raw -107828537.788741 + Penalty 4457.594295 = -107824080.194447 nChanged 3007 SP:Iteration 24Q (386.010000 sec): 3 clusters Score: Raw -107828845.399344 + Penalty 4457.594295 = -107824387.805049 nChanged 2568 SP:Iteration 25Q (388.070000 sec): 3 clusters Score: Raw -107829063.557918 + Penalty 4457.594295 = -107824605.963624 nChanged 2014 SP:Iteration 26Q (390.130000 sec): 3 clusters Score: Raw -107829207.353668 + Penalty 4457.594295 = -107824749.759373 nChanged 1713 SP:Iteration 27Q (392.220000 sec): 3 clusters Score: Raw -107829313.681662 + Penalty 4457.594295 = -107824856.087367 nChanged 1453 SP:Iteration 28Q (394.290000 sec): 3 clusters Score: Raw -107829389.743705 + Penalty 4457.594295 = -107824932.149410 nChanged 1203 SP:Iteration 29Q (396.360000 sec): 3 clusters Score: Raw -107829442.786958 + Penalty 4457.594295 = -107824985.192663 nChanged 992 SP:Iteration 30Q (398.420000 sec): 3 clusters Score: Raw -107829480.649747 + Penalty 4457.594295 = -107825023.055452 nChanged 837 SP:Iteration 31Q (400.470000 sec): 3 clusters Score: Raw -107829508.072639 + Penalty 4457.594295 = -107825050.478344 nChanged 693 SP:Iteration 32Q (402.520000 sec): 3 clusters Score: Raw -107829528.510047 + Penalty 4457.594295 = -107825070.915753 nChanged 604 SP:Iteration 33Q (404.580000 sec): 3 clusters Score: Raw -107829543.700939 + Penalty 4457.594295 = -107825086.106644 nChanged 508 SP:Iteration 34Q (406.640000 sec): 3 clusters Score: Raw -107829554.687926 + Penalty 4457.594295 = -107825097.093632 nChanged 428 SP:Iteration 35Q (408.700000 sec): 3 clusters Score: Raw -107829562.424273 + Penalty 4457.594295 = -107825104.829978 nChanged 335 SP:Iteration 36Q (411.180000 sec): 3 clusters Score: Raw -107829567.837197 + Penalty 4457.594295 = -107825110.242902 nChanged 280 SP:Iteration 37Q (413.220000 sec): 3 clusters Score: Raw -107829571.994064 + Penalty 4457.594295 = -107825114.399769 nChanged 254 SP:Iteration 38Q (415.280000 sec): 3 clusters Score: Raw -107829575.268893 + Penalty 4457.594295 = -107825117.674599 nChanged 203 SP:Iteration 39Q (417.320000 sec): 3 clusters Score: Raw -107829577.693173 + Penalty 4457.594295 = -107825120.098878 nChanged 176 SP:Iteration 40F (419.880000 sec): 3 clusters Score: Raw -107829579.415327 + Penalty 4457.594295 = -107825121.821032 nChanged 143 SP:Iteration 41Q (422.010000 sec): 3 clusters Score: Raw -107829580.854518 + Penalty 4457.594295 = -107825123.260224 nChanged 125 SP:Iteration 42Q (424.060000 sec): 3 clusters Score: Raw -107829582.037464 + Penalty 4457.594295 = -107825124.443169 nChanged 122 SP:Iteration 43Q (426.110000 sec): 3 clusters Score: Raw -107829583.152734 + Penalty 4457.594295 = -107825125.558439 nChanged 114 SP:Iteration 44Q (428.180000 sec): 3 clusters Score: Raw -107829584.254418 + Penalty 4457.594295 = -107825126.660124 nChanged 107 SP:Iteration 45Q (432.880000 sec): 3 clusters Score: Raw -107829585.238678 + Penalty 4457.594295 = -107825127.644383 nChanged 98 SP:Iteration 46Q (434.930000 sec): 3 clusters Score: Raw -107829586.025147 + Penalty 4457.594295 = -107825128.430853 nChanged 68 SP:Iteration 47Q (437.000000 sec): 3 clusters Score: Raw -107829586.507733 + Penalty 4457.594295 = -107825128.913438 nChanged 62 SP:Iteration 48Q (439.050000 sec): 3 clusters Score: Raw -107829586.967877 + Penalty 4457.594295 = -107825129.373582 nChanged 59 SP:Iteration 49Q (441.110000 sec): 3 clusters Score: Raw -107829587.346318 + Penalty 4457.594295 = -107825129.752023 nChanged 55 SP:Iteration 50Q (444.350000 sec): 3 clusters Score: Raw -107829587.676596 + Penalty 4457.594295 = -107825130.082301 nChanged 54 SP:Iteration 51Q (446.510000 sec): 3 clusters Score: Raw -107829587.963428 + Penalty 4457.594295 = -107825130.369134 nChanged 33 SP:Iteration 52Q (448.550000 sec): 3 clusters Score: Raw -107829588.124135 + Penalty 4457.594295 = -107825130.529841 nChanged 29 SP:Iteration 53Q (450.630000 sec): 3 clusters Score: Raw -107829588.272201 + Penalty 4457.594295 = -107825130.677906 nChanged 33 SP:Iteration 54Q (452.670000 sec): 3 clusters Score: Raw -107829588.460073 + Penalty 4457.594295 = -107825130.865778 nChanged 27 SP:Iteration 55Q (454.710000 sec): 3 clusters Score: Raw -107829588.592265 + Penalty 4457.594295 = -107825130.997971 nChanged 20 SP:Iteration 56Q (456.770000 sec): 3 clusters Score: Raw -107829588.678969 + Penalty 4457.594295 = -107825131.084674 nChanged 17 SP:Iteration 57Q (459.770000 sec): 3 clusters Score: Raw -107829588.759926 + Penalty 4457.594295 = -107825131.165631 nChanged 16 SP:Iteration 58Q (466.560000 sec): 3 clusters Score: Raw -107829588.828019 + Penalty 4457.594295 = -107825131.233724 nChanged 12 SP:Iteration 59Q (469.340000 sec): 3 clusters Score: Raw -107829588.880685 + Penalty 4457.594295 = -107825131.286391 nChanged 17 SP:Iteration 60F (475.760000 sec): 3 clusters Score: Raw -107829588.979613 + Penalty 4457.594295 = -107825131.385318 nChanged 21 SP:Iteration 61Q (483.790000 sec): 3 clusters Score: Raw -107829589.091759 + Penalty 4457.594295 = -107825131.497464 nChanged 14 SP:Iteration 62Q (485.840000 sec): 3 clusters Score: Raw -107829589.168523 + Penalty 4457.594295 = -107825131.574229 nChanged 16 SP:Iteration 63Q (487.890000 sec): 3 clusters Score: Raw -107829589.247899 + Penalty 4457.594295 = -107825131.653604 nChanged 15 SP:Iteration 64Q (489.940000 sec): 3 clusters Score: Raw -107829589.311471 + Penalty 4457.594295 = -107825131.717176 nChanged 13 SP:Iteration 65Q (492.030000 sec): 3 clusters Score: Raw -107829589.365270 + Penalty 4457.594295 = -107825131.770975 nChanged 10 SP:Iteration 66Q (494.080000 sec): 3 clusters Score: Raw -107829589.399126 + Penalty 4457.594295 = -107825131.804831 nChanged 4 SP:Iteration 67Q (496.110000 sec): 3 clusters Score: Raw -107829589.409596 + Penalty 4457.594295 = -107825131.815302 nChanged 1 SP:Iteration 68Q (498.160000 sec): 3 clusters Score: Raw -107829589.411605 + Penalty 4457.594295 = -107825131.817310 nChanged 0 SP:Iteration 69F (500.730000 sec): 3 clusters Score: Raw -107829589.411605 + Penalty 4457.594295 = -107825131.817310 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.090000 sec): 2 clusters Score: Raw -297592.626744 + Penalty 1269.511458 = -296323.115286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.090000 sec): 3 clusters Score: Raw -296450.649609 + Penalty 2539.022917 = -293911.626692 nChanged 904 SP:Iteration 1F (501.100000 sec): 3 clusters Score: Raw -296983.386815 + Penalty 2539.022917 = -294444.363898 nChanged 194 SP:Iteration 2F (501.100000 sec): 3 clusters Score: Raw -297111.202644 + Penalty 2539.022917 = -294572.179727 nChanged 125 SP:Iteration 3F (501.110000 sec): 3 clusters Score: Raw -297187.611198 + Penalty 2539.022917 = -294648.588281 nChanged 107 SP:Iteration 4Q (501.120000 sec): 3 clusters Score: Raw -297246.452144 + Penalty 2539.022917 = -294707.429227 nChanged 64 SP:Iteration 5Q (501.120000 sec): 3 clusters Score: Raw -297281.969107 + Penalty 2539.022917 = -294742.946190 nChanged 48 SP:Iteration 6Q (501.130000 sec): 3 clusters Score: Raw -297313.050468 + Penalty 2539.022917 = -294774.027551 nChanged 57 SP:Iteration 7Q (501.130000 sec): 3 clusters Score: Raw -297345.209696 + Penalty 2539.022917 = -294806.186779 nChanged 47 SP:Iteration 8Q (501.140000 sec): 3 clusters Score: Raw -297372.428463 + Penalty 2539.022917 = -294833.405546 nChanged 46 SP:Iteration 9Q (501.150000 sec): 3 clusters Score: Raw -297392.158393 + Penalty 2539.022917 = -294853.135476 nChanged 33 SP:Iteration 10Q (501.150000 sec): 3 clusters Score: Raw -297406.491049 + Penalty 2539.022917 = -294867.468132 nChanged 37 SP:Iteration 11Q (501.160000 sec): 3 clusters Score: Raw -297429.107903 + Penalty 2539.022917 = -294890.084986 nChanged 49 SP:Iteration 12Q (501.170000 sec): 3 clusters Score: Raw -297454.479624 + Penalty 2539.022917 = -294915.456708 nChanged 62 SP:Iteration 13Q (501.170000 sec): 3 clusters Score: Raw -297493.200105 + Penalty 2539.022917 = -294954.177188 nChanged 61 SP:Iteration 14Q (501.180000 sec): 3 clusters Score: Raw -297533.053313 + Penalty 2539.022917 = -294994.030396 nChanged 50 SP:Iteration 15Q (501.190000 sec): 3 clusters Score: Raw -297569.990552 + Penalty 2539.022917 = -295030.967635 nChanged 61 SP:Iteration 16Q (501.190000 sec): 3 clusters Score: Raw -297613.851147 + Penalty 2539.022917 = -295074.828230 nChanged 59 SP:Iteration 17Q (501.200000 sec): 3 clusters Score: Raw -297654.450709 + Penalty 2539.022917 = -295115.427792 nChanged 45 SP:Iteration 18Q (501.210000 sec): 3 clusters Score: Raw -297694.298680 + Penalty 2539.022917 = -295155.275763 nChanged 42 SP:Iteration 19Q (501.210000 sec): 3 clusters Score: Raw -297739.916477 + Penalty 2539.022917 = -295200.893560 nChanged 45 SP:Iteration 20F (501.220000 sec): 3 clusters Score: Raw -297787.003357 + Penalty 2539.022917 = -295247.980441 nChanged 40 SP:Iteration 21Q (501.220000 sec): 3 clusters Score: Raw -297833.696193 + Penalty 2539.022917 = -295294.673276 nChanged 30 SP:Iteration 22Q (501.230000 sec): 3 clusters Score: Raw -297860.359685 + Penalty 2539.022917 = -295321.336768 nChanged 28 SP:Iteration 23Q (501.240000 sec): 3 clusters Score: Raw -297883.086564 + Penalty 2539.022917 = -295344.063647 nChanged 26 SP:Iteration 24Q (501.240000 sec): 3 clusters Score: Raw -297897.210876 + Penalty 2539.022917 = -295358.187959 nChanged 15 SP:Iteration 25Q (501.250000 sec): 3 clusters Score: Raw -297909.293974 + Penalty 2539.022917 = -295370.271057 nChanged 11 SP:Iteration 26Q (501.250000 sec): 3 clusters Score: Raw -297916.637300 + Penalty 2539.022917 = -295377.614383 nChanged 9 SP:Iteration 27Q (501.260000 sec): 3 clusters Score: Raw -297921.831936 + Penalty 2539.022917 = -295382.809019 nChanged 5 SP:Iteration 28Q (501.270000 sec): 3 clusters Score: Raw -297923.940375 + Penalty 2539.022917 = -295384.917458 nChanged 3 SP:Iteration 29Q (501.270000 sec): 3 clusters Score: Raw -297926.182650 + Penalty 2539.022917 = -295387.159733 nChanged 5 SP:Iteration 30Q (501.280000 sec): 3 clusters Score: Raw -297928.849442 + Penalty 2539.022917 = -295389.826525 nChanged 5 SP:Iteration 31Q (501.290000 sec): 3 clusters Score: Raw -297930.937696 + Penalty 2539.022917 = -295391.914779 nChanged 2 SP:Iteration 32Q (501.290000 sec): 3 clusters Score: Raw -297932.140673 + Penalty 2539.022917 = -295393.117756 nChanged 3 SP:Iteration 33Q (501.300000 sec): 3 clusters Score: Raw -297933.430414 + Penalty 2539.022917 = -295394.407497 nChanged 4 SP:Iteration 34Q (501.300000 sec): 3 clusters Score: Raw -297935.222428 + Penalty 2539.022917 = -295396.199511 nChanged 2 SP:Iteration 35Q (501.310000 sec): 3 clusters Score: Raw -297935.988048 + Penalty 2539.022917 = -295396.965131 nChanged 3 SP:Iteration 36Q (501.310000 sec): 3 clusters Score: Raw -297937.698929 + Penalty 2539.022917 = -295398.676012 nChanged 2 SP:Iteration 37Q (501.320000 sec): 3 clusters Score: Raw -297938.873575 + Penalty 2539.022917 = -295399.850658 nChanged 0 SP:Iteration 38F (501.330000 sec): 3 clusters Score: Raw -297938.873575 + Penalty 2539.022917 = -295399.850658 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.330000 sec): 2 clusters Score: Raw -205880.381117 + Penalty 1222.302128 = -204658.078989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.340000 sec): 3 clusters Score: Raw -205147.813095 + Penalty 2444.604257 = -202703.208838 nChanged 662 SP:Iteration 1F (501.350000 sec): 3 clusters Score: Raw -205856.245842 + Penalty 2444.604257 = -203411.641585 nChanged 186 SP:Iteration 2F (501.350000 sec): 3 clusters Score: Raw -206087.591413 + Penalty 2444.604257 = -203642.987156 nChanged 140 SP:Iteration 3F (501.350000 sec): 3 clusters Score: Raw -206535.519221 + Penalty 2444.604257 = -204090.914964 nChanged 193 SP:Iteration 4F (501.360000 sec): 3 clusters Score: Raw -207056.536367 + Penalty 2444.604257 = -204611.932110 nChanged 155 SP:Iteration 5F (501.370000 sec): 3 clusters Score: Raw -207459.922908 + Penalty 2444.604257 = -205015.318651 nChanged 93 SP:Iteration 6F (501.370000 sec): 3 clusters Score: Raw -207799.962802 + Penalty 2444.604257 = -205355.358545 nChanged 69 SP:Iteration 7Q (501.370000 sec): 3 clusters Score: Raw -208024.578196 + Penalty 2444.604257 = -205579.973939 nChanged 53 SP:Iteration 8Q (501.380000 sec): 3 clusters Score: Raw -208144.009225 + Penalty 2444.604257 = -205699.404968 nChanged 31 SP:Iteration 9Q (501.380000 sec): 3 clusters Score: Raw -208178.460148 + Penalty 2444.604257 = -205733.855891 nChanged 20 SP:Iteration 10Q (501.390000 sec): 3 clusters Score: Raw -208209.537865 + Penalty 2444.604257 = -205764.933608 nChanged 28 SP:Iteration 11Q (501.390000 sec): 3 clusters Score: Raw -208265.485800 + Penalty 2444.604257 = -205820.881543 nChanged 30 SP:Iteration 12Q (501.390000 sec): 3 clusters Score: Raw -208336.855541 + Penalty 2444.604257 = -205892.251284 nChanged 38 SP:Iteration 13Q (501.400000 sec): 3 clusters Score: Raw -208423.613899 + Penalty 2444.604257 = -205979.009642 nChanged 38 SP:Iteration 14Q (501.400000 sec): 3 clusters Score: Raw -208508.349284 + Penalty 2444.604257 = -206063.745027 nChanged 48 SP:Iteration 15Q (501.410000 sec): 3 clusters Score: Raw -208627.982690 + Penalty 2444.604257 = -206183.378433 nChanged 47 SP:Iteration 16Q (501.410000 sec): 3 clusters Score: Raw -208765.737615 + Penalty 2444.604257 = -206321.133358 nChanged 62 SP:Iteration 17Q (501.410000 sec): 3 clusters Score: Raw -209077.361150 + Penalty 2444.604257 = -206632.756893 nChanged 41 SP:Iteration 18Q (501.410000 sec): 3 clusters Score: Raw -209462.462359 + Penalty 2444.604257 = -207017.858102 nChanged 24 SP:Iteration 19Q (501.420000 sec): 3 clusters Score: Raw -209624.504212 + Penalty 2444.604257 = -207179.899955 nChanged 14 SP:Iteration 20F (501.430000 sec): 3 clusters Score: Raw -209650.740462 + Penalty 2444.604257 = -207206.136205 nChanged 6 SP:Iteration 21Q (501.430000 sec): 3 clusters Score: Raw -209660.747759 + Penalty 2444.604257 = -207216.143502 nChanged 4 SP:Iteration 22Q (501.430000 sec): 3 clusters Score: Raw -209663.468222 + Penalty 2444.604257 = -207218.863965 nChanged 0 SP:Iteration 23F (501.430000 sec): 3 clusters Score: Raw -209663.468222 + Penalty 2444.604257 = -207218.863965 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (3378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.450000 sec): 2 clusters Score: Raw -340354.102309 + Penalty 1320.318853 = -339033.783455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.460000 sec): 3 clusters Score: Raw -339273.551087 + Penalty 2640.637707 = -336632.913380 nChanged 1393 SP:Iteration 1F (501.470000 sec): 3 clusters Score: Raw -342393.180009 + Penalty 2640.637707 = -339752.542302 nChanged 525 SP:Iteration 2F (501.480000 sec): 3 clusters Score: Raw -344023.956140 + Penalty 2640.637707 = -341383.318433 nChanged 379 SP:Iteration 3F (501.490000 sec): 3 clusters Score: Raw -345442.859723 + Penalty 2640.637707 = -342802.222016 nChanged 241 SP:Iteration 4F (501.500000 sec): 3 clusters Score: Raw -346534.820727 + Penalty 2640.637707 = -343894.183020 nChanged 140 SP:Iteration 5Q (501.500000 sec): 3 clusters Score: Raw -347543.402667 + Penalty 2640.637707 = -344902.764960 nChanged 62 SP:Iteration 6Q (501.510000 sec): 3 clusters Score: Raw -348470.088449 + Penalty 2640.637707 = -345829.450743 nChanged 15 SP:Iteration 7Q (501.510000 sec): 3 clusters Score: Raw -348544.936851 + Penalty 2640.637707 = -345904.299145 nChanged 8 SP:Iteration 8Q (501.520000 sec): 3 clusters Score: Raw -348560.590002 + Penalty 2640.637707 = -345919.952295 nChanged 1 SP:Iteration 9Q (501.530000 sec): 3 clusters Score: Raw -348560.901866 + Penalty 2640.637707 = -345920.264159 nChanged 0 SP:Iteration 10F (501.530000 sec): 3 clusters Score: Raw -348710.386044 + Penalty 2640.637707 = -346069.748337 nChanged 23 SP:Iteration 11Q (501.540000 sec): 3 clusters Score: Raw -349298.319535 + Penalty 2640.637707 = -346657.681829 nChanged 34 SP:Iteration 12Q (501.550000 sec): 3 clusters Score: Raw -350777.138467 + Penalty 2640.637707 = -348136.500760 nChanged 4 SP:Iteration 13Q (501.550000 sec): 3 clusters Score: Raw -350993.161697 + Penalty 2640.637707 = -348352.523990 nChanged 0 SP:Iteration 14F (501.560000 sec): 3 clusters Score: Raw -350993.161697 + Penalty 2640.637707 = -348352.523990 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Iteration 20F (520.020000 sec): 17 clusters Score: Raw -132032207.229894 + Penalty 36209.281323 = -131995997.948571 nChanged 15400 Iteration 21Q (526.750000 sec): 17 clusters Score: Raw -132039031.814425 + Penalty 36209.281323 = -132002822.533102 nChanged 10277 Iteration 22Q (533.350000 sec): 17 clusters Score: Raw -132042467.042406 + Penalty 36209.281323 = -132006257.761083 nChanged 8539 Iteration 23Q (539.550000 sec): 17 clusters Score: Raw -132044637.787876 + Penalty 36209.281323 = -132008428.506553 nChanged 7465 Iteration 24Q (545.890000 sec): 17 clusters Score: Raw -132046302.381869 + Penalty 36209.281323 = -132010093.100546 nChanged 6682 Iteration 25Q (552.140000 sec): 17 clusters Score: Raw -132047591.476184 + Penalty 36209.281323 = -132011382.194861 nChanged 5971 Iteration 26Q (558.470000 sec): 17 clusters Score: Raw -132048617.174928 + Penalty 36209.281323 = -132012407.893605 nChanged 5453 Iteration 27Q (564.710000 sec): 17 clusters Score: Raw -132049442.885118 + Penalty 36209.281323 = -132013233.603795 nChanged 5005 Iteration 28Q (570.810000 sec): 17 clusters Score: Raw -132050101.020946 + Penalty 36209.281323 = -132013891.739623 nChanged 4460 Iteration 29Q (577.160000 sec): 17 clusters Score: Raw -132050634.199467 + Penalty 36209.281323 = -132014424.918144 nChanged 4001 Iteration 30Q (583.200000 sec): 17 clusters Score: Raw -132051112.363853 + Penalty 36209.281323 = -132014903.082530 nChanged 3753 Iteration 31Q (589.530000 sec): 17 clusters Score: Raw -132051529.002334 + Penalty 36209.281323 = -132015319.721011 nChanged 3423 Iteration 32Q (595.740000 sec): 17 clusters Score: Raw -132051905.614017 + Penalty 36209.281323 = -132015696.332694 nChanged 3229 Iteration 33Q (601.600000 sec): 17 clusters Score: Raw -132052237.379180 + Penalty 36209.281323 = -132016028.097857 nChanged 2997 Iteration 34Q (607.640000 sec): 17 clusters Score: Raw -132052532.567852 + Penalty 36209.281323 = -132016323.286529 nChanged 2715 Iteration 35Q (613.680000 sec): 17 clusters Score: Raw -132052795.746518 + Penalty 36209.281323 = -132016586.465195 nChanged 2491 Iteration 36Q (619.720000 sec): 17 clusters Score: Raw -132053026.094013 + Penalty 36209.281323 = -132016816.812690 nChanged 2275 Iteration 37Q (625.780000 sec): 17 clusters Score: Raw -132053240.385343 + Penalty 36209.281323 = -132017031.104020 nChanged 2101 Iteration 38Q (631.800000 sec): 17 clusters Score: Raw -132053430.993839 + Penalty 36209.281323 = -132017221.712516 nChanged 1968 Iteration 39Q (637.840000 sec): 17 clusters Score: Raw -132053603.226904 + Penalty 36209.281323 = -132017393.945580 nChanged 1871 Iteration 40F (656.020000 sec): 17 clusters Score: Raw -132054514.557299 + Penalty 36209.281323 = -132018305.275976 nChanged 2019 Iteration 41Q (662.320000 sec): 17 clusters Score: Raw -132055562.699781 + Penalty 36209.281323 = -132019353.418458 nChanged 1820 Iteration 42Q (668.730000 sec): 17 clusters Score: Raw -132055875.034698 + Penalty 36209.281323 = -132019665.753375 nChanged 1645 Iteration 43Q (675.260000 sec): 17 clusters Score: Raw -132056070.260692 + Penalty 36209.281323 = -132019860.979369 nChanged 1448 Iteration 44Q (681.240000 sec): 17 clusters Score: Raw -132056208.752348 + Penalty 36209.281323 = -132019999.471025 nChanged 1322 Iteration 45Q (687.220000 sec): 17 clusters Score: Raw -132056309.705407 + Penalty 36209.281323 = -132020100.424084 nChanged 1236 Iteration 46Q (693.210000 sec): 17 clusters Score: Raw -132056404.835034 + Penalty 36209.281323 = -132020195.553711 nChanged 1138 Iteration 47Q (699.330000 sec): 17 clusters Score: Raw -132056484.971139 + Penalty 36209.281323 = -132020275.689816 nChanged 1072 Iteration 48Q (708.660000 sec): 17 clusters Score: Raw -132056561.955613 + Penalty 36209.281323 = -132020352.674290 nChanged 1016 Iteration 49Q (718.860000 sec): 17 clusters Score: Raw -132056638.112032 + Penalty 36209.281323 = -132020428.830708 nChanged 978 Iteration 50Q (732.570000 sec): 17 clusters Score: Raw -132056709.509886 + Penalty 36209.281323 = -132020500.228562 nChanged 971 Iteration 51Q (740.740000 sec): 17 clusters Score: Raw -132056777.410313 + Penalty 36209.281323 = -132020568.128990 nChanged 911 Iteration 52Q (746.680000 sec): 17 clusters Score: Raw -132056839.957010 + Penalty 36209.281323 = -132020630.675687 nChanged 867 Iteration 53Q (767.730000 sec): 17 clusters Score: Raw -132056900.408852 + Penalty 36209.281323 = -132020691.127529 nChanged 824 Iteration 54Q (779.070000 sec): 17 clusters Score: Raw -132056951.557926 + Penalty 36209.281323 = -132020742.276603 nChanged 751 Iteration 55Q (784.980000 sec): 17 clusters Score: Raw -132056998.867534 + Penalty 36209.281323 = -132020789.586211 nChanged 693 Iteration 56Q (790.970000 sec): 17 clusters Score: Raw -132057040.820020 + Penalty 36209.281323 = -132020831.538697 nChanged 644 Iteration 57Q (797.490000 sec): 17 clusters Score: Raw -132057077.717264 + Penalty 36209.281323 = -132020868.435941 nChanged 608 Iteration 58Q (803.470000 sec): 17 clusters Score: Raw -132057112.504569 + Penalty 36209.281323 = -132020903.223246 nChanged 557 Writing temp clu file Because OldScore, -132020868.435941, is greater than current (better) Score,-132020903.223246 Compute initial score before splitting: Score: Raw -132057112.504569 + Penalty 36209.281323 = -132020903.223246 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 1 (11031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (803.670000 sec): 2 clusters Score: Raw -1322722.403135 + Penalty 1512.625525 = -1321209.777610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (803.700000 sec): 3 clusters Score: Raw -1316492.974101 + Penalty 3025.251050 = -1313467.723050 nChanged 4744 SP:Iteration 1F (803.730000 sec): 3 clusters Score: Raw -1319058.553457 + Penalty 3025.251050 = -1316033.302407 nChanged 692 SP:Iteration 2F (803.750000 sec): 3 clusters Score: Raw -1319399.384710 + Penalty 3025.251050 = -1316374.133660 nChanged 665 SP:Iteration 3F (803.780000 sec): 3 clusters Score: Raw -1319789.125637 + Penalty 3025.251050 = -1316763.874587 nChanged 728 SP:Iteration 4F (803.810000 sec): 3 clusters Score: Raw -1320307.002247 + Penalty 3025.251050 = -1317281.751197 nChanged 771 SP:Iteration 5F (803.840000 sec): 3 clusters Score: Raw -1320931.263573 + Penalty 3025.251050 = -1317906.012523 nChanged 753 SP:Iteration 6F (803.870000 sec): 3 clusters Score: Raw -1321639.310008 + Penalty 3025.251050 = -1318614.058958 nChanged 557 SP:Iteration 7F (803.900000 sec): 3 clusters Score: Raw -1322189.352806 + Penalty 3025.251050 = -1319164.101756 nChanged 326 SP:Iteration 8Q (803.930000 sec): 3 clusters Score: Raw -1322521.857343 + Penalty 3025.251050 = -1319496.606293 nChanged 157 SP:Iteration 9Q (803.960000 sec): 3 clusters Score: Raw -1322696.028574 + Penalty 3025.251050 = -1319670.777523 nChanged 79 SP:Iteration 10Q (803.980000 sec): 3 clusters Score: Raw -1322785.092536 + Penalty 3025.251050 = -1319759.841486 nChanged 42 SP:Iteration 11Q (804.010000 sec): 3 clusters Score: Raw -1322832.925024 + Penalty 3025.251050 = -1319807.673974 nChanged 20 SP:Iteration 12Q (804.030000 sec): 3 clusters Score: Raw -1322856.789883 + Penalty 3025.251050 = -1319831.538832 nChanged 19 SP:Iteration 13Q (804.050000 sec): 3 clusters Score: Raw -1322883.292533 + Penalty 3025.251050 = -1319858.041482 nChanged 10 SP:Iteration 14Q (804.070000 sec): 3 clusters Score: Raw -1322895.809641 + Penalty 3025.251050 = -1319870.558591 nChanged 4 SP:Iteration 15Q (804.090000 sec): 3 clusters Score: Raw -1322899.900108 + Penalty 3025.251050 = -1319874.649058 nChanged 3 SP:Iteration 16Q (804.110000 sec): 3 clusters Score: Raw -1322904.044442 + Penalty 3025.251050 = -1319878.793391 nChanged 5 SP:Iteration 17Q (804.130000 sec): 3 clusters Score: Raw -1322910.757160 + Penalty 3025.251050 = -1319885.506110 nChanged 8 SP:Iteration 18Q (804.160000 sec): 3 clusters Score: Raw -1322921.238312 + Penalty 3025.251050 = -1319895.987261 nChanged 4 SP:Iteration 19Q (804.180000 sec): 3 clusters Score: Raw -1322926.180434 + Penalty 3025.251050 = -1319900.929384 nChanged 3 SP:Iteration 20F (804.210000 sec): 3 clusters Score: Raw -1322930.114793 + Penalty 3025.251050 = -1319904.863743 nChanged 2 SP:Iteration 21Q (804.230000 sec): 3 clusters Score: Raw -1322932.701900 + Penalty 3025.251050 = -1319907.450850 nChanged 2 SP:Iteration 22Q (804.250000 sec): 3 clusters Score: Raw -1322936.257788 + Penalty 3025.251050 = -1319911.006738 nChanged 0 SP:Iteration 23F (804.280000 sec): 3 clusters Score: Raw -1322936.257788 + Penalty 3025.251050 = -1319911.006738 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 2 (117539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.590000 sec): 2 clusters Score: Raw -13755346.413862 + Penalty 1897.110389 = -13753449.303473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.930000 sec): 3 clusters Score: Raw -13678135.760377 + Penalty 3794.220779 = -13674341.539598 nChanged 56519 SP:Iteration 1F (805.260000 sec): 3 clusters Score: Raw -13711679.388208 + Penalty 3794.220779 = -13707885.167429 nChanged 4135 SP:Iteration 2Q (805.610000 sec): 3 clusters Score: Raw -13712971.668899 + Penalty 3794.220779 = -13709177.448120 nChanged 5479 SP:Iteration 3Q (805.960000 sec): 3 clusters Score: Raw -13715391.013225 + Penalty 3794.220779 = -13711596.792447 nChanged 7705 SP:Iteration 4F (806.290000 sec): 3 clusters Score: Raw -13720102.878870 + Penalty 3794.220779 = -13716308.658091 nChanged 10189 SP:Iteration 5F (806.620000 sec): 3 clusters Score: Raw -13728502.073332 + Penalty 3794.220779 = -13724707.852554 nChanged 11363 SP:Iteration 6F (806.950000 sec): 3 clusters Score: Raw -13739951.217012 + Penalty 3794.220779 = -13736156.996234 nChanged 9032 SP:Iteration 7F (807.280000 sec): 3 clusters Score: Raw -13749643.137584 + Penalty 3794.220779 = -13745848.916806 nChanged 4215 SP:Iteration 8Q (807.600000 sec): 3 clusters Score: Raw -13753972.061428 + Penalty 3794.220779 = -13750177.840649 nChanged 1210 SP:Iteration 9Q (807.880000 sec): 3 clusters Score: Raw -13755153.648655 + Penalty 3794.220779 = -13751359.427876 nChanged 273 SP:Iteration 10Q (808.130000 sec): 3 clusters Score: Raw -13755470.137380 + Penalty 3794.220779 = -13751675.916601 nChanged 92 SP:Iteration 11Q (808.380000 sec): 3 clusters Score: Raw -13755596.040818 + Penalty 3794.220779 = -13751801.820040 nChanged 46 SP:Iteration 12Q (808.630000 sec): 3 clusters Score: Raw -13755650.331610 + Penalty 3794.220779 = -13751856.110831 nChanged 30 SP:Iteration 13Q (808.860000 sec): 3 clusters Score: Raw -13755682.583035 + Penalty 3794.220779 = -13751888.362256 nChanged 27 SP:Iteration 14Q (809.090000 sec): 3 clusters Score: Raw -13755714.563426 + Penalty 3794.220779 = -13751920.342647 nChanged 15 SP:Iteration 15Q (809.340000 sec): 3 clusters Score: Raw -13755738.965285 + Penalty 3794.220779 = -13751944.744506 nChanged 23 SP:Iteration 16Q (809.580000 sec): 3 clusters Score: Raw -13755775.888108 + Penalty 3794.220779 = -13751981.667330 nChanged 15 SP:Iteration 17Q (809.850000 sec): 3 clusters Score: Raw -13755791.890561 + Penalty 3794.220779 = -13751997.669782 nChanged 12 SP:Iteration 18Q (810.080000 sec): 3 clusters Score: Raw -13755804.481264 + Penalty 3794.220779 = -13752010.260485 nChanged 4 SP:Iteration 19Q (810.320000 sec): 3 clusters Score: Raw -13755808.208474 + Penalty 3794.220779 = -13752013.987696 nChanged 6 SP:Iteration 20F (810.660000 sec): 3 clusters Score: Raw -13755813.844779 + Penalty 3794.220779 = -13752019.624001 nChanged 3 SP:Iteration 21Q (810.900000 sec): 3 clusters Score: Raw -13755816.329732 + Penalty 3794.220779 = -13752022.108953 nChanged 3 SP:Iteration 22Q (811.140000 sec): 3 clusters Score: Raw -13755817.656312 + Penalty 3794.220779 = -13752023.435533 nChanged 1 SP:Iteration 23Q (811.400000 sec): 3 clusters Score: Raw -13755818.132459 + Penalty 3794.220779 = -13752023.911680 nChanged 1 SP:Iteration 24Q (811.630000 sec): 3 clusters Score: Raw -13755818.978958 + Penalty 3794.220779 = -13752024.758180 nChanged 2 SP:Iteration 25Q (811.870000 sec): 3 clusters Score: Raw -13755820.891461 + Penalty 3794.220779 = -13752026.670682 nChanged 1 SP:Iteration 26Q (812.100000 sec): 3 clusters Score: Raw -13755821.320837 + Penalty 3794.220779 = -13752027.100059 nChanged 0 SP:Iteration 27F (812.440000 sec): 3 clusters Score: Raw -13755821.320837 + Penalty 3794.220779 = -13752027.100059 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (2590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.490000 sec): 2 clusters Score: Raw -316364.651923 + Penalty 1277.154638 = -315087.497285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.500000 sec): 3 clusters Score: Raw -315112.175624 + Penalty 2554.309275 = -312557.866349 nChanged 955 SP:Iteration 1F (812.500000 sec): 3 clusters Score: Raw -315599.793103 + Penalty 2554.309275 = -313045.483827 nChanged 182 SP:Iteration 2F (812.510000 sec): 3 clusters Score: Raw -315703.250129 + Penalty 2554.309275 = -313148.940854 nChanged 119 SP:Iteration 3Q (812.520000 sec): 3 clusters Score: Raw -315769.556376 + Penalty 2554.309275 = -313215.247101 nChanged 93 SP:Iteration 4Q (812.520000 sec): 3 clusters Score: Raw -315815.841528 + Penalty 2554.309275 = -313261.532253 nChanged 63 SP:Iteration 5Q (812.530000 sec): 3 clusters Score: Raw -315849.153166 + Penalty 2554.309275 = -313294.843891 nChanged 60 SP:Iteration 6Q (812.540000 sec): 3 clusters Score: Raw -315884.559985 + Penalty 2554.309275 = -313330.250710 nChanged 60 SP:Iteration 7Q (812.540000 sec): 3 clusters Score: Raw -315912.851729 + Penalty 2554.309275 = -313358.542454 nChanged 43 SP:Iteration 8Q (812.550000 sec): 3 clusters Score: Raw -315937.839481 + Penalty 2554.309275 = -313383.530206 nChanged 42 SP:Iteration 9Q (812.560000 sec): 3 clusters Score: Raw -315958.876548 + Penalty 2554.309275 = -313404.567273 nChanged 29 SP:Iteration 10Q (812.570000 sec): 3 clusters Score: Raw -315970.804365 + Penalty 2554.309275 = -313416.495090 nChanged 27 SP:Iteration 11Q (812.570000 sec): 3 clusters Score: Raw -315981.016768 + Penalty 2554.309275 = -313426.707493 nChanged 24 SP:Iteration 12Q (812.580000 sec): 3 clusters Score: Raw -315990.471466 + Penalty 2554.309275 = -313436.162190 nChanged 25 SP:Iteration 13Q (812.590000 sec): 3 clusters Score: Raw -316000.163880 + Penalty 2554.309275 = -313445.854605 nChanged 17 SP:Iteration 14Q (812.600000 sec): 3 clusters Score: Raw -316007.355155 + Penalty 2554.309275 = -313453.045880 nChanged 14 SP:Iteration 15Q (812.600000 sec): 3 clusters Score: Raw -316013.479771 + Penalty 2554.309275 = -313459.170496 nChanged 15 SP:Iteration 16Q (812.610000 sec): 3 clusters Score: Raw -316019.380599 + Penalty 2554.309275 = -313465.071323 nChanged 18 SP:Iteration 17Q (812.620000 sec): 3 clusters Score: Raw -316024.999434 + Penalty 2554.309275 = -313470.690158 nChanged 12 SP:Iteration 18Q (812.620000 sec): 3 clusters Score: Raw -316029.890577 + Penalty 2554.309275 = -313475.581302 nChanged 13 SP:Iteration 19Q (812.630000 sec): 3 clusters Score: Raw -316035.309401 + Penalty 2554.309275 = -313481.000126 nChanged 17 SP:Iteration 20F (812.640000 sec): 3 clusters Score: Raw -316040.886969 + Penalty 2554.309275 = -313486.577693 nChanged 18 SP:Iteration 21Q (812.640000 sec): 3 clusters Score: Raw -316047.063119 + Penalty 2554.309275 = -313492.753844 nChanged 12 SP:Iteration 22Q (812.650000 sec): 3 clusters Score: Raw -316051.739944 + Penalty 2554.309275 = -313497.430669 nChanged 16 SP:Iteration 23Q (812.660000 sec): 3 clusters Score: Raw -316058.046795 + Penalty 2554.309275 = -313503.737520 nChanged 15 SP:Iteration 24Q (812.670000 sec): 3 clusters Score: Raw -316064.306979 + Penalty 2554.309275 = -313509.997703 nChanged 18 SP:Iteration 25Q (812.670000 sec): 3 clusters Score: Raw -316072.052455 + Penalty 2554.309275 = -313517.743179 nChanged 9 SP:Iteration 26Q (812.680000 sec): 3 clusters Score: Raw -316075.046448 + Penalty 2554.309275 = -313520.737173 nChanged 4 SP:Iteration 27Q (812.690000 sec): 3 clusters Score: Raw -316077.061514 + Penalty 2554.309275 = -313522.752238 nChanged 4 SP:Iteration 28Q (812.690000 sec): 3 clusters Score: Raw -316078.044231 + Penalty 2554.309275 = -313523.734956 nChanged 3 SP:Iteration 29Q (812.700000 sec): 3 clusters Score: Raw -316078.971718 + Penalty 2554.309275 = -313524.662443 nChanged 3 SP:Iteration 30Q (812.710000 sec): 3 clusters Score: Raw -316079.855346 + Penalty 2554.309275 = -313525.546071 nChanged 4 SP:Iteration 31Q (812.710000 sec): 3 clusters Score: Raw -316081.257818 + Penalty 2554.309275 = -313526.948543 nChanged 2 SP:Iteration 32Q (812.720000 sec): 3 clusters Score: Raw -316081.682246 + Penalty 2554.309275 = -313527.372970 nChanged 1 SP:Iteration 33Q (812.730000 sec): 3 clusters Score: Raw -316082.526265 + Penalty 2554.309275 = -313528.216990 nChanged 5 SP:Iteration 34Q (812.740000 sec): 3 clusters Score: Raw -316084.442393 + Penalty 2554.309275 = -313530.133118 nChanged 5 SP:Iteration 35Q (812.740000 sec): 3 clusters Score: Raw -316086.179412 + Penalty 2554.309275 = -313531.870136 nChanged 4 SP:Iteration 36Q (812.750000 sec): 3 clusters Score: Raw -316087.087501 + Penalty 2554.309275 = -313532.778225 nChanged 5 SP:Iteration 37Q (812.760000 sec): 3 clusters Score: Raw -316088.736696 + Penalty 2554.309275 = -313534.427420 nChanged 5 SP:Iteration 38Q (812.760000 sec): 3 clusters Score: Raw -316089.880737 + Penalty 2554.309275 = -313535.571461 nChanged 2 SP:Iteration 39Q (812.770000 sec): 3 clusters Score: Raw -316090.492817 + Penalty 2554.309275 = -313536.183542 nChanged 2 SP:Iteration 40F (812.780000 sec): 3 clusters Score: Raw -316091.028768 + Penalty 2554.309275 = -313536.719492 nChanged 1 SP:Iteration 41Q (812.780000 sec): 3 clusters Score: Raw -316091.485938 + Penalty 2554.309275 = -313537.176663 nChanged 2 SP:Iteration 42Q (812.790000 sec): 3 clusters Score: Raw -316091.976025 + Penalty 2554.309275 = -313537.666750 nChanged 3 SP:Iteration 43Q (812.800000 sec): 3 clusters Score: Raw -316093.121406 + Penalty 2554.309275 = -313538.812131 nChanged 3 SP:Iteration 44Q (812.800000 sec): 3 clusters Score: Raw -316094.232529 + Penalty 2554.309275 = -313539.923254 nChanged 3 SP:Iteration 45Q (812.810000 sec): 3 clusters Score: Raw -316094.988183 + Penalty 2554.309275 = -313540.678908 nChanged 1 SP:Iteration 46Q (812.820000 sec): 3 clusters Score: Raw -316095.541342 + Penalty 2554.309275 = -313541.232067 nChanged 1 SP:Iteration 47Q (812.820000 sec): 3 clusters Score: Raw -316095.984095 + Penalty 2554.309275 = -313541.674820 nChanged 2 SP:Iteration 48Q (812.830000 sec): 3 clusters Score: Raw -316096.337932 + Penalty 2554.309275 = -313542.028656 nChanged 2 SP:Iteration 49Q (812.840000 sec): 3 clusters Score: Raw -316096.735513 + Penalty 2554.309275 = -313542.426238 nChanged 3 SP:Iteration 50Q (812.840000 sec): 3 clusters Score: Raw -316097.437819 + Penalty 2554.309275 = -313543.128544 nChanged 0 SP:Iteration 51F (812.850000 sec): 3 clusters Score: Raw -316097.437819 + Penalty 2554.309275 = -313543.128544 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 4 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.860000 sec): 2 clusters Score: Raw -68280.546321 + Penalty 1050.242287 = -67230.304034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.860000 sec): 3 clusters Score: Raw -68358.773610 + Penalty 2100.484573 = -66258.289036 nChanged 181 SP:Iteration 1F (812.860000 sec): 3 clusters Score: Raw -68803.528935 + Penalty 2100.484573 = -66703.044361 nChanged 75 SP:Iteration 2F (812.860000 sec): 3 clusters Score: Raw -68944.708486 + Penalty 2100.484573 = -66844.223912 nChanged 42 SP:Iteration 3F (812.860000 sec): 3 clusters Score: Raw -69022.299003 + Penalty 2100.484573 = -66921.814430 nChanged 30 SP:Iteration 4Q (812.860000 sec): 3 clusters Score: Raw -69087.245492 + Penalty 2100.484573 = -66986.760918 nChanged 20 SP:Iteration 5Q (812.870000 sec): 3 clusters Score: Raw -69130.516241 + Penalty 2100.484573 = -67030.031668 nChanged 17 SP:Iteration 6Q (812.870000 sec): 3 clusters Score: Raw -69161.760242 + Penalty 2100.484573 = -67061.275668 nChanged 4 SP:Iteration 7Q (812.870000 sec): 3 clusters Score: Raw -69169.939840 + Penalty 2100.484573 = -67069.455266 nChanged 6 SP:Iteration 8Q (812.870000 sec): 3 clusters Score: Raw -69178.943995 + Penalty 2100.484573 = -67078.459422 nChanged 10 SP:Iteration 9Q (812.870000 sec): 3 clusters Score: Raw -69194.998387 + Penalty 2100.484573 = -67094.513814 nChanged 9 SP:Iteration 10Q (812.880000 sec): 3 clusters Score: Raw -69206.747720 + Penalty 2100.484573 = -67106.263147 nChanged 8 SP:Iteration 11Q (812.880000 sec): 3 clusters Score: Raw -69219.607832 + Penalty 2100.484573 = -67119.123259 nChanged 9 SP:Iteration 12Q (812.880000 sec): 3 clusters Score: Raw -69233.707047 + Penalty 2100.484573 = -67133.222473 nChanged 5 SP:Iteration 13Q (812.880000 sec): 3 clusters Score: Raw -69244.656565 + Penalty 2100.484573 = -67144.171991 nChanged 5 SP:Iteration 14Q (812.880000 sec): 3 clusters Score: Raw -69254.411513 + Penalty 2100.484573 = -67153.926939 nChanged 3 SP:Iteration 15Q (812.880000 sec): 3 clusters Score: Raw -69263.173038 + Penalty 2100.484573 = -67162.688464 nChanged 0 SP:Iteration 16F (812.880000 sec): 3 clusters Score: Raw -69263.173038 + Penalty 2100.484573 = -67162.688464 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 5 (93083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.150000 sec): 2 clusters Score: Raw -11433845.690088 + Penalty 1859.202613 = -11431986.487476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.410000 sec): 3 clusters Score: Raw -11373163.598187 + Penalty 3718.405225 = -11369445.192962 nChanged 44583 SP:Iteration 1F (813.670000 sec): 3 clusters Score: Raw -11398663.525890 + Penalty 3718.405225 = -11394945.120665 nChanged 2555 SP:Iteration 2Q (813.940000 sec): 3 clusters Score: Raw -11399149.253895 + Penalty 3718.405225 = -11395430.848670 nChanged 2628 SP:Iteration 3Q (814.220000 sec): 3 clusters Score: Raw -11399735.698004 + Penalty 3718.405225 = -11396017.292779 nChanged 2844 SP:Iteration 4Q (814.500000 sec): 3 clusters Score: Raw -11400474.836439 + Penalty 3718.405225 = -11396756.431213 nChanged 3260 SP:Iteration 5Q (814.770000 sec): 3 clusters Score: Raw -11401554.978459 + Penalty 3718.405225 = -11397836.573234 nChanged 4169 SP:Iteration 6Q (815.050000 sec): 3 clusters Score: Raw -11403385.576406 + Penalty 3718.405225 = -11399667.171181 nChanged 5617 SP:Iteration 7F (815.320000 sec): 3 clusters Score: Raw -11406631.386649 + Penalty 3718.405225 = -11402912.981424 nChanged 7149 SP:Iteration 8F (815.580000 sec): 3 clusters Score: Raw -11411983.820699 + Penalty 3718.405225 = -11408265.415474 nChanged 8168 SP:Iteration 9F (815.850000 sec): 3 clusters Score: Raw -11419368.609682 + Penalty 3718.405225 = -11415650.204457 nChanged 7325 SP:Iteration 10F (816.110000 sec): 3 clusters Score: Raw -11426684.398688 + Penalty 3718.405225 = -11422965.993462 nChanged 4671 SP:Iteration 11F (816.370000 sec): 3 clusters Score: Raw -11431351.318965 + Penalty 3718.405225 = -11427632.913740 nChanged 1998 SP:Iteration 12Q (816.610000 sec): 3 clusters Score: Raw -11433219.182119 + Penalty 3718.405225 = -11429500.776894 nChanged 595 SP:Iteration 13Q (816.820000 sec): 3 clusters Score: Raw -11433768.428398 + Penalty 3718.405225 = -11430050.023173 nChanged 179 SP:Iteration 14Q (817.040000 sec): 3 clusters Score: Raw -11433953.741681 + Penalty 3718.405225 = -11430235.336455 nChanged 72 SP:Iteration 15Q (817.230000 sec): 3 clusters Score: Raw -11434030.180119 + Penalty 3718.405225 = -11430311.774894 nChanged 36 SP:Iteration 16Q (817.430000 sec): 3 clusters Score: Raw -11434070.030131 + Penalty 3718.405225 = -11430351.624906 nChanged 21 SP:Iteration 17Q (817.620000 sec): 3 clusters Score: Raw -11434088.640547 + Penalty 3718.405225 = -11430370.235322 nChanged 14 SP:Iteration 18Q (817.810000 sec): 3 clusters Score: Raw -11434103.779982 + Penalty 3718.405225 = -11430385.374757 nChanged 8 SP:Iteration 19Q (818.010000 sec): 3 clusters Score: Raw -11434110.677409 + Penalty 3718.405225 = -11430392.272183 nChanged 4 SP:Iteration 20F (818.270000 sec): 3 clusters Score: Raw -11434115.922613 + Penalty 3718.405225 = -11430397.517387 nChanged 5 SP:Iteration 21Q (818.470000 sec): 3 clusters Score: Raw -11434118.754206 + Penalty 3718.405225 = -11430400.348981 nChanged 6 SP:Iteration 22Q (818.670000 sec): 3 clusters Score: Raw -11434124.752774 + Penalty 3718.405225 = -11430406.347548 nChanged 5 SP:Iteration 23Q (818.860000 sec): 3 clusters Score: Raw -11434129.888466 + Penalty 3718.405225 = -11430411.483241 nChanged 2 SP:Iteration 24Q (819.050000 sec): 3 clusters Score: Raw -11434132.206096 + Penalty 3718.405225 = -11430413.800870 nChanged 3 SP:Iteration 25Q (819.240000 sec): 3 clusters Score: Raw -11434134.519028 + Penalty 3718.405225 = -11430416.113802 nChanged 3 SP:Iteration 26Q (819.440000 sec): 3 clusters Score: Raw -11434136.123012 + Penalty 3718.405225 = -11430417.717786 nChanged 1 SP:Iteration 27Q (819.630000 sec): 3 clusters Score: Raw -11434138.764622 + Penalty 3718.405225 = -11430420.359397 nChanged 2 SP:Iteration 28Q (820.290000 sec): 3 clusters Score: Raw -11434143.024625 + Penalty 3718.405225 = -11430424.619399 nChanged 4 SP:Iteration 29Q (820.480000 sec): 3 clusters Score: Raw -11434145.854223 + Penalty 3718.405225 = -11430427.448998 nChanged 1 SP:Iteration 30Q (820.670000 sec): 3 clusters Score: Raw -11434148.270809 + Penalty 3718.405225 = -11430429.865584 nChanged 2 SP:Iteration 31Q (820.850000 sec): 3 clusters Score: Raw -11434150.540030 + Penalty 3718.405225 = -11430432.134804 nChanged 1 SP:Iteration 32Q (821.110000 sec): 3 clusters Score: Raw -11434150.966247 + Penalty 3718.405225 = -11430432.561021 nChanged 1 SP:Iteration 33Q (821.300000 sec): 3 clusters Score: Raw -11434151.616422 + Penalty 3718.405225 = -11430433.211196 nChanged 0 SP:Iteration 34F (821.550000 sec): 3 clusters Score: Raw -11434151.616422 + Penalty 3718.405225 = -11430433.211196 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 6 (13117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.620000 sec): 2 clusters Score: Raw -1615919.656541 + Penalty 1540.770461 = -1614378.886080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.650000 sec): 3 clusters Score: Raw -1608313.194154 + Penalty 3081.540923 = -1605231.653231 nChanged 5770 SP:Iteration 1F (821.690000 sec): 3 clusters Score: Raw -1611377.377800 + Penalty 3081.540923 = -1608295.836877 nChanged 668 SP:Iteration 2F (821.720000 sec): 3 clusters Score: Raw -1611622.288687 + Penalty 3081.540923 = -1608540.747764 nChanged 583 SP:Iteration 3Q (821.750000 sec): 3 clusters Score: Raw -1611839.236901 + Penalty 3081.540923 = -1608757.695978 nChanged 531 SP:Iteration 4Q (821.790000 sec): 3 clusters Score: Raw -1612058.069486 + Penalty 3081.540923 = -1608976.528563 nChanged 540 SP:Iteration 5Q (821.820000 sec): 3 clusters Score: Raw -1612289.725603 + Penalty 3081.540923 = -1609208.184681 nChanged 552 SP:Iteration 6Q (821.860000 sec): 3 clusters Score: Raw -1612565.363503 + Penalty 3081.540923 = -1609483.822580 nChanged 676 SP:Iteration 7F (821.890000 sec): 3 clusters Score: Raw -1612949.851186 + Penalty 3081.540923 = -1609868.310263 nChanged 766 SP:Iteration 8F (821.930000 sec): 3 clusters Score: Raw -1613465.308311 + Penalty 3081.540923 = -1610383.767388 nChanged 861 SP:Iteration 9F (821.960000 sec): 3 clusters Score: Raw -1614068.603589 + Penalty 3081.540923 = -1610987.062666 nChanged 790 SP:Iteration 10F (821.990000 sec): 3 clusters Score: Raw -1614650.916331 + Penalty 3081.540923 = -1611569.375409 nChanged 666 SP:Iteration 11F (822.030000 sec): 3 clusters Score: Raw -1615149.569890 + Penalty 3081.540923 = -1612068.028967 nChanged 561 SP:Iteration 12Q (822.060000 sec): 3 clusters Score: Raw -1615589.820243 + Penalty 3081.540923 = -1612508.279320 nChanged 432 SP:Iteration 13Q (822.090000 sec): 3 clusters Score: Raw -1615941.821383 + Penalty 3081.540923 = -1612860.280460 nChanged 307 SP:Iteration 14Q (822.130000 sec): 3 clusters Score: Raw -1616195.907288 + Penalty 3081.540923 = -1613114.366366 nChanged 196 SP:Iteration 15Q (822.160000 sec): 3 clusters Score: Raw -1616336.655827 + Penalty 3081.540923 = -1613255.114905 nChanged 141 SP:Iteration 16Q (822.190000 sec): 3 clusters Score: Raw -1616418.803806 + Penalty 3081.540923 = -1613337.262883 nChanged 102 SP:Iteration 17Q (822.220000 sec): 3 clusters Score: Raw -1616471.310147 + Penalty 3081.540923 = -1613389.769225 nChanged 76 SP:Iteration 18Q (822.250000 sec): 3 clusters Score: Raw -1616506.366724 + Penalty 3081.540923 = -1613424.825802 nChanged 54 SP:Iteration 19Q (822.270000 sec): 3 clusters Score: Raw -1616529.824883 + Penalty 3081.540923 = -1613448.283961 nChanged 47 SP:Iteration 20F (822.310000 sec): 3 clusters Score: Raw -1616549.328626 + Penalty 3081.540923 = -1613467.787703 nChanged 38 SP:Iteration 21Q (822.330000 sec): 3 clusters Score: Raw -1616563.693094 + Penalty 3081.540923 = -1613482.152171 nChanged 32 SP:Iteration 22Q (822.360000 sec): 3 clusters Score: Raw -1616576.491804 + Penalty 3081.540923 = -1613494.950881 nChanged 25 SP:Iteration 23Q (822.390000 sec): 3 clusters Score: Raw -1616587.766145 + Penalty 3081.540923 = -1613506.225222 nChanged 22 SP:Iteration 24Q (822.420000 sec): 3 clusters Score: Raw -1616596.061812 + Penalty 3081.540923 = -1613514.520889 nChanged 17 SP:Iteration 25Q (822.450000 sec): 3 clusters Score: Raw -1616601.328953 + Penalty 3081.540923 = -1613519.788030 nChanged 12 SP:Iteration 26Q (822.470000 sec): 3 clusters Score: Raw -1616605.292022 + Penalty 3081.540923 = -1613523.751099 nChanged 11 SP:Iteration 27Q (822.500000 sec): 3 clusters Score: Raw -1616609.089194 + Penalty 3081.540923 = -1613527.548271 nChanged 11 SP:Iteration 28Q (822.530000 sec): 3 clusters Score: Raw -1616612.644167 + Penalty 3081.540923 = -1613531.103244 nChanged 12 SP:Iteration 29Q (822.550000 sec): 3 clusters Score: Raw -1616618.050195 + Penalty 3081.540923 = -1613536.509272 nChanged 9 SP:Iteration 30Q (822.580000 sec): 3 clusters Score: Raw -1616621.655977 + Penalty 3081.540923 = -1613540.115054 nChanged 9 SP:Iteration 31Q (822.610000 sec): 3 clusters Score: Raw -1616625.177886 + Penalty 3081.540923 = -1613543.636963 nChanged 9 SP:Iteration 32Q (822.630000 sec): 3 clusters Score: Raw -1616628.701752 + Penalty 3081.540923 = -1613547.160830 nChanged 7 SP:Iteration 33Q (822.660000 sec): 3 clusters Score: Raw -1616631.002572 + Penalty 3081.540923 = -1613549.461649 nChanged 7 SP:Iteration 34Q (822.690000 sec): 3 clusters Score: Raw -1616632.991642 + Penalty 3081.540923 = -1613551.450719 nChanged 6 SP:Iteration 35Q (822.710000 sec): 3 clusters Score: Raw -1616635.540335 + Penalty 3081.540923 = -1613553.999412 nChanged 3 SP:Iteration 36Q (822.740000 sec): 3 clusters Score: Raw -1616636.440287 + Penalty 3081.540923 = -1613554.899365 nChanged 2 SP:Iteration 37Q (822.770000 sec): 3 clusters Score: Raw -1616637.005072 + Penalty 3081.540923 = -1613555.464149 nChanged 3 SP:Iteration 38Q (822.790000 sec): 3 clusters Score: Raw -1616637.565950 + Penalty 3081.540923 = -1613556.025027 nChanged 2 SP:Iteration 39Q (822.820000 sec): 3 clusters Score: Raw -1616637.863762 + Penalty 3081.540923 = -1613556.322839 nChanged 1 SP:Iteration 40F (822.860000 sec): 3 clusters Score: Raw -1616638.605580 + Penalty 3081.540923 = -1613557.064658 nChanged 1 SP:Iteration 41Q (822.890000 sec): 3 clusters Score: Raw -1616639.049506 + Penalty 3081.540923 = -1613557.508583 nChanged 1 SP:Iteration 42Q (822.910000 sec): 3 clusters Score: Raw -1616639.235988 + Penalty 3081.540923 = -1613557.695065 nChanged 0 SP:Iteration 43F (822.950000 sec): 3 clusters Score: Raw -1616639.235988 + Penalty 3081.540923 = -1613557.695065 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.960000 sec): 2 clusters Score: Raw -281708.331913 + Penalty 1273.088749 = -280435.243164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (822.970000 sec): 3 clusters Score: Raw -280592.117667 + Penalty 2546.177498 = -278045.940168 nChanged 901 SP:Iteration 1F (822.970000 sec): 3 clusters Score: Raw -281196.408154 + Penalty 2546.177498 = -278650.230656 nChanged 230 SP:Iteration 2F (822.980000 sec): 3 clusters Score: Raw -281429.700353 + Penalty 2546.177498 = -278883.522854 nChanged 196 SP:Iteration 3F (822.990000 sec): 3 clusters Score: Raw -281677.646703 + Penalty 2546.177498 = -279131.469205 nChanged 186 SP:Iteration 4F (822.990000 sec): 3 clusters Score: Raw -281869.985351 + Penalty 2546.177498 = -279323.807852 nChanged 123 SP:Iteration 5Q (823.000000 sec): 3 clusters Score: Raw -281974.997086 + Penalty 2546.177498 = -279428.819587 nChanged 110 SP:Iteration 6Q (823.010000 sec): 3 clusters Score: Raw -282069.996176 + Penalty 2546.177498 = -279523.818677 nChanged 80 SP:Iteration 7Q (823.010000 sec): 3 clusters Score: Raw -282124.010942 + Penalty 2546.177498 = -279577.833444 nChanged 56 SP:Iteration 8Q (823.020000 sec): 3 clusters Score: Raw -282168.238283 + Penalty 2546.177498 = -279622.060785 nChanged 45 SP:Iteration 9Q (823.030000 sec): 3 clusters Score: Raw -282196.777380 + Penalty 2546.177498 = -279650.599881 nChanged 20 SP:Iteration 10Q (823.030000 sec): 3 clusters Score: Raw -282208.311684 + Penalty 2546.177498 = -279662.134186 nChanged 12 SP:Iteration 11Q (823.040000 sec): 3 clusters Score: Raw -282215.242820 + Penalty 2546.177498 = -279669.065322 nChanged 12 SP:Iteration 12Q (823.050000 sec): 3 clusters Score: Raw -282222.522146 + Penalty 2546.177498 = -279676.344647 nChanged 11 SP:Iteration 13Q (823.050000 sec): 3 clusters Score: Raw -282227.981161 + Penalty 2546.177498 = -279681.803662 nChanged 5 SP:Iteration 14Q (823.060000 sec): 3 clusters Score: Raw -282230.080613 + Penalty 2546.177498 = -279683.903114 nChanged 4 SP:Iteration 15Q (823.060000 sec): 3 clusters Score: Raw -282232.377342 + Penalty 2546.177498 = -279686.199843 nChanged 1 SP:Iteration 16Q (823.070000 sec): 3 clusters Score: Raw -282233.161583 + Penalty 2546.177498 = -279686.984085 nChanged 1 SP:Iteration 17Q (823.080000 sec): 3 clusters Score: Raw -282233.448683 + Penalty 2546.177498 = -279687.271185 nChanged 0 SP:Iteration 18F (823.080000 sec): 3 clusters Score: Raw -282233.448683 + Penalty 2546.177498 = -279687.271185 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 8 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (823.090000 sec): 2 clusters Score: Raw -137618.126753 + Penalty 1148.162172 = -136469.964581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.090000 sec): 3 clusters Score: Raw -137194.528220 + Penalty 2296.324343 = -134898.203877 nChanged 356 SP:Iteration 1F (823.090000 sec): 3 clusters Score: Raw -137504.547064 + Penalty 2296.324343 = -135208.222721 nChanged 105 SP:Iteration 2F (823.100000 sec): 3 clusters Score: Raw -137643.195371 + Penalty 2296.324343 = -135346.871028 nChanged 69 SP:Iteration 3F (823.100000 sec): 3 clusters Score: Raw -137779.580110 + Penalty 2296.324343 = -135483.255766 nChanged 52 SP:Iteration 4Q (823.110000 sec): 3 clusters Score: Raw -137960.477614 + Penalty 2296.324343 = -135664.153271 nChanged 55 SP:Iteration 5Q (823.110000 sec): 3 clusters Score: Raw -138105.642832 + Penalty 2296.324343 = -135809.318488 nChanged 49 SP:Iteration 6Q (823.110000 sec): 3 clusters Score: Raw -138171.999719 + Penalty 2296.324343 = -135875.675376 nChanged 33 SP:Iteration 7Q (823.110000 sec): 3 clusters Score: Raw -138212.937568 + Penalty 2296.324343 = -135916.613225 nChanged 24 SP:Iteration 8Q (823.110000 sec): 3 clusters Score: Raw -138239.594159 + Penalty 2296.324343 = -135943.269816 nChanged 14 SP:Iteration 9Q (823.120000 sec): 3 clusters Score: Raw -138257.457591 + Penalty 2296.324343 = -135961.133248 nChanged 19 SP:Iteration 10Q (823.120000 sec): 3 clusters Score: Raw -138281.310222 + Penalty 2296.324343 = -135984.985878 nChanged 18 SP:Iteration 11Q (823.120000 sec): 3 clusters Score: Raw -138301.442867 + Penalty 2296.324343 = -136005.118524 nChanged 14 SP:Iteration 12Q (823.130000 sec): 3 clusters Score: Raw -138317.695278 + Penalty 2296.324343 = -136021.370935 nChanged 10 SP:Iteration 13Q (823.130000 sec): 3 clusters Score: Raw -138329.266688 + Penalty 2296.324343 = -136032.942345 nChanged 7 SP:Iteration 14Q (823.130000 sec): 3 clusters Score: Raw -138336.050225 + Penalty 2296.324343 = -136039.725882 nChanged 8 SP:Iteration 15Q (823.130000 sec): 3 clusters Score: Raw -138346.482584 + Penalty 2296.324343 = -136050.158241 nChanged 6 SP:Iteration 16Q (823.140000 sec): 3 clusters Score: Raw -138351.551632 + Penalty 2296.324343 = -136055.227288 nChanged 1 SP:Iteration 17Q (823.140000 sec): 3 clusters Score: Raw -138352.192328 + Penalty 2296.324343 = -136055.867984 nChanged 0 SP:Iteration 18F (823.140000 sec): 3 clusters Score: Raw -138352.192328 + Penalty 2296.324343 = -136055.867984 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (37463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (823.250000 sec): 2 clusters Score: Raw -4619713.203154 + Penalty 1711.305222 = -4618001.897932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.350000 sec): 3 clusters Score: Raw -4596331.565433 + Penalty 3422.610444 = -4592908.954989 nChanged 17303 SP:Iteration 1F (823.450000 sec): 3 clusters Score: Raw -4606065.172114 + Penalty 3422.610444 = -4602642.561670 nChanged 1411 SP:Iteration 2Q (823.550000 sec): 3 clusters Score: Raw -4606432.808714 + Penalty 3422.610444 = -4603010.198270 nChanged 1334 SP:Iteration 3Q (823.650000 sec): 3 clusters Score: Raw -4606817.202808 + Penalty 3422.610444 = -4603394.592364 nChanged 1427 SP:Iteration 4Q (823.750000 sec): 3 clusters Score: Raw -4607279.431072 + Penalty 3422.610444 = -4603856.820628 nChanged 1562 SP:Iteration 5Q (823.850000 sec): 3 clusters Score: Raw -4607875.766738 + Penalty 3422.610444 = -4604453.156294 nChanged 1739 SP:Iteration 6Q (823.960000 sec): 3 clusters Score: Raw -4608724.730896 + Penalty 3422.610444 = -4605302.120452 nChanged 2186 SP:Iteration 7F (824.060000 sec): 3 clusters Score: Raw -4610123.737641 + Penalty 3422.610444 = -4606701.127197 nChanged 2540 SP:Iteration 8F (824.160000 sec): 3 clusters Score: Raw -4612098.905343 + Penalty 3422.610444 = -4608676.294899 nChanged 2552 SP:Iteration 9F (824.260000 sec): 3 clusters Score: Raw -4614311.904473 + Penalty 3422.610444 = -4610889.294029 nChanged 2112 SP:Iteration 10F (824.360000 sec): 3 clusters Score: Raw -4616147.526614 + Penalty 3422.610444 = -4612724.916170 nChanged 1517 SP:Iteration 11Q (824.450000 sec): 3 clusters Score: Raw -4617420.251477 + Penalty 3422.610444 = -4613997.641033 nChanged 1062 SP:Iteration 12Q (824.540000 sec): 3 clusters Score: Raw -4618258.185119 + Penalty 3422.610444 = -4614835.574675 nChanged 701 SP:Iteration 13Q (824.630000 sec): 3 clusters Score: Raw -4618781.642571 + Penalty 3422.610444 = -4615359.032127 nChanged 503 SP:Iteration 14Q (824.710000 sec): 3 clusters Score: Raw -4619156.326108 + Penalty 3422.610444 = -4615733.715664 nChanged 356 SP:Iteration 15Q (824.790000 sec): 3 clusters Score: Raw -4619419.306168 + Penalty 3422.610444 = -4615996.695724 nChanged 253 SP:Iteration 16Q (824.860000 sec): 3 clusters Score: Raw -4619589.117951 + Penalty 3422.610444 = -4616166.507507 nChanged 190 SP:Iteration 17Q (824.930000 sec): 3 clusters Score: Raw -4619712.218876 + Penalty 3422.610444 = -4616289.608432 nChanged 122 SP:Iteration 18Q (825.010000 sec): 3 clusters Score: Raw -4619791.935839 + Penalty 3422.610444 = -4616369.325395 nChanged 96 SP:Iteration 19Q (825.080000 sec): 3 clusters Score: Raw -4619854.844865 + Penalty 3422.610444 = -4616432.234421 nChanged 70 SP:Iteration 20F (825.180000 sec): 3 clusters Score: Raw -4619894.678221 + Penalty 3422.610444 = -4616472.067777 nChanged 59 SP:Iteration 21Q (825.250000 sec): 3 clusters Score: Raw -4619931.739542 + Penalty 3422.610444 = -4616509.129098 nChanged 43 SP:Iteration 22Q (825.320000 sec): 3 clusters Score: Raw -4619958.685925 + Penalty 3422.610444 = -4616536.075481 nChanged 32 SP:Iteration 23Q (825.390000 sec): 3 clusters Score: Raw -4619976.057885 + Penalty 3422.610444 = -4616553.447441 nChanged 25 SP:Iteration 24Q (825.470000 sec): 3 clusters Score: Raw -4619990.314134 + Penalty 3422.610444 = -4616567.703690 nChanged 25 SP:Iteration 25Q (825.540000 sec): 3 clusters Score: Raw -4620002.992192 + Penalty 3422.610444 = -4616580.381748 nChanged 14 SP:Iteration 26Q (825.610000 sec): 3 clusters Score: Raw -4620009.532934 + Penalty 3422.610444 = -4616586.922491 nChanged 7 SP:Iteration 27Q (825.680000 sec): 3 clusters Score: Raw -4620012.398150 + Penalty 3422.610444 = -4616589.787706 nChanged 2 SP:Iteration 28Q (825.750000 sec): 3 clusters Score: Raw -4620013.371436 + Penalty 3422.610444 = -4616590.760992 nChanged 2 SP:Iteration 29Q (825.830000 sec): 3 clusters Score: Raw -4620014.080725 + Penalty 3422.610444 = -4616591.470281 nChanged 3 SP:Iteration 30Q (825.900000 sec): 3 clusters Score: Raw -4620015.042519 + Penalty 3422.610444 = -4616592.432075 nChanged 1 SP:Iteration 31Q (825.970000 sec): 3 clusters Score: Raw -4620015.290650 + Penalty 3422.610444 = -4616592.680206 nChanged 1 SP:Iteration 32Q (826.040000 sec): 3 clusters Score: Raw -4620015.905174 + Penalty 3422.610444 = -4616593.294730 nChanged 3 SP:Iteration 33Q (826.110000 sec): 3 clusters Score: Raw -4620017.049024 + Penalty 3422.610444 = -4616594.438580 nChanged 0 SP:Iteration 34F (826.210000 sec): 3 clusters Score: Raw -4620017.049024 + Penalty 3422.610444 = -4616594.438580 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 10 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.230000 sec): 2 clusters Score: Raw -24761.881274 + Penalty 902.355933 = -23859.525341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.230000 sec): 3 clusters Score: Raw -24922.133397 + Penalty 1804.711865 = -23117.421532 nChanged 57 SP:Iteration 1F (826.230000 sec): 3 clusters Score: Raw -25078.892346 + Penalty 1804.711865 = -23274.180481 nChanged 11 SP:Iteration 2Q (826.230000 sec): 3 clusters Score: Raw -25143.515497 + Penalty 1804.711865 = -23338.803632 nChanged 8 SP:Iteration 3Q (826.230000 sec): 3 clusters Score: Raw -25174.274440 + Penalty 1804.711865 = -23369.562575 nChanged 7 SP:Iteration 4Q (826.230000 sec): 3 clusters Score: Raw -25224.482502 + Penalty 1804.711865 = -23419.770637 nChanged 10 SP:Iteration 5Q (826.230000 sec): 3 clusters Score: Raw -25300.671185 + Penalty 1804.711865 = -23495.959319 nChanged 7 SP:Iteration 6Q (826.230000 sec): 3 clusters Score: Raw -25341.815846 + Penalty 1804.711865 = -23537.103981 nChanged 2 SP:Iteration 7Q (826.230000 sec): 3 clusters Score: Raw -25352.449601 + Penalty 1804.711865 = -23547.737736 nChanged 3 SP:Iteration 8Q (826.230000 sec): 3 clusters Score: Raw -25374.946375 + Penalty 1804.711865 = -23570.234510 nChanged 4 SP:Iteration 9Q (826.230000 sec): 3 clusters Score: Raw -25421.320514 + Penalty 1804.711865 = -23616.608649 nChanged 3 SP:Iteration 10Q (826.230000 sec): 3 clusters Score: Raw -25432.997566 + Penalty 1804.711865 = -23628.285701 nChanged 2 SP:Iteration 11Q (826.230000 sec): 3 clusters Score: Raw -25445.617727 + Penalty 1804.711865 = -23640.905862 nChanged 0 SP:Iteration 12F (826.230000 sec): 3 clusters Score: Raw -25447.306060 + Penalty 1804.711865 = -23642.594195 nChanged 1 SP:Iteration 13Q (826.230000 sec): 3 clusters Score: Raw -25460.384208 + Penalty 1804.711865 = -23655.672343 nChanged 0 SP:Iteration 14F (826.230000 sec): 3 clusters Score: Raw -25460.384208 + Penalty 1804.711865 = -23655.672343 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (15003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.280000 sec): 2 clusters Score: Raw -1731549.365089 + Penalty 1562.600887 = -1729986.764202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.310000 sec): 3 clusters Score: Raw -1722726.338308 + Penalty 3125.201775 = -1719601.136534 nChanged 6656 SP:Iteration 1F (826.350000 sec): 3 clusters Score: Raw -1726164.762397 + Penalty 3125.201775 = -1723039.560623 nChanged 726 SP:Iteration 2Q (826.390000 sec): 3 clusters Score: Raw -1726396.218892 + Penalty 3125.201775 = -1723271.017117 nChanged 616 SP:Iteration 3Q (826.440000 sec): 3 clusters Score: Raw -1726576.914184 + Penalty 3125.201775 = -1723451.712409 nChanged 534 SP:Iteration 4Q (826.480000 sec): 3 clusters Score: Raw -1726735.662379 + Penalty 3125.201775 = -1723610.460604 nChanged 518 SP:Iteration 5Q (826.520000 sec): 3 clusters Score: Raw -1726889.457681 + Penalty 3125.201775 = -1723764.255907 nChanged 479 SP:Iteration 6Q (826.560000 sec): 3 clusters Score: Raw -1727043.782800 + Penalty 3125.201775 = -1723918.581025 nChanged 520 SP:Iteration 7Q (826.600000 sec): 3 clusters Score: Raw -1727244.777566 + Penalty 3125.201775 = -1724119.575791 nChanged 601 SP:Iteration 8Q (826.640000 sec): 3 clusters Score: Raw -1727507.296737 + Penalty 3125.201775 = -1724382.094962 nChanged 726 SP:Iteration 9Q (826.680000 sec): 3 clusters Score: Raw -1727900.793970 + Penalty 3125.201775 = -1724775.592195 nChanged 837 SP:Iteration 10F (826.720000 sec): 3 clusters Score: Raw -1728502.018002 + Penalty 3125.201775 = -1725376.816227 nChanged 990 SP:Iteration 11F (826.760000 sec): 3 clusters Score: Raw -1729300.709176 + Penalty 3125.201775 = -1726175.507402 nChanged 899 SP:Iteration 12F (826.800000 sec): 3 clusters Score: Raw -1730144.438339 + Penalty 3125.201775 = -1727019.236564 nChanged 647 SP:Iteration 13Q (826.840000 sec): 3 clusters Score: Raw -1730762.377376 + Penalty 3125.201775 = -1727637.175601 nChanged 416 SP:Iteration 14Q (826.870000 sec): 3 clusters Score: Raw -1731146.914458 + Penalty 3125.201775 = -1728021.712683 nChanged 253 SP:Iteration 15Q (826.910000 sec): 3 clusters Score: Raw -1731373.324312 + Penalty 3125.201775 = -1728248.122538 nChanged 159 SP:Iteration 16Q (826.950000 sec): 3 clusters Score: Raw -1731546.540021 + Penalty 3125.201775 = -1728421.338246 nChanged 136 SP:Iteration 17Q (826.980000 sec): 3 clusters Score: Raw -1731712.171766 + Penalty 3125.201775 = -1728586.969991 nChanged 150 SP:Iteration 18Q (827.010000 sec): 3 clusters Score: Raw -1731867.127303 + Penalty 3125.201775 = -1728741.925528 nChanged 140 SP:Iteration 19Q (827.040000 sec): 3 clusters Score: Raw -1731994.570618 + Penalty 3125.201775 = -1728869.368843 nChanged 99 SP:Iteration 20F (827.070000 sec): 3 clusters Score: Raw -1732071.117650 + Penalty 3125.201775 = -1728945.915875 nChanged 87 SP:Iteration 21Q (827.110000 sec): 3 clusters Score: Raw -1732131.616270 + Penalty 3125.201775 = -1729006.414496 nChanged 69 SP:Iteration 22Q (827.130000 sec): 3 clusters Score: Raw -1732172.534442 + Penalty 3125.201775 = -1729047.332668 nChanged 71 SP:Iteration 23Q (827.170000 sec): 3 clusters Score: Raw -1732211.658797 + Penalty 3125.201775 = -1729086.457022 nChanged 57 SP:Iteration 24Q (827.200000 sec): 3 clusters Score: Raw -1732236.128212 + Penalty 3125.201775 = -1729110.926438 nChanged 41 SP:Iteration 25Q (827.230000 sec): 3 clusters Score: Raw -1732252.985027 + Penalty 3125.201775 = -1729127.783253 nChanged 31 SP:Iteration 26Q (827.250000 sec): 3 clusters Score: Raw -1732265.016481 + Penalty 3125.201775 = -1729139.814706 nChanged 29 SP:Iteration 27Q (827.290000 sec): 3 clusters Score: Raw -1732272.056498 + Penalty 3125.201775 = -1729146.854723 nChanged 16 SP:Iteration 28Q (827.310000 sec): 3 clusters Score: Raw -1732275.536370 + Penalty 3125.201775 = -1729150.334595 nChanged 8 SP:Iteration 29Q (827.350000 sec): 3 clusters Score: Raw -1732276.972564 + Penalty 3125.201775 = -1729151.770789 nChanged 11 SP:Iteration 30Q (827.370000 sec): 3 clusters Score: Raw -1732279.353397 + Penalty 3125.201775 = -1729154.151622 nChanged 6 SP:Iteration 31Q (827.410000 sec): 3 clusters Score: Raw -1732280.709663 + Penalty 3125.201775 = -1729155.507889 nChanged 7 SP:Iteration 32Q (827.430000 sec): 3 clusters Score: Raw -1732282.256406 + Penalty 3125.201775 = -1729157.054631 nChanged 10 SP:Iteration 33Q (827.460000 sec): 3 clusters Score: Raw -1732284.007566 + Penalty 3125.201775 = -1729158.805791 nChanged 7 SP:Iteration 34Q (827.490000 sec): 3 clusters Score: Raw -1732285.590759 + Penalty 3125.201775 = -1729160.388985 nChanged 3 SP:Iteration 35Q (827.520000 sec): 3 clusters Score: Raw -1732286.380107 + Penalty 3125.201775 = -1729161.178333 nChanged 6 SP:Iteration 36Q (827.550000 sec): 3 clusters Score: Raw -1732287.550458 + Penalty 3125.201775 = -1729162.348684 nChanged 5 SP:Iteration 37Q (827.580000 sec): 3 clusters Score: Raw -1732288.654064 + Penalty 3125.201775 = -1729163.452289 nChanged 9 SP:Iteration 38Q (827.610000 sec): 3 clusters Score: Raw -1732290.475053 + Penalty 3125.201775 = -1729165.273278 nChanged 6 SP:Iteration 39Q (827.640000 sec): 3 clusters Score: Raw -1732291.464387 + Penalty 3125.201775 = -1729166.262612 nChanged 5 SP:Iteration 40F (827.680000 sec): 3 clusters Score: Raw -1732292.499415 + Penalty 3125.201775 = -1729167.297641 nChanged 6 SP:Iteration 41Q (827.710000 sec): 3 clusters Score: Raw -1732294.630195 + Penalty 3125.201775 = -1729169.428420 nChanged 9 SP:Iteration 42Q (827.740000 sec): 3 clusters Score: Raw -1732297.139808 + Penalty 3125.201775 = -1729171.938034 nChanged 12 SP:Iteration 43Q (827.770000 sec): 3 clusters Score: Raw -1732299.864241 + Penalty 3125.201775 = -1729174.662467 nChanged 14 SP:Iteration 44Q (827.800000 sec): 3 clusters Score: Raw -1732303.823524 + Penalty 3125.201775 = -1729178.621749 nChanged 7 SP:Iteration 45Q (827.830000 sec): 3 clusters Score: Raw -1732304.930628 + Penalty 3125.201775 = -1729179.728853 nChanged 6 SP:Iteration 46Q (827.860000 sec): 3 clusters Score: Raw -1732306.340934 + Penalty 3125.201775 = -1729181.139160 nChanged 10 SP:Iteration 47Q (827.890000 sec): 3 clusters Score: Raw -1732308.398649 + Penalty 3125.201775 = -1729183.196875 nChanged 8 SP:Iteration 48Q (827.920000 sec): 3 clusters Score: Raw -1732309.432544 + Penalty 3125.201775 = -1729184.230770 nChanged 5 SP:Iteration 49Q (827.950000 sec): 3 clusters Score: Raw -1732310.444318 + Penalty 3125.201775 = -1729185.242544 nChanged 2 SP:Iteration 50Q (827.990000 sec): 3 clusters Score: Raw -1732310.946191 + Penalty 3125.201775 = -1729185.744416 nChanged 3 SP:Iteration 51Q (828.020000 sec): 3 clusters Score: Raw -1732311.606153 + Penalty 3125.201775 = -1729186.404379 nChanged 4 SP:Iteration 52Q (828.050000 sec): 3 clusters Score: Raw -1732312.707383 + Penalty 3125.201775 = -1729187.505609 nChanged 9 SP:Iteration 53Q (828.080000 sec): 3 clusters Score: Raw -1732314.447341 + Penalty 3125.201775 = -1729189.245567 nChanged 8 SP:Iteration 54Q (828.110000 sec): 3 clusters Score: Raw -1732316.154874 + Penalty 3125.201775 = -1729190.953100 nChanged 7 SP:Iteration 55Q (828.130000 sec): 3 clusters Score: Raw -1732317.183048 + Penalty 3125.201775 = -1729191.981273 nChanged 3 SP:Iteration 56Q (828.170000 sec): 3 clusters Score: Raw -1732317.787908 + Penalty 3125.201775 = -1729192.586134 nChanged 6 SP:Iteration 57Q (828.190000 sec): 3 clusters Score: Raw -1732318.691090 + Penalty 3125.201775 = -1729193.489316 nChanged 2 SP:Iteration 58Q (828.230000 sec): 3 clusters Score: Raw -1732319.006479 + Penalty 3125.201775 = -1729193.804704 nChanged 2 SP:Iteration 59Q (828.250000 sec): 3 clusters Score: Raw -1732319.543709 + Penalty 3125.201775 = -1729194.341934 nChanged 4 SP:Iteration 60F (828.290000 sec): 3 clusters Score: Raw -1732320.600991 + Penalty 3125.201775 = -1729195.399216 nChanged 8 SP:Iteration 61Q (828.320000 sec): 3 clusters Score: Raw -1732322.560421 + Penalty 3125.201775 = -1729197.358646 nChanged 11 SP:Iteration 62Q (828.350000 sec): 3 clusters Score: Raw -1732326.121616 + Penalty 3125.201775 = -1729200.919841 nChanged 13 SP:Iteration 63Q (828.390000 sec): 3 clusters Score: Raw -1732329.066714 + Penalty 3125.201775 = -1729203.864939 nChanged 9 SP:Iteration 64Q (828.420000 sec): 3 clusters Score: Raw -1732330.959824 + Penalty 3125.201775 = -1729205.758049 nChanged 11 SP:Iteration 65Q (828.450000 sec): 3 clusters Score: Raw -1732333.579655 + Penalty 3125.201775 = -1729208.377881 nChanged 6 SP:Iteration 66Q (828.480000 sec): 3 clusters Score: Raw -1732335.080090 + Penalty 3125.201775 = -1729209.878315 nChanged 5 SP:Iteration 67Q (828.510000 sec): 3 clusters Score: Raw -1732336.100484 + Penalty 3125.201775 = -1729210.898709 nChanged 3 SP:Iteration 68Q (828.540000 sec): 3 clusters Score: Raw -1732336.483173 + Penalty 3125.201775 = -1729211.281398 nChanged 3 SP:Iteration 69Q (828.570000 sec): 3 clusters Score: Raw -1732336.757884 + Penalty 3125.201775 = -1729211.556110 nChanged 1 SP:Iteration 70Q (828.600000 sec): 3 clusters Score: Raw -1732336.888600 + Penalty 3125.201775 = -1729211.686825 nChanged 1 SP:Iteration 71Q (828.630000 sec): 3 clusters Score: Raw -1732337.005230 + Penalty 3125.201775 = -1729211.803455 nChanged 0 SP:Iteration 72F (828.670000 sec): 3 clusters Score: Raw -1732337.005230 + Penalty 3125.201775 = -1729211.803455 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 15 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (828.690000 sec): 2 clusters Score: Raw -162132.173827 + Penalty 1188.831069 = -160943.342757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.690000 sec): 3 clusters Score: Raw -161659.438793 + Penalty 2377.662139 = -159281.776654 nChanged 549 SP:Iteration 1F (828.690000 sec): 3 clusters Score: Raw -162412.110206 + Penalty 2377.662139 = -160034.448067 nChanged 176 SP:Iteration 2F (828.700000 sec): 3 clusters Score: Raw -162761.302365 + Penalty 2377.662139 = -160383.640226 nChanged 105 SP:Iteration 3F (828.700000 sec): 3 clusters Score: Raw -162957.569785 + Penalty 2377.662139 = -160579.907646 nChanged 86 SP:Iteration 4F (828.710000 sec): 3 clusters Score: Raw -163108.707724 + Penalty 2377.662139 = -160731.045585 nChanged 76 SP:Iteration 5F (828.710000 sec): 3 clusters Score: Raw -163237.051140 + Penalty 2377.662139 = -160859.389002 nChanged 77 SP:Iteration 6F (828.710000 sec): 3 clusters Score: Raw -163401.498235 + Penalty 2377.662139 = -161023.836096 nChanged 56 SP:Iteration 7Q (828.720000 sec): 3 clusters Score: Raw -163511.120151 + Penalty 2377.662139 = -161133.458012 nChanged 41 SP:Iteration 8Q (828.720000 sec): 3 clusters Score: Raw -163558.751451 + Penalty 2377.662139 = -161181.089313 nChanged 24 SP:Iteration 9Q (828.720000 sec): 3 clusters Score: Raw -163585.155393 + Penalty 2377.662139 = -161207.493254 nChanged 16 SP:Iteration 10Q (828.730000 sec): 3 clusters Score: Raw -163599.571142 + Penalty 2377.662139 = -161221.909003 nChanged 15 SP:Iteration 11Q (828.730000 sec): 3 clusters Score: Raw -163611.030434 + Penalty 2377.662139 = -161233.368295 nChanged 8 SP:Iteration 12Q (828.730000 sec): 3 clusters Score: Raw -163616.146580 + Penalty 2377.662139 = -161238.484441 nChanged 6 SP:Iteration 13Q (828.740000 sec): 3 clusters Score: Raw -163621.404333 + Penalty 2377.662139 = -161243.742194 nChanged 6 SP:Iteration 14Q (828.740000 sec): 3 clusters Score: Raw -163626.419573 + Penalty 2377.662139 = -161248.757434 nChanged 9 SP:Iteration 15Q (828.740000 sec): 3 clusters Score: Raw -163636.778251 + Penalty 2377.662139 = -161259.116112 nChanged 6 SP:Iteration 16Q (828.750000 sec): 3 clusters Score: Raw -163646.612428 + Penalty 2377.662139 = -161268.950289 nChanged 4 SP:Iteration 17Q (828.750000 sec): 3 clusters Score: Raw -163651.301205 + Penalty 2377.662139 = -161273.639066 nChanged 5 SP:Iteration 18Q (828.750000 sec): 3 clusters Score: Raw -163653.891070 + Penalty 2377.662139 = -161276.228931 nChanged 3 SP:Iteration 19Q (828.760000 sec): 3 clusters Score: Raw -163655.010760 + Penalty 2377.662139 = -161277.348621 nChanged 4 SP:Iteration 20F (828.760000 sec): 3 clusters Score: Raw -163656.338259 + Penalty 2377.662139 = -161278.676120 nChanged 5 SP:Iteration 21Q (828.770000 sec): 3 clusters Score: Raw -163658.714512 + Penalty 2377.662139 = -161281.052373 nChanged 5 SP:Iteration 22Q (828.770000 sec): 3 clusters Score: Raw -163661.599061 + Penalty 2377.662139 = -161283.936922 nChanged 6 SP:Iteration 23Q (828.770000 sec): 3 clusters Score: Raw -163664.516567 + Penalty 2377.662139 = -161286.854428 nChanged 7 SP:Iteration 24Q (828.770000 sec): 3 clusters Score: Raw -163667.867790 + Penalty 2377.662139 = -161290.205651 nChanged 9 SP:Iteration 25Q (828.780000 sec): 3 clusters Score: Raw -163674.934248 + Penalty 2377.662139 = -161297.272109 nChanged 15 SP:Iteration 26Q (828.780000 sec): 3 clusters Score: Raw -163685.541749 + Penalty 2377.662139 = -161307.879610 nChanged 20 SP:Iteration 27Q (828.790000 sec): 3 clusters Score: Raw -163705.831397 + Penalty 2377.662139 = -161328.169258 nChanged 19 SP:Iteration 28Q (828.790000 sec): 3 clusters Score: Raw -163722.867347 + Penalty 2377.662139 = -161345.205208 nChanged 23 SP:Iteration 29Q (828.790000 sec): 3 clusters Score: Raw -163745.112682 + Penalty 2377.662139 = -161367.450543 nChanged 26 SP:Iteration 30Q (828.790000 sec): 3 clusters Score: Raw -163771.113316 + Penalty 2377.662139 = -161393.451177 nChanged 26 SP:Iteration 31Q (828.800000 sec): 3 clusters Score: Raw -163794.343825 + Penalty 2377.662139 = -161416.681686 nChanged 19 SP:Iteration 32Q (828.800000 sec): 3 clusters Score: Raw -163814.007670 + Penalty 2377.662139 = -161436.345531 nChanged 27 SP:Iteration 33Q (828.810000 sec): 3 clusters Score: Raw -163838.914485 + Penalty 2377.662139 = -161461.252346 nChanged 10 SP:Iteration 34Q (828.810000 sec): 3 clusters Score: Raw -163847.869375 + Penalty 2377.662139 = -161470.207236 nChanged 7 SP:Iteration 35Q (828.810000 sec): 3 clusters Score: Raw -163851.262169 + Penalty 2377.662139 = -161473.600030 nChanged 1 SP:Iteration 36Q (828.810000 sec): 3 clusters Score: Raw -163851.537742 + Penalty 2377.662139 = -161473.875603 nChanged 0 SP:Iteration 37F (828.820000 sec): 3 clusters Score: Raw -163851.537742 + Penalty 2377.662139 = -161473.875603 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 16 (816032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.060000 sec): 2 clusters Score: Raw -97133371.828368 + Penalty 2211.983938 = -97131159.844430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.380000 sec): 3 clusters Score: Raw -96580518.973115 + Penalty 4423.967876 = -96576095.005240 nChanged 401551 SP:Iteration 1F (835.710000 sec): 3 clusters Score: Raw -96825272.841577 + Penalty 4423.967876 = -96820848.873701 nChanged 20439 SP:Iteration 2Q (838.130000 sec): 3 clusters Score: Raw -96829627.247166 + Penalty 4423.967876 = -96825203.279290 nChanged 27516 SP:Iteration 3Q (840.500000 sec): 3 clusters Score: Raw -96838017.826332 + Penalty 4423.967876 = -96833593.858456 nChanged 40353 SP:Iteration 4Q (842.910000 sec): 3 clusters Score: Raw -96856064.198969 + Penalty 4423.967876 = -96851640.231094 nChanged 58689 SP:Iteration 5F (845.220000 sec): 3 clusters Score: Raw -96893292.691504 + Penalty 4423.967876 = -96888868.723629 nChanged 76834 SP:Iteration 6F (847.510000 sec): 3 clusters Score: Raw -96957628.478198 + Penalty 4423.967876 = -96953204.510322 nChanged 80853 SP:Iteration 7F (849.790000 sec): 3 clusters Score: Raw -97038009.999416 + Penalty 4423.967876 = -97033586.031540 nChanged 58498 SP:Iteration 8F (852.090000 sec): 3 clusters Score: Raw -97099652.606259 + Penalty 4423.967876 = -97095228.638383 nChanged 25706 SP:Iteration 9Q (854.300000 sec): 3 clusters Score: Raw -97126344.071354 + Penalty 4423.967876 = -97121920.103478 nChanged 6282 SP:Iteration 10Q (856.260000 sec): 3 clusters Score: Raw -97132548.427045 + Penalty 4423.967876 = -97128124.459170 nChanged 784 SP:Iteration 11Q (857.920000 sec): 3 clusters Score: Raw -97133353.524273 + Penalty 4423.967876 = -97128929.556397 nChanged 81 SP:Iteration 12Q (859.570000 sec): 3 clusters Score: Raw -97133504.272535 + Penalty 4423.967876 = -97129080.304659 nChanged 12 SP:Iteration 13Q (861.170000 sec): 3 clusters Score: Raw -97133540.596509 + Penalty 4423.967876 = -97129116.628633 nChanged 7 SP:Iteration 14Q (862.810000 sec): 3 clusters Score: Raw -97133553.212881 + Penalty 4423.967876 = -97129129.245005 nChanged 3 SP:Iteration 15Q (864.450000 sec): 3 clusters Score: Raw -97133563.209210 + Penalty 4423.967876 = -97129139.241334 nChanged 5 SP:Iteration 16Q (866.130000 sec): 3 clusters Score: Raw -97133573.456445 + Penalty 4423.967876 = -97129149.488569 nChanged 1 SP:Iteration 17Q (867.760000 sec): 3 clusters Score: Raw -97133576.047802 + Penalty 4423.967876 = -97129152.079926 nChanged 1 SP:Iteration 18Q (869.390000 sec): 3 clusters Score: Raw -97133579.727188 + Penalty 4423.967876 = -97129155.759313 nChanged 0 SP:Iteration 19F (871.640000 sec): 3 clusters Score: Raw -97133579.727188 + Penalty 4423.967876 = -97129155.759313 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.960000 sec): 2 clusters Score: Raw -347024.892762 + Penalty 1295.469683 = -345729.423079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.970000 sec): 3 clusters Score: Raw -345657.292561 + Penalty 2590.939367 = -343066.353195 nChanged 1090 SP:Iteration 1F (871.970000 sec): 3 clusters Score: Raw -346280.185304 + Penalty 2590.939367 = -343689.245937 nChanged 228 SP:Iteration 2F (871.980000 sec): 3 clusters Score: Raw -346423.200919 + Penalty 2590.939367 = -343832.261552 nChanged 152 SP:Iteration 3F (871.990000 sec): 3 clusters Score: Raw -346504.669863 + Penalty 2590.939367 = -343913.730496 nChanged 88 SP:Iteration 4Q (872.000000 sec): 3 clusters Score: Raw -346543.212534 + Penalty 2590.939367 = -343952.273167 nChanged 57 SP:Iteration 5Q (872.010000 sec): 3 clusters Score: Raw -346566.170973 + Penalty 2590.939367 = -343975.231606 nChanged 37 SP:Iteration 6Q (872.010000 sec): 3 clusters Score: Raw -346581.486350 + Penalty 2590.939367 = -343990.546983 nChanged 24 SP:Iteration 7Q (872.020000 sec): 3 clusters Score: Raw -346591.144689 + Penalty 2590.939367 = -344000.205322 nChanged 18 SP:Iteration 8Q (872.030000 sec): 3 clusters Score: Raw -346600.033659 + Penalty 2590.939367 = -344009.094292 nChanged 19 SP:Iteration 9Q (872.030000 sec): 3 clusters Score: Raw -346608.706457 + Penalty 2590.939367 = -344017.767090 nChanged 24 SP:Iteration 10Q (872.040000 sec): 3 clusters Score: Raw -346619.401018 + Penalty 2590.939367 = -344028.461651 nChanged 28 SP:Iteration 11Q (872.050000 sec): 3 clusters Score: Raw -346631.565279 + Penalty 2590.939367 = -344040.625912 nChanged 34 SP:Iteration 12Q (872.060000 sec): 3 clusters Score: Raw -346651.091798 + Penalty 2590.939367 = -344060.152431 nChanged 46 SP:Iteration 13Q (872.070000 sec): 3 clusters Score: Raw -346678.466876 + Penalty 2590.939367 = -344087.527509 nChanged 52 SP:Iteration 14Q (872.070000 sec): 3 clusters Score: Raw -346719.373301 + Penalty 2590.939367 = -344128.433934 nChanged 76 SP:Iteration 15Q (872.080000 sec): 3 clusters Score: Raw -346785.178274 + Penalty 2590.939367 = -344194.238907 nChanged 103 SP:Iteration 16Q (872.090000 sec): 3 clusters Score: Raw -346889.173176 + Penalty 2590.939367 = -344298.233809 nChanged 128 SP:Iteration 17Q (872.090000 sec): 3 clusters Score: Raw -347053.164300 + Penalty 2590.939367 = -344462.224933 nChanged 149 SP:Iteration 18F (872.100000 sec): 3 clusters Score: Raw -347252.650276 + Penalty 2590.939367 = -344661.710909 nChanged 146 SP:Iteration 19F (872.110000 sec): 3 clusters Score: Raw -347422.685023 + Penalty 2590.939367 = -344831.745657 nChanged 128 SP:Iteration 20F (872.110000 sec): 3 clusters Score: Raw -347539.746801 + Penalty 2590.939367 = -344948.807434 nChanged 98 SP:Iteration 21Q (872.120000 sec): 3 clusters Score: Raw -347619.834339 + Penalty 2590.939367 = -345028.894972 nChanged 88 SP:Iteration 22Q (872.130000 sec): 3 clusters Score: Raw -347690.875277 + Penalty 2590.939367 = -345099.935910 nChanged 65 SP:Iteration 23Q (872.130000 sec): 3 clusters Score: Raw -347739.891586 + Penalty 2590.939367 = -345148.952219 nChanged 66 SP:Iteration 24Q (872.140000 sec): 3 clusters Score: Raw -347784.781299 + Penalty 2590.939367 = -345193.841932 nChanged 44 SP:Iteration 25Q (872.150000 sec): 3 clusters Score: Raw -347817.128622 + Penalty 2590.939367 = -345226.189256 nChanged 36 SP:Iteration 26Q (872.150000 sec): 3 clusters Score: Raw -347841.301486 + Penalty 2590.939367 = -345250.362119 nChanged 35 SP:Iteration 27Q (872.160000 sec): 3 clusters Score: Raw -347869.690199 + Penalty 2590.939367 = -345278.750832 nChanged 35 SP:Iteration 28Q (872.170000 sec): 3 clusters Score: Raw -347900.906248 + Penalty 2590.939367 = -345309.966881 nChanged 50 SP:Iteration 29Q (872.170000 sec): 3 clusters Score: Raw -347939.573783 + Penalty 2590.939367 = -345348.634416 nChanged 42 SP:Iteration 30Q (872.180000 sec): 3 clusters Score: Raw -347970.023211 + Penalty 2590.939367 = -345379.083844 nChanged 31 SP:Iteration 31Q (872.190000 sec): 3 clusters Score: Raw -347997.293061 + Penalty 2590.939367 = -345406.353694 nChanged 40 SP:Iteration 32Q (872.190000 sec): 3 clusters Score: Raw -348030.284763 + Penalty 2590.939367 = -345439.345396 nChanged 34 SP:Iteration 33Q (872.200000 sec): 3 clusters Score: Raw -348061.118258 + Penalty 2590.939367 = -345470.178891 nChanged 32 SP:Iteration 34Q (872.210000 sec): 3 clusters Score: Raw -348082.449740 + Penalty 2590.939367 = -345491.510373 nChanged 27 SP:Iteration 35Q (872.210000 sec): 3 clusters Score: Raw -348107.092660 + Penalty 2590.939367 = -345516.153293 nChanged 29 SP:Iteration 36Q (872.220000 sec): 3 clusters Score: Raw -348126.765788 + Penalty 2590.939367 = -345535.826421 nChanged 23 SP:Iteration 37Q (872.230000 sec): 3 clusters Score: Raw -348141.662032 + Penalty 2590.939367 = -345550.722665 nChanged 18 SP:Iteration 38Q (872.230000 sec): 3 clusters Score: Raw -348155.318264 + Penalty 2590.939367 = -345564.378897 nChanged 21 SP:Iteration 39Q (872.240000 sec): 3 clusters Score: Raw -348172.457326 + Penalty 2590.939367 = -345581.517959 nChanged 18 SP:Iteration 40F (872.250000 sec): 3 clusters Score: Raw -348189.710985 + Penalty 2590.939367 = -345598.771618 nChanged 15 SP:Iteration 41Q (872.250000 sec): 3 clusters Score: Raw -348199.391670 + Penalty 2590.939367 = -345608.452303 nChanged 6 SP:Iteration 42Q (872.260000 sec): 3 clusters Score: Raw -348202.145247 + Penalty 2590.939367 = -345611.205881 nChanged 3 SP:Iteration 43Q (872.270000 sec): 3 clusters Score: Raw -348203.341484 + Penalty 2590.939367 = -345612.402117 nChanged 0 SP:Iteration 44F (872.270000 sec): 3 clusters Score: Raw -348203.341484 + Penalty 2590.939367 = -345612.402117 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.280000 sec): 2 clusters Score: Raw -48746.475576 + Penalty 993.832470 = -47752.643105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.280000 sec): 3 clusters Score: Raw -48763.484606 + Penalty 1987.664941 = -46775.819666 nChanged 115 SP:Iteration 1F (872.280000 sec): 3 clusters Score: Raw -48949.669943 + Penalty 1987.664941 = -46962.005002 nChanged 32 SP:Iteration 2F (872.280000 sec): 3 clusters Score: Raw -49004.846386 + Penalty 1987.664941 = -47017.181445 nChanged 13 SP:Iteration 3Q (872.280000 sec): 3 clusters Score: Raw -49024.599199 + Penalty 1987.664941 = -47036.934258 nChanged 7 SP:Iteration 4Q (872.280000 sec): 3 clusters Score: Raw -49033.598160 + Penalty 1987.664941 = -47045.933219 nChanged 2 SP:Iteration 5Q (872.290000 sec): 3 clusters Score: Raw -49035.017557 + Penalty 1987.664941 = -47047.352617 nChanged 1 SP:Iteration 6Q (872.290000 sec): 3 clusters Score: Raw -49035.438238 + Penalty 1987.664941 = -47047.773297 nChanged 0 SP:Iteration 7F (872.290000 sec): 3 clusters Score: Raw -49035.438238 + Penalty 1987.664941 = -47047.773297 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.290000 sec): 2 clusters Score: Raw -203443.484801 + Penalty 1227.664510 = -202215.820292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.300000 sec): 3 clusters Score: Raw -202801.420197 + Penalty 2455.329019 = -200346.091178 nChanged 724 SP:Iteration 1F (872.310000 sec): 3 clusters Score: Raw -203960.568350 + Penalty 2455.329019 = -201505.239330 nChanged 249 SP:Iteration 2F (872.310000 sec): 3 clusters Score: Raw -204746.831678 + Penalty 2455.329019 = -202291.502658 nChanged 157 SP:Iteration 3F (872.310000 sec): 3 clusters Score: Raw -205282.189622 + Penalty 2455.329019 = -202826.860603 nChanged 166 SP:Iteration 4F (872.320000 sec): 3 clusters Score: Raw -205695.873658 + Penalty 2455.329019 = -203240.544639 nChanged 153 SP:Iteration 5F (872.330000 sec): 3 clusters Score: Raw -206132.790943 + Penalty 2455.329019 = -203677.461923 nChanged 128 SP:Iteration 6F (872.330000 sec): 3 clusters Score: Raw -206503.161361 + Penalty 2455.329019 = -204047.832341 nChanged 96 SP:Iteration 7F (872.330000 sec): 3 clusters Score: Raw -206758.529701 + Penalty 2455.329019 = -204303.200682 nChanged 75 SP:Iteration 8Q (872.340000 sec): 3 clusters Score: Raw -206924.869644 + Penalty 2455.329019 = -204469.540624 nChanged 34 SP:Iteration 9Q (872.340000 sec): 3 clusters Score: Raw -206985.671962 + Penalty 2455.329019 = -204530.342943 nChanged 27 SP:Iteration 10Q (872.350000 sec): 3 clusters Score: Raw -207056.805366 + Penalty 2455.329019 = -204601.476347 nChanged 20 SP:Iteration 11Q (872.350000 sec): 3 clusters Score: Raw -207081.311832 + Penalty 2455.329019 = -204625.982813 nChanged 17 SP:Iteration 12Q (872.350000 sec): 3 clusters Score: Raw -207102.437871 + Penalty 2455.329019 = -204647.108852 nChanged 17 SP:Iteration 13Q (872.350000 sec): 3 clusters Score: Raw -207132.875329 + Penalty 2455.329019 = -204677.546310 nChanged 22 SP:Iteration 14Q (872.360000 sec): 3 clusters Score: Raw -207222.306281 + Penalty 2455.329019 = -204766.977262 nChanged 19 SP:Iteration 15Q (872.360000 sec): 3 clusters Score: Raw -207328.777093 + Penalty 2455.329019 = -204873.448073 nChanged 4 SP:Iteration 16Q (872.370000 sec): 3 clusters Score: Raw -207341.925437 + Penalty 2455.329019 = -204886.596418 nChanged 0 SP:Iteration 17F (872.370000 sec): 3 clusters Score: Raw -207346.796429 + Penalty 2455.329019 = -204891.467410 nChanged 3 SP:Iteration 18Q (872.370000 sec): 3 clusters Score: Raw -207361.961381 + Penalty 2455.329019 = -204906.632362 nChanged 7 SP:Iteration 19Q (872.380000 sec): 3 clusters Score: Raw -207505.795426 + Penalty 2455.329019 = -205050.466407 nChanged 15 SP:Iteration 20F (872.380000 sec): 3 clusters Score: Raw -207955.944402 + Penalty 2455.329019 = -205500.615383 nChanged 18 SP:Iteration 21Q (872.390000 sec): 3 clusters Score: Raw -208621.738981 + Penalty 2455.329019 = -206166.409962 nChanged 4 SP:Iteration 22Q (872.390000 sec): 3 clusters Score: Raw -208685.618598 + Penalty 2455.329019 = -206230.289579 nChanged 0 SP:Iteration 23F (872.390000 sec): 3 clusters Score: Raw -208685.618598 + Penalty 2455.329019 = -206230.289579 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Iteration 59Q (878.910000 sec): 19 clusters Score: Raw -132064102.857225 + Penalty 40735.441489 = -132023367.415736 nChanged 543 Iteration 60F (899.520000 sec): 19 clusters Score: Raw -132064219.719288 + Penalty 40735.441489 = -132023484.277799 nChanged 537 Iteration 61Q (906.010000 sec): 19 clusters Score: Raw -132064364.704104 + Penalty 40735.441489 = -132023629.262615 nChanged 499 Iteration 62Q (912.510000 sec): 19 clusters Score: Raw -132064413.418389 + Penalty 40735.441489 = -132023677.976901 nChanged 466 Iteration 63Q (919.310000 sec): 19 clusters Score: Raw -132064451.370930 + Penalty 40735.441489 = -132023715.929442 nChanged 396 Iteration 64Q (925.930000 sec): 19 clusters Score: Raw -132064470.901579 + Penalty 40735.441489 = -132023735.460091 nChanged 382 Iteration 65Q (932.580000 sec): 19 clusters Score: Raw -132064489.671252 + Penalty 40735.441489 = -132023754.229764 nChanged 381 Iteration 66Q (941.670000 sec): 19 clusters Score: Raw -132064511.061243 + Penalty 40735.441489 = -132023775.619754 nChanged 379 Iteration 67Q (950.260000 sec): 19 clusters Score: Raw -132064534.740596 + Penalty 40735.441489 = -132023799.299107 nChanged 383 Iteration 68Q (957.020000 sec): 19 clusters Score: Raw -132064557.156852 + Penalty 40735.441489 = -132023821.715364 nChanged 345 Iteration 69Q (963.500000 sec): 19 clusters Score: Raw -132064574.134337 + Penalty 40735.441489 = -132023838.692849 nChanged 327 Iteration 70Q (969.940000 sec): 19 clusters Score: Raw -132064590.066871 + Penalty 40735.441489 = -132023854.625382 nChanged 333 Iteration 71Q (976.420000 sec): 19 clusters Score: Raw -132064603.830782 + Penalty 40735.441489 = -132023868.389294 nChanged 312 Iteration 72Q (983.050000 sec): 19 clusters Score: Raw -132064619.089350 + Penalty 40735.441489 = -132023883.647861 nChanged 306 Iteration 73Q (989.770000 sec): 19 clusters Score: Raw -132064632.577958 + Penalty 40735.441489 = -132023897.136470 nChanged 305 Iteration 74Q (996.380000 sec): 19 clusters Score: Raw -132064644.914437 + Penalty 40735.441489 = -132023909.472949 nChanged 267 Iteration 75Q (1002.990000 sec): 19 clusters Score: Raw -132064655.885648 + Penalty 40735.441489 = -132023920.444159 nChanged 261 Iteration 76Q (1018.080000 sec): 19 clusters Score: Raw -132064666.059065 + Penalty 40735.441489 = -132023930.617577 nChanged 249 Iteration 77Q (1025.530000 sec): 19 clusters Score: Raw -132064674.469533 + Penalty 40735.441489 = -132023939.028044 nChanged 235 Iteration 78Q (1038.230000 sec): 19 clusters Score: Raw -132064681.267111 + Penalty 40735.441489 = -132023945.825623 nChanged 209 Iteration 79Q (1044.460000 sec): 19 clusters Score: Raw -132064688.717670 + Penalty 40735.441489 = -132023953.276181 nChanged 210 Iteration 80F (1068.640000 sec): 19 clusters Score: Raw -132064696.038952 + Penalty 40735.441489 = -132023960.597463 nChanged 178 Iteration 81Q (1074.910000 sec): 19 clusters Score: Raw -132064701.499543 + Penalty 40735.441489 = -132023966.058055 nChanged 164 Iteration 82Q (1081.160000 sec): 19 clusters Score: Raw -132064706.024882 + Penalty 40735.441489 = -132023970.583393 nChanged 151 Iteration 83Q (1087.440000 sec): 19 clusters Score: Raw -132064710.252687 + Penalty 40735.441489 = -132023974.811198 nChanged 129 Iteration 84Q (1093.690000 sec): 19 clusters Score: Raw -132064713.270845 + Penalty 40735.441489 = -132023977.829357 nChanged 101 Iteration 85Q (1099.950000 sec): 19 clusters Score: Raw -132064715.422716 + Penalty 40735.441489 = -132023979.981227 nChanged 89 Iteration 86Q (1109.280000 sec): 19 clusters Score: Raw -132064717.305896 + Penalty 40735.441489 = -132023981.864407 nChanged 84 Iteration 87Q (1127.650000 sec): 19 clusters Score: Raw -132064719.246194 + Penalty 40735.441489 = -132023983.804706 nChanged 86 Iteration 88Q (1146.480000 sec): 19 clusters Score: Raw -132064721.472638 + Penalty 40735.441489 = -132023986.031149 nChanged 77 Iteration 89Q (1185.990000 sec): 19 clusters Score: Raw -132064723.834027 + Penalty 40735.441489 = -132023988.392538 nChanged 64 Iteration 90Q (1255.050000 sec): 19 clusters Score: Raw -132064725.632281 + Penalty 40735.441489 = -132023990.190793 nChanged 66 Iteration 91Q (1321.160000 sec): 19 clusters Score: Raw -132064726.550765 + Penalty 40735.441489 = -132023991.109276 nChanged 51 Iteration 92Q (1327.770000 sec): 19 clusters Score: Raw -132064727.252228 + Penalty 40735.441489 = -132023991.810739 nChanged 51 Iteration 93Q (1334.250000 sec): 19 clusters Score: Raw -132064727.996167 + Penalty 40735.441489 = -132023992.554679 nChanged 47 Iteration 94Q (1340.710000 sec): 19 clusters Score: Raw -132064728.849892 + Penalty 40735.441489 = -132023993.408403 nChanged 41 Iteration 95Q (1347.140000 sec): 19 clusters Score: Raw -132064729.557532 + Penalty 40735.441489 = -132023994.116043 nChanged 44 Iteration 96Q (1353.590000 sec): 19 clusters Score: Raw -132064730.150468 + Penalty 40735.441489 = -132023994.708980 nChanged 46 Iteration 97Q (1360.060000 sec): 19 clusters Score: Raw -132064730.982203 + Penalty 40735.441489 = -132023995.540714 nChanged 55 Iteration 98Q (1366.650000 sec): 19 clusters Score: Raw -132064731.621059 + Penalty 40735.441489 = -132023996.179570 nChanged 50 Writing temp clu file Because OldScore, -132023995.540714, is greater than current (better) Score,-132023996.179570 Compute initial score before splitting: Score: Raw -132064731.621059 + Penalty 40735.441489 = -132023996.179570 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 1 (9557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.840000 sec): 2 clusters Score: Raw -1144506.651708 + Penalty 1489.317237 = -1143017.334471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.870000 sec): 3 clusters Score: Raw -1139148.982100 + Penalty 2978.634474 = -1136170.347626 nChanged 4095 SP:Iteration 1F (1366.900000 sec): 3 clusters Score: Raw -1141219.428363 + Penalty 2978.634474 = -1138240.793890 nChanged 530 SP:Iteration 2F (1366.920000 sec): 3 clusters Score: Raw -1141418.197548 + Penalty 2978.634474 = -1138439.563075 nChanged 431 SP:Iteration 3Q (1366.950000 sec): 3 clusters Score: Raw -1141560.889046 + Penalty 2978.634474 = -1138582.254573 nChanged 310 SP:Iteration 4Q (1366.980000 sec): 3 clusters Score: Raw -1141649.864613 + Penalty 2978.634474 = -1138671.230139 nChanged 286 SP:Iteration 5Q (1367.020000 sec): 3 clusters Score: Raw -1141737.562897 + Penalty 2978.634474 = -1138758.928423 nChanged 280 SP:Iteration 6Q (1367.040000 sec): 3 clusters Score: Raw -1141846.157855 + Penalty 2978.634474 = -1138867.523382 nChanged 328 SP:Iteration 7Q (1367.070000 sec): 3 clusters Score: Raw -1141979.921702 + Penalty 2978.634474 = -1139001.287228 nChanged 347 SP:Iteration 8Q (1367.090000 sec): 3 clusters Score: Raw -1142134.705604 + Penalty 2978.634474 = -1139156.071131 nChanged 384 SP:Iteration 9Q (1367.120000 sec): 3 clusters Score: Raw -1142321.971422 + Penalty 2978.634474 = -1139343.336949 nChanged 421 SP:Iteration 10Q (1367.150000 sec): 3 clusters Score: Raw -1142555.610465 + Penalty 2978.634474 = -1139576.975992 nChanged 453 SP:Iteration 11Q (1367.180000 sec): 3 clusters Score: Raw -1142851.200611 + Penalty 2978.634474 = -1139872.566138 nChanged 528 SP:Iteration 12F (1367.200000 sec): 3 clusters Score: Raw -1143263.483432 + Penalty 2978.634474 = -1140284.848959 nChanged 528 SP:Iteration 13F (1367.230000 sec): 3 clusters Score: Raw -1143735.666167 + Penalty 2978.634474 = -1140757.031693 nChanged 403 SP:Iteration 14Q (1367.250000 sec): 3 clusters Score: Raw -1144139.967287 + Penalty 2978.634474 = -1141161.332813 nChanged 256 SP:Iteration 15Q (1367.270000 sec): 3 clusters Score: Raw -1144392.930206 + Penalty 2978.634474 = -1141414.295733 nChanged 125 SP:Iteration 16Q (1367.300000 sec): 3 clusters Score: Raw -1144523.895527 + Penalty 2978.634474 = -1141545.261053 nChanged 84 SP:Iteration 17Q (1367.320000 sec): 3 clusters Score: Raw -1144597.025776 + Penalty 2978.634474 = -1141618.391303 nChanged 52 SP:Iteration 18Q (1367.340000 sec): 3 clusters Score: Raw -1144643.760128 + Penalty 2978.634474 = -1141665.125654 nChanged 37 SP:Iteration 19Q (1367.360000 sec): 3 clusters Score: Raw -1144669.426936 + Penalty 2978.634474 = -1141690.792463 nChanged 18 SP:Iteration 20F (1367.390000 sec): 3 clusters Score: Raw -1144680.641299 + Penalty 2978.634474 = -1141702.006825 nChanged 15 SP:Iteration 21Q (1367.410000 sec): 3 clusters Score: Raw -1144693.109667 + Penalty 2978.634474 = -1141714.475193 nChanged 11 SP:Iteration 22Q (1367.420000 sec): 3 clusters Score: Raw -1144700.870642 + Penalty 2978.634474 = -1141722.236168 nChanged 10 SP:Iteration 23Q (1367.440000 sec): 3 clusters Score: Raw -1144708.961989 + Penalty 2978.634474 = -1141730.327516 nChanged 7 SP:Iteration 24Q (1367.460000 sec): 3 clusters Score: Raw -1144713.953920 + Penalty 2978.634474 = -1141735.319446 nChanged 3 SP:Iteration 25Q (1367.480000 sec): 3 clusters Score: Raw -1144715.939924 + Penalty 2978.634474 = -1141737.305450 nChanged 2 SP:Iteration 26Q (1367.500000 sec): 3 clusters Score: Raw -1144716.852747 + Penalty 2978.634474 = -1141738.218273 nChanged 1 SP:Iteration 27Q (1367.520000 sec): 3 clusters Score: Raw -1144717.657484 + Penalty 2978.634474 = -1141739.023011 nChanged 4 SP:Iteration 28Q (1367.540000 sec): 3 clusters Score: Raw -1144720.338749 + Penalty 2978.634474 = -1141741.704276 nChanged 4 SP:Iteration 29Q (1367.550000 sec): 3 clusters Score: Raw -1144725.971958 + Penalty 2978.634474 = -1141747.337484 nChanged 2 SP:Iteration 30Q (1367.570000 sec): 3 clusters Score: Raw -1144726.746132 + Penalty 2978.634474 = -1141748.111658 nChanged 0 SP:Iteration 31F (1367.600000 sec): 3 clusters Score: Raw -1144726.746132 + Penalty 2978.634474 = -1141748.111658 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 2 (117458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.920000 sec): 2 clusters Score: Raw -13753879.369831 + Penalty 1896.998367 = -13751982.371465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.250000 sec): 3 clusters Score: Raw -13677190.496078 + Penalty 3793.996733 = -13673396.499345 nChanged 56347 SP:Iteration 1F (1368.590000 sec): 3 clusters Score: Raw -13710871.606582 + Penalty 3793.996733 = -13707077.609848 nChanged 4619 SP:Iteration 2Q (1368.930000 sec): 3 clusters Score: Raw -13712545.946846 + Penalty 3793.996733 = -13708751.950113 nChanged 5707 SP:Iteration 3Q (1369.280000 sec): 3 clusters Score: Raw -13715332.346331 + Penalty 3793.996733 = -13711538.349598 nChanged 7315 SP:Iteration 4F (1369.620000 sec): 3 clusters Score: Raw -13719965.534629 + Penalty 3793.996733 = -13716171.537896 nChanged 8744 SP:Iteration 5F (1369.960000 sec): 3 clusters Score: Raw -13726916.086767 + Penalty 3793.996733 = -13723122.090034 nChanged 9226 SP:Iteration 6F (1370.310000 sec): 3 clusters Score: Raw -13735757.209547 + Penalty 3793.996733 = -13731963.212814 nChanged 7788 SP:Iteration 7F (1370.650000 sec): 3 clusters Score: Raw -13743640.516939 + Penalty 3793.996733 = -13739846.520205 nChanged 4959 SP:Iteration 8Q (1370.970000 sec): 3 clusters Score: Raw -13748473.272038 + Penalty 3793.996733 = -13744679.275305 nChanged 2887 SP:Iteration 9Q (1371.260000 sec): 3 clusters Score: Raw -13750963.153393 + Penalty 3793.996733 = -13747169.156660 nChanged 1719 SP:Iteration 10Q (1371.530000 sec): 3 clusters Score: Raw -13752235.194081 + Penalty 3793.996733 = -13748441.197348 nChanged 1154 SP:Iteration 11Q (1371.810000 sec): 3 clusters Score: Raw -13752992.104053 + Penalty 3793.996733 = -13749198.107320 nChanged 790 SP:Iteration 12Q (1372.060000 sec): 3 clusters Score: Raw -13753418.200136 + Penalty 3793.996733 = -13749624.203403 nChanged 512 SP:Iteration 13Q (1372.310000 sec): 3 clusters Score: Raw -13753666.319063 + Penalty 3793.996733 = -13749872.322330 nChanged 394 SP:Iteration 14Q (1372.550000 sec): 3 clusters Score: Raw -13753857.370124 + Penalty 3793.996733 = -13750063.373391 nChanged 297 SP:Iteration 15Q (1372.790000 sec): 3 clusters Score: Raw -13754005.103723 + Penalty 3793.996733 = -13750211.106989 nChanged 225 SP:Iteration 16Q (1373.040000 sec): 3 clusters Score: Raw -13754104.637140 + Penalty 3793.996733 = -13750310.640407 nChanged 148 SP:Iteration 17Q (1373.280000 sec): 3 clusters Score: Raw -13754168.047263 + Penalty 3793.996733 = -13750374.050530 nChanged 115 SP:Iteration 18Q (1373.520000 sec): 3 clusters Score: Raw -13754207.704400 + Penalty 3793.996733 = -13750413.707667 nChanged 81 SP:Iteration 19Q (1373.760000 sec): 3 clusters Score: Raw -13754234.764507 + Penalty 3793.996733 = -13750440.767774 nChanged 67 SP:Iteration 20F (1374.090000 sec): 3 clusters Score: Raw -13754258.559651 + Penalty 3793.996733 = -13750464.562917 nChanged 45 SP:Iteration 21Q (1374.340000 sec): 3 clusters Score: Raw -13754273.911158 + Penalty 3793.996733 = -13750479.914425 nChanged 40 SP:Iteration 22Q (1374.570000 sec): 3 clusters Score: Raw -13754288.896094 + Penalty 3793.996733 = -13750494.899361 nChanged 38 SP:Iteration 23Q (1374.810000 sec): 3 clusters Score: Raw -13754304.073250 + Penalty 3793.996733 = -13750510.076517 nChanged 30 SP:Iteration 24Q (1375.040000 sec): 3 clusters Score: Raw -13754314.608938 + Penalty 3793.996733 = -13750520.612205 nChanged 29 SP:Iteration 25Q (1375.280000 sec): 3 clusters Score: Raw -13754323.891860 + Penalty 3793.996733 = -13750529.895126 nChanged 23 SP:Iteration 26Q (1375.520000 sec): 3 clusters Score: Raw -13754333.315430 + Penalty 3793.996733 = -13750539.318697 nChanged 20 SP:Iteration 27Q (1375.740000 sec): 3 clusters Score: Raw -13754340.698542 + Penalty 3793.996733 = -13750546.701809 nChanged 12 SP:Iteration 28Q (1375.980000 sec): 3 clusters Score: Raw -13754344.888672 + Penalty 3793.996733 = -13750550.891939 nChanged 17 SP:Iteration 29Q (1376.210000 sec): 3 clusters Score: Raw -13754351.068879 + Penalty 3793.996733 = -13750557.072146 nChanged 18 SP:Iteration 30Q (1376.450000 sec): 3 clusters Score: Raw -13754357.489761 + Penalty 3793.996733 = -13750563.493028 nChanged 11 SP:Iteration 31Q (1376.680000 sec): 3 clusters Score: Raw -13754360.845687 + Penalty 3793.996733 = -13750566.848954 nChanged 8 SP:Iteration 32Q (1376.920000 sec): 3 clusters Score: Raw -13754363.322977 + Penalty 3793.996733 = -13750569.326244 nChanged 5 SP:Iteration 33Q (1377.150000 sec): 3 clusters Score: Raw -13754364.269753 + Penalty 3793.996733 = -13750570.273020 nChanged 5 SP:Iteration 34Q (1377.380000 sec): 3 clusters Score: Raw -13754365.402895 + Penalty 3793.996733 = -13750571.406162 nChanged 3 SP:Iteration 35Q (1377.620000 sec): 3 clusters Score: Raw -13754366.475752 + Penalty 3793.996733 = -13750572.479019 nChanged 3 SP:Iteration 36Q (1377.850000 sec): 3 clusters Score: Raw -13754367.033068 + Penalty 3793.996733 = -13750573.036335 nChanged 1 SP:Iteration 37Q (1378.080000 sec): 3 clusters Score: Raw -13754367.205900 + Penalty 3793.996733 = -13750573.209167 nChanged 0 SP:Iteration 38F (1378.400000 sec): 3 clusters Score: Raw -13754367.205900 + Penalty 3793.996733 = -13750573.209167 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (2376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.460000 sec): 2 clusters Score: Raw -290315.608830 + Penalty 1263.140723 = -289052.468107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.460000 sec): 3 clusters Score: Raw -289235.225247 + Penalty 2526.281446 = -286708.943801 nChanged 863 SP:Iteration 1F (1378.470000 sec): 3 clusters Score: Raw -289728.090847 + Penalty 2526.281446 = -287201.809401 nChanged 160 SP:Iteration 2F (1378.470000 sec): 3 clusters Score: Raw -289817.649813 + Penalty 2526.281446 = -287291.368367 nChanged 94 SP:Iteration 3Q (1378.480000 sec): 3 clusters Score: Raw -289861.032128 + Penalty 2526.281446 = -287334.750682 nChanged 65 SP:Iteration 4Q (1378.480000 sec): 3 clusters Score: Raw -289893.837344 + Penalty 2526.281446 = -287367.555898 nChanged 46 SP:Iteration 5Q (1378.490000 sec): 3 clusters Score: Raw -289919.267587 + Penalty 2526.281446 = -287392.986140 nChanged 43 SP:Iteration 6Q (1378.500000 sec): 3 clusters Score: Raw -289940.032818 + Penalty 2526.281446 = -287413.751372 nChanged 35 SP:Iteration 7Q (1378.500000 sec): 3 clusters Score: Raw -289956.256212 + Penalty 2526.281446 = -287429.974766 nChanged 24 SP:Iteration 8Q (1378.510000 sec): 3 clusters Score: Raw -289966.166513 + Penalty 2526.281446 = -287439.885067 nChanged 22 SP:Iteration 9Q (1378.520000 sec): 3 clusters Score: Raw -289974.243813 + Penalty 2526.281446 = -287447.962367 nChanged 13 SP:Iteration 10Q (1378.520000 sec): 3 clusters Score: Raw -289979.649986 + Penalty 2526.281446 = -287453.368540 nChanged 11 SP:Iteration 11Q (1378.530000 sec): 3 clusters Score: Raw -289984.193605 + Penalty 2526.281446 = -287457.912159 nChanged 14 SP:Iteration 12Q (1378.540000 sec): 3 clusters Score: Raw -289990.969291 + Penalty 2526.281446 = -287464.687845 nChanged 12 SP:Iteration 13Q (1378.540000 sec): 3 clusters Score: Raw -289995.173825 + Penalty 2526.281446 = -287468.892379 nChanged 10 SP:Iteration 14Q (1378.550000 sec): 3 clusters Score: Raw -289998.312141 + Penalty 2526.281446 = -287472.030695 nChanged 7 SP:Iteration 15Q (1378.550000 sec): 3 clusters Score: Raw -290001.738769 + Penalty 2526.281446 = -287475.457322 nChanged 8 SP:Iteration 16Q (1378.560000 sec): 3 clusters Score: Raw -290004.299553 + Penalty 2526.281446 = -287478.018107 nChanged 7 SP:Iteration 17Q (1378.560000 sec): 3 clusters Score: Raw -290006.268386 + Penalty 2526.281446 = -287479.986940 nChanged 6 SP:Iteration 18Q (1378.570000 sec): 3 clusters Score: Raw -290008.501817 + Penalty 2526.281446 = -287482.220371 nChanged 3 SP:Iteration 19Q (1378.580000 sec): 3 clusters Score: Raw -290010.023151 + Penalty 2526.281446 = -287483.741705 nChanged 3 SP:Iteration 20F (1378.580000 sec): 3 clusters Score: Raw -290010.905809 + Penalty 2526.281446 = -287484.624363 nChanged 3 SP:Iteration 21Q (1378.590000 sec): 3 clusters Score: Raw -290012.073046 + Penalty 2526.281446 = -287485.791599 nChanged 3 SP:Iteration 22Q (1378.600000 sec): 3 clusters Score: Raw -290013.844134 + Penalty 2526.281446 = -287487.562688 nChanged 3 SP:Iteration 23Q (1378.600000 sec): 3 clusters Score: Raw -290015.444375 + Penalty 2526.281446 = -287489.162929 nChanged 3 SP:Iteration 24Q (1378.610000 sec): 3 clusters Score: Raw -290017.079045 + Penalty 2526.281446 = -287490.797598 nChanged 3 SP:Iteration 25Q (1378.610000 sec): 3 clusters Score: Raw -290017.985659 + Penalty 2526.281446 = -287491.704213 nChanged 3 SP:Iteration 26Q (1378.620000 sec): 3 clusters Score: Raw -290018.786508 + Penalty 2526.281446 = -287492.505062 nChanged 3 SP:Iteration 27Q (1378.630000 sec): 3 clusters Score: Raw -290019.668694 + Penalty 2526.281446 = -287493.387248 nChanged 2 SP:Iteration 28Q (1378.630000 sec): 3 clusters Score: Raw -290020.133087 + Penalty 2526.281446 = -287493.851641 nChanged 1 SP:Iteration 29Q (1378.640000 sec): 3 clusters Score: Raw -290020.191859 + Penalty 2526.281446 = -287493.910413 nChanged 0 SP:Iteration 30F (1378.640000 sec): 3 clusters Score: Raw -290020.191859 + Penalty 2526.281446 = -287493.910413 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 4 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.650000 sec): 2 clusters Score: Raw -67581.889748 + Penalty 1048.457955 = -66533.431793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.650000 sec): 3 clusters Score: Raw -67549.442333 + Penalty 2096.915910 = -65452.526423 nChanged 175 SP:Iteration 1F (1378.650000 sec): 3 clusters Score: Raw -67980.258162 + Penalty 2096.915910 = -65883.342252 nChanged 66 SP:Iteration 2F (1378.660000 sec): 3 clusters Score: Raw -68109.164952 + Penalty 2096.915910 = -66012.249042 nChanged 57 SP:Iteration 3F (1378.660000 sec): 3 clusters Score: Raw -68258.244234 + Penalty 2096.915910 = -66161.328324 nChanged 52 SP:Iteration 4F (1378.660000 sec): 3 clusters Score: Raw -68426.522402 + Penalty 2096.915910 = -66329.606492 nChanged 39 SP:Iteration 5F (1378.660000 sec): 3 clusters Score: Raw -68577.130060 + Penalty 2096.915910 = -66480.214150 nChanged 33 SP:Iteration 6F (1378.660000 sec): 3 clusters Score: Raw -68733.552531 + Penalty 2096.915910 = -66636.636621 nChanged 25 SP:Iteration 7Q (1378.660000 sec): 3 clusters Score: Raw -68969.952200 + Penalty 2096.915910 = -66873.036290 nChanged 17 SP:Iteration 8Q (1378.660000 sec): 3 clusters Score: Raw -69140.966901 + Penalty 2096.915910 = -67044.050991 nChanged 12 SP:Iteration 9Q (1378.660000 sec): 3 clusters Score: Raw -69274.197235 + Penalty 2096.915910 = -67177.281324 nChanged 15 SP:Iteration 10Q (1378.670000 sec): 3 clusters Score: Raw -69458.081001 + Penalty 2096.915910 = -67361.165091 nChanged 8 SP:Iteration 11Q (1378.670000 sec): 3 clusters Score: Raw -69673.833908 + Penalty 2096.915910 = -67576.917997 nChanged 4 SP:Iteration 12Q (1378.670000 sec): 3 clusters Score: Raw -69697.540966 + Penalty 2096.915910 = -67600.625056 nChanged 3 SP:Iteration 13Q (1378.670000 sec): 3 clusters Score: Raw -69705.558730 + Penalty 2096.915910 = -67608.642819 nChanged 2 SP:Iteration 14Q (1378.670000 sec): 3 clusters Score: Raw -69709.710014 + Penalty 2096.915910 = -67612.794104 nChanged 2 SP:Iteration 15Q (1378.670000 sec): 3 clusters Score: Raw -69715.180818 + Penalty 2096.915910 = -67618.264908 nChanged 0 SP:Iteration 16F (1378.680000 sec): 3 clusters Score: Raw -69715.180818 + Penalty 2096.915910 = -67618.264908 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 8.12 GB. Trying to split cluster 5 (94201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.930000 sec): 2 clusters Score: Raw -11569396.658504 + Penalty 1861.142737 = -11567535.515767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.200000 sec): 3 clusters Score: Raw -11508186.783202 + Penalty 3722.285475 = -11504464.497727 nChanged 44961 SP:Iteration 1F (1379.460000 sec): 3 clusters Score: Raw -11534204.444916 + Penalty 3722.285475 = -11530482.159442 nChanged 3126 SP:Iteration 2Q (1379.740000 sec): 3 clusters Score: Raw -11534973.768850 + Penalty 3722.285475 = -11531251.483375 nChanged 3108 SP:Iteration 3Q (1380.010000 sec): 3 clusters Score: Raw -11535933.903752 + Penalty 3722.285475 = -11532211.618277 nChanged 3657 SP:Iteration 4Q (1380.280000 sec): 3 clusters Score: Raw -11537425.395435 + Penalty 3722.285475 = -11533703.109960 nChanged 4515 SP:Iteration 5Q (1380.550000 sec): 3 clusters Score: Raw -11539911.503653 + Penalty 3722.285475 = -11536189.218178 nChanged 5885 SP:Iteration 6F (1380.810000 sec): 3 clusters Score: Raw -11543987.434192 + Penalty 3722.285475 = -11540265.148718 nChanged 7207 SP:Iteration 7F (1381.080000 sec): 3 clusters Score: Raw -11549877.432764 + Penalty 3722.285475 = -11546155.147289 nChanged 7489 SP:Iteration 8F (1381.340000 sec): 3 clusters Score: Raw -11556471.084612 + Penalty 3722.285475 = -11552748.799138 nChanged 6354 SP:Iteration 9F (1381.600000 sec): 3 clusters Score: Raw -11562111.596793 + Penalty 3722.285475 = -11558389.311318 nChanged 4382 SP:Iteration 10Q (1381.840000 sec): 3 clusters Score: Raw -11565918.884133 + Penalty 3722.285475 = -11562196.598658 nChanged 2397 SP:Iteration 11Q (1382.060000 sec): 3 clusters Score: Raw -11567929.225724 + Penalty 3722.285475 = -11564206.940249 nChanged 1131 SP:Iteration 12Q (1382.260000 sec): 3 clusters Score: Raw -11568857.600817 + Penalty 3722.285475 = -11565135.315342 nChanged 477 SP:Iteration 13Q (1382.460000 sec): 3 clusters Score: Raw -11569275.278635 + Penalty 3722.285475 = -11565552.993160 nChanged 219 SP:Iteration 14Q (1382.650000 sec): 3 clusters Score: Raw -11569491.761289 + Penalty 3722.285475 = -11565769.475814 nChanged 128 SP:Iteration 15Q (1382.840000 sec): 3 clusters Score: Raw -11569654.565328 + Penalty 3722.285475 = -11565932.279853 nChanged 98 SP:Iteration 16Q (1383.030000 sec): 3 clusters Score: Raw -11569817.159302 + Penalty 3722.285475 = -11566094.873827 nChanged 91 SP:Iteration 17Q (1383.220000 sec): 3 clusters Score: Raw -11569992.433169 + Penalty 3722.285475 = -11566270.147694 nChanged 74 SP:Iteration 18Q (1383.400000 sec): 3 clusters Score: Raw -11570115.394040 + Penalty 3722.285475 = -11566393.108565 nChanged 54 SP:Iteration 19Q (1383.580000 sec): 3 clusters Score: Raw -11570196.400139 + Penalty 3722.285475 = -11566474.114664 nChanged 46 SP:Iteration 20F (1383.840000 sec): 3 clusters Score: Raw -11570303.795396 + Penalty 3722.285475 = -11566581.509921 nChanged 43 SP:Iteration 21Q (1384.020000 sec): 3 clusters Score: Raw -11570388.747294 + Penalty 3722.285475 = -11566666.461819 nChanged 21 SP:Iteration 22Q (1384.200000 sec): 3 clusters Score: Raw -11570433.316539 + Penalty 3722.285475 = -11566711.031064 nChanged 16 SP:Iteration 23Q (1384.390000 sec): 3 clusters Score: Raw -11570473.880289 + Penalty 3722.285475 = -11566751.594814 nChanged 18 SP:Iteration 24Q (1384.570000 sec): 3 clusters Score: Raw -11570520.596636 + Penalty 3722.285475 = -11566798.311161 nChanged 15 SP:Iteration 25Q (1384.760000 sec): 3 clusters Score: Raw -11570558.508294 + Penalty 3722.285475 = -11566836.222820 nChanged 13 SP:Iteration 26Q (1384.940000 sec): 3 clusters Score: Raw -11570597.370067 + Penalty 3722.285475 = -11566875.084592 nChanged 8 SP:Iteration 27Q (1385.130000 sec): 3 clusters Score: Raw -11570626.179717 + Penalty 3722.285475 = -11566903.894243 nChanged 12 SP:Iteration 28Q (1385.310000 sec): 3 clusters Score: Raw -11570673.935643 + Penalty 3722.285475 = -11566951.650168 nChanged 6 SP:Iteration 29Q (1385.500000 sec): 3 clusters Score: Raw -11570698.056054 + Penalty 3722.285475 = -11566975.770579 nChanged 8 SP:Iteration 30Q (1385.690000 sec): 3 clusters Score: Raw -11570729.604922 + Penalty 3722.285475 = -11567007.319447 nChanged 6 SP:Iteration 31Q (1385.870000 sec): 3 clusters Score: Raw -11570755.883795 + Penalty 3722.285475 = -11567033.598320 nChanged 5 SP:Iteration 32Q (1386.060000 sec): 3 clusters Score: Raw -11570783.871257 + Penalty 3722.285475 = -11567061.585782 nChanged 9 SP:Iteration 33Q (1386.240000 sec): 3 clusters Score: Raw -11570839.091901 + Penalty 3722.285475 = -11567116.806426 nChanged 6 SP:Iteration 34Q (1386.420000 sec): 3 clusters Score: Raw -11570874.276820 + Penalty 3722.285475 = -11567151.991346 nChanged 6 SP:Iteration 35Q (1386.600000 sec): 3 clusters Score: Raw -11570910.786413 + Penalty 3722.285475 = -11567188.500938 nChanged 6 SP:Iteration 36Q (1386.780000 sec): 3 clusters Score: Raw -11570953.144491 + Penalty 3722.285475 = -11567230.859017 nChanged 5 SP:Iteration 37Q (1386.970000 sec): 3 clusters Score: Raw -11570984.936691 + Penalty 3722.285475 = -11567262.651217 nChanged 5 SP:Iteration 38Q (1387.150000 sec): 3 clusters Score: Raw -11571015.776170 + Penalty 3722.285475 = -11567293.490696 nChanged 4 SP:Iteration 39Q (1387.330000 sec): 3 clusters Score: Raw -11571045.964554 + Penalty 3722.285475 = -11567323.679079 nChanged 3 SP:Iteration 40F (1387.590000 sec): 3 clusters Score: Raw -11571071.439347 + Penalty 3722.285475 = -11567349.153873 nChanged 2 SP:Iteration 41Q (1387.770000 sec): 3 clusters Score: Raw -11571091.438203 + Penalty 3722.285475 = -11567369.152729 nChanged 2 SP:Iteration 42Q (1387.950000 sec): 3 clusters Score: Raw -11571109.529423 + Penalty 3722.285475 = -11567387.243948 nChanged 2 SP:Iteration 43Q (1388.140000 sec): 3 clusters Score: Raw -11571125.163876 + Penalty 3722.285475 = -11567402.878402 nChanged 2 SP:Iteration 44Q (1388.320000 sec): 3 clusters Score: Raw -11571145.878020 + Penalty 3722.285475 = -11567423.592546 nChanged 5 SP:Iteration 45Q (1388.500000 sec): 3 clusters Score: Raw -11571195.740092 + Penalty 3722.285475 = -11567473.454617 nChanged 3 SP:Iteration 46Q (1388.680000 sec): 3 clusters Score: Raw -11571235.037721 + Penalty 3722.285475 = -11567512.752246 nChanged 3 SP:Iteration 47Q (1388.870000 sec): 3 clusters Score: Raw -11571276.752259 + Penalty 3722.285475 = -11567554.466784 nChanged 2 SP:Iteration 48Q (1389.050000 sec): 3 clusters Score: Raw -11571301.853398 + Penalty 3722.285475 = -11567579.567923 nChanged 2 SP:Iteration 49Q (1389.240000 sec): 3 clusters Score: Raw -11571328.180389 + Penalty 3722.285475 = -11567605.894914 nChanged 2 SP:Iteration 50Q (1389.420000 sec): 3 clusters Score: Raw -11571352.145484 + Penalty 3722.285475 = -11567629.860009 nChanged 0 SP:Iteration 51F (1389.680000 sec): 3 clusters Score: Raw -11571352.145484 + Penalty 3722.285475 = -11567629.860009 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 8.12 GB. Trying to split cluster 6 (13124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.740000 sec): 2 clusters Score: Raw -1616726.771535 + Penalty 1540.857158 = -1615185.914378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.780000 sec): 3 clusters Score: Raw -1609174.023515 + Penalty 3081.714316 = -1606092.309199 nChanged 5720 SP:Iteration 1F (1389.820000 sec): 3 clusters Score: Raw -1612457.548557 + Penalty 3081.714316 = -1609375.834242 nChanged 761 SP:Iteration 2F (1389.850000 sec): 3 clusters Score: Raw -1612812.051844 + Penalty 3081.714316 = -1609730.337528 nChanged 684 SP:Iteration 3F (1389.890000 sec): 3 clusters Score: Raw -1613140.978436 + Penalty 3081.714316 = -1610059.264121 nChanged 665 SP:Iteration 4F (1389.920000 sec): 3 clusters Score: Raw -1613445.633997 + Penalty 3081.714316 = -1610363.919681 nChanged 573 SP:Iteration 5Q (1389.950000 sec): 3 clusters Score: Raw -1613675.098503 + Penalty 3081.714316 = -1610593.384187 nChanged 527 SP:Iteration 6Q (1389.990000 sec): 3 clusters Score: Raw -1613888.071518 + Penalty 3081.714316 = -1610806.357203 nChanged 536 SP:Iteration 7Q (1390.020000 sec): 3 clusters Score: Raw -1614094.139622 + Penalty 3081.714316 = -1611012.425307 nChanged 494 SP:Iteration 8Q (1390.060000 sec): 3 clusters Score: Raw -1614279.093438 + Penalty 3081.714316 = -1611197.379123 nChanged 437 SP:Iteration 9Q (1390.090000 sec): 3 clusters Score: Raw -1614443.155396 + Penalty 3081.714316 = -1611361.441080 nChanged 430 SP:Iteration 10Q (1390.120000 sec): 3 clusters Score: Raw -1614597.540946 + Penalty 3081.714316 = -1611515.826631 nChanged 376 SP:Iteration 11Q (1390.150000 sec): 3 clusters Score: Raw -1614735.722057 + Penalty 3081.714316 = -1611654.007741 nChanged 394 SP:Iteration 12Q (1390.190000 sec): 3 clusters Score: Raw -1614890.483710 + Penalty 3081.714316 = -1611808.769394 nChanged 375 SP:Iteration 13Q (1390.220000 sec): 3 clusters Score: Raw -1615045.260086 + Penalty 3081.714316 = -1611963.545771 nChanged 374 SP:Iteration 14Q (1390.250000 sec): 3 clusters Score: Raw -1615193.910783 + Penalty 3081.714316 = -1612112.196468 nChanged 333 SP:Iteration 15Q (1390.290000 sec): 3 clusters Score: Raw -1615329.016031 + Penalty 3081.714316 = -1612247.301716 nChanged 336 SP:Iteration 16Q (1390.320000 sec): 3 clusters Score: Raw -1615486.512810 + Penalty 3081.714316 = -1612404.798495 nChanged 342 SP:Iteration 17Q (1390.350000 sec): 3 clusters Score: Raw -1615655.426631 + Penalty 3081.714316 = -1612573.712315 nChanged 354 SP:Iteration 18Q (1390.380000 sec): 3 clusters Score: Raw -1615842.334971 + Penalty 3081.714316 = -1612760.620656 nChanged 338 SP:Iteration 19Q (1390.420000 sec): 3 clusters Score: Raw -1616027.955255 + Penalty 3081.714316 = -1612946.240939 nChanged 333 SP:Iteration 20F (1390.450000 sec): 3 clusters Score: Raw -1616216.479152 + Penalty 3081.714316 = -1613134.764836 nChanged 292 SP:Iteration 21Q (1390.490000 sec): 3 clusters Score: Raw -1616377.227832 + Penalty 3081.714316 = -1613295.513516 nChanged 232 SP:Iteration 22Q (1390.520000 sec): 3 clusters Score: Raw -1616504.888203 + Penalty 3081.714316 = -1613423.173888 nChanged 233 SP:Iteration 23Q (1390.560000 sec): 3 clusters Score: Raw -1616627.117417 + Penalty 3081.714316 = -1613545.403101 nChanged 213 SP:Iteration 24Q (1390.590000 sec): 3 clusters Score: Raw -1616726.834026 + Penalty 3081.714316 = -1613645.119710 nChanged 205 SP:Iteration 25Q (1390.620000 sec): 3 clusters Score: Raw -1616821.535203 + Penalty 3081.714316 = -1613739.820887 nChanged 184 SP:Iteration 26Q (1390.650000 sec): 3 clusters Score: Raw -1616906.161053 + Penalty 3081.714316 = -1613824.446737 nChanged 171 SP:Iteration 27Q (1390.690000 sec): 3 clusters Score: Raw -1616989.246370 + Penalty 3081.714316 = -1613907.532054 nChanged 153 SP:Iteration 28Q (1390.710000 sec): 3 clusters Score: Raw -1617060.509593 + Penalty 3081.714316 = -1613978.795278 nChanged 131 SP:Iteration 29Q (1390.750000 sec): 3 clusters Score: Raw -1617119.886569 + Penalty 3081.714316 = -1614038.172253 nChanged 114 SP:Iteration 30Q (1390.770000 sec): 3 clusters Score: Raw -1617173.592773 + Penalty 3081.714316 = -1614091.878458 nChanged 97 SP:Iteration 31Q (1390.800000 sec): 3 clusters Score: Raw -1617219.856077 + Penalty 3081.714316 = -1614138.141762 nChanged 75 SP:Iteration 32Q (1390.830000 sec): 3 clusters Score: Raw -1617252.062986 + Penalty 3081.714316 = -1614170.348670 nChanged 70 SP:Iteration 33Q (1390.860000 sec): 3 clusters Score: Raw -1617283.186543 + Penalty 3081.714316 = -1614201.472228 nChanged 63 SP:Iteration 34Q (1390.890000 sec): 3 clusters Score: Raw -1617310.789627 + Penalty 3081.714316 = -1614229.075311 nChanged 48 SP:Iteration 35Q (1390.920000 sec): 3 clusters Score: Raw -1617329.577729 + Penalty 3081.714316 = -1614247.863413 nChanged 42 SP:Iteration 36Q (1390.950000 sec): 3 clusters Score: Raw -1617346.352634 + Penalty 3081.714316 = -1614264.638318 nChanged 27 SP:Iteration 37Q (1390.970000 sec): 3 clusters Score: Raw -1617356.000053 + Penalty 3081.714316 = -1614274.285737 nChanged 24 SP:Iteration 38Q (1391.000000 sec): 3 clusters Score: Raw -1617366.392853 + Penalty 3081.714316 = -1614284.678537 nChanged 24 SP:Iteration 39Q (1391.030000 sec): 3 clusters Score: Raw -1617376.075407 + Penalty 3081.714316 = -1614294.361091 nChanged 24 SP:Iteration 40F (1391.060000 sec): 3 clusters Score: Raw -1617385.553666 + Penalty 3081.714316 = -1614303.839350 nChanged 23 SP:Iteration 41Q (1391.090000 sec): 3 clusters Score: Raw -1617393.676263 + Penalty 3081.714316 = -1614311.961947 nChanged 14 SP:Iteration 42Q (1391.120000 sec): 3 clusters Score: Raw -1617399.411220 + Penalty 3081.714316 = -1614317.696905 nChanged 12 SP:Iteration 43Q (1391.150000 sec): 3 clusters Score: Raw -1617403.930458 + Penalty 3081.714316 = -1614322.216142 nChanged 9 SP:Iteration 44Q (1391.170000 sec): 3 clusters Score: Raw -1617406.526405 + Penalty 3081.714316 = -1614324.812090 nChanged 8 SP:Iteration 45Q (1391.200000 sec): 3 clusters Score: Raw -1617408.879062 + Penalty 3081.714316 = -1614327.164747 nChanged 6 SP:Iteration 46Q (1391.230000 sec): 3 clusters Score: Raw -1617410.761398 + Penalty 3081.714316 = -1614329.047082 nChanged 4 SP:Iteration 47Q (1391.260000 sec): 3 clusters Score: Raw -1617412.317850 + Penalty 3081.714316 = -1614330.603535 nChanged 3 SP:Iteration 48Q (1391.290000 sec): 3 clusters Score: Raw -1617412.999698 + Penalty 3081.714316 = -1614331.285383 nChanged 4 SP:Iteration 49Q (1391.310000 sec): 3 clusters Score: Raw -1617413.671533 + Penalty 3081.714316 = -1614331.957218 nChanged 1 SP:Iteration 50Q (1391.340000 sec): 3 clusters Score: Raw -1617414.217388 + Penalty 3081.714316 = -1614332.503073 nChanged 3 SP:Iteration 51Q (1391.370000 sec): 3 clusters Score: Raw -1617414.940195 + Penalty 3081.714316 = -1614333.225879 nChanged 2 SP:Iteration 52Q (1391.400000 sec): 3 clusters Score: Raw -1617415.611970 + Penalty 3081.714316 = -1614333.897655 nChanged 4 SP:Iteration 53Q (1391.430000 sec): 3 clusters Score: Raw -1617416.856381 + Penalty 3081.714316 = -1614335.142066 nChanged 2 SP:Iteration 54Q (1391.450000 sec): 3 clusters Score: Raw -1617417.303847 + Penalty 3081.714316 = -1614335.589531 nChanged 1 SP:Iteration 55Q (1391.480000 sec): 3 clusters Score: Raw -1617417.648376 + Penalty 3081.714316 = -1614335.934060 nChanged 2 SP:Iteration 56Q (1391.510000 sec): 3 clusters Score: Raw -1617418.183082 + Penalty 3081.714316 = -1614336.468767 nChanged 1 SP:Iteration 57Q (1391.540000 sec): 3 clusters Score: Raw -1617418.969044 + Penalty 3081.714316 = -1614337.254728 nChanged 5 SP:Iteration 58Q (1391.570000 sec): 3 clusters Score: Raw -1617421.347132 + Penalty 3081.714316 = -1614339.632817 nChanged 6 SP:Iteration 59Q (1391.600000 sec): 3 clusters Score: Raw -1617425.500580 + Penalty 3081.714316 = -1614343.786264 nChanged 6 SP:Iteration 60F (1391.630000 sec): 3 clusters Score: Raw -1617427.860861 + Penalty 3081.714316 = -1614346.146545 nChanged 4 SP:Iteration 61Q (1391.660000 sec): 3 clusters Score: Raw -1617429.391826 + Penalty 3081.714316 = -1614347.677511 nChanged 5 SP:Iteration 62Q (1391.690000 sec): 3 clusters Score: Raw -1617430.839859 + Penalty 3081.714316 = -1614349.125543 nChanged 4 SP:Iteration 63Q (1391.720000 sec): 3 clusters Score: Raw -1617432.044727 + Penalty 3081.714316 = -1614350.330411 nChanged 2 SP:Iteration 64Q (1391.750000 sec): 3 clusters Score: Raw -1617432.768041 + Penalty 3081.714316 = -1614351.053725 nChanged 2 SP:Iteration 65Q (1391.770000 sec): 3 clusters Score: Raw -1617433.147716 + Penalty 3081.714316 = -1614351.433401 nChanged 0 SP:Iteration 66F (1391.810000 sec): 3 clusters Score: Raw -1617433.147716 + Penalty 3081.714316 = -1614351.433401 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.820000 sec): 2 clusters Score: Raw -299633.156200 + Penalty 1283.068861 = -298350.087338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.830000 sec): 3 clusters Score: Raw -298381.064673 + Penalty 2566.137723 = -295814.926950 nChanged 1031 SP:Iteration 1F (1391.830000 sec): 3 clusters Score: Raw -299136.971206 + Penalty 2566.137723 = -296570.833483 nChanged 231 SP:Iteration 2F (1391.840000 sec): 3 clusters Score: Raw -299312.461387 + Penalty 2566.137723 = -296746.323664 nChanged 165 SP:Iteration 3F (1391.850000 sec): 3 clusters Score: Raw -299438.492853 + Penalty 2566.137723 = -296872.355131 nChanged 126 SP:Iteration 4Q (1391.860000 sec): 3 clusters Score: Raw -299536.670727 + Penalty 2566.137723 = -296970.533005 nChanged 114 SP:Iteration 5Q (1391.860000 sec): 3 clusters Score: Raw -299635.513578 + Penalty 2566.137723 = -297069.375855 nChanged 119 SP:Iteration 6Q (1391.870000 sec): 3 clusters Score: Raw -299734.339905 + Penalty 2566.137723 = -297168.202182 nChanged 95 SP:Iteration 7Q (1391.880000 sec): 3 clusters Score: Raw -299803.338113 + Penalty 2566.137723 = -297237.200391 nChanged 84 SP:Iteration 8Q (1391.890000 sec): 3 clusters Score: Raw -299871.061500 + Penalty 2566.137723 = -297304.923778 nChanged 65 SP:Iteration 9Q (1391.890000 sec): 3 clusters Score: Raw -299904.938537 + Penalty 2566.137723 = -297338.800814 nChanged 34 SP:Iteration 10Q (1391.900000 sec): 3 clusters Score: Raw -299920.955242 + Penalty 2566.137723 = -297354.817520 nChanged 30 SP:Iteration 11Q (1391.910000 sec): 3 clusters Score: Raw -299936.389765 + Penalty 2566.137723 = -297370.252043 nChanged 24 SP:Iteration 12Q (1391.910000 sec): 3 clusters Score: Raw -299953.202510 + Penalty 2566.137723 = -297387.064787 nChanged 22 SP:Iteration 13Q (1391.920000 sec): 3 clusters Score: Raw -299967.324064 + Penalty 2566.137723 = -297401.186342 nChanged 14 SP:Iteration 14Q (1391.930000 sec): 3 clusters Score: Raw -299974.065324 + Penalty 2566.137723 = -297407.927602 nChanged 10 SP:Iteration 15Q (1391.930000 sec): 3 clusters Score: Raw -299980.722526 + Penalty 2566.137723 = -297414.584803 nChanged 8 SP:Iteration 16Q (1391.940000 sec): 3 clusters Score: Raw -299985.060208 + Penalty 2566.137723 = -297418.922485 nChanged 8 SP:Iteration 17Q (1391.950000 sec): 3 clusters Score: Raw -299988.934267 + Penalty 2566.137723 = -297422.796544 nChanged 8 SP:Iteration 18Q (1391.950000 sec): 3 clusters Score: Raw -299995.159782 + Penalty 2566.137723 = -297429.022059 nChanged 11 SP:Iteration 19Q (1391.960000 sec): 3 clusters Score: Raw -300002.595538 + Penalty 2566.137723 = -297436.457816 nChanged 12 SP:Iteration 20F (1391.970000 sec): 3 clusters Score: Raw -300011.261022 + Penalty 2566.137723 = -297445.123300 nChanged 12 SP:Iteration 21Q (1391.970000 sec): 3 clusters Score: Raw -300019.893212 + Penalty 2566.137723 = -297453.755489 nChanged 14 SP:Iteration 22Q (1391.980000 sec): 3 clusters Score: Raw -300026.786819 + Penalty 2566.137723 = -297460.649096 nChanged 11 SP:Iteration 23Q (1391.990000 sec): 3 clusters Score: Raw -300033.191605 + Penalty 2566.137723 = -297467.053882 nChanged 7 SP:Iteration 24Q (1391.990000 sec): 3 clusters Score: Raw -300037.408525 + Penalty 2566.137723 = -297471.270803 nChanged 5 SP:Iteration 25Q (1392.000000 sec): 3 clusters Score: Raw -300040.535668 + Penalty 2566.137723 = -297474.397945 nChanged 10 SP:Iteration 26Q (1392.010000 sec): 3 clusters Score: Raw -300047.683641 + Penalty 2566.137723 = -297481.545919 nChanged 9 SP:Iteration 27Q (1392.010000 sec): 3 clusters Score: Raw -300054.355136 + Penalty 2566.137723 = -297488.217414 nChanged 11 SP:Iteration 28Q (1392.020000 sec): 3 clusters Score: Raw -300065.841077 + Penalty 2566.137723 = -297499.703355 nChanged 12 SP:Iteration 29Q (1392.030000 sec): 3 clusters Score: Raw -300073.829629 + Penalty 2566.137723 = -297507.691907 nChanged 12 SP:Iteration 30Q (1392.030000 sec): 3 clusters Score: Raw -300080.128387 + Penalty 2566.137723 = -297513.990665 nChanged 6 SP:Iteration 31Q (1392.040000 sec): 3 clusters Score: Raw -300084.995908 + Penalty 2566.137723 = -297518.858186 nChanged 9 SP:Iteration 32Q (1392.050000 sec): 3 clusters Score: Raw -300093.550158 + Penalty 2566.137723 = -297527.412436 nChanged 12 SP:Iteration 33Q (1392.050000 sec): 3 clusters Score: Raw -300107.270012 + Penalty 2566.137723 = -297541.132289 nChanged 11 SP:Iteration 34Q (1392.060000 sec): 3 clusters Score: Raw -300124.105206 + Penalty 2566.137723 = -297557.967483 nChanged 18 SP:Iteration 35Q (1392.070000 sec): 3 clusters Score: Raw -300144.556068 + Penalty 2566.137723 = -297578.418346 nChanged 23 SP:Iteration 36Q (1392.070000 sec): 3 clusters Score: Raw -300161.440179 + Penalty 2566.137723 = -297595.302457 nChanged 17 SP:Iteration 37Q (1392.080000 sec): 3 clusters Score: Raw -300174.924228 + Penalty 2566.137723 = -297608.786506 nChanged 16 SP:Iteration 38Q (1392.080000 sec): 3 clusters Score: Raw -300185.965194 + Penalty 2566.137723 = -297619.827472 nChanged 11 SP:Iteration 39Q (1392.090000 sec): 3 clusters Score: Raw -300192.866909 + Penalty 2566.137723 = -297626.729187 nChanged 10 SP:Iteration 40F (1392.100000 sec): 3 clusters Score: Raw -300204.827550 + Penalty 2566.137723 = -297638.689828 nChanged 6 SP:Iteration 41Q (1392.100000 sec): 3 clusters Score: Raw -300211.970373 + Penalty 2566.137723 = -297645.832651 nChanged 7 SP:Iteration 42Q (1392.110000 sec): 3 clusters Score: Raw -300216.821072 + Penalty 2566.137723 = -297650.683350 nChanged 7 SP:Iteration 43Q (1392.110000 sec): 3 clusters Score: Raw -300223.467496 + Penalty 2566.137723 = -297657.329774 nChanged 9 SP:Iteration 44Q (1392.120000 sec): 3 clusters Score: Raw -300229.041881 + Penalty 2566.137723 = -297662.904159 nChanged 7 SP:Iteration 45Q (1392.130000 sec): 3 clusters Score: Raw -300233.323655 + Penalty 2566.137723 = -297667.185933 nChanged 7 SP:Iteration 46Q (1392.130000 sec): 3 clusters Score: Raw -300238.958921 + Penalty 2566.137723 = -297672.821198 nChanged 9 SP:Iteration 47Q (1392.140000 sec): 3 clusters Score: Raw -300244.889908 + Penalty 2566.137723 = -297678.752185 nChanged 10 SP:Iteration 48Q (1392.140000 sec): 3 clusters Score: Raw -300251.151781 + Penalty 2566.137723 = -297685.014058 nChanged 9 SP:Iteration 49Q (1392.150000 sec): 3 clusters Score: Raw -300257.871586 + Penalty 2566.137723 = -297691.733863 nChanged 11 SP:Iteration 50Q (1392.150000 sec): 3 clusters Score: Raw -300263.336625 + Penalty 2566.137723 = -297697.198902 nChanged 5 SP:Iteration 51Q (1392.160000 sec): 3 clusters Score: Raw -300267.041098 + Penalty 2566.137723 = -297700.903375 nChanged 10 SP:Iteration 52Q (1392.170000 sec): 3 clusters Score: Raw -300278.134765 + Penalty 2566.137723 = -297711.997043 nChanged 13 SP:Iteration 53Q (1392.170000 sec): 3 clusters Score: Raw -300286.505725 + Penalty 2566.137723 = -297720.368002 nChanged 10 SP:Iteration 54Q (1392.180000 sec): 3 clusters Score: Raw -300294.616309 + Penalty 2566.137723 = -297728.478586 nChanged 7 SP:Iteration 55Q (1392.180000 sec): 3 clusters Score: Raw -300299.278248 + Penalty 2566.137723 = -297733.140525 nChanged 6 SP:Iteration 56Q (1392.190000 sec): 3 clusters Score: Raw -300303.764826 + Penalty 2566.137723 = -297737.627104 nChanged 5 SP:Iteration 57Q (1392.190000 sec): 3 clusters Score: Raw -300306.728969 + Penalty 2566.137723 = -297740.591246 nChanged 4 SP:Iteration 58Q (1392.200000 sec): 3 clusters Score: Raw -300308.322444 + Penalty 2566.137723 = -297742.184721 nChanged 2 SP:Iteration 59Q (1392.210000 sec): 3 clusters Score: Raw -300309.069139 + Penalty 2566.137723 = -297742.931417 nChanged 2 SP:Iteration 60F (1392.210000 sec): 3 clusters Score: Raw -300309.522949 + Penalty 2566.137723 = -297743.385226 nChanged 1 SP:Iteration 61Q (1392.220000 sec): 3 clusters Score: Raw -300310.139442 + Penalty 2566.137723 = -297744.001719 nChanged 1 SP:Iteration 62Q (1392.230000 sec): 3 clusters Score: Raw -300310.286896 + Penalty 2566.137723 = -297744.149173 nChanged 0 SP:Iteration 63F (1392.230000 sec): 3 clusters Score: Raw -300310.286896 + Penalty 2566.137723 = -297744.149173 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 8 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.240000 sec): 2 clusters Score: Raw -138577.649059 + Penalty 1149.268559 = -137428.380500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.240000 sec): 3 clusters Score: Raw -138172.394638 + Penalty 2298.537118 = -135873.857521 nChanged 351 SP:Iteration 1F (1392.240000 sec): 3 clusters Score: Raw -138425.091571 + Penalty 2298.537118 = -136126.554453 nChanged 72 SP:Iteration 2F (1392.250000 sec): 3 clusters Score: Raw -138491.607101 + Penalty 2298.537118 = -136193.069983 nChanged 46 SP:Iteration 3Q (1392.250000 sec): 3 clusters Score: Raw -138545.880019 + Penalty 2298.537118 = -136247.342901 nChanged 42 SP:Iteration 4Q (1392.250000 sec): 3 clusters Score: Raw -138577.235237 + Penalty 2298.537118 = -136278.698120 nChanged 18 SP:Iteration 5Q (1392.260000 sec): 3 clusters Score: Raw -138599.057582 + Penalty 2298.537118 = -136300.520464 nChanged 24 SP:Iteration 6Q (1392.260000 sec): 3 clusters Score: Raw -138624.255063 + Penalty 2298.537118 = -136325.717945 nChanged 26 SP:Iteration 7Q (1392.260000 sec): 3 clusters Score: Raw -138660.544638 + Penalty 2298.537118 = -136362.007520 nChanged 33 SP:Iteration 8Q (1392.270000 sec): 3 clusters Score: Raw -138732.320006 + Penalty 2298.537118 = -136433.782889 nChanged 36 SP:Iteration 9Q (1392.270000 sec): 3 clusters Score: Raw -138820.616561 + Penalty 2298.537118 = -136522.079443 nChanged 39 SP:Iteration 10Q (1392.270000 sec): 3 clusters Score: Raw -138923.145546 + Penalty 2298.537118 = -136624.608429 nChanged 49 SP:Iteration 11Q (1392.270000 sec): 3 clusters Score: Raw -139007.506560 + Penalty 2298.537118 = -136708.969442 nChanged 45 SP:Iteration 12Q (1392.280000 sec): 3 clusters Score: Raw -139093.471643 + Penalty 2298.537118 = -136794.934525 nChanged 49 SP:Iteration 13Q (1392.280000 sec): 3 clusters Score: Raw -139211.312056 + Penalty 2298.537118 = -136912.774938 nChanged 41 SP:Iteration 14Q (1392.280000 sec): 3 clusters Score: Raw -139291.182523 + Penalty 2298.537118 = -136992.645405 nChanged 37 SP:Iteration 15Q (1392.290000 sec): 3 clusters Score: Raw -139375.025060 + Penalty 2298.537118 = -137076.487943 nChanged 26 SP:Iteration 16Q (1392.290000 sec): 3 clusters Score: Raw -139417.490224 + Penalty 2298.537118 = -137118.953106 nChanged 24 SP:Iteration 17Q (1392.290000 sec): 3 clusters Score: Raw -139449.717620 + Penalty 2298.537118 = -137151.180503 nChanged 14 SP:Iteration 18Q (1392.290000 sec): 3 clusters Score: Raw -139459.846051 + Penalty 2298.537118 = -137161.308934 nChanged 8 SP:Iteration 19Q (1392.300000 sec): 3 clusters Score: Raw -139473.845586 + Penalty 2298.537118 = -137175.308468 nChanged 5 SP:Iteration 20F (1392.300000 sec): 3 clusters Score: Raw -139479.185772 + Penalty 2298.537118 = -137180.648654 nChanged 4 SP:Iteration 21Q (1392.300000 sec): 3 clusters Score: Raw -139481.624095 + Penalty 2298.537118 = -137183.086977 nChanged 3 SP:Iteration 22Q (1392.310000 sec): 3 clusters Score: Raw -139483.203460 + Penalty 2298.537118 = -137184.666343 nChanged 2 SP:Iteration 23Q (1392.310000 sec): 3 clusters Score: Raw -139484.833011 + Penalty 2298.537118 = -137186.295894 nChanged 3 SP:Iteration 24Q (1392.310000 sec): 3 clusters Score: Raw -139486.096882 + Penalty 2298.537118 = -137187.559764 nChanged 4 SP:Iteration 25Q (1392.310000 sec): 3 clusters Score: Raw -139488.552666 + Penalty 2298.537118 = -137190.015548 nChanged 3 SP:Iteration 26Q (1392.310000 sec): 3 clusters Score: Raw -139491.244945 + Penalty 2298.537118 = -137192.707827 nChanged 2 SP:Iteration 27Q (1392.320000 sec): 3 clusters Score: Raw -139492.662188 + Penalty 2298.537118 = -137194.125070 nChanged 1 SP:Iteration 28Q (1392.320000 sec): 3 clusters Score: Raw -139493.078273 + Penalty 2298.537118 = -137194.541155 nChanged 0 SP:Iteration 29F (1392.320000 sec): 3 clusters Score: Raw -139493.078273 + Penalty 2298.537118 = -137194.541155 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (38110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.430000 sec): 2 clusters Score: Raw -4698315.281045 + Penalty 1714.087699 = -4696601.193346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.530000 sec): 3 clusters Score: Raw -4674331.915558 + Penalty 3428.175398 = -4670903.740160 nChanged 17848 SP:Iteration 1F (1392.630000 sec): 3 clusters Score: Raw -4684448.636549 + Penalty 3428.175398 = -4681020.461151 nChanged 1732 SP:Iteration 2Q (1392.740000 sec): 3 clusters Score: Raw -4685096.208035 + Penalty 3428.175398 = -4681668.032637 nChanged 1910 SP:Iteration 3F (1392.850000 sec): 3 clusters Score: Raw -4685949.511401 + Penalty 3428.175398 = -4682521.336003 nChanged 2223 SP:Iteration 4F (1392.950000 sec): 3 clusters Score: Raw -4687190.474272 + Penalty 3428.175398 = -4683762.298874 nChanged 2510 SP:Iteration 5F (1393.050000 sec): 3 clusters Score: Raw -4688922.237145 + Penalty 3428.175398 = -4685494.061747 nChanged 2696 SP:Iteration 6F (1393.150000 sec): 3 clusters Score: Raw -4691176.180239 + Penalty 3428.175398 = -4687748.004841 nChanged 2681 SP:Iteration 7F (1393.260000 sec): 3 clusters Score: Raw -4693653.059882 + Penalty 3428.175398 = -4690224.884484 nChanged 2064 SP:Iteration 8F (1393.360000 sec): 3 clusters Score: Raw -4695605.887755 + Penalty 3428.175398 = -4692177.712357 nChanged 1334 SP:Iteration 9Q (1393.460000 sec): 3 clusters Score: Raw -4696805.078415 + Penalty 3428.175398 = -4693376.903017 nChanged 764 SP:Iteration 10Q (1393.550000 sec): 3 clusters Score: Raw -4697379.720619 + Penalty 3428.175398 = -4693951.545221 nChanged 503 SP:Iteration 11Q (1393.630000 sec): 3 clusters Score: Raw -4697721.129268 + Penalty 3428.175398 = -4694292.953870 nChanged 360 SP:Iteration 12Q (1393.720000 sec): 3 clusters Score: Raw -4697929.029329 + Penalty 3428.175398 = -4694500.853931 nChanged 256 SP:Iteration 13Q (1393.800000 sec): 3 clusters Score: Raw -4698065.541426 + Penalty 3428.175398 = -4694637.366028 nChanged 201 SP:Iteration 14Q (1393.880000 sec): 3 clusters Score: Raw -4698172.445585 + Penalty 3428.175398 = -4694744.270187 nChanged 166 SP:Iteration 15Q (1393.960000 sec): 3 clusters Score: Raw -4698255.863135 + Penalty 3428.175398 = -4694827.687737 nChanged 125 SP:Iteration 16Q (1394.040000 sec): 3 clusters Score: Raw -4698312.543279 + Penalty 3428.175398 = -4694884.367881 nChanged 95 SP:Iteration 17Q (1394.120000 sec): 3 clusters Score: Raw -4698360.751272 + Penalty 3428.175398 = -4694932.575874 nChanged 102 SP:Iteration 18Q (1394.200000 sec): 3 clusters Score: Raw -4698405.613516 + Penalty 3428.175398 = -4694977.438118 nChanged 93 SP:Iteration 19Q (1394.270000 sec): 3 clusters Score: Raw -4698452.192953 + Penalty 3428.175398 = -4695024.017555 nChanged 79 SP:Iteration 20F (1394.380000 sec): 3 clusters Score: Raw -4698488.146706 + Penalty 3428.175398 = -4695059.971308 nChanged 61 SP:Iteration 21Q (1394.450000 sec): 3 clusters Score: Raw -4698516.875047 + Penalty 3428.175398 = -4695088.699649 nChanged 45 SP:Iteration 22Q (1394.530000 sec): 3 clusters Score: Raw -4698537.010708 + Penalty 3428.175398 = -4695108.835310 nChanged 36 SP:Iteration 23Q (1394.600000 sec): 3 clusters Score: Raw -4698552.839420 + Penalty 3428.175398 = -4695124.664022 nChanged 33 SP:Iteration 24Q (1394.680000 sec): 3 clusters Score: Raw -4698566.340288 + Penalty 3428.175398 = -4695138.164890 nChanged 20 SP:Iteration 25Q (1394.750000 sec): 3 clusters Score: Raw -4698574.305120 + Penalty 3428.175398 = -4695146.129722 nChanged 17 SP:Iteration 26Q (1394.830000 sec): 3 clusters Score: Raw -4698580.590102 + Penalty 3428.175398 = -4695152.414704 nChanged 12 SP:Iteration 27Q (1394.900000 sec): 3 clusters Score: Raw -4698584.629229 + Penalty 3428.175398 = -4695156.453831 nChanged 7 SP:Iteration 28Q (1394.980000 sec): 3 clusters Score: Raw -4698586.676072 + Penalty 3428.175398 = -4695158.500674 nChanged 6 SP:Iteration 29Q (1395.050000 sec): 3 clusters Score: Raw -4698589.173349 + Penalty 3428.175398 = -4695160.997951 nChanged 3 SP:Iteration 30Q (1395.130000 sec): 3 clusters Score: Raw -4698591.097668 + Penalty 3428.175398 = -4695162.922270 nChanged 6 SP:Iteration 31Q (1395.200000 sec): 3 clusters Score: Raw -4698593.144503 + Penalty 3428.175398 = -4695164.969105 nChanged 2 SP:Iteration 32Q (1395.270000 sec): 3 clusters Score: Raw -4698594.533538 + Penalty 3428.175398 = -4695166.358140 nChanged 3 SP:Iteration 33Q (1395.350000 sec): 3 clusters Score: Raw -4698595.966104 + Penalty 3428.175398 = -4695167.790706 nChanged 5 SP:Iteration 34Q (1395.420000 sec): 3 clusters Score: Raw -4698598.380088 + Penalty 3428.175398 = -4695170.204690 nChanged 4 SP:Iteration 35Q (1395.490000 sec): 3 clusters Score: Raw -4698599.073619 + Penalty 3428.175398 = -4695170.898221 nChanged 3 SP:Iteration 36Q (1395.570000 sec): 3 clusters Score: Raw -4698600.372699 + Penalty 3428.175398 = -4695172.197301 nChanged 2 SP:Iteration 37Q (1395.650000 sec): 3 clusters Score: Raw -4698600.933330 + Penalty 3428.175398 = -4695172.757932 nChanged 1 SP:Iteration 38Q (1395.720000 sec): 3 clusters Score: Raw -4698601.137145 + Penalty 3428.175398 = -4695172.961747 nChanged 0 SP:Iteration 39F (1395.820000 sec): 3 clusters Score: Raw -4698601.137145 + Penalty 3428.175398 = -4695172.961747 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 10 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.830000 sec): 2 clusters Score: Raw -23934.651707 + Penalty 897.886103 = -23036.765605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.840000 sec): 3 clusters Score: Raw -24170.013535 + Penalty 1795.772205 = -22374.241330 nChanged 67 SP:Iteration 1F (1395.840000 sec): 3 clusters Score: Raw -24439.661804 + Penalty 1795.772205 = -22643.889599 nChanged 20 SP:Iteration 2F (1395.840000 sec): 3 clusters Score: Raw -24540.187945 + Penalty 1795.772205 = -22744.415740 nChanged 4 SP:Iteration 3Q (1395.840000 sec): 3 clusters Score: Raw -24563.791111 + Penalty 1795.772205 = -22768.018905 nChanged 3 SP:Iteration 4Q (1395.840000 sec): 3 clusters Score: Raw -24577.030626 + Penalty 1795.772205 = -22781.258421 nChanged 0 SP:Iteration 5F (1395.840000 sec): 3 clusters Score: Raw -24577.030626 + Penalty 1795.772205 = -22781.258421 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 11 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.840000 sec): 2 clusters Score: Raw -44316.849866 + Penalty 975.631648 = -43341.218217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.850000 sec): 3 clusters Score: Raw -44319.414720 + Penalty 1951.263297 = -42368.151423 nChanged 84 SP:Iteration 1F (1395.850000 sec): 3 clusters Score: Raw -44482.525200 + Penalty 1951.263297 = -42531.261903 nChanged 34 SP:Iteration 2F (1395.850000 sec): 3 clusters Score: Raw -44555.467540 + Penalty 1951.263297 = -42604.204243 nChanged 15 SP:Iteration 3Q (1395.850000 sec): 3 clusters Score: Raw -44585.449885 + Penalty 1951.263297 = -42634.186588 nChanged 5 SP:Iteration 4Q (1395.850000 sec): 3 clusters Score: Raw -44593.321944 + Penalty 1951.263297 = -42642.058648 nChanged 2 SP:Iteration 5Q (1395.850000 sec): 3 clusters Score: Raw -44596.821504 + Penalty 1951.263297 = -42645.558208 nChanged 1 SP:Iteration 6Q (1395.850000 sec): 3 clusters Score: Raw -44597.983745 + Penalty 1951.263297 = -42646.720448 nChanged 1 SP:Iteration 7Q (1395.850000 sec): 3 clusters Score: Raw -44598.746748 + Penalty 1951.263297 = -42647.483451 nChanged 0 SP:Iteration 8F (1395.850000 sec): 3 clusters Score: Raw -44598.746748 + Penalty 1951.263297 = -42647.483451 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (16234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.900000 sec): 2 clusters Score: Raw -1874723.099462 + Penalty 1575.415252 = -1873147.684210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.940000 sec): 3 clusters Score: Raw -1865048.709850 + Penalty 3150.830503 = -1861897.879346 nChanged 7250 SP:Iteration 1F (1395.980000 sec): 3 clusters Score: Raw -1869068.516255 + Penalty 3150.830503 = -1865917.685751 nChanged 853 SP:Iteration 2F (1396.020000 sec): 3 clusters Score: Raw -1869456.483468 + Penalty 3150.830503 = -1866305.652964 nChanged 853 SP:Iteration 3F (1396.070000 sec): 3 clusters Score: Raw -1869965.492143 + Penalty 3150.830503 = -1866814.661639 nChanged 930 SP:Iteration 4F (1396.110000 sec): 3 clusters Score: Raw -1870662.345352 + Penalty 3150.830503 = -1867511.514848 nChanged 986 SP:Iteration 5F (1396.150000 sec): 3 clusters Score: Raw -1871562.135925 + Penalty 3150.830503 = -1868411.305421 nChanged 1044 SP:Iteration 6F (1396.190000 sec): 3 clusters Score: Raw -1872455.606875 + Penalty 3150.830503 = -1869304.776372 nChanged 1028 SP:Iteration 7F (1396.230000 sec): 3 clusters Score: Raw -1873204.546472 + Penalty 3150.830503 = -1870053.715969 nChanged 890 SP:Iteration 8F (1396.280000 sec): 3 clusters Score: Raw -1873777.478324 + Penalty 3150.830503 = -1870626.647821 nChanged 691 SP:Iteration 9Q (1396.320000 sec): 3 clusters Score: Raw -1874157.636987 + Penalty 3150.830503 = -1871006.806484 nChanged 509 SP:Iteration 10Q (1396.360000 sec): 3 clusters Score: Raw -1874361.292939 + Penalty 3150.830503 = -1871210.462435 nChanged 343 SP:Iteration 11Q (1396.400000 sec): 3 clusters Score: Raw -1874463.069832 + Penalty 3150.830503 = -1871312.239328 nChanged 258 SP:Iteration 12Q (1396.440000 sec): 3 clusters Score: Raw -1874524.571011 + Penalty 3150.830503 = -1871373.740508 nChanged 165 SP:Iteration 13Q (1396.480000 sec): 3 clusters Score: Raw -1874559.937947 + Penalty 3150.830503 = -1871409.107444 nChanged 136 SP:Iteration 14Q (1396.520000 sec): 3 clusters Score: Raw -1874587.268398 + Penalty 3150.830503 = -1871436.437894 nChanged 118 SP:Iteration 15Q (1396.560000 sec): 3 clusters Score: Raw -1874608.718515 + Penalty 3150.830503 = -1871457.888012 nChanged 113 SP:Iteration 16Q (1396.600000 sec): 3 clusters Score: Raw -1874626.929424 + Penalty 3150.830503 = -1871476.098920 nChanged 92 SP:Iteration 17Q (1396.640000 sec): 3 clusters Score: Raw -1874645.912374 + Penalty 3150.830503 = -1871495.081871 nChanged 92 SP:Iteration 18Q (1396.680000 sec): 3 clusters Score: Raw -1874665.454045 + Penalty 3150.830503 = -1871514.623541 nChanged 84 SP:Iteration 19Q (1396.720000 sec): 3 clusters Score: Raw -1874679.367036 + Penalty 3150.830503 = -1871528.536533 nChanged 82 SP:Iteration 20F (1396.760000 sec): 3 clusters Score: Raw -1874690.795155 + Penalty 3150.830503 = -1871539.964651 nChanged 64 SP:Iteration 21Q (1396.800000 sec): 3 clusters Score: Raw -1874699.085580 + Penalty 3150.830503 = -1871548.255076 nChanged 58 SP:Iteration 22Q (1396.840000 sec): 3 clusters Score: Raw -1874705.902462 + Penalty 3150.830503 = -1871555.071959 nChanged 47 SP:Iteration 23Q (1396.880000 sec): 3 clusters Score: Raw -1874711.314880 + Penalty 3150.830503 = -1871560.484377 nChanged 33 SP:Iteration 24Q (1396.920000 sec): 3 clusters Score: Raw -1874714.656531 + Penalty 3150.830503 = -1871563.826028 nChanged 38 SP:Iteration 25Q (1396.960000 sec): 3 clusters Score: Raw -1874718.193496 + Penalty 3150.830503 = -1871567.362992 nChanged 35 SP:Iteration 26Q (1397.000000 sec): 3 clusters Score: Raw -1874722.223168 + Penalty 3150.830503 = -1871571.392664 nChanged 29 SP:Iteration 27Q (1397.040000 sec): 3 clusters Score: Raw -1874724.756383 + Penalty 3150.830503 = -1871573.925880 nChanged 35 SP:Iteration 28Q (1397.080000 sec): 3 clusters Score: Raw -1874728.381413 + Penalty 3150.830503 = -1871577.550910 nChanged 35 SP:Iteration 29Q (1397.120000 sec): 3 clusters Score: Raw -1874731.645449 + Penalty 3150.830503 = -1871580.814946 nChanged 34 SP:Iteration 30Q (1397.160000 sec): 3 clusters Score: Raw -1874735.519847 + Penalty 3150.830503 = -1871584.689343 nChanged 40 SP:Iteration 31Q (1397.200000 sec): 3 clusters Score: Raw -1874739.373464 + Penalty 3150.830503 = -1871588.542961 nChanged 36 SP:Iteration 32Q (1397.240000 sec): 3 clusters Score: Raw -1874742.061141 + Penalty 3150.830503 = -1871591.230637 nChanged 26 SP:Iteration 33Q (1397.280000 sec): 3 clusters Score: Raw -1874743.927717 + Penalty 3150.830503 = -1871593.097214 nChanged 30 SP:Iteration 34Q (1397.320000 sec): 3 clusters Score: Raw -1874746.868522 + Penalty 3150.830503 = -1871596.038019 nChanged 35 SP:Iteration 35Q (1397.360000 sec): 3 clusters Score: Raw -1874750.411727 + Penalty 3150.830503 = -1871599.581224 nChanged 26 SP:Iteration 36Q (1397.400000 sec): 3 clusters Score: Raw -1874752.663003 + Penalty 3150.830503 = -1871601.832500 nChanged 26 SP:Iteration 37Q (1397.440000 sec): 3 clusters Score: Raw -1874754.961629 + Penalty 3150.830503 = -1871604.131125 nChanged 21 SP:Iteration 38Q (1397.480000 sec): 3 clusters Score: Raw -1874757.047559 + Penalty 3150.830503 = -1871606.217056 nChanged 21 SP:Iteration 39Q (1397.520000 sec): 3 clusters Score: Raw -1874758.913016 + Penalty 3150.830503 = -1871608.082512 nChanged 18 SP:Iteration 40F (1397.570000 sec): 3 clusters Score: Raw -1874760.296119 + Penalty 3150.830503 = -1871609.465616 nChanged 20 SP:Iteration 41Q (1397.610000 sec): 3 clusters Score: Raw -1874761.959844 + Penalty 3150.830503 = -1871611.129341 nChanged 17 SP:Iteration 42Q (1397.650000 sec): 3 clusters Score: Raw -1874763.397114 + Penalty 3150.830503 = -1871612.566611 nChanged 14 SP:Iteration 43Q (1397.690000 sec): 3 clusters Score: Raw -1874764.864089 + Penalty 3150.830503 = -1871614.033586 nChanged 27 SP:Iteration 44Q (1397.730000 sec): 3 clusters Score: Raw -1874767.450238 + Penalty 3150.830503 = -1871616.619735 nChanged 23 SP:Iteration 45Q (1397.770000 sec): 3 clusters Score: Raw -1874770.046943 + Penalty 3150.830503 = -1871619.216440 nChanged 20 SP:Iteration 46Q (1397.810000 sec): 3 clusters Score: Raw -1874771.535738 + Penalty 3150.830503 = -1871620.705234 nChanged 22 SP:Iteration 47Q (1397.850000 sec): 3 clusters Score: Raw -1874773.411124 + Penalty 3150.830503 = -1871622.580621 nChanged 19 SP:Iteration 48Q (1397.890000 sec): 3 clusters Score: Raw -1874774.836323 + Penalty 3150.830503 = -1871624.005819 nChanged 16 SP:Iteration 49Q (1397.930000 sec): 3 clusters Score: Raw -1874775.866831 + Penalty 3150.830503 = -1871625.036328 nChanged 12 SP:Iteration 50Q (1397.970000 sec): 3 clusters Score: Raw -1874776.460502 + Penalty 3150.830503 = -1871625.629999 nChanged 5 SP:Iteration 51Q (1398.010000 sec): 3 clusters Score: Raw -1874777.030877 + Penalty 3150.830503 = -1871626.200373 nChanged 8 SP:Iteration 52Q (1398.050000 sec): 3 clusters Score: Raw -1874777.519075 + Penalty 3150.830503 = -1871626.688571 nChanged 3 SP:Iteration 53Q (1398.090000 sec): 3 clusters Score: Raw -1874777.770527 + Penalty 3150.830503 = -1871626.940023 nChanged 2 SP:Iteration 54Q (1398.130000 sec): 3 clusters Score: Raw -1874777.906685 + Penalty 3150.830503 = -1871627.076182 nChanged 1 SP:Iteration 55Q (1398.170000 sec): 3 clusters Score: Raw -1874777.937082 + Penalty 3150.830503 = -1871627.106578 nChanged 2 SP:Iteration 56Q (1398.210000 sec): 3 clusters Score: Raw -1874778.009494 + Penalty 3150.830503 = -1871627.178990 nChanged 0 SP:Iteration 57F (1398.250000 sec): 3 clusters Score: Raw -1874778.009494 + Penalty 3150.830503 = -1871627.178990 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 13 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.250000 sec): 2 clusters Score: Raw -47346.148218 + Penalty 990.205088 = -46355.943130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.260000 sec): 3 clusters Score: Raw -47451.606632 + Penalty 1980.410175 = -45471.196457 nChanged 83 SP:Iteration 1F (1398.260000 sec): 3 clusters Score: Raw -47634.291496 + Penalty 1980.410175 = -45653.881321 nChanged 34 SP:Iteration 2F (1398.260000 sec): 3 clusters Score: Raw -47711.862978 + Penalty 1980.410175 = -45731.452802 nChanged 20 SP:Iteration 3Q (1398.260000 sec): 3 clusters Score: Raw -47783.255059 + Penalty 1980.410175 = -45802.844884 nChanged 21 SP:Iteration 4Q (1398.260000 sec): 3 clusters Score: Raw -47850.013141 + Penalty 1980.410175 = -45869.602966 nChanged 11 SP:Iteration 5Q (1398.260000 sec): 3 clusters Score: Raw -47881.541173 + Penalty 1980.410175 = -45901.130998 nChanged 13 SP:Iteration 6Q (1398.260000 sec): 3 clusters Score: Raw -47920.086609 + Penalty 1980.410175 = -45939.676433 nChanged 8 SP:Iteration 7Q (1398.270000 sec): 3 clusters Score: Raw -47962.694111 + Penalty 1980.410175 = -45982.283936 nChanged 8 SP:Iteration 8Q (1398.270000 sec): 3 clusters Score: Raw -48004.744370 + Penalty 1980.410175 = -46024.334194 nChanged 6 SP:Iteration 9Q (1398.270000 sec): 3 clusters Score: Raw -48023.279383 + Penalty 1980.410175 = -46042.869207 nChanged 5 SP:Iteration 10Q (1398.270000 sec): 3 clusters Score: Raw -48029.790627 + Penalty 1980.410175 = -46049.380452 nChanged 5 SP:Iteration 11Q (1398.270000 sec): 3 clusters Score: Raw -48040.352615 + Penalty 1980.410175 = -46059.942440 nChanged 3 SP:Iteration 12Q (1398.270000 sec): 3 clusters Score: Raw -48046.086298 + Penalty 1980.410175 = -46065.676123 nChanged 1 SP:Iteration 13Q (1398.270000 sec): 3 clusters Score: Raw -48049.286127 + Penalty 1980.410175 = -46068.875952 nChanged 3 SP:Iteration 14Q (1398.270000 sec): 3 clusters Score: Raw -48052.800047 + Penalty 1980.410175 = -46072.389872 nChanged 1 SP:Iteration 15Q (1398.270000 sec): 3 clusters Score: Raw -48054.093429 + Penalty 1980.410175 = -46073.683254 nChanged 0 SP:Iteration 16F (1398.270000 sec): 3 clusters Score: Raw -48054.093429 + Penalty 1980.410175 = -46073.683254 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 15 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.280000 sec): 2 clusters Score: Raw -120728.014047 + Penalty 1138.293323 = -119589.720724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.280000 sec): 3 clusters Score: Raw -120410.975235 + Penalty 2276.586647 = -118134.388588 nChanged 372 SP:Iteration 1F (1398.280000 sec): 3 clusters Score: Raw -120803.706558 + Penalty 2276.586647 = -118527.119911 nChanged 94 SP:Iteration 2F (1398.290000 sec): 3 clusters Score: Raw -120993.089161 + Penalty 2276.586647 = -118716.502514 nChanged 55 SP:Iteration 3Q (1398.290000 sec): 3 clusters Score: Raw -121104.996264 + Penalty 2276.586647 = -118828.409617 nChanged 48 SP:Iteration 4Q (1398.290000 sec): 3 clusters Score: Raw -121197.685466 + Penalty 2276.586647 = -118921.098819 nChanged 45 SP:Iteration 5Q (1398.290000 sec): 3 clusters Score: Raw -121292.224851 + Penalty 2276.586647 = -119015.638205 nChanged 47 SP:Iteration 6Q (1398.300000 sec): 3 clusters Score: Raw -121361.634650 + Penalty 2276.586647 = -119085.048003 nChanged 42 SP:Iteration 7Q (1398.300000 sec): 3 clusters Score: Raw -121424.481689 + Penalty 2276.586647 = -119147.895042 nChanged 23 SP:Iteration 8Q (1398.300000 sec): 3 clusters Score: Raw -121450.889099 + Penalty 2276.586647 = -119174.302452 nChanged 21 SP:Iteration 9Q (1398.310000 sec): 3 clusters Score: Raw -121470.972101 + Penalty 2276.586647 = -119194.385454 nChanged 19 SP:Iteration 10Q (1398.310000 sec): 3 clusters Score: Raw -121484.685967 + Penalty 2276.586647 = -119208.099321 nChanged 16 SP:Iteration 11Q (1398.310000 sec): 3 clusters Score: Raw -121500.277573 + Penalty 2276.586647 = -119223.690926 nChanged 19 SP:Iteration 12Q (1398.310000 sec): 3 clusters Score: Raw -121516.417399 + Penalty 2276.586647 = -119239.830752 nChanged 11 SP:Iteration 13Q (1398.310000 sec): 3 clusters Score: Raw -121524.213895 + Penalty 2276.586647 = -119247.627249 nChanged 10 SP:Iteration 14Q (1398.320000 sec): 3 clusters Score: Raw -121534.065448 + Penalty 2276.586647 = -119257.478801 nChanged 9 SP:Iteration 15Q (1398.320000 sec): 3 clusters Score: Raw -121541.598590 + Penalty 2276.586647 = -119265.011944 nChanged 9 SP:Iteration 16Q (1398.320000 sec): 3 clusters Score: Raw -121552.315570 + Penalty 2276.586647 = -119275.728924 nChanged 20 SP:Iteration 17Q (1398.330000 sec): 3 clusters Score: Raw -121576.383416 + Penalty 2276.586647 = -119299.796769 nChanged 13 SP:Iteration 18Q (1398.330000 sec): 3 clusters Score: Raw -121587.988925 + Penalty 2276.586647 = -119311.402278 nChanged 9 SP:Iteration 19Q (1398.330000 sec): 3 clusters Score: Raw -121598.972158 + Penalty 2276.586647 = -119322.385512 nChanged 10 SP:Iteration 20F (1398.330000 sec): 3 clusters Score: Raw -121612.522312 + Penalty 2276.586647 = -119335.935666 nChanged 12 SP:Iteration 21Q (1398.340000 sec): 3 clusters Score: Raw -121628.237437 + Penalty 2276.586647 = -119351.650791 nChanged 13 SP:Iteration 22Q (1398.340000 sec): 3 clusters Score: Raw -121642.584429 + Penalty 2276.586647 = -119365.997782 nChanged 7 SP:Iteration 23Q (1398.340000 sec): 3 clusters Score: Raw -121649.894296 + Penalty 2276.586647 = -119373.307650 nChanged 7 SP:Iteration 24Q (1398.350000 sec): 3 clusters Score: Raw -121659.950102 + Penalty 2276.586647 = -119383.363456 nChanged 9 SP:Iteration 25Q (1398.350000 sec): 3 clusters Score: Raw -121671.735402 + Penalty 2276.586647 = -119395.148755 nChanged 6 SP:Iteration 26Q (1398.350000 sec): 3 clusters Score: Raw -121678.595695 + Penalty 2276.586647 = -119402.009048 nChanged 6 SP:Iteration 27Q (1398.350000 sec): 3 clusters Score: Raw -121684.763471 + Penalty 2276.586647 = -119408.176824 nChanged 8 SP:Iteration 28Q (1398.350000 sec): 3 clusters Score: Raw -121693.128646 + Penalty 2276.586647 = -119416.541999 nChanged 5 SP:Iteration 29Q (1398.360000 sec): 3 clusters Score: Raw -121698.667480 + Penalty 2276.586647 = -119422.080833 nChanged 5 SP:Iteration 30Q (1398.360000 sec): 3 clusters Score: Raw -121702.804387 + Penalty 2276.586647 = -119426.217741 nChanged 7 SP:Iteration 31Q (1398.360000 sec): 3 clusters Score: Raw -121710.229904 + Penalty 2276.586647 = -119433.643257 nChanged 2 SP:Iteration 32Q (1398.360000 sec): 3 clusters Score: Raw -121712.389112 + Penalty 2276.586647 = -119435.802466 nChanged 5 SP:Iteration 33Q (1398.370000 sec): 3 clusters Score: Raw -121717.334956 + Penalty 2276.586647 = -119440.748309 nChanged 3 SP:Iteration 34Q (1398.370000 sec): 3 clusters Score: Raw -121720.445975 + Penalty 2276.586647 = -119443.859328 nChanged 1 SP:Iteration 35Q (1398.370000 sec): 3 clusters Score: Raw -121720.767714 + Penalty 2276.586647 = -119444.181068 nChanged 0 SP:Iteration 36F (1398.370000 sec): 3 clusters Score: Raw -121720.767714 + Penalty 2276.586647 = -119444.181068 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 16 (814647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.470000 sec): 2 clusters Score: Raw -96966675.397932 + Penalty 2211.707903 = -96964463.690029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.760000 sec): 3 clusters Score: Raw -96413683.589930 + Penalty 4423.415805 = -96409260.174125 nChanged 401506 SP:Iteration 1F (1405.000000 sec): 3 clusters Score: Raw -96656327.990691 + Penalty 4423.415805 = -96651904.574886 nChanged 13992 SP:Iteration 2Q (1407.370000 sec): 3 clusters Score: Raw -96658312.645369 + Penalty 4423.415805 = -96653889.229564 nChanged 16484 SP:Iteration 3Q (1409.700000 sec): 3 clusters Score: Raw -96661273.617457 + Penalty 4423.415805 = -96656850.201652 nChanged 20805 SP:Iteration 4Q (1411.990000 sec): 3 clusters Score: Raw -96666267.648851 + Penalty 4423.415805 = -96661844.233046 nChanged 27816 SP:Iteration 5Q (1414.330000 sec): 3 clusters Score: Raw -96675607.901047 + Penalty 4423.415805 = -96671184.485242 nChanged 38276 SP:Iteration 6Q (1416.690000 sec): 3 clusters Score: Raw -96693309.634370 + Penalty 4423.415805 = -96688886.218565 nChanged 51247 SP:Iteration 7F (1418.940000 sec): 3 clusters Score: Raw -96724784.129575 + Penalty 4423.415805 = -96720360.713770 nChanged 63110 SP:Iteration 8F (1421.210000 sec): 3 clusters Score: Raw -96772551.725748 + Penalty 4423.415805 = -96768128.309943 nChanged 66266 SP:Iteration 9F (1423.470000 sec): 3 clusters Score: Raw -96829382.789843 + Penalty 4423.415805 = -96824959.374038 nChanged 57533 SP:Iteration 10F (1425.740000 sec): 3 clusters Score: Raw -96882591.644586 + Penalty 4423.415805 = -96878168.228781 nChanged 41897 SP:Iteration 11F (1427.980000 sec): 3 clusters Score: Raw -96923741.557184 + Penalty 4423.415805 = -96919318.141379 nChanged 25293 SP:Iteration 12Q (1429.990000 sec): 3 clusters Score: Raw -96948959.394414 + Penalty 4423.415805 = -96944535.978609 nChanged 12122 SP:Iteration 13Q (1431.760000 sec): 3 clusters Score: Raw -96960608.776049 + Penalty 4423.415805 = -96956185.360243 nChanged 4613 SP:Iteration 14Q (1433.420000 sec): 3 clusters Score: Raw -96964749.093620 + Penalty 4423.415805 = -96960325.677815 nChanged 1568 SP:Iteration 15Q (1435.040000 sec): 3 clusters Score: Raw -96966088.961625 + Penalty 4423.415805 = -96961665.545820 nChanged 531 SP:Iteration 16Q (1436.660000 sec): 3 clusters Score: Raw -96966543.215135 + Penalty 4423.415805 = -96962119.799330 nChanged 204 SP:Iteration 17Q (1438.280000 sec): 3 clusters Score: Raw -96966731.230644 + Penalty 4423.415805 = -96962307.814839 nChanged 76 SP:Iteration 18Q (1439.860000 sec): 3 clusters Score: Raw -96966794.352378 + Penalty 4423.415805 = -96962370.936573 nChanged 49 SP:Iteration 19Q (1441.430000 sec): 3 clusters Score: Raw -96966837.166755 + Penalty 4423.415805 = -96962413.750950 nChanged 26 SP:Iteration 20F (1443.640000 sec): 3 clusters Score: Raw -96966866.077349 + Penalty 4423.415805 = -96962442.661544 nChanged 25 SP:Iteration 21Q (1445.220000 sec): 3 clusters Score: Raw -96966888.633337 + Penalty 4423.415805 = -96962465.217532 nChanged 15 SP:Iteration 22Q (1446.780000 sec): 3 clusters Score: Raw -96966901.202035 + Penalty 4423.415805 = -96962477.786230 nChanged 9 SP:Iteration 23Q (1448.350000 sec): 3 clusters Score: Raw -96966909.959096 + Penalty 4423.415805 = -96962486.543291 nChanged 10 SP:Iteration 24Q (1449.970000 sec): 3 clusters Score: Raw -96966916.838782 + Penalty 4423.415805 = -96962493.422977 nChanged 2 SP:Iteration 25Q (1451.620000 sec): 3 clusters Score: Raw -96966917.981128 + Penalty 4423.415805 = -96962494.565323 nChanged 1 SP:Iteration 26Q (1453.240000 sec): 3 clusters Score: Raw -96966919.130756 + Penalty 4423.415805 = -96962495.714951 nChanged 1 SP:Iteration 27Q (1454.860000 sec): 3 clusters Score: Raw -96966919.469507 + Penalty 4423.415805 = -96962496.053702 nChanged 1 SP:Iteration 28Q (1456.470000 sec): 3 clusters Score: Raw -96966919.910150 + Penalty 4423.415805 = -96962496.494345 nChanged 0 SP:Iteration 29F (1458.730000 sec): 3 clusters Score: Raw -96966919.910150 + Penalty 4423.415805 = -96962496.494345 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.060000 sec): 2 clusters Score: Raw -346167.430913 + Penalty 1295.076832 = -344872.354081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.060000 sec): 3 clusters Score: Raw -344758.153225 + Penalty 2590.153665 = -342167.999561 nChanged 1052 SP:Iteration 1F (1459.070000 sec): 3 clusters Score: Raw -345374.204575 + Penalty 2590.153665 = -342784.050911 nChanged 228 SP:Iteration 2F (1459.070000 sec): 3 clusters Score: Raw -345525.035512 + Penalty 2590.153665 = -342934.881848 nChanged 167 SP:Iteration 3F (1459.080000 sec): 3 clusters Score: Raw -345629.775217 + Penalty 2590.153665 = -343039.621553 nChanged 128 SP:Iteration 4Q (1459.090000 sec): 3 clusters Score: Raw -345706.927825 + Penalty 2590.153665 = -343116.774161 nChanged 109 SP:Iteration 5Q (1459.100000 sec): 3 clusters Score: Raw -345769.309067 + Penalty 2590.153665 = -343179.155402 nChanged 98 SP:Iteration 6Q (1459.110000 sec): 3 clusters Score: Raw -345831.044885 + Penalty 2590.153665 = -343240.891220 nChanged 85 SP:Iteration 7Q (1459.110000 sec): 3 clusters Score: Raw -345883.406633 + Penalty 2590.153665 = -343293.252969 nChanged 71 SP:Iteration 8Q (1459.120000 sec): 3 clusters Score: Raw -345931.402446 + Penalty 2590.153665 = -343341.248782 nChanged 68 SP:Iteration 9Q (1459.130000 sec): 3 clusters Score: Raw -345983.617656 + Penalty 2590.153665 = -343393.463991 nChanged 76 SP:Iteration 10Q (1459.140000 sec): 3 clusters Score: Raw -346065.243521 + Penalty 2590.153665 = -343475.089856 nChanged 103 SP:Iteration 11Q (1459.150000 sec): 3 clusters Score: Raw -346167.395793 + Penalty 2590.153665 = -343577.242129 nChanged 116 SP:Iteration 12Q (1459.150000 sec): 3 clusters Score: Raw -346287.634261 + Penalty 2590.153665 = -343697.480596 nChanged 120 SP:Iteration 13Q (1459.160000 sec): 3 clusters Score: Raw -346443.704178 + Penalty 2590.153665 = -343853.550514 nChanged 120 SP:Iteration 14Q (1459.170000 sec): 3 clusters Score: Raw -346634.765792 + Penalty 2590.153665 = -344044.612128 nChanged 115 SP:Iteration 15Q (1459.170000 sec): 3 clusters Score: Raw -346848.212214 + Penalty 2590.153665 = -344258.058550 nChanged 118 SP:Iteration 16Q (1459.190000 sec): 3 clusters Score: Raw -347038.739299 + Penalty 2590.153665 = -344448.585635 nChanged 98 SP:Iteration 17Q (1459.190000 sec): 3 clusters Score: Raw -347182.737634 + Penalty 2590.153665 = -344592.583969 nChanged 67 SP:Iteration 18Q (1459.200000 sec): 3 clusters Score: Raw -347267.769976 + Penalty 2590.153665 = -344677.616311 nChanged 47 SP:Iteration 19Q (1459.210000 sec): 3 clusters Score: Raw -347316.333043 + Penalty 2590.153665 = -344726.179379 nChanged 25 SP:Iteration 20F (1459.210000 sec): 3 clusters Score: Raw -347330.676453 + Penalty 2590.153665 = -344740.522788 nChanged 13 SP:Iteration 21Q (1459.220000 sec): 3 clusters Score: Raw -347336.762977 + Penalty 2590.153665 = -344746.609313 nChanged 13 SP:Iteration 22Q (1459.230000 sec): 3 clusters Score: Raw -347343.408465 + Penalty 2590.153665 = -344753.254800 nChanged 13 SP:Iteration 23Q (1459.230000 sec): 3 clusters Score: Raw -347351.012094 + Penalty 2590.153665 = -344760.858429 nChanged 6 SP:Iteration 24Q (1459.240000 sec): 3 clusters Score: Raw -347353.320624 + Penalty 2590.153665 = -344763.166959 nChanged 4 SP:Iteration 25Q (1459.250000 sec): 3 clusters Score: Raw -347355.754583 + Penalty 2590.153665 = -344765.600918 nChanged 6 SP:Iteration 26Q (1459.250000 sec): 3 clusters Score: Raw -347358.288836 + Penalty 2590.153665 = -344768.135171 nChanged 3 SP:Iteration 27Q (1459.260000 sec): 3 clusters Score: Raw -347359.300647 + Penalty 2590.153665 = -344769.146983 nChanged 1 SP:Iteration 28Q (1459.270000 sec): 3 clusters Score: Raw -347359.748618 + Penalty 2590.153665 = -344769.594954 nChanged 3 SP:Iteration 29Q (1459.270000 sec): 3 clusters Score: Raw -347361.278088 + Penalty 2590.153665 = -344771.124424 nChanged 4 SP:Iteration 30Q (1459.280000 sec): 3 clusters Score: Raw -347363.230158 + Penalty 2590.153665 = -344773.076494 nChanged 2 SP:Iteration 31Q (1459.280000 sec): 3 clusters Score: Raw -347363.883205 + Penalty 2590.153665 = -344773.729541 nChanged 0 SP:Iteration 32F (1459.290000 sec): 3 clusters Score: Raw -347363.883205 + Penalty 2590.153665 = -344773.729541 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.290000 sec): 2 clusters Score: Raw -48752.605554 + Penalty 994.190795 = -47758.414760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.300000 sec): 3 clusters Score: Raw -48746.898144 + Penalty 1988.381589 = -46758.516555 nChanged 104 SP:Iteration 1F (1459.300000 sec): 3 clusters Score: Raw -48938.235700 + Penalty 1988.381589 = -46949.854110 nChanged 38 SP:Iteration 2F (1459.300000 sec): 3 clusters Score: Raw -49042.563880 + Penalty 1988.381589 = -47054.182291 nChanged 22 SP:Iteration 3Q (1459.300000 sec): 3 clusters Score: Raw -49093.640755 + Penalty 1988.381589 = -47105.259166 nChanged 16 SP:Iteration 4Q (1459.300000 sec): 3 clusters Score: Raw -49131.097178 + Penalty 1988.381589 = -47142.715588 nChanged 12 SP:Iteration 5Q (1459.300000 sec): 3 clusters Score: Raw -49162.201282 + Penalty 1988.381589 = -47173.819693 nChanged 5 SP:Iteration 6Q (1459.310000 sec): 3 clusters Score: Raw -49181.457073 + Penalty 1988.381589 = -47193.075484 nChanged 5 SP:Iteration 7Q (1459.310000 sec): 3 clusters Score: Raw -49207.495705 + Penalty 1988.381589 = -47219.114116 nChanged 9 SP:Iteration 8Q (1459.310000 sec): 3 clusters Score: Raw -49230.144247 + Penalty 1988.381589 = -47241.762657 nChanged 5 SP:Iteration 9Q (1459.310000 sec): 3 clusters Score: Raw -49243.114488 + Penalty 1988.381589 = -47254.732899 nChanged 6 SP:Iteration 10Q (1459.310000 sec): 3 clusters Score: Raw -49262.133778 + Penalty 1988.381589 = -47273.752189 nChanged 3 SP:Iteration 11Q (1459.310000 sec): 3 clusters Score: Raw -49272.996139 + Penalty 1988.381589 = -47284.614549 nChanged 5 SP:Iteration 12Q (1459.310000 sec): 3 clusters Score: Raw -49284.434887 + Penalty 1988.381589 = -47296.053297 nChanged 2 SP:Iteration 13Q (1459.310000 sec): 3 clusters Score: Raw -49290.252893 + Penalty 1988.381589 = -47301.871304 nChanged 2 SP:Iteration 14Q (1459.310000 sec): 3 clusters Score: Raw -49294.277680 + Penalty 1988.381589 = -47305.896091 nChanged 2 SP:Iteration 15Q (1459.310000 sec): 3 clusters Score: Raw -49296.764101 + Penalty 1988.381589 = -47308.382511 nChanged 1 SP:Iteration 16Q (1459.310000 sec): 3 clusters Score: Raw -49298.961484 + Penalty 1988.381589 = -47310.579895 nChanged 1 SP:Iteration 17Q (1459.320000 sec): 3 clusters Score: Raw -49300.825670 + Penalty 1988.381589 = -47312.444081 nChanged 2 SP:Iteration 18Q (1459.320000 sec): 3 clusters Score: Raw -49303.997806 + Penalty 1988.381589 = -47315.616216 nChanged 2 SP:Iteration 19Q (1459.320000 sec): 3 clusters Score: Raw -49309.322236 + Penalty 1988.381589 = -47320.940647 nChanged 3 SP:Iteration 20F (1459.320000 sec): 3 clusters Score: Raw -49321.453389 + Penalty 1988.381589 = -47333.071800 nChanged 6 SP:Iteration 21Q (1459.320000 sec): 3 clusters Score: Raw -49333.081337 + Penalty 1988.381589 = -47344.699748 nChanged 3 SP:Iteration 22Q (1459.320000 sec): 3 clusters Score: Raw -49336.704310 + Penalty 1988.381589 = -47348.322720 nChanged 2 SP:Iteration 23Q (1459.320000 sec): 3 clusters Score: Raw -49338.794455 + Penalty 1988.381589 = -47350.412866 nChanged 0 SP:Iteration 24F (1459.330000 sec): 3 clusters Score: Raw -49338.794455 + Penalty 1988.381589 = -47350.412866 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.330000 sec): 2 clusters Score: Raw -162792.286086 + Penalty 1185.225880 = -161607.060206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.330000 sec): 3 clusters Score: Raw -162234.953518 + Penalty 2370.451759 = -159864.501759 nChanged 463 SP:Iteration 1F (1459.340000 sec): 3 clusters Score: Raw -162616.853386 + Penalty 2370.451759 = -160246.401626 nChanged 131 SP:Iteration 2F (1459.340000 sec): 3 clusters Score: Raw -162800.255630 + Penalty 2370.451759 = -160429.803871 nChanged 119 SP:Iteration 3F (1459.350000 sec): 3 clusters Score: Raw -162996.872369 + Penalty 2370.451759 = -160626.420610 nChanged 99 SP:Iteration 4F (1459.350000 sec): 3 clusters Score: Raw -163207.641957 + Penalty 2370.451759 = -160837.190198 nChanged 132 SP:Iteration 5F (1459.350000 sec): 3 clusters Score: Raw -163461.583195 + Penalty 2370.451759 = -161091.131436 nChanged 88 SP:Iteration 6F (1459.360000 sec): 3 clusters Score: Raw -163627.843782 + Penalty 2370.451759 = -161257.392023 nChanged 89 SP:Iteration 7F (1459.360000 sec): 3 clusters Score: Raw -163892.567613 + Penalty 2370.451759 = -161522.115854 nChanged 84 SP:Iteration 8F (1459.370000 sec): 3 clusters Score: Raw -164223.214306 + Penalty 2370.451759 = -161852.762547 nChanged 39 SP:Iteration 9Q (1459.370000 sec): 3 clusters Score: Raw -164288.106261 + Penalty 2370.451759 = -161917.654502 nChanged 21 SP:Iteration 10Q (1459.370000 sec): 3 clusters Score: Raw -164309.408346 + Penalty 2370.451759 = -161938.956587 nChanged 7 SP:Iteration 11Q (1459.370000 sec): 3 clusters Score: Raw -164319.372615 + Penalty 2370.451759 = -161948.920856 nChanged 2 SP:Iteration 12Q (1459.380000 sec): 3 clusters Score: Raw -164321.396391 + Penalty 2370.451759 = -161950.944632 nChanged 2 SP:Iteration 13Q (1459.380000 sec): 3 clusters Score: Raw -164322.233131 + Penalty 2370.451759 = -161951.781372 nChanged 0 SP:Iteration 14F (1459.390000 sec): 3 clusters Score: Raw -164322.233131 + Penalty 2370.451759 = -161951.781372 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Iteration 99Q (1468.830000 sec): 22 clusters Score: Raw -132070648.132014 + Penalty 47524.681737 = -132023123.450278 nChanged 118 Iteration 100F (1492.930000 sec): 22 clusters Score: Raw -132070903.659105 + Penalty 47524.681737 = -132023378.977368 nChanged 118 Iteration 101Q (1500.060000 sec): 22 clusters Score: Raw -132071197.718346 + Penalty 47524.681737 = -132023673.036609 nChanged 89 Iteration 102Q (1507.120000 sec): 22 clusters Score: Raw -132071337.756835 + Penalty 47524.681737 = -132023813.075098 nChanged 62 Iteration 103Q (1514.230000 sec): 22 clusters Score: Raw -132071345.538771 + Penalty 47524.681737 = -132023820.857034 nChanged 54 Iteration 104Q (1521.250000 sec): 22 clusters Score: Raw -132071346.178755 + Penalty 47524.681737 = -132023821.497018 nChanged 44 Iteration 105Q (1528.220000 sec): 22 clusters Score: Raw -132071346.764271 + Penalty 47524.681737 = -132023822.082534 nChanged 38 Iteration 106Q (1535.080000 sec): 22 clusters Score: Raw -132071347.305260 + Penalty 47524.681737 = -132023822.623523 nChanged 38 Iteration 107Q (1542.050000 sec): 22 clusters Score: Raw -132071347.824317 + Penalty 47524.681737 = -132023823.142580 nChanged 37 Iteration 108Q (1548.970000 sec): 22 clusters Score: Raw -132071348.346280 + Penalty 47524.681737 = -132023823.664544 nChanged 36 Iteration 109Q (1555.840000 sec): 22 clusters Score: Raw -132071348.808882 + Penalty 47524.681737 = -132023824.127145 nChanged 31 Iteration 110Q (1562.680000 sec): 22 clusters Score: Raw -132071349.583165 + Penalty 47524.681737 = -132023824.901428 nChanged 37 Iteration 111Q (1569.730000 sec): 22 clusters Score: Raw -132071350.590273 + Penalty 47524.681737 = -132023825.908536 nChanged 32 Iteration 112Q (1576.660000 sec): 22 clusters Score: Raw -132071351.445562 + Penalty 47524.681737 = -132023826.763825 nChanged 34 Iteration 113Q (1583.530000 sec): 22 clusters Score: Raw -132071352.268125 + Penalty 47524.681737 = -132023827.586388 nChanged 26 Iteration 114Q (1590.550000 sec): 22 clusters Score: Raw -132071352.928698 + Penalty 47524.681737 = -132023828.246961 nChanged 34 Iteration 115Q (1597.580000 sec): 22 clusters Score: Raw -132071353.728610 + Penalty 47524.681737 = -132023829.046874 nChanged 40 Iteration 116Q (1604.610000 sec): 22 clusters Score: Raw -132071354.673445 + Penalty 47524.681737 = -132023829.991708 nChanged 32 Iteration 117Q (1611.670000 sec): 22 clusters Score: Raw -132071355.330892 + Penalty 47524.681737 = -132023830.649156 nChanged 34 Iteration 118Q (1618.660000 sec): 22 clusters Score: Raw -132071356.047873 + Penalty 47524.681737 = -132023831.366136 nChanged 38 Iteration 119Q (1625.590000 sec): 22 clusters Score: Raw -132071356.887617 + Penalty 47524.681737 = -132023832.205880 nChanged 41 Iteration 120F (1649.460000 sec): 22 clusters Score: Raw -132071383.396728 + Penalty 47524.681737 = -132023858.714991 nChanged 44 Iteration 121Q (1656.470000 sec): 22 clusters Score: Raw -132071419.682425 + Penalty 47524.681737 = -132023895.000688 nChanged 36 Iteration 122Q (1663.450000 sec): 22 clusters Score: Raw -132071444.844956 + Penalty 47524.681737 = -132023920.163219 nChanged 46 Iteration 123Q (1670.430000 sec): 22 clusters Score: Raw -132071472.033589 + Penalty 47524.681737 = -132023947.351852 nChanged 48 Iteration 124Q (1677.560000 sec): 22 clusters Score: Raw -132071475.336103 + Penalty 47524.681737 = -132023950.654366 nChanged 44 Iteration 125Q (1684.520000 sec): 22 clusters Score: Raw -132071476.024148 + Penalty 47524.681737 = -132023951.342412 nChanged 45 Iteration 126Q (1691.410000 sec): 22 clusters Score: Raw -132071476.589896 + Penalty 47524.681737 = -132023951.908159 nChanged 48 Iteration 127Q (1698.380000 sec): 22 clusters Score: Raw -132071477.164891 + Penalty 47524.681737 = -132023952.483154 nChanged 26 Iteration 128Q (1705.350000 sec): 22 clusters Score: Raw -132071477.510765 + Penalty 47524.681737 = -132023952.829029 nChanged 21 Iteration 129Q (1712.210000 sec): 22 clusters Score: Raw -132071477.784791 + Penalty 47524.681737 = -132023953.103054 nChanged 26 Iteration 130Q (1719.070000 sec): 22 clusters Score: Raw -132071478.164580 + Penalty 47524.681737 = -132023953.482844 nChanged 19 Iteration 131Q (1725.890000 sec): 22 clusters Score: Raw -132071478.777046 + Penalty 47524.681737 = -132023954.095309 nChanged 17 Iteration 132Q (1732.800000 sec): 22 clusters Score: Raw -132071479.110643 + Penalty 47524.681737 = -132023954.428907 nChanged 16 Iteration 133Q (1739.860000 sec): 22 clusters Score: Raw -132071479.455807 + Penalty 47524.681737 = -132023954.774070 nChanged 21 Iteration 134Q (1746.780000 sec): 22 clusters Score: Raw -132071479.781396 + Penalty 47524.681737 = -132023955.099659 nChanged 25 Iteration 135Q (1753.770000 sec): 22 clusters Score: Raw -132071480.167150 + Penalty 47524.681737 = -132023955.485413 nChanged 26 Iteration 136Q (1760.800000 sec): 22 clusters Score: Raw -132071480.487319 + Penalty 47524.681737 = -132023955.805582 nChanged 25 Iteration 137Q (1767.830000 sec): 22 clusters Score: Raw -132071480.780162 + Penalty 47524.681737 = -132023956.098426 nChanged 28 Iteration 138Q (1774.810000 sec): 22 clusters Score: Raw -132071481.185036 + Penalty 47524.681737 = -132023956.503300 nChanged 33 Writing temp clu file Because OldScore, -132023956.098426, is greater than current (better) Score,-132023956.503300 Compute initial score before splitting: Score: Raw -132071481.185036 + Penalty 47524.681737 = -132023956.503300 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 1 (9321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1774.990000 sec): 2 clusters Score: Raw -1116232.402735 + Penalty 1485.254095 = -1114747.148640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1775.010000 sec): 3 clusters Score: Raw -1110947.746440 + Penalty 2970.508189 = -1107977.238251 nChanged 4018 SP:Iteration 1F (1775.030000 sec): 3 clusters Score: Raw -1113077.994952 + Penalty 2970.508189 = -1110107.486763 nChanged 549 SP:Iteration 2F (1775.060000 sec): 3 clusters Score: Raw -1113285.839693 + Penalty 2970.508189 = -1110315.331503 nChanged 443 SP:Iteration 3Q (1775.090000 sec): 3 clusters Score: Raw -1113446.030102 + Penalty 2970.508189 = -1110475.521913 nChanged 371 SP:Iteration 4Q (1775.110000 sec): 3 clusters Score: Raw -1113573.434666 + Penalty 2970.508189 = -1110602.926476 nChanged 319 SP:Iteration 5Q (1775.140000 sec): 3 clusters Score: Raw -1113692.508849 + Penalty 2970.508189 = -1110722.000660 nChanged 318 SP:Iteration 6Q (1775.160000 sec): 3 clusters Score: Raw -1113822.486240 + Penalty 2970.508189 = -1110851.978051 nChanged 321 SP:Iteration 7Q (1775.190000 sec): 3 clusters Score: Raw -1113975.810571 + Penalty 2970.508189 = -1111005.302382 nChanged 363 SP:Iteration 8Q (1775.210000 sec): 3 clusters Score: Raw -1114155.111091 + Penalty 2970.508189 = -1111184.602901 nChanged 396 SP:Iteration 9Q (1775.240000 sec): 3 clusters Score: Raw -1114373.173668 + Penalty 2970.508189 = -1111402.665478 nChanged 439 SP:Iteration 10Q (1775.260000 sec): 3 clusters Score: Raw -1114644.893957 + Penalty 2970.508189 = -1111674.385768 nChanged 446 SP:Iteration 11Q (1775.290000 sec): 3 clusters Score: Raw -1114981.987591 + Penalty 2970.508189 = -1112011.479401 nChanged 461 SP:Iteration 12Q (1775.320000 sec): 3 clusters Score: Raw -1115407.504006 + Penalty 2970.508189 = -1112436.995817 nChanged 407 SP:Iteration 13Q (1775.340000 sec): 3 clusters Score: Raw -1115808.300471 + Penalty 2970.508189 = -1112837.792282 nChanged 334 SP:Iteration 14Q (1775.360000 sec): 3 clusters Score: Raw -1116147.884522 + Penalty 2970.508189 = -1113177.376333 nChanged 241 SP:Iteration 15Q (1775.390000 sec): 3 clusters Score: Raw -1116323.972926 + Penalty 2970.508189 = -1113353.464736 nChanged 161 SP:Iteration 16Q (1775.410000 sec): 3 clusters Score: Raw -1116413.483850 + Penalty 2970.508189 = -1113442.975661 nChanged 111 SP:Iteration 17Q (1775.430000 sec): 3 clusters Score: Raw -1116474.358120 + Penalty 2970.508189 = -1113503.849931 nChanged 87 SP:Iteration 18Q (1775.450000 sec): 3 clusters Score: Raw -1116518.301760 + Penalty 2970.508189 = -1113547.793570 nChanged 65 SP:Iteration 19Q (1775.470000 sec): 3 clusters Score: Raw -1116546.225032 + Penalty 2970.508189 = -1113575.716842 nChanged 55 SP:Iteration 20F (1775.490000 sec): 3 clusters Score: Raw -1116572.059074 + Penalty 2970.508189 = -1113601.550884 nChanged 60 SP:Iteration 21Q (1775.510000 sec): 3 clusters Score: Raw -1116606.734174 + Penalty 2970.508189 = -1113636.225984 nChanged 48 SP:Iteration 22Q (1775.530000 sec): 3 clusters Score: Raw -1116624.165262 + Penalty 2970.508189 = -1113653.657073 nChanged 23 SP:Iteration 23Q (1775.550000 sec): 3 clusters Score: Raw -1116630.378579 + Penalty 2970.508189 = -1113659.870390 nChanged 18 SP:Iteration 24Q (1775.580000 sec): 3 clusters Score: Raw -1116634.551878 + Penalty 2970.508189 = -1113664.043688 nChanged 16 SP:Iteration 25Q (1775.600000 sec): 3 clusters Score: Raw -1116639.082186 + Penalty 2970.508189 = -1113668.573997 nChanged 18 SP:Iteration 26Q (1775.620000 sec): 3 clusters Score: Raw -1116643.221636 + Penalty 2970.508189 = -1113672.713447 nChanged 12 SP:Iteration 27Q (1775.640000 sec): 3 clusters Score: Raw -1116646.083150 + Penalty 2970.508189 = -1113675.574961 nChanged 7 SP:Iteration 28Q (1775.660000 sec): 3 clusters Score: Raw -1116647.815504 + Penalty 2970.508189 = -1113677.307315 nChanged 5 SP:Iteration 29Q (1775.670000 sec): 3 clusters Score: Raw -1116648.403846 + Penalty 2970.508189 = -1113677.895657 nChanged 6 SP:Iteration 30Q (1775.690000 sec): 3 clusters Score: Raw -1116649.797918 + Penalty 2970.508189 = -1113679.289729 nChanged 7 SP:Iteration 31Q (1775.710000 sec): 3 clusters Score: Raw -1116651.177166 + Penalty 2970.508189 = -1113680.668976 nChanged 4 SP:Iteration 32Q (1775.730000 sec): 3 clusters Score: Raw -1116652.324248 + Penalty 2970.508189 = -1113681.816058 nChanged 8 SP:Iteration 33Q (1775.750000 sec): 3 clusters Score: Raw -1116653.534947 + Penalty 2970.508189 = -1113683.026758 nChanged 6 SP:Iteration 34Q (1775.770000 sec): 3 clusters Score: Raw -1116654.969733 + Penalty 2970.508189 = -1113684.461543 nChanged 1 SP:Iteration 35Q (1775.790000 sec): 3 clusters Score: Raw -1116655.046802 + Penalty 2970.508189 = -1113684.538613 nChanged 1 SP:Iteration 36Q (1775.810000 sec): 3 clusters Score: Raw -1116655.184290 + Penalty 2970.508189 = -1113684.676101 nChanged 0 SP:Iteration 37F (1775.840000 sec): 3 clusters Score: Raw -1116655.184290 + Penalty 2970.508189 = -1113684.676101 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 2 (117348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1776.150000 sec): 2 clusters Score: Raw -13741385.257271 + Penalty 1896.846113 = -13739488.411157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1776.480000 sec): 3 clusters Score: Raw -13664521.453866 + Penalty 3793.692226 = -13660727.761639 nChanged 56227 SP:Iteration 1F (1776.810000 sec): 3 clusters Score: Raw -13697707.799084 + Penalty 3793.692226 = -13693914.106857 nChanged 4058 SP:Iteration 2Q (1777.150000 sec): 3 clusters Score: Raw -13698943.376949 + Penalty 3793.692226 = -13695149.684722 nChanged 4553 SP:Iteration 3Q (1777.490000 sec): 3 clusters Score: Raw -13700597.137683 + Penalty 3793.692226 = -13696803.445456 nChanged 5258 SP:Iteration 4Q (1777.820000 sec): 3 clusters Score: Raw -13702875.301895 + Penalty 3793.692226 = -13699081.609669 nChanged 6103 SP:Iteration 5F (1778.150000 sec): 3 clusters Score: Raw -13705921.151134 + Penalty 3793.692226 = -13702127.458908 nChanged 7058 SP:Iteration 6F (1778.470000 sec): 3 clusters Score: Raw -13709953.763055 + Penalty 3793.692226 = -13706160.070828 nChanged 7898 SP:Iteration 7F (1778.800000 sec): 3 clusters Score: Raw -13715109.057244 + Penalty 3793.692226 = -13711315.365018 nChanged 8408 SP:Iteration 8F (1779.120000 sec): 3 clusters Score: Raw -13721383.623734 + Penalty 3793.692226 = -13717589.931508 nChanged 8316 SP:Iteration 9F (1779.450000 sec): 3 clusters Score: Raw -13728662.921182 + Penalty 3793.692226 = -13724869.228956 nChanged 6880 SP:Iteration 10F (1779.780000 sec): 3 clusters Score: Raw -13735313.930351 + Penalty 3793.692226 = -13731520.238125 nChanged 4178 SP:Iteration 11Q (1780.080000 sec): 3 clusters Score: Raw -13739423.365053 + Penalty 3793.692226 = -13735629.672826 nChanged 1631 SP:Iteration 12Q (1780.360000 sec): 3 clusters Score: Raw -13741049.375313 + Penalty 3793.692226 = -13737255.683086 nChanged 463 SP:Iteration 13Q (1780.610000 sec): 3 clusters Score: Raw -13741606.816047 + Penalty 3793.692226 = -13737813.123820 nChanged 162 SP:Iteration 14Q (1780.840000 sec): 3 clusters Score: Raw -13741772.482335 + Penalty 3793.692226 = -13737978.790108 nChanged 99 SP:Iteration 15Q (1781.080000 sec): 3 clusters Score: Raw -13741849.505406 + Penalty 3793.692226 = -13738055.813180 nChanged 45 SP:Iteration 16Q (1781.310000 sec): 3 clusters Score: Raw -13741874.769595 + Penalty 3793.692226 = -13738081.077369 nChanged 27 SP:Iteration 17Q (1781.560000 sec): 3 clusters Score: Raw -13741887.096665 + Penalty 3793.692226 = -13738093.404438 nChanged 14 SP:Iteration 18Q (1781.800000 sec): 3 clusters Score: Raw -13741896.422110 + Penalty 3793.692226 = -13738102.729883 nChanged 16 SP:Iteration 19Q (1782.040000 sec): 3 clusters Score: Raw -13741903.506595 + Penalty 3793.692226 = -13738109.814369 nChanged 14 SP:Iteration 20F (1782.370000 sec): 3 clusters Score: Raw -13741911.959832 + Penalty 3793.692226 = -13738118.267606 nChanged 15 SP:Iteration 21Q (1782.610000 sec): 3 clusters Score: Raw -13741921.325434 + Penalty 3793.692226 = -13738127.633208 nChanged 15 SP:Iteration 22Q (1782.840000 sec): 3 clusters Score: Raw -13741929.601988 + Penalty 3793.692226 = -13738135.909761 nChanged 7 SP:Iteration 23Q (1783.080000 sec): 3 clusters Score: Raw -13741932.913321 + Penalty 3793.692226 = -13738139.221095 nChanged 4 SP:Iteration 24Q (1783.300000 sec): 3 clusters Score: Raw -13741933.996015 + Penalty 3793.692226 = -13738140.303789 nChanged 2 SP:Iteration 25Q (1783.540000 sec): 3 clusters Score: Raw -13741935.311627 + Penalty 3793.692226 = -13738141.619401 nChanged 2 SP:Iteration 26Q (1783.780000 sec): 3 clusters Score: Raw -13741936.373264 + Penalty 3793.692226 = -13738142.681037 nChanged 1 SP:Iteration 27Q (1784.010000 sec): 3 clusters Score: Raw -13741936.789043 + Penalty 3793.692226 = -13738143.096817 nChanged 2 SP:Iteration 28Q (1784.240000 sec): 3 clusters Score: Raw -13741937.417014 + Penalty 3793.692226 = -13738143.724787 nChanged 2 SP:Iteration 29Q (1784.480000 sec): 3 clusters Score: Raw -13741938.063147 + Penalty 3793.692226 = -13738144.370920 nChanged 1 SP:Iteration 30Q (1784.710000 sec): 3 clusters Score: Raw -13741938.463098 + Penalty 3793.692226 = -13738144.770871 nChanged 0 SP:Iteration 31F (1785.030000 sec): 3 clusters Score: Raw -13741938.463098 + Penalty 3793.692226 = -13738144.770871 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (2371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.080000 sec): 2 clusters Score: Raw -289713.504437 + Penalty 1262.798401 = -288450.706035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.090000 sec): 3 clusters Score: Raw -288615.113533 + Penalty 2525.596803 = -286089.516730 nChanged 846 SP:Iteration 1F (1785.100000 sec): 3 clusters Score: Raw -289118.840980 + Penalty 2525.596803 = -286593.244177 nChanged 176 SP:Iteration 2F (1785.100000 sec): 3 clusters Score: Raw -289221.635286 + Penalty 2525.596803 = -286696.038483 nChanged 89 SP:Iteration 3Q (1785.110000 sec): 3 clusters Score: Raw -289265.834527 + Penalty 2525.596803 = -286740.237724 nChanged 71 SP:Iteration 4Q (1785.120000 sec): 3 clusters Score: Raw -289303.600316 + Penalty 2525.596803 = -286778.003514 nChanged 54 SP:Iteration 5Q (1785.120000 sec): 3 clusters Score: Raw -289328.489920 + Penalty 2525.596803 = -286802.893117 nChanged 39 SP:Iteration 6Q (1785.130000 sec): 3 clusters Score: Raw -289347.861723 + Penalty 2525.596803 = -286822.264920 nChanged 37 SP:Iteration 7Q (1785.140000 sec): 3 clusters Score: Raw -289365.835278 + Penalty 2525.596803 = -286840.238476 nChanged 31 SP:Iteration 8Q (1785.140000 sec): 3 clusters Score: Raw -289380.625094 + Penalty 2525.596803 = -286855.028291 nChanged 27 SP:Iteration 9Q (1785.150000 sec): 3 clusters Score: Raw -289391.364008 + Penalty 2525.596803 = -286865.767205 nChanged 27 SP:Iteration 10Q (1785.160000 sec): 3 clusters Score: Raw -289402.473634 + Penalty 2525.596803 = -286876.876831 nChanged 17 SP:Iteration 11Q (1785.160000 sec): 3 clusters Score: Raw -289408.788845 + Penalty 2525.596803 = -286883.192042 nChanged 17 SP:Iteration 12Q (1785.170000 sec): 3 clusters Score: Raw -289414.804167 + Penalty 2525.596803 = -286889.207364 nChanged 9 SP:Iteration 13Q (1785.180000 sec): 3 clusters Score: Raw -289417.985848 + Penalty 2525.596803 = -286892.389046 nChanged 7 SP:Iteration 14Q (1785.180000 sec): 3 clusters Score: Raw -289420.646879 + Penalty 2525.596803 = -286895.050076 nChanged 12 SP:Iteration 15Q (1785.190000 sec): 3 clusters Score: Raw -289425.841353 + Penalty 2525.596803 = -286900.244550 nChanged 7 SP:Iteration 16Q (1785.200000 sec): 3 clusters Score: Raw -289429.254816 + Penalty 2525.596803 = -286903.658013 nChanged 5 SP:Iteration 17Q (1785.200000 sec): 3 clusters Score: Raw -289431.201310 + Penalty 2525.596803 = -286905.604507 nChanged 7 SP:Iteration 18Q (1785.210000 sec): 3 clusters Score: Raw -289433.471266 + Penalty 2525.596803 = -286907.874463 nChanged 2 SP:Iteration 19Q (1785.220000 sec): 3 clusters Score: Raw -289434.269212 + Penalty 2525.596803 = -286908.672409 nChanged 4 SP:Iteration 20F (1785.220000 sec): 3 clusters Score: Raw -289435.739261 + Penalty 2525.596803 = -286910.142458 nChanged 1 SP:Iteration 21Q (1785.230000 sec): 3 clusters Score: Raw -289436.122501 + Penalty 2525.596803 = -286910.525698 nChanged 0 SP:Iteration 22F (1785.240000 sec): 3 clusters Score: Raw -289436.122501 + Penalty 2525.596803 = -286910.525698 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 4 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.240000 sec): 2 clusters Score: Raw -47194.534798 + Penalty 978.416294 = -46216.118504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.240000 sec): 3 clusters Score: Raw -47132.128184 + Penalty 1956.832589 = -45175.295595 nChanged 85 SP:Iteration 1F (1785.240000 sec): 3 clusters Score: Raw -47259.770118 + Penalty 1956.832589 = -45302.937529 nChanged 23 SP:Iteration 2F (1785.240000 sec): 3 clusters Score: Raw -47305.275405 + Penalty 1956.832589 = -45348.442816 nChanged 12 SP:Iteration 3Q (1785.240000 sec): 3 clusters Score: Raw -47332.282135 + Penalty 1956.832589 = -45375.449546 nChanged 5 SP:Iteration 4Q (1785.240000 sec): 3 clusters Score: Raw -47355.284728 + Penalty 1956.832589 = -45398.452139 nChanged 8 SP:Iteration 5Q (1785.250000 sec): 3 clusters Score: Raw -47397.029516 + Penalty 1956.832589 = -45440.196928 nChanged 5 SP:Iteration 6Q (1785.250000 sec): 3 clusters Score: Raw -47429.832969 + Penalty 1956.832589 = -45473.000380 nChanged 6 SP:Iteration 7Q (1785.250000 sec): 3 clusters Score: Raw -47437.893700 + Penalty 1956.832589 = -45481.061112 nChanged 2 SP:Iteration 8Q (1785.250000 sec): 3 clusters Score: Raw -47439.844369 + Penalty 1956.832589 = -45483.011781 nChanged 1 SP:Iteration 9Q (1785.250000 sec): 3 clusters Score: Raw -47441.687941 + Penalty 1956.832589 = -45484.855353 nChanged 0 SP:Iteration 10F (1785.250000 sec): 3 clusters Score: Raw -47441.687941 + Penalty 1956.832589 = -45484.855353 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 5 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.260000 sec): 2 clusters Score: Raw -30564.124183 + Penalty 859.343392 = -29704.780791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.260000 sec): 3 clusters Score: Raw -30704.073296 + Penalty 1718.686785 = -28985.386511 nChanged 29 SP:Iteration 1F (1785.260000 sec): 3 clusters Score: Raw -30769.088820 + Penalty 1718.686785 = -29050.402035 nChanged 7 SP:Iteration 2Q (1785.260000 sec): 3 clusters Score: Raw -30794.209385 + Penalty 1718.686785 = -29075.522600 nChanged 6 SP:Iteration 3Q (1785.260000 sec): 3 clusters Score: Raw -30813.296908 + Penalty 1718.686785 = -29094.610123 nChanged 2 SP:Iteration 4Q (1785.260000 sec): 3 clusters Score: Raw -30822.285288 + Penalty 1718.686785 = -29103.598503 nChanged 1 SP:Iteration 5Q (1785.260000 sec): 3 clusters Score: Raw -30825.355295 + Penalty 1718.686785 = -29106.668510 nChanged 0 SP:Iteration 6F (1785.260000 sec): 3 clusters Score: Raw -30825.355295 + Penalty 1718.686785 = -29106.668510 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 6 (13127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.300000 sec): 2 clusters Score: Raw -1617130.695146 + Penalty 1540.894299 = -1615589.800847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1785.340000 sec): 3 clusters Score: Raw -1609472.011044 + Penalty 3081.788598 = -1606390.222445 nChanged 5723 SP:Iteration 1F (1785.370000 sec): 3 clusters Score: Raw -1612547.464927 + Penalty 3081.788598 = -1609465.676329 nChanged 759 SP:Iteration 2F (1785.400000 sec): 3 clusters Score: Raw -1612936.501042 + Penalty 3081.788598 = -1609854.712444 nChanged 769 SP:Iteration 3F (1785.440000 sec): 3 clusters Score: Raw -1613334.183230 + Penalty 3081.788598 = -1610252.394632 nChanged 753 SP:Iteration 4F (1785.480000 sec): 3 clusters Score: Raw -1613740.569493 + Penalty 3081.788598 = -1610658.780895 nChanged 764 SP:Iteration 5F (1785.510000 sec): 3 clusters Score: Raw -1614163.544088 + Penalty 3081.788598 = -1611081.755490 nChanged 755 SP:Iteration 6F (1785.550000 sec): 3 clusters Score: Raw -1614608.493536 + Penalty 3081.788598 = -1611526.704938 nChanged 775 SP:Iteration 7F (1785.580000 sec): 3 clusters Score: Raw -1615076.077095 + Penalty 3081.788598 = -1611994.288496 nChanged 720 SP:Iteration 8F (1785.620000 sec): 3 clusters Score: Raw -1615533.609593 + Penalty 3081.788598 = -1612451.820994 nChanged 666 SP:Iteration 9F (1785.660000 sec): 3 clusters Score: Raw -1615972.764038 + Penalty 3081.788598 = -1612890.975439 nChanged 586 SP:Iteration 10Q (1785.690000 sec): 3 clusters Score: Raw -1616357.561236 + Penalty 3081.788598 = -1613275.772637 nChanged 519 SP:Iteration 11Q (1785.730000 sec): 3 clusters Score: Raw -1616702.837033 + Penalty 3081.788598 = -1613621.048435 nChanged 440 SP:Iteration 12Q (1785.760000 sec): 3 clusters Score: Raw -1616996.010323 + Penalty 3081.788598 = -1613914.221724 nChanged 349 SP:Iteration 13Q (1785.800000 sec): 3 clusters Score: Raw -1617223.526436 + Penalty 3081.788598 = -1614141.737837 nChanged 259 SP:Iteration 14Q (1785.830000 sec): 3 clusters Score: Raw -1617386.366499 + Penalty 3081.788598 = -1614304.577901 nChanged 206 SP:Iteration 15Q (1785.860000 sec): 3 clusters Score: Raw -1617513.445844 + Penalty 3081.788598 = -1614431.657245 nChanged 165 SP:Iteration 16Q (1785.890000 sec): 3 clusters Score: Raw -1617615.239871 + Penalty 3081.788598 = -1614533.451273 nChanged 119 SP:Iteration 17Q (1785.920000 sec): 3 clusters Score: Raw -1617679.044737 + Penalty 3081.788598 = -1614597.256138 nChanged 81 SP:Iteration 18Q (1785.960000 sec): 3 clusters Score: Raw -1617719.350286 + Penalty 3081.788598 = -1614637.561688 nChanged 69 SP:Iteration 19Q (1785.990000 sec): 3 clusters Score: Raw -1617752.867875 + Penalty 3081.788598 = -1614671.079277 nChanged 40 SP:Iteration 20F (1786.020000 sec): 3 clusters Score: Raw -1617770.802571 + Penalty 3081.788598 = -1614689.013972 nChanged 38 SP:Iteration 21Q (1786.060000 sec): 3 clusters Score: Raw -1617789.145020 + Penalty 3081.788598 = -1614707.356421 nChanged 29 SP:Iteration 22Q (1786.080000 sec): 3 clusters Score: Raw -1617801.979718 + Penalty 3081.788598 = -1614720.191120 nChanged 21 SP:Iteration 23Q (1786.120000 sec): 3 clusters Score: Raw -1617809.631750 + Penalty 3081.788598 = -1614727.843152 nChanged 13 SP:Iteration 24Q (1786.140000 sec): 3 clusters Score: Raw -1617815.123251 + Penalty 3081.788598 = -1614733.334652 nChanged 11 SP:Iteration 25Q (1786.170000 sec): 3 clusters Score: Raw -1617819.338240 + Penalty 3081.788598 = -1614737.549642 nChanged 14 SP:Iteration 26Q (1786.200000 sec): 3 clusters Score: Raw -1617825.668373 + Penalty 3081.788598 = -1614743.879774 nChanged 11 SP:Iteration 27Q (1786.230000 sec): 3 clusters Score: Raw -1617829.707571 + Penalty 3081.788598 = -1614747.918972 nChanged 9 SP:Iteration 28Q (1786.260000 sec): 3 clusters Score: Raw -1617833.872523 + Penalty 3081.788598 = -1614752.083925 nChanged 7 SP:Iteration 29Q (1786.280000 sec): 3 clusters Score: Raw -1617835.923624 + Penalty 3081.788598 = -1614754.135026 nChanged 2 SP:Iteration 30Q (1786.310000 sec): 3 clusters Score: Raw -1617836.348931 + Penalty 3081.788598 = -1614754.560333 nChanged 3 SP:Iteration 31Q (1786.340000 sec): 3 clusters Score: Raw -1617837.221274 + Penalty 3081.788598 = -1614755.432675 nChanged 4 SP:Iteration 32Q (1786.370000 sec): 3 clusters Score: Raw -1617838.311486 + Penalty 3081.788598 = -1614756.522888 nChanged 1 SP:Iteration 33Q (1786.400000 sec): 3 clusters Score: Raw -1617839.216517 + Penalty 3081.788598 = -1614757.427919 nChanged 2 SP:Iteration 34Q (1786.430000 sec): 3 clusters Score: Raw -1617840.073759 + Penalty 3081.788598 = -1614758.285160 nChanged 3 SP:Iteration 35Q (1786.460000 sec): 3 clusters Score: Raw -1617841.427876 + Penalty 3081.788598 = -1614759.639277 nChanged 3 SP:Iteration 36Q (1786.480000 sec): 3 clusters Score: Raw -1617842.188905 + Penalty 3081.788598 = -1614760.400307 nChanged 2 SP:Iteration 37Q (1786.510000 sec): 3 clusters Score: Raw -1617842.648630 + Penalty 3081.788598 = -1614760.860031 nChanged 0 SP:Iteration 38F (1786.550000 sec): 3 clusters Score: Raw -1617842.648630 + Penalty 3081.788598 = -1614760.860031 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.560000 sec): 2 clusters Score: Raw -301566.068706 + Penalty 1284.094101 = -300281.974604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.570000 sec): 3 clusters Score: Raw -300382.955685 + Penalty 2568.188203 = -297814.767482 nChanged 977 SP:Iteration 1F (1786.580000 sec): 3 clusters Score: Raw -301108.901420 + Penalty 2568.188203 = -298540.713217 nChanged 260 SP:Iteration 2F (1786.580000 sec): 3 clusters Score: Raw -301388.891518 + Penalty 2568.188203 = -298820.703315 nChanged 215 SP:Iteration 3F (1786.590000 sec): 3 clusters Score: Raw -301601.292276 + Penalty 2568.188203 = -299033.104073 nChanged 169 SP:Iteration 4F (1786.600000 sec): 3 clusters Score: Raw -301747.778683 + Penalty 2568.188203 = -299179.590481 nChanged 120 SP:Iteration 5Q (1786.600000 sec): 3 clusters Score: Raw -301842.540854 + Penalty 2568.188203 = -299274.352652 nChanged 98 SP:Iteration 6Q (1786.610000 sec): 3 clusters Score: Raw -301915.758844 + Penalty 2568.188203 = -299347.570642 nChanged 72 SP:Iteration 7Q (1786.620000 sec): 3 clusters Score: Raw -301966.164925 + Penalty 2568.188203 = -299397.976722 nChanged 52 SP:Iteration 8Q (1786.620000 sec): 3 clusters Score: Raw -301993.612570 + Penalty 2568.188203 = -299425.424368 nChanged 38 SP:Iteration 9Q (1786.630000 sec): 3 clusters Score: Raw -302017.514693 + Penalty 2568.188203 = -299449.326491 nChanged 33 SP:Iteration 10Q (1786.640000 sec): 3 clusters Score: Raw -302034.792747 + Penalty 2568.188203 = -299466.604544 nChanged 18 SP:Iteration 11Q (1786.640000 sec): 3 clusters Score: Raw -302041.969772 + Penalty 2568.188203 = -299473.781569 nChanged 5 SP:Iteration 12Q (1786.650000 sec): 3 clusters Score: Raw -302044.001143 + Penalty 2568.188203 = -299475.812941 nChanged 5 SP:Iteration 13Q (1786.660000 sec): 3 clusters Score: Raw -302046.378579 + Penalty 2568.188203 = -299478.190376 nChanged 6 SP:Iteration 14Q (1786.670000 sec): 3 clusters Score: Raw -302050.589121 + Penalty 2568.188203 = -299482.400918 nChanged 6 SP:Iteration 15Q (1786.680000 sec): 3 clusters Score: Raw -302053.733705 + Penalty 2568.188203 = -299485.545503 nChanged 4 SP:Iteration 16Q (1786.690000 sec): 3 clusters Score: Raw -302055.993133 + Penalty 2568.188203 = -299487.804930 nChanged 10 SP:Iteration 17Q (1786.690000 sec): 3 clusters Score: Raw -302059.743549 + Penalty 2568.188203 = -299491.555346 nChanged 5 SP:Iteration 18Q (1786.700000 sec): 3 clusters Score: Raw -302061.256859 + Penalty 2568.188203 = -299493.068656 nChanged 3 SP:Iteration 19Q (1786.710000 sec): 3 clusters Score: Raw -302062.498957 + Penalty 2568.188203 = -299494.310754 nChanged 2 SP:Iteration 20F (1786.710000 sec): 3 clusters Score: Raw -302063.364297 + Penalty 2568.188203 = -299495.176094 nChanged 3 SP:Iteration 21Q (1786.720000 sec): 3 clusters Score: Raw -302064.314959 + Penalty 2568.188203 = -299496.126756 nChanged 2 SP:Iteration 22Q (1786.730000 sec): 3 clusters Score: Raw -302064.791458 + Penalty 2568.188203 = -299496.603256 nChanged 1 SP:Iteration 23Q (1786.730000 sec): 3 clusters Score: Raw -302065.083487 + Penalty 2568.188203 = -299496.895285 nChanged 1 SP:Iteration 24Q (1786.740000 sec): 3 clusters Score: Raw -302065.427182 + Penalty 2568.188203 = -299497.238980 nChanged 0 SP:Iteration 25F (1786.750000 sec): 3 clusters Score: Raw -302065.427182 + Penalty 2568.188203 = -299497.238980 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 8 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.750000 sec): 2 clusters Score: Raw -138671.341332 + Penalty 1149.406329 = -137521.935003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.760000 sec): 3 clusters Score: Raw -138242.611366 + Penalty 2298.812658 = -135943.798707 nChanged 362 SP:Iteration 1F (1786.760000 sec): 3 clusters Score: Raw -138652.656617 + Penalty 2298.812658 = -136353.843958 nChanged 126 SP:Iteration 2F (1786.760000 sec): 3 clusters Score: Raw -138955.966908 + Penalty 2298.812658 = -136657.154250 nChanged 83 SP:Iteration 3F (1786.770000 sec): 3 clusters Score: Raw -139100.056460 + Penalty 2298.812658 = -136801.243802 nChanged 52 SP:Iteration 4Q (1786.770000 sec): 3 clusters Score: Raw -139174.709855 + Penalty 2298.812658 = -136875.897197 nChanged 44 SP:Iteration 5Q (1786.770000 sec): 3 clusters Score: Raw -139236.526629 + Penalty 2298.812658 = -136937.713971 nChanged 29 SP:Iteration 6Q (1786.770000 sec): 3 clusters Score: Raw -139289.064801 + Penalty 2298.812658 = -136990.252143 nChanged 27 SP:Iteration 7Q (1786.780000 sec): 3 clusters Score: Raw -139327.629678 + Penalty 2298.812658 = -137028.817020 nChanged 21 SP:Iteration 8Q (1786.780000 sec): 3 clusters Score: Raw -139352.824774 + Penalty 2298.812658 = -137054.012116 nChanged 21 SP:Iteration 9Q (1786.780000 sec): 3 clusters Score: Raw -139384.370640 + Penalty 2298.812658 = -137085.557982 nChanged 14 SP:Iteration 10Q (1786.790000 sec): 3 clusters Score: Raw -139405.596765 + Penalty 2298.812658 = -137106.784107 nChanged 14 SP:Iteration 11Q (1786.790000 sec): 3 clusters Score: Raw -139422.094109 + Penalty 2298.812658 = -137123.281451 nChanged 10 SP:Iteration 12Q (1786.790000 sec): 3 clusters Score: Raw -139437.438689 + Penalty 2298.812658 = -137138.626031 nChanged 7 SP:Iteration 13Q (1786.790000 sec): 3 clusters Score: Raw -139449.822593 + Penalty 2298.812658 = -137151.009935 nChanged 8 SP:Iteration 14Q (1786.800000 sec): 3 clusters Score: Raw -139461.057267 + Penalty 2298.812658 = -137162.244609 nChanged 9 SP:Iteration 15Q (1786.800000 sec): 3 clusters Score: Raw -139475.357997 + Penalty 2298.812658 = -137176.545339 nChanged 7 SP:Iteration 16Q (1786.800000 sec): 3 clusters Score: Raw -139482.184619 + Penalty 2298.812658 = -137183.371960 nChanged 5 SP:Iteration 17Q (1786.800000 sec): 3 clusters Score: Raw -139486.260251 + Penalty 2298.812658 = -137187.447592 nChanged 2 SP:Iteration 18Q (1786.810000 sec): 3 clusters Score: Raw -139487.882255 + Penalty 2298.812658 = -137189.069596 nChanged 3 SP:Iteration 19Q (1786.810000 sec): 3 clusters Score: Raw -139491.222927 + Penalty 2298.812658 = -137192.410268 nChanged 2 SP:Iteration 20F (1786.810000 sec): 3 clusters Score: Raw -139494.681307 + Penalty 2298.812658 = -137195.868649 nChanged 3 SP:Iteration 21Q (1786.810000 sec): 3 clusters Score: Raw -139497.937716 + Penalty 2298.812658 = -137199.125057 nChanged 3 SP:Iteration 22Q (1786.820000 sec): 3 clusters Score: Raw -139501.060594 + Penalty 2298.812658 = -137202.247936 nChanged 1 SP:Iteration 23Q (1786.820000 sec): 3 clusters Score: Raw -139502.052662 + Penalty 2298.812658 = -137203.240003 nChanged 0 SP:Iteration 24F (1786.820000 sec): 3 clusters Score: Raw -139502.052662 + Penalty 2298.812658 = -137203.240003 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (38498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.930000 sec): 2 clusters Score: Raw -4745914.118547 + Penalty 1715.733755 = -4744198.384792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.040000 sec): 3 clusters Score: Raw -4722029.309970 + Penalty 3431.467511 = -4718597.842459 nChanged 17798 SP:Iteration 1F (1787.150000 sec): 3 clusters Score: Raw -4731891.742358 + Penalty 3431.467511 = -4728460.274847 nChanged 1564 SP:Iteration 2Q (1787.260000 sec): 3 clusters Score: Raw -4732380.700129 + Penalty 3431.467511 = -4728949.232618 nChanged 1665 SP:Iteration 3Q (1787.370000 sec): 3 clusters Score: Raw -4732989.808041 + Penalty 3431.467511 = -4729558.340530 nChanged 1772 SP:Iteration 4Q (1787.480000 sec): 3 clusters Score: Raw -4733776.992691 + Penalty 3431.467511 = -4730345.525180 nChanged 1992 SP:Iteration 5F (1787.580000 sec): 3 clusters Score: Raw -4734849.399634 + Penalty 3431.467511 = -4731417.932124 nChanged 2314 SP:Iteration 6F (1787.690000 sec): 3 clusters Score: Raw -4736445.487953 + Penalty 3431.467511 = -4733014.020442 nChanged 2691 SP:Iteration 7F (1787.790000 sec): 3 clusters Score: Raw -4738632.148171 + Penalty 3431.467511 = -4735200.680661 nChanged 2568 SP:Iteration 8F (1787.900000 sec): 3 clusters Score: Raw -4740740.878118 + Penalty 3431.467511 = -4737309.410608 nChanged 1987 SP:Iteration 9F (1788.010000 sec): 3 clusters Score: Raw -4741962.095748 + Penalty 3431.467511 = -4738530.628238 nChanged 1223 SP:Iteration 10Q (1788.110000 sec): 3 clusters Score: Raw -4742471.683015 + Penalty 3431.467511 = -4739040.215504 nChanged 760 SP:Iteration 11Q (1788.210000 sec): 3 clusters Score: Raw -4742755.745673 + Penalty 3431.467511 = -4739324.278163 nChanged 608 SP:Iteration 12Q (1788.320000 sec): 3 clusters Score: Raw -4742976.691106 + Penalty 3431.467511 = -4739545.223596 nChanged 542 SP:Iteration 13Q (1788.430000 sec): 3 clusters Score: Raw -4743169.356751 + Penalty 3431.467511 = -4739737.889240 nChanged 557 SP:Iteration 14Q (1788.530000 sec): 3 clusters Score: Raw -4743352.431483 + Penalty 3431.467511 = -4739920.963972 nChanged 519 SP:Iteration 15Q (1788.630000 sec): 3 clusters Score: Raw -4743516.206158 + Penalty 3431.467511 = -4740084.738648 nChanged 489 SP:Iteration 16Q (1788.740000 sec): 3 clusters Score: Raw -4743667.548127 + Penalty 3431.467511 = -4740236.080616 nChanged 495 SP:Iteration 17Q (1788.830000 sec): 3 clusters Score: Raw -4743824.379218 + Penalty 3431.467511 = -4740392.911708 nChanged 500 SP:Iteration 18Q (1788.930000 sec): 3 clusters Score: Raw -4743991.360338 + Penalty 3431.467511 = -4740559.892827 nChanged 457 SP:Iteration 19Q (1789.030000 sec): 3 clusters Score: Raw -4744141.518769 + Penalty 3431.467511 = -4740710.051259 nChanged 432 SP:Iteration 20F (1789.130000 sec): 3 clusters Score: Raw -4744280.608911 + Penalty 3431.467511 = -4740849.141401 nChanged 404 SP:Iteration 21Q (1789.230000 sec): 3 clusters Score: Raw -4744401.861371 + Penalty 3431.467511 = -4740970.393861 nChanged 387 SP:Iteration 22Q (1789.320000 sec): 3 clusters Score: Raw -4744514.244656 + Penalty 3431.467511 = -4741082.777145 nChanged 360 SP:Iteration 23Q (1789.410000 sec): 3 clusters Score: Raw -4744620.176644 + Penalty 3431.467511 = -4741188.709134 nChanged 333 SP:Iteration 24Q (1789.510000 sec): 3 clusters Score: Raw -4744719.014821 + Penalty 3431.467511 = -4741287.547310 nChanged 309 SP:Iteration 25Q (1789.600000 sec): 3 clusters Score: Raw -4744809.713428 + Penalty 3431.467511 = -4741378.245918 nChanged 275 SP:Iteration 26Q (1789.690000 sec): 3 clusters Score: Raw -4744886.573966 + Penalty 3431.467511 = -4741455.106455 nChanged 277 SP:Iteration 27Q (1789.780000 sec): 3 clusters Score: Raw -4744959.279627 + Penalty 3431.467511 = -4741527.812116 nChanged 256 SP:Iteration 28Q (1789.870000 sec): 3 clusters Score: Raw -4745028.182476 + Penalty 3431.467511 = -4741596.714965 nChanged 239 SP:Iteration 29Q (1789.960000 sec): 3 clusters Score: Raw -4745096.298898 + Penalty 3431.467511 = -4741664.831388 nChanged 232 SP:Iteration 30Q (1790.050000 sec): 3 clusters Score: Raw -4745164.106999 + Penalty 3431.467511 = -4741732.639488 nChanged 213 SP:Iteration 31Q (1790.130000 sec): 3 clusters Score: Raw -4745221.559844 + Penalty 3431.467511 = -4741790.092333 nChanged 214 SP:Iteration 32Q (1790.220000 sec): 3 clusters Score: Raw -4745278.875385 + Penalty 3431.467511 = -4741847.407874 nChanged 189 SP:Iteration 33Q (1790.310000 sec): 3 clusters Score: Raw -4745330.286858 + Penalty 3431.467511 = -4741898.819347 nChanged 182 SP:Iteration 34Q (1790.390000 sec): 3 clusters Score: Raw -4745378.052764 + Penalty 3431.467511 = -4741946.585253 nChanged 162 SP:Iteration 35Q (1790.480000 sec): 3 clusters Score: Raw -4745422.867932 + Penalty 3431.467511 = -4741991.400421 nChanged 169 SP:Iteration 36Q (1790.560000 sec): 3 clusters Score: Raw -4745471.471797 + Penalty 3431.467511 = -4742040.004287 nChanged 182 SP:Iteration 37Q (1790.650000 sec): 3 clusters Score: Raw -4745524.647561 + Penalty 3431.467511 = -4742093.180050 nChanged 155 SP:Iteration 38Q (1790.730000 sec): 3 clusters Score: Raw -4745570.918802 + Penalty 3431.467511 = -4742139.451291 nChanged 137 SP:Iteration 39Q (1790.810000 sec): 3 clusters Score: Raw -4745612.392525 + Penalty 3431.467511 = -4742180.925014 nChanged 138 SP:Iteration 40F (1790.920000 sec): 3 clusters Score: Raw -4745653.180894 + Penalty 3431.467511 = -4742221.713384 nChanged 113 SP:Iteration 41Q (1791.010000 sec): 3 clusters Score: Raw -4745685.815356 + Penalty 3431.467511 = -4742254.347845 nChanged 92 SP:Iteration 42Q (1791.090000 sec): 3 clusters Score: Raw -4745712.049306 + Penalty 3431.467511 = -4742280.581796 nChanged 99 SP:Iteration 43Q (1791.170000 sec): 3 clusters Score: Raw -4745740.128370 + Penalty 3431.467511 = -4742308.660859 nChanged 94 SP:Iteration 44Q (1791.250000 sec): 3 clusters Score: Raw -4745769.899310 + Penalty 3431.467511 = -4742338.431800 nChanged 102 SP:Iteration 45Q (1791.330000 sec): 3 clusters Score: Raw -4745801.679419 + Penalty 3431.467511 = -4742370.211908 nChanged 105 SP:Iteration 46Q (1791.410000 sec): 3 clusters Score: Raw -4745834.997467 + Penalty 3431.467511 = -4742403.529957 nChanged 87 SP:Iteration 47Q (1791.500000 sec): 3 clusters Score: Raw -4745862.422208 + Penalty 3431.467511 = -4742430.954698 nChanged 77 SP:Iteration 48Q (1791.580000 sec): 3 clusters Score: Raw -4745890.935061 + Penalty 3431.467511 = -4742459.467550 nChanged 88 SP:Iteration 49Q (1791.660000 sec): 3 clusters Score: Raw -4745921.048604 + Penalty 3431.467511 = -4742489.581093 nChanged 70 SP:Iteration 50Q (1791.750000 sec): 3 clusters Score: Raw -4745945.704025 + Penalty 3431.467511 = -4742514.236514 nChanged 53 SP:Iteration 51Q (1791.820000 sec): 3 clusters Score: Raw -4745964.141384 + Penalty 3431.467511 = -4742532.673874 nChanged 61 SP:Iteration 52Q (1791.900000 sec): 3 clusters Score: Raw -4745987.463243 + Penalty 3431.467511 = -4742555.995732 nChanged 65 SP:Iteration 53Q (1791.980000 sec): 3 clusters Score: Raw -4746012.559356 + Penalty 3431.467511 = -4742581.091846 nChanged 51 SP:Iteration 54Q (1792.060000 sec): 3 clusters Score: Raw -4746031.326963 + Penalty 3431.467511 = -4742599.859452 nChanged 46 SP:Iteration 55Q (1792.140000 sec): 3 clusters Score: Raw -4746046.830113 + Penalty 3431.467511 = -4742615.362602 nChanged 51 SP:Iteration 56Q (1792.220000 sec): 3 clusters Score: Raw -4746063.586535 + Penalty 3431.467511 = -4742632.119025 nChanged 43 SP:Iteration 57Q (1792.290000 sec): 3 clusters Score: Raw -4746080.152435 + Penalty 3431.467511 = -4742648.684925 nChanged 32 SP:Iteration 58Q (1792.370000 sec): 3 clusters Score: Raw -4746091.867093 + Penalty 3431.467511 = -4742660.399582 nChanged 28 SP:Iteration 59Q (1792.450000 sec): 3 clusters Score: Raw -4746102.415501 + Penalty 3431.467511 = -4742670.947991 nChanged 29 SP:Iteration 60F (1792.550000 sec): 3 clusters Score: Raw -4746112.204262 + Penalty 3431.467511 = -4742680.736751 nChanged 22 SP:Iteration 61Q (1792.630000 sec): 3 clusters Score: Raw -4746119.722097 + Penalty 3431.467511 = -4742688.254586 nChanged 24 SP:Iteration 62Q (1792.710000 sec): 3 clusters Score: Raw -4746129.065812 + Penalty 3431.467511 = -4742697.598302 nChanged 30 SP:Iteration 63Q (1792.790000 sec): 3 clusters Score: Raw -4746143.629560 + Penalty 3431.467511 = -4742712.162049 nChanged 33 SP:Iteration 64Q (1792.870000 sec): 3 clusters Score: Raw -4746157.420611 + Penalty 3431.467511 = -4742725.953101 nChanged 25 SP:Iteration 65Q (1792.940000 sec): 3 clusters Score: Raw -4746168.646474 + Penalty 3431.467511 = -4742737.178964 nChanged 29 SP:Iteration 66Q (1793.010000 sec): 3 clusters Score: Raw -4746179.846173 + Penalty 3431.467511 = -4742748.378663 nChanged 22 SP:Iteration 67Q (1793.090000 sec): 3 clusters Score: Raw -4746188.728686 + Penalty 3431.467511 = -4742757.261175 nChanged 18 SP:Iteration 68Q (1793.170000 sec): 3 clusters Score: Raw -4746194.425549 + Penalty 3431.467511 = -4742762.958038 nChanged 10 SP:Iteration 69Q (1793.250000 sec): 3 clusters Score: Raw -4746197.144499 + Penalty 3431.467511 = -4742765.676988 nChanged 7 SP:Iteration 70Q (1793.320000 sec): 3 clusters Score: Raw -4746199.148390 + Penalty 3431.467511 = -4742767.680879 nChanged 8 SP:Iteration 71Q (1793.400000 sec): 3 clusters Score: Raw -4746202.392234 + Penalty 3431.467511 = -4742770.924723 nChanged 3 SP:Iteration 72Q (1793.470000 sec): 3 clusters Score: Raw -4746203.092450 + Penalty 3431.467511 = -4742771.624939 nChanged 2 SP:Iteration 73Q (1793.550000 sec): 3 clusters Score: Raw -4746203.484823 + Penalty 3431.467511 = -4742772.017312 nChanged 0 SP:Iteration 74F (1793.650000 sec): 3 clusters Score: Raw -4746203.484823 + Penalty 3431.467511 = -4742772.017312 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 10 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.670000 sec): 2 clusters Score: Raw -23934.651707 + Penalty 897.886103 = -23036.765605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.670000 sec): 3 clusters Score: Raw -24156.757655 + Penalty 1795.772205 = -22360.985450 nChanged 58 SP:Iteration 1F (1793.670000 sec): 3 clusters Score: Raw -24369.758808 + Penalty 1795.772205 = -22573.986602 nChanged 20 SP:Iteration 2F (1793.670000 sec): 3 clusters Score: Raw -24466.406976 + Penalty 1795.772205 = -22670.634771 nChanged 8 SP:Iteration 3Q (1793.670000 sec): 3 clusters Score: Raw -24535.944312 + Penalty 1795.772205 = -22740.172107 nChanged 7 SP:Iteration 4Q (1793.670000 sec): 3 clusters Score: Raw -24567.291257 + Penalty 1795.772205 = -22771.519052 nChanged 2 SP:Iteration 5Q (1793.670000 sec): 3 clusters Score: Raw -24571.978424 + Penalty 1795.772205 = -22776.206218 nChanged 3 SP:Iteration 6Q (1793.670000 sec): 3 clusters Score: Raw -24620.188038 + Penalty 1795.772205 = -22824.415832 nChanged 2 SP:Iteration 7Q (1793.670000 sec): 3 clusters Score: Raw -24639.360711 + Penalty 1795.772205 = -22843.588506 nChanged 1 SP:Iteration 8Q (1793.680000 sec): 3 clusters Score: Raw -24661.891706 + Penalty 1795.772205 = -22866.119501 nChanged 1 SP:Iteration 9Q (1793.680000 sec): 3 clusters Score: Raw -24664.380802 + Penalty 1795.772205 = -22868.608597 nChanged 1 SP:Iteration 10Q (1793.680000 sec): 3 clusters Score: Raw -24665.296386 + Penalty 1795.772205 = -22869.524180 nChanged 0 SP:Iteration 11F (1793.680000 sec): 3 clusters Score: Raw -24665.296386 + Penalty 1795.772205 = -22869.524180 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 11 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.680000 sec): 2 clusters Score: Raw -44316.849866 + Penalty 975.631648 = -43341.218217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.680000 sec): 3 clusters Score: Raw -44307.566359 + Penalty 1951.263297 = -42356.303063 nChanged 83 SP:Iteration 1F (1793.690000 sec): 3 clusters Score: Raw -44453.607098 + Penalty 1951.263297 = -42502.343801 nChanged 20 SP:Iteration 2Q (1793.690000 sec): 3 clusters Score: Raw -44511.377192 + Penalty 1951.263297 = -42560.113895 nChanged 15 SP:Iteration 3Q (1793.690000 sec): 3 clusters Score: Raw -44552.581315 + Penalty 1951.263297 = -42601.318019 nChanged 8 SP:Iteration 4Q (1793.690000 sec): 3 clusters Score: Raw -44575.481562 + Penalty 1951.263297 = -42624.218265 nChanged 7 SP:Iteration 5Q (1793.690000 sec): 3 clusters Score: Raw -44591.256593 + Penalty 1951.263297 = -42639.993296 nChanged 6 SP:Iteration 6Q (1793.690000 sec): 3 clusters Score: Raw -44604.019268 + Penalty 1951.263297 = -42652.755971 nChanged 2 SP:Iteration 7Q (1793.690000 sec): 3 clusters Score: Raw -44608.416384 + Penalty 1951.263297 = -42657.153087 nChanged 2 SP:Iteration 8Q (1793.690000 sec): 3 clusters Score: Raw -44611.737634 + Penalty 1951.263297 = -42660.474337 nChanged 3 SP:Iteration 9Q (1793.690000 sec): 3 clusters Score: Raw -44619.400305 + Penalty 1951.263297 = -42668.137008 nChanged 4 SP:Iteration 10Q (1793.690000 sec): 3 clusters Score: Raw -44628.333618 + Penalty 1951.263297 = -42677.070321 nChanged 3 SP:Iteration 11Q (1793.690000 sec): 3 clusters Score: Raw -44636.837236 + Penalty 1951.263297 = -42685.573940 nChanged 4 SP:Iteration 12Q (1793.690000 sec): 3 clusters Score: Raw -44646.003926 + Penalty 1951.263297 = -42694.740629 nChanged 2 SP:Iteration 13Q (1793.700000 sec): 3 clusters Score: Raw -44649.320479 + Penalty 1951.263297 = -42698.057183 nChanged 1 SP:Iteration 14Q (1793.700000 sec): 3 clusters Score: Raw -44650.868561 + Penalty 1951.263297 = -42699.605264 nChanged 1 SP:Iteration 15Q (1793.700000 sec): 3 clusters Score: Raw -44652.770108 + Penalty 1951.263297 = -42701.506811 nChanged 1 SP:Iteration 16Q (1793.700000 sec): 3 clusters Score: Raw -44655.380065 + Penalty 1951.263297 = -42704.116768 nChanged 3 SP:Iteration 17Q (1793.700000 sec): 3 clusters Score: Raw -44665.286749 + Penalty 1951.263297 = -42714.023453 nChanged 4 SP:Iteration 18Q (1793.700000 sec): 3 clusters Score: Raw -44687.167762 + Penalty 1951.263297 = -42735.904466 nChanged 8 SP:Iteration 19Q (1793.700000 sec): 3 clusters Score: Raw -44771.923965 + Penalty 1951.263297 = -42820.660668 nChanged 12 SP:Iteration 20F (1793.700000 sec): 3 clusters Score: Raw -44844.480988 + Penalty 1951.263297 = -42893.217692 nChanged 12 SP:Iteration 21Q (1793.710000 sec): 3 clusters Score: Raw -44896.447310 + Penalty 1951.263297 = -42945.184013 nChanged 8 SP:Iteration 22Q (1793.710000 sec): 3 clusters Score: Raw -44927.080802 + Penalty 1951.263297 = -42975.817505 nChanged 9 SP:Iteration 23Q (1793.710000 sec): 3 clusters Score: Raw -44962.594984 + Penalty 1951.263297 = -43011.331687 nChanged 5 SP:Iteration 24Q (1793.710000 sec): 3 clusters Score: Raw -44983.185941 + Penalty 1951.263297 = -43031.922645 nChanged 4 SP:Iteration 25Q (1793.710000 sec): 3 clusters Score: Raw -45000.974590 + Penalty 1951.263297 = -43049.711293 nChanged 4 SP:Iteration 26Q (1793.710000 sec): 3 clusters Score: Raw -45015.054305 + Penalty 1951.263297 = -43063.791009 nChanged 4 SP:Iteration 27Q (1793.710000 sec): 3 clusters Score: Raw -45020.160295 + Penalty 1951.263297 = -43068.896999 nChanged 1 SP:Iteration 28Q (1793.710000 sec): 3 clusters Score: Raw -45023.355926 + Penalty 1951.263297 = -43072.092629 nChanged 1 SP:Iteration 29Q (1793.710000 sec): 3 clusters Score: Raw -45030.491427 + Penalty 1951.263297 = -43079.228130 nChanged 4 SP:Iteration 30Q (1793.710000 sec): 3 clusters Score: Raw -45042.490318 + Penalty 1951.263297 = -43091.227021 nChanged 3 SP:Iteration 31Q (1793.710000 sec): 3 clusters Score: Raw -45048.503853 + Penalty 1951.263297 = -43097.240557 nChanged 0 SP:Iteration 32F (1793.710000 sec): 3 clusters Score: Raw -45048.503853 + Penalty 1951.263297 = -43097.240557 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (16284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.770000 sec): 2 clusters Score: Raw -1880576.490174 + Penalty 1575.914975 = -1879000.575199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.810000 sec): 3 clusters Score: Raw -1870881.787688 + Penalty 3151.829951 = -1867729.957737 nChanged 7355 SP:Iteration 1F (1793.860000 sec): 3 clusters Score: Raw -1874903.309685 + Penalty 3151.829951 = -1871751.479734 nChanged 789 SP:Iteration 2Q (1793.910000 sec): 3 clusters Score: Raw -1875166.756873 + Penalty 3151.829951 = -1872014.926922 nChanged 700 SP:Iteration 3Q (1793.950000 sec): 3 clusters Score: Raw -1875396.316818 + Penalty 3151.829951 = -1872244.486867 nChanged 619 SP:Iteration 4Q (1793.990000 sec): 3 clusters Score: Raw -1875602.184107 + Penalty 3151.829951 = -1872450.354156 nChanged 653 SP:Iteration 5Q (1794.040000 sec): 3 clusters Score: Raw -1875837.976672 + Penalty 3151.829951 = -1872686.146721 nChanged 661 SP:Iteration 6Q (1794.080000 sec): 3 clusters Score: Raw -1876100.519842 + Penalty 3151.829951 = -1872948.689891 nChanged 721 SP:Iteration 7Q (1794.130000 sec): 3 clusters Score: Raw -1876471.296357 + Penalty 3151.829951 = -1873319.466407 nChanged 879 SP:Iteration 8F (1794.170000 sec): 3 clusters Score: Raw -1877037.839782 + Penalty 3151.829951 = -1873886.009831 nChanged 975 SP:Iteration 9F (1794.210000 sec): 3 clusters Score: Raw -1877774.528298 + Penalty 3151.829951 = -1874622.698347 nChanged 995 SP:Iteration 10F (1794.250000 sec): 3 clusters Score: Raw -1878563.582344 + Penalty 3151.829951 = -1875411.752393 nChanged 832 SP:Iteration 11F (1794.300000 sec): 3 clusters Score: Raw -1879259.237397 + Penalty 3151.829951 = -1876107.407446 nChanged 628 SP:Iteration 12Q (1794.340000 sec): 3 clusters Score: Raw -1879786.021670 + Penalty 3151.829951 = -1876634.191720 nChanged 501 SP:Iteration 13Q (1794.380000 sec): 3 clusters Score: Raw -1880173.138047 + Penalty 3151.829951 = -1877021.308097 nChanged 377 SP:Iteration 14Q (1794.420000 sec): 3 clusters Score: Raw -1880436.793351 + Penalty 3151.829951 = -1877284.963400 nChanged 286 SP:Iteration 15Q (1794.460000 sec): 3 clusters Score: Raw -1880626.871108 + Penalty 3151.829951 = -1877475.041157 nChanged 212 SP:Iteration 16Q (1794.490000 sec): 3 clusters Score: Raw -1880806.688400 + Penalty 3151.829951 = -1877654.858449 nChanged 196 SP:Iteration 17Q (1794.530000 sec): 3 clusters Score: Raw -1881022.290994 + Penalty 3151.829951 = -1877870.461044 nChanged 151 SP:Iteration 18Q (1794.570000 sec): 3 clusters Score: Raw -1881183.062148 + Penalty 3151.829951 = -1878031.232197 nChanged 132 SP:Iteration 19Q (1794.600000 sec): 3 clusters Score: Raw -1881277.902327 + Penalty 3151.829951 = -1878126.072376 nChanged 94 SP:Iteration 20F (1794.650000 sec): 3 clusters Score: Raw -1881337.560569 + Penalty 3151.829951 = -1878185.730619 nChanged 94 SP:Iteration 21Q (1794.680000 sec): 3 clusters Score: Raw -1881386.328068 + Penalty 3151.829951 = -1878234.498117 nChanged 77 SP:Iteration 22Q (1794.710000 sec): 3 clusters Score: Raw -1881422.602755 + Penalty 3151.829951 = -1878270.772804 nChanged 66 SP:Iteration 23Q (1794.750000 sec): 3 clusters Score: Raw -1881444.606513 + Penalty 3151.829951 = -1878292.776563 nChanged 49 SP:Iteration 24Q (1794.780000 sec): 3 clusters Score: Raw -1881456.781929 + Penalty 3151.829951 = -1878304.951979 nChanged 35 SP:Iteration 25Q (1794.810000 sec): 3 clusters Score: Raw -1881463.858992 + Penalty 3151.829951 = -1878312.029041 nChanged 20 SP:Iteration 26Q (1794.850000 sec): 3 clusters Score: Raw -1881467.091216 + Penalty 3151.829951 = -1878315.261265 nChanged 12 SP:Iteration 27Q (1794.880000 sec): 3 clusters Score: Raw -1881468.578023 + Penalty 3151.829951 = -1878316.748072 nChanged 11 SP:Iteration 28Q (1794.910000 sec): 3 clusters Score: Raw -1881470.153727 + Penalty 3151.829951 = -1878318.323776 nChanged 8 SP:Iteration 29Q (1794.950000 sec): 3 clusters Score: Raw -1881471.102218 + Penalty 3151.829951 = -1878319.272267 nChanged 5 SP:Iteration 30Q (1794.980000 sec): 3 clusters Score: Raw -1881471.641974 + Penalty 3151.829951 = -1878319.812024 nChanged 4 SP:Iteration 31Q (1795.010000 sec): 3 clusters Score: Raw -1881472.336601 + Penalty 3151.829951 = -1878320.506650 nChanged 4 SP:Iteration 32Q (1795.050000 sec): 3 clusters Score: Raw -1881473.754453 + Penalty 3151.829951 = -1878321.924502 nChanged 5 SP:Iteration 33Q (1795.090000 sec): 3 clusters Score: Raw -1881474.745591 + Penalty 3151.829951 = -1878322.915640 nChanged 2 SP:Iteration 34Q (1795.120000 sec): 3 clusters Score: Raw -1881474.978088 + Penalty 3151.829951 = -1878323.148138 nChanged 1 SP:Iteration 35Q (1795.160000 sec): 3 clusters Score: Raw -1881475.074226 + Penalty 3151.829951 = -1878323.244275 nChanged 0 SP:Iteration 36F (1795.200000 sec): 3 clusters Score: Raw -1881475.074226 + Penalty 3151.829951 = -1878323.244275 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 13 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.210000 sec): 2 clusters Score: Raw -47654.701845 + Penalty 991.301830 = -46663.400015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1795.210000 sec): 3 clusters Score: Raw -47612.881418 + Penalty 1982.603659 = -45630.277759 nChanged 101 SP:Iteration 1F (1795.210000 sec): 3 clusters Score: Raw -47846.488275 + Penalty 1982.603659 = -45863.884616 nChanged 36 SP:Iteration 2F (1795.210000 sec): 3 clusters Score: Raw -47919.367765 + Penalty 1982.603659 = -45936.764105 nChanged 12 SP:Iteration 3Q (1795.210000 sec): 3 clusters Score: Raw -47942.120411 + Penalty 1982.603659 = -45959.516752 nChanged 9 SP:Iteration 4Q (1795.220000 sec): 3 clusters Score: Raw -47963.071136 + Penalty 1982.603659 = -45980.467476 nChanged 5 SP:Iteration 5Q (1795.220000 sec): 3 clusters Score: Raw -47968.769426 + Penalty 1982.603659 = -45986.165767 nChanged 3 SP:Iteration 6Q (1795.220000 sec): 3 clusters Score: Raw -47973.970075 + Penalty 1982.603659 = -45991.366416 nChanged 3 SP:Iteration 7Q (1795.220000 sec): 3 clusters Score: Raw -47979.304253 + Penalty 1982.603659 = -45996.700594 nChanged 2 SP:Iteration 8Q (1795.220000 sec): 3 clusters Score: Raw -47983.245906 + Penalty 1982.603659 = -46000.642246 nChanged 3 SP:Iteration 9Q (1795.220000 sec): 3 clusters Score: Raw -47991.610886 + Penalty 1982.603659 = -46009.007226 nChanged 1 SP:Iteration 10Q (1795.220000 sec): 3 clusters Score: Raw -47992.360572 + Penalty 1982.603659 = -46009.756913 nChanged 1 SP:Iteration 11Q (1795.230000 sec): 3 clusters Score: Raw -47993.191822 + Penalty 1982.603659 = -46010.588163 nChanged 1 SP:Iteration 12Q (1795.230000 sec): 3 clusters Score: Raw -47995.459538 + Penalty 1982.603659 = -46012.855879 nChanged 1 SP:Iteration 13Q (1795.230000 sec): 3 clusters Score: Raw -47996.151738 + Penalty 1982.603659 = -46013.548079 nChanged 0 SP:Iteration 14F (1795.230000 sec): 3 clusters Score: Raw -47996.151738 + Penalty 1982.603659 = -46013.548079 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 14 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.230000 sec): 2 clusters Score: Raw -22139.444287 + Penalty 871.971102 = -21267.473184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1795.230000 sec): 3 clusters Score: Raw -22257.856517 + Penalty 1743.942205 = -20513.914312 nChanged 35 SP:Iteration 1F (1795.230000 sec): 3 clusters Score: Raw -22401.387277 + Penalty 1743.942205 = -20657.445072 nChanged 8 SP:Iteration 2Q (1795.230000 sec): 3 clusters Score: Raw -22438.312490 + Penalty 1743.942205 = -20694.370285 nChanged 1 SP:Iteration 3Q (1795.230000 sec): 3 clusters Score: Raw -22441.619447 + Penalty 1743.942205 = -20697.677242 nChanged 1 SP:Iteration 4Q (1795.230000 sec): 3 clusters Score: Raw -22459.280175 + Penalty 1743.942205 = -20715.337970 nChanged 1 SP:Iteration 5Q (1795.230000 sec): 3 clusters Score: Raw -22482.756580 + Penalty 1743.942205 = -20738.814375 nChanged 1 SP:Iteration 6Q (1795.230000 sec): 3 clusters Score: Raw -22486.664772 + Penalty 1743.942205 = -20742.722567 nChanged 0 SP:Iteration 7F (1795.230000 sec): 3 clusters Score: Raw -22486.664772 + Penalty 1743.942205 = -20742.722567 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 15 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1795.240000 sec): 2 clusters Score: Raw -120728.014047 + Penalty 1138.293323 = -119589.720724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1795.240000 sec): 3 clusters Score: Raw -120376.262656 + Penalty 2276.586647 = -118099.676009 nChanged 350 SP:Iteration 1F (1795.250000 sec): 3 clusters Score: Raw -120770.959320 + Penalty 2276.586647 = -118494.372673 nChanged 108 SP:Iteration 2F (1795.250000 sec): 3 clusters Score: Raw -121024.828064 + Penalty 2276.586647 = -118748.241418 nChanged 109 SP:Iteration 3F (1795.250000 sec): 3 clusters Score: Raw -121291.238284 + Penalty 2276.586647 = -119014.651637 nChanged 87 SP:Iteration 4F (1795.250000 sec): 3 clusters Score: Raw -121626.691477 + Penalty 2276.586647 = -119350.104830 nChanged 62 SP:Iteration 5F (1795.260000 sec): 3 clusters Score: Raw -121826.462939 + Penalty 2276.586647 = -119549.876292 nChanged 40 SP:Iteration 6Q (1795.260000 sec): 3 clusters Score: Raw -121919.719588 + Penalty 2276.586647 = -119643.132941 nChanged 27 SP:Iteration 7Q (1795.260000 sec): 3 clusters Score: Raw -121975.911988 + Penalty 2276.586647 = -119699.325342 nChanged 10 SP:Iteration 8Q (1795.270000 sec): 3 clusters Score: Raw -121995.709277 + Penalty 2276.586647 = -119719.122630 nChanged 3 SP:Iteration 9Q (1795.270000 sec): 3 clusters Score: Raw -122009.151234 + Penalty 2276.586647 = -119732.564587 nChanged 3 SP:Iteration 10Q (1795.270000 sec): 3 clusters Score: Raw -122015.848850 + Penalty 2276.586647 = -119739.262203 nChanged 0 SP:Iteration 11F (1795.270000 sec): 3 clusters Score: Raw -122015.848850 + Penalty 2276.586647 = -119739.262203 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 8.12 GB. Trying to split cluster 16 (814558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1797.480000 sec): 2 clusters Score: Raw -96954666.771783 + Penalty 2211.690148 = -96952455.081635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.800000 sec): 3 clusters Score: Raw -96401392.421981 + Penalty 4423.380297 = -96396969.041684 nChanged 401445 SP:Iteration 1F (1802.050000 sec): 3 clusters Score: Raw -96645478.356456 + Penalty 4423.380297 = -96641054.976159 nChanged 17850 SP:Iteration 2Q (1804.430000 sec): 3 clusters Score: Raw -96648644.490943 + Penalty 4423.380297 = -96644221.110646 nChanged 20386 SP:Iteration 3Q (1806.780000 sec): 3 clusters Score: Raw -96653094.714837 + Penalty 4423.380297 = -96648671.334540 nChanged 24216 SP:Iteration 4Q (1809.130000 sec): 3 clusters Score: Raw -96659986.526509 + Penalty 4423.380297 = -96655563.146212 nChanged 29971 SP:Iteration 5Q (1811.500000 sec): 3 clusters Score: Raw -96671401.794684 + Penalty 4423.380297 = -96666978.414387 nChanged 37856 SP:Iteration 6Q (1813.860000 sec): 3 clusters Score: Raw -96691386.444886 + Penalty 4423.380297 = -96686963.064589 nChanged 47456 SP:Iteration 7F (1816.150000 sec): 3 clusters Score: Raw -96724861.925129 + Penalty 4423.380297 = -96720438.544832 nChanged 55240 SP:Iteration 8F (1818.420000 sec): 3 clusters Score: Raw -96767864.089513 + Penalty 4423.380297 = -96763440.709216 nChanged 51484 SP:Iteration 9F (1820.690000 sec): 3 clusters Score: Raw -96797412.042269 + Penalty 4423.380297 = -96792988.661972 nChanged 33690 SP:Iteration 10Q (1823.010000 sec): 3 clusters Score: Raw -96806631.708213 + Penalty 4423.380297 = -96802208.327916 nChanged 16133 SP:Iteration 11Q (1825.320000 sec): 3 clusters Score: Raw -96808559.842044 + Penalty 4423.380297 = -96804136.461747 nChanged 7346 SP:Iteration 12Q (1827.560000 sec): 3 clusters Score: Raw -96809081.633400 + Penalty 4423.380297 = -96804658.253103 nChanged 4346 SP:Iteration 13Q (1829.850000 sec): 3 clusters Score: Raw -96809384.072148 + Penalty 4423.380297 = -96804960.691851 nChanged 3613 SP:Iteration 14Q (1832.110000 sec): 3 clusters Score: Raw -96809653.824035 + Penalty 4423.380297 = -96805230.443738 nChanged 3523 SP:Iteration 15Q (1834.390000 sec): 3 clusters Score: Raw -96809922.294215 + Penalty 4423.380297 = -96805498.913918 nChanged 3479 SP:Iteration 16Q (1836.650000 sec): 3 clusters Score: Raw -96810194.025717 + Penalty 4423.380297 = -96805770.645420 nChanged 3571 SP:Iteration 17Q (1838.960000 sec): 3 clusters Score: Raw -96810468.074964 + Penalty 4423.380297 = -96806044.694667 nChanged 3552 SP:Iteration 18Q (1841.210000 sec): 3 clusters Score: Raw -96810747.350079 + Penalty 4423.380297 = -96806323.969782 nChanged 3594 SP:Iteration 19Q (1843.480000 sec): 3 clusters Score: Raw -96811037.497661 + Penalty 4423.380297 = -96806614.117364 nChanged 3679 SP:Iteration 20F (1845.760000 sec): 3 clusters Score: Raw -96811333.559095 + Penalty 4423.380297 = -96806910.178798 nChanged 3678 SP:Iteration 21Q (1848.080000 sec): 3 clusters Score: Raw -96811645.353587 + Penalty 4423.380297 = -96807221.973290 nChanged 3840 SP:Iteration 22Q (1850.410000 sec): 3 clusters Score: Raw -96811975.530556 + Penalty 4423.380297 = -96807552.150259 nChanged 3934 SP:Iteration 23Q (1852.740000 sec): 3 clusters Score: Raw -96812324.259025 + Penalty 4423.380297 = -96807900.878728 nChanged 3992 SP:Iteration 24Q (1855.030000 sec): 3 clusters Score: Raw -96812681.532385 + Penalty 4423.380297 = -96808258.152088 nChanged 4024 SP:Iteration 25Q (1857.330000 sec): 3 clusters Score: Raw -96813043.247484 + Penalty 4423.380297 = -96808619.867187 nChanged 4133 SP:Iteration 26Q (1859.610000 sec): 3 clusters Score: Raw -96813432.104972 + Penalty 4423.380297 = -96809008.724675 nChanged 4331 SP:Iteration 27Q (1861.870000 sec): 3 clusters Score: Raw -96813845.034598 + Penalty 4423.380297 = -96809421.654301 nChanged 4361 SP:Iteration 28Q (1864.170000 sec): 3 clusters Score: Raw -96814284.894675 + Penalty 4423.380297 = -96809861.514378 nChanged 4475 SP:Iteration 29Q (1866.490000 sec): 3 clusters Score: Raw -96814748.164676 + Penalty 4423.380297 = -96810324.784379 nChanged 4575 SP:Iteration 30Q (1868.800000 sec): 3 clusters Score: Raw -96815228.640593 + Penalty 4423.380297 = -96810805.260296 nChanged 4685 SP:Iteration 31Q (1871.110000 sec): 3 clusters Score: Raw -96815728.785862 + Penalty 4423.380297 = -96811305.405565 nChanged 4733 SP:Iteration 32Q (1873.440000 sec): 3 clusters Score: Raw -96816243.686014 + Penalty 4423.380297 = -96811820.305717 nChanged 4843 SP:Iteration 33Q (1875.760000 sec): 3 clusters Score: Raw -96816782.130406 + Penalty 4423.380297 = -96812358.750109 nChanged 4900 SP:Iteration 34Q (1878.120000 sec): 3 clusters Score: Raw -96817323.149597 + Penalty 4423.380297 = -96812899.769300 nChanged 4936 SP:Iteration 35Q (1880.420000 sec): 3 clusters Score: Raw -96817887.985699 + Penalty 4423.380297 = -96813464.605402 nChanged 5109 SP:Iteration 36Q (1882.760000 sec): 3 clusters Score: Raw -96818479.270138 + Penalty 4423.380297 = -96814055.889841 nChanged 5199 SP:Iteration 37Q (1885.080000 sec): 3 clusters Score: Raw -96819085.802106 + Penalty 4423.380297 = -96814662.421809 nChanged 5112 SP:Iteration 38Q (1887.380000 sec): 3 clusters Score: Raw -96819669.857460 + Penalty 4423.380297 = -96815246.477163 nChanged 5059 SP:Iteration 39Q (1889.680000 sec): 3 clusters Score: Raw -96820271.782495 + Penalty 4423.380297 = -96815848.402198 nChanged 5137 SP:Iteration 40F (1891.990000 sec): 3 clusters Score: Raw -96820878.306217 + Penalty 4423.380297 = -96816454.925920 nChanged 5137 SP:Iteration 41Q (1894.280000 sec): 3 clusters Score: Raw -96821494.563608 + Penalty 4423.380297 = -96817071.183311 nChanged 5208 SP:Iteration 42Q (1896.550000 sec): 3 clusters Score: Raw -96822123.218849 + Penalty 4423.380297 = -96817699.838553 nChanged 5205 SP:Iteration 43Q (1898.880000 sec): 3 clusters Score: Raw -96822741.365568 + Penalty 4423.380297 = -96818317.985271 nChanged 5224 SP:Iteration 44Q (1901.180000 sec): 3 clusters Score: Raw -96823374.347777 + Penalty 4423.380297 = -96818950.967480 nChanged 5223 SP:Iteration 45Q (1903.490000 sec): 3 clusters Score: Raw -96824007.031999 + Penalty 4423.380297 = -96819583.651702 nChanged 5337 SP:Iteration 46Q (1905.790000 sec): 3 clusters Score: Raw -96824631.367169 + Penalty 4423.380297 = -96820207.986872 nChanged 5152 SP:Iteration 47Q (1908.090000 sec): 3 clusters Score: Raw -96825233.937190 + Penalty 4423.380297 = -96820810.556893 nChanged 5047 SP:Iteration 48Q (1910.390000 sec): 3 clusters Score: Raw -96825800.074193 + Penalty 4423.380297 = -96821376.693896 nChanged 4912 SP:Iteration 49Q (1912.670000 sec): 3 clusters Score: Raw -96826352.429985 + Penalty 4423.380297 = -96821929.049688 nChanged 4837 SP:Iteration 50Q (1914.960000 sec): 3 clusters Score: Raw -96826885.437819 + Penalty 4423.380297 = -96822462.057522 nChanged 4752 SP:Iteration 51Q (1917.210000 sec): 3 clusters Score: Raw -96827402.287922 + Penalty 4423.380297 = -96822978.907625 nChanged 4627 SP:Iteration 52Q (1919.490000 sec): 3 clusters Score: Raw -96827903.735936 + Penalty 4423.380297 = -96823480.355639 nChanged 4584 SP:Iteration 53Q (1921.740000 sec): 3 clusters Score: Raw -96828386.429360 + Penalty 4423.380297 = -96823963.049063 nChanged 4534 SP:Iteration 54Q (1924.010000 sec): 3 clusters Score: Raw -96828858.591432 + Penalty 4423.380297 = -96824435.211135 nChanged 4511 SP:Iteration 55Q (1926.290000 sec): 3 clusters Score: Raw -96829311.220440 + Penalty 4423.380297 = -96824887.840144 nChanged 4474 SP:Iteration 56Q (1928.550000 sec): 3 clusters Score: Raw -96829756.877219 + Penalty 4423.380297 = -96825333.496922 nChanged 4407 SP:Iteration 57Q (1930.790000 sec): 3 clusters Score: Raw -96830195.316480 + Penalty 4423.380297 = -96825771.936183 nChanged 4483 SP:Iteration 58Q (1933.070000 sec): 3 clusters Score: Raw -96830635.102605 + Penalty 4423.380297 = -96826211.722308 nChanged 4446 SP:Iteration 59Q (1935.410000 sec): 3 clusters Score: Raw -96831063.880335 + Penalty 4423.380297 = -96826640.500038 nChanged 4560 SP:Iteration 60F (1937.820000 sec): 3 clusters Score: Raw -96831503.157950 + Penalty 4423.380297 = -96827079.777653 nChanged 4696 SP:Iteration 61Q (1940.100000 sec): 3 clusters Score: Raw -96831971.391115 + Penalty 4423.380297 = -96827548.010818 nChanged 4831 SP:Iteration 62Q (1942.380000 sec): 3 clusters Score: Raw -96832464.866972 + Penalty 4423.380297 = -96828041.486675 nChanged 5192 SP:Iteration 63Q (1944.660000 sec): 3 clusters Score: Raw -96833013.261157 + Penalty 4423.380297 = -96828589.880860 nChanged 5508 SP:Iteration 64Q (1946.900000 sec): 3 clusters Score: Raw -96833604.862404 + Penalty 4423.380297 = -96829181.482107 nChanged 5730 SP:Iteration 65Q (1949.080000 sec): 3 clusters Score: Raw -96834229.157548 + Penalty 4423.380297 = -96829805.777251 nChanged 6078 SP:Iteration 66Q (1951.330000 sec): 3 clusters Score: Raw -96834921.223608 + Penalty 4423.380297 = -96830497.843311 nChanged 6511 SP:Iteration 67Q (1953.560000 sec): 3 clusters Score: Raw -96835700.413221 + Penalty 4423.380297 = -96831277.032924 nChanged 7012 SP:Iteration 68Q (1955.770000 sec): 3 clusters Score: Raw -96836601.568619 + Penalty 4423.380297 = -96832178.188322 nChanged 7516 SP:Iteration 69Q (1957.920000 sec): 3 clusters Score: Raw -96837640.503678 + Penalty 4423.380297 = -96833217.123381 nChanged 8065 SP:Iteration 70Q (1960.080000 sec): 3 clusters Score: Raw -96838826.484007 + Penalty 4423.380297 = -96834403.103710 nChanged 8637 SP:Iteration 71Q (1962.240000 sec): 3 clusters Score: Raw -96840218.385162 + Penalty 4423.380297 = -96835795.004865 nChanged 9362 SP:Iteration 72Q (1964.410000 sec): 3 clusters Score: Raw -96841851.038606 + Penalty 4423.380297 = -96837427.658309 nChanged 9950 SP:Iteration 73Q (1966.570000 sec): 3 clusters Score: Raw -96843732.795152 + Penalty 4423.380297 = -96839309.414855 nChanged 10720 SP:Iteration 74Q (1968.780000 sec): 3 clusters Score: Raw -96845978.720198 + Penalty 4423.380297 = -96841555.339901 nChanged 11710 SP:Iteration 75Q (1970.990000 sec): 3 clusters Score: Raw -96848703.628788 + Penalty 4423.380297 = -96844280.248491 nChanged 12562 SP:Iteration 76Q (1973.140000 sec): 3 clusters Score: Raw -96851960.710825 + Penalty 4423.380297 = -96847537.330528 nChanged 13671 SP:Iteration 77Q (1975.260000 sec): 3 clusters Score: Raw -96855927.869000 + Penalty 4423.380297 = -96851504.488703 nChanged 14671 SP:Iteration 78Q (1977.340000 sec): 3 clusters Score: Raw -96860707.719996 + Penalty 4423.380297 = -96856284.339699 nChanged 15641 SP:Iteration 79Q (1979.400000 sec): 3 clusters Score: Raw -96866396.491731 + Penalty 4423.380297 = -96861973.111434 nChanged 16615 SP:Iteration 80F (1981.640000 sec): 3 clusters Score: Raw -96873249.569930 + Penalty 4423.380297 = -96868826.189633 nChanged 17452 SP:Iteration 81Q (1983.640000 sec): 3 clusters Score: Raw -96881247.687275 + Penalty 4423.380297 = -96876824.306978 nChanged 17671 SP:Iteration 82Q (1985.640000 sec): 3 clusters Score: Raw -96890345.918382 + Penalty 4423.380297 = -96885922.538085 nChanged 17805 SP:Iteration 83Q (1987.530000 sec): 3 clusters Score: Raw -96900539.783754 + Penalty 4423.380297 = -96896116.403457 nChanged 17098 SP:Iteration 84Q (1989.400000 sec): 3 clusters Score: Raw -96911316.889366 + Penalty 4423.380297 = -96906893.509069 nChanged 15776 SP:Iteration 85Q (1991.210000 sec): 3 clusters Score: Raw -96922109.408968 + Penalty 4423.380297 = -96917686.028671 nChanged 13721 SP:Iteration 86Q (1992.970000 sec): 3 clusters Score: Raw -96932244.248615 + Penalty 4423.380297 = -96927820.868318 nChanged 11344 SP:Iteration 87Q (1994.680000 sec): 3 clusters Score: Raw -96941136.821915 + Penalty 4423.380297 = -96936713.441618 nChanged 8199 SP:Iteration 88Q (1996.380000 sec): 3 clusters Score: Raw -96947740.565496 + Penalty 4423.380297 = -96943317.185199 nChanged 4953 SP:Iteration 89Q (1998.020000 sec): 3 clusters Score: Raw -96951684.082723 + Penalty 4423.380297 = -96947260.702426 nChanged 2435 SP:Iteration 90Q (1999.630000 sec): 3 clusters Score: Raw -96953546.521592 + Penalty 4423.380297 = -96949123.141295 nChanged 997 SP:Iteration 91Q (2001.210000 sec): 3 clusters Score: Raw -96954281.311744 + Penalty 4423.380297 = -96949857.931447 nChanged 402 SP:Iteration 92Q (2002.810000 sec): 3 clusters Score: Raw -96954590.776328 + Penalty 4423.380297 = -96950167.396031 nChanged 165 SP:Iteration 93Q (2004.410000 sec): 3 clusters Score: Raw -96954733.914864 + Penalty 4423.380297 = -96950310.534567 nChanged 75 SP:Iteration 94Q (2006.010000 sec): 3 clusters Score: Raw -96954802.166016 + Penalty 4423.380297 = -96950378.785719 nChanged 40 SP:Iteration 95Q (2007.610000 sec): 3 clusters Score: Raw -96954839.261837 + Penalty 4423.380297 = -96950415.881540 nChanged 26 SP:Iteration 96Q (2009.190000 sec): 3 clusters Score: Raw -96954865.003207 + Penalty 4423.380297 = -96950441.622910 nChanged 19 SP:Iteration 97Q (2010.790000 sec): 3 clusters Score: Raw -96954884.494219 + Penalty 4423.380297 = -96950461.113922 nChanged 20 SP:Iteration 98Q (2012.360000 sec): 3 clusters Score: Raw -96954904.962747 + Penalty 4423.380297 = -96950481.582450 nChanged 12 SP:Iteration 99Q (2013.950000 sec): 3 clusters Score: Raw -96954916.678650 + Penalty 4423.380297 = -96950493.298353 nChanged 5 SP:Iteration 100F (2016.220000 sec): 3 clusters Score: Raw -96954921.302475 + Penalty 4423.380297 = -96950497.922178 nChanged 5 SP:Iteration 101Q (2017.810000 sec): 3 clusters Score: Raw -96954926.813638 + Penalty 4423.380297 = -96950503.433341 nChanged 5 SP:Iteration 102Q (2019.390000 sec): 3 clusters Score: Raw -96954930.742055 + Penalty 4423.380297 = -96950507.361758 nChanged 3 SP:Iteration 103Q (2020.960000 sec): 3 clusters Score: Raw -96954932.117686 + Penalty 4423.380297 = -96950508.737389 nChanged 1 SP:Iteration 104Q (2022.540000 sec): 3 clusters Score: Raw -96954932.857541 + Penalty 4423.380297 = -96950509.477244 nChanged 0 SP:Iteration 105F (2024.780000 sec): 3 clusters Score: Raw -96954932.857541 + Penalty 4423.380297 = -96950509.477244 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.120000 sec): 2 clusters Score: Raw -345799.124840 + Penalty 1294.908176 = -344504.216664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.130000 sec): 3 clusters Score: Raw -344435.325073 + Penalty 2589.816353 = -341845.508720 nChanged 1094 SP:Iteration 1F (2025.140000 sec): 3 clusters Score: Raw -345066.732476 + Penalty 2589.816353 = -342476.916124 nChanged 223 SP:Iteration 2F (2025.140000 sec): 3 clusters Score: Raw -345244.487784 + Penalty 2589.816353 = -342654.671432 nChanged 190 SP:Iteration 3F (2025.150000 sec): 3 clusters Score: Raw -345485.540987 + Penalty 2589.816353 = -342895.724634 nChanged 193 SP:Iteration 4F (2025.160000 sec): 3 clusters Score: Raw -345735.192859 + Penalty 2589.816353 = -343145.376506 nChanged 189 SP:Iteration 5F (2025.170000 sec): 3 clusters Score: Raw -345981.523104 + Penalty 2589.816353 = -343391.706751 nChanged 176 SP:Iteration 6F (2025.180000 sec): 3 clusters Score: Raw -346173.642357 + Penalty 2589.816353 = -343583.826004 nChanged 129 SP:Iteration 7Q (2025.180000 sec): 3 clusters Score: Raw -346283.518313 + Penalty 2589.816353 = -343693.701960 nChanged 100 SP:Iteration 8Q (2025.190000 sec): 3 clusters Score: Raw -346350.312750 + Penalty 2589.816353 = -343760.496397 nChanged 63 SP:Iteration 9Q (2025.200000 sec): 3 clusters Score: Raw -346394.457892 + Penalty 2589.816353 = -343804.641539 nChanged 57 SP:Iteration 10Q (2025.200000 sec): 3 clusters Score: Raw -346438.917212 + Penalty 2589.816353 = -343849.100859 nChanged 54 SP:Iteration 11Q (2025.210000 sec): 3 clusters Score: Raw -346469.105904 + Penalty 2589.816353 = -343879.289551 nChanged 43 SP:Iteration 12Q (2025.220000 sec): 3 clusters Score: Raw -346491.336735 + Penalty 2589.816353 = -343901.520382 nChanged 36 SP:Iteration 13Q (2025.220000 sec): 3 clusters Score: Raw -346518.681072 + Penalty 2589.816353 = -343928.864720 nChanged 41 SP:Iteration 14Q (2025.230000 sec): 3 clusters Score: Raw -346547.059758 + Penalty 2589.816353 = -343957.243405 nChanged 36 SP:Iteration 15Q (2025.240000 sec): 3 clusters Score: Raw -346573.835392 + Penalty 2589.816353 = -343984.019040 nChanged 45 SP:Iteration 16Q (2025.250000 sec): 3 clusters Score: Raw -346612.901431 + Penalty 2589.816353 = -344023.085078 nChanged 48 SP:Iteration 17Q (2025.260000 sec): 3 clusters Score: Raw -346645.058191 + Penalty 2589.816353 = -344055.241839 nChanged 39 SP:Iteration 18Q (2025.260000 sec): 3 clusters Score: Raw -346674.395373 + Penalty 2589.816353 = -344084.579020 nChanged 42 SP:Iteration 19Q (2025.270000 sec): 3 clusters Score: Raw -346704.249132 + Penalty 2589.816353 = -344114.432779 nChanged 42 SP:Iteration 20F (2025.280000 sec): 3 clusters Score: Raw -346741.181453 + Penalty 2589.816353 = -344151.365100 nChanged 45 SP:Iteration 21Q (2025.280000 sec): 3 clusters Score: Raw -346786.366938 + Penalty 2589.816353 = -344196.550585 nChanged 44 SP:Iteration 22Q (2025.290000 sec): 3 clusters Score: Raw -346825.495049 + Penalty 2589.816353 = -344235.678696 nChanged 42 SP:Iteration 23Q (2025.300000 sec): 3 clusters Score: Raw -346866.745165 + Penalty 2589.816353 = -344276.928812 nChanged 42 SP:Iteration 24Q (2025.300000 sec): 3 clusters Score: Raw -346902.710631 + Penalty 2589.816353 = -344312.894278 nChanged 36 SP:Iteration 25Q (2025.310000 sec): 3 clusters Score: Raw -346928.038340 + Penalty 2589.816353 = -344338.221987 nChanged 28 SP:Iteration 26Q (2025.320000 sec): 3 clusters Score: Raw -346953.296250 + Penalty 2589.816353 = -344363.479897 nChanged 20 SP:Iteration 27Q (2025.320000 sec): 3 clusters Score: Raw -346966.838149 + Penalty 2589.816353 = -344377.021796 nChanged 13 SP:Iteration 28Q (2025.330000 sec): 3 clusters Score: Raw -346972.807229 + Penalty 2589.816353 = -344382.990877 nChanged 3 SP:Iteration 29Q (2025.330000 sec): 3 clusters Score: Raw -346974.273838 + Penalty 2589.816353 = -344384.457485 nChanged 1 SP:Iteration 30Q (2025.340000 sec): 3 clusters Score: Raw -346974.578256 + Penalty 2589.816353 = -344384.761904 nChanged 2 SP:Iteration 31Q (2025.340000 sec): 3 clusters Score: Raw -346975.115626 + Penalty 2589.816353 = -344385.299273 nChanged 3 SP:Iteration 32Q (2025.350000 sec): 3 clusters Score: Raw -346975.947514 + Penalty 2589.816353 = -344386.131162 nChanged 0 SP:Iteration 33F (2025.360000 sec): 3 clusters Score: Raw -346975.947514 + Penalty 2589.816353 = -344386.131162 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.360000 sec): 2 clusters Score: Raw -48752.605554 + Penalty 994.190795 = -47758.414760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.360000 sec): 3 clusters Score: Raw -48728.489441 + Penalty 1988.381589 = -46740.107852 nChanged 120 SP:Iteration 1F (2025.360000 sec): 3 clusters Score: Raw -48968.737609 + Penalty 1988.381589 = -46980.356019 nChanged 49 SP:Iteration 2F (2025.370000 sec): 3 clusters Score: Raw -49110.325417 + Penalty 1988.381589 = -47121.943828 nChanged 24 SP:Iteration 3F (2025.370000 sec): 3 clusters Score: Raw -49166.528083 + Penalty 1988.381589 = -47178.146494 nChanged 14 SP:Iteration 4Q (2025.370000 sec): 3 clusters Score: Raw -49194.051462 + Penalty 1988.381589 = -47205.669873 nChanged 9 SP:Iteration 5Q (2025.370000 sec): 3 clusters Score: Raw -49215.789937 + Penalty 1988.381589 = -47227.408348 nChanged 6 SP:Iteration 6Q (2025.370000 sec): 3 clusters Score: Raw -49223.572116 + Penalty 1988.381589 = -47235.190526 nChanged 3 SP:Iteration 7Q (2025.370000 sec): 3 clusters Score: Raw -49228.777071 + Penalty 1988.381589 = -47240.395482 nChanged 0 SP:Iteration 8F (2025.370000 sec): 3 clusters Score: Raw -49228.777071 + Penalty 1988.381589 = -47240.395482 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.380000 sec): 2 clusters Score: Raw -109839.690389 + Penalty 1117.225214 = -108722.465175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.380000 sec): 3 clusters Score: Raw -109510.106748 + Penalty 2234.450428 = -107275.656320 nChanged 274 SP:Iteration 1F (2025.380000 sec): 3 clusters Score: Raw -109761.538960 + Penalty 2234.450428 = -107527.088531 nChanged 72 SP:Iteration 2F (2025.380000 sec): 3 clusters Score: Raw -109850.584468 + Penalty 2234.450428 = -107616.134039 nChanged 45 SP:Iteration 3Q (2025.390000 sec): 3 clusters Score: Raw -109907.823120 + Penalty 2234.450428 = -107673.372692 nChanged 33 SP:Iteration 4Q (2025.390000 sec): 3 clusters Score: Raw -109941.774227 + Penalty 2234.450428 = -107707.323798 nChanged 21 SP:Iteration 5Q (2025.390000 sec): 3 clusters Score: Raw -109962.669203 + Penalty 2234.450428 = -107728.218775 nChanged 24 SP:Iteration 6Q (2025.400000 sec): 3 clusters Score: Raw -109995.500041 + Penalty 2234.450428 = -107761.049613 nChanged 21 SP:Iteration 7Q (2025.400000 sec): 3 clusters Score: Raw -110022.883524 + Penalty 2234.450428 = -107788.433095 nChanged 21 SP:Iteration 8Q (2025.400000 sec): 3 clusters Score: Raw -110053.292275 + Penalty 2234.450428 = -107818.841847 nChanged 24 SP:Iteration 9Q (2025.400000 sec): 3 clusters Score: Raw -110080.843574 + Penalty 2234.450428 = -107846.393145 nChanged 23 SP:Iteration 10Q (2025.400000 sec): 3 clusters Score: Raw -110112.004651 + Penalty 2234.450428 = -107877.554222 nChanged 21 SP:Iteration 11Q (2025.410000 sec): 3 clusters Score: Raw -110136.918877 + Penalty 2234.450428 = -107902.468449 nChanged 16 SP:Iteration 12Q (2025.410000 sec): 3 clusters Score: Raw -110156.344183 + Penalty 2234.450428 = -107921.893755 nChanged 15 SP:Iteration 13Q (2025.410000 sec): 3 clusters Score: Raw -110177.822751 + Penalty 2234.450428 = -107943.372323 nChanged 18 SP:Iteration 14Q (2025.420000 sec): 3 clusters Score: Raw -110201.053011 + Penalty 2234.450428 = -107966.602583 nChanged 21 SP:Iteration 15Q (2025.420000 sec): 3 clusters Score: Raw -110235.465260 + Penalty 2234.450428 = -108001.014832 nChanged 24 SP:Iteration 16Q (2025.420000 sec): 3 clusters Score: Raw -110282.181394 + Penalty 2234.450428 = -108047.730965 nChanged 29 SP:Iteration 17Q (2025.420000 sec): 3 clusters Score: Raw -110346.632119 + Penalty 2234.450428 = -108112.181690 nChanged 24 SP:Iteration 18Q (2025.420000 sec): 3 clusters Score: Raw -110404.905585 + Penalty 2234.450428 = -108170.455157 nChanged 20 SP:Iteration 19Q (2025.420000 sec): 3 clusters Score: Raw -110447.133181 + Penalty 2234.450428 = -108212.682752 nChanged 22 SP:Iteration 20F (2025.430000 sec): 3 clusters Score: Raw -110488.804615 + Penalty 2234.450428 = -108254.354187 nChanged 16 SP:Iteration 21Q (2025.430000 sec): 3 clusters Score: Raw -110523.194837 + Penalty 2234.450428 = -108288.744408 nChanged 14 SP:Iteration 22Q (2025.430000 sec): 3 clusters Score: Raw -110546.832318 + Penalty 2234.450428 = -108312.381889 nChanged 10 SP:Iteration 23Q (2025.430000 sec): 3 clusters Score: Raw -110567.397850 + Penalty 2234.450428 = -108332.947422 nChanged 9 SP:Iteration 24Q (2025.440000 sec): 3 clusters Score: Raw -110584.353087 + Penalty 2234.450428 = -108349.902659 nChanged 7 SP:Iteration 25Q (2025.440000 sec): 3 clusters Score: Raw -110595.371819 + Penalty 2234.450428 = -108360.921391 nChanged 9 SP:Iteration 26Q (2025.440000 sec): 3 clusters Score: Raw -110608.477549 + Penalty 2234.450428 = -108374.027121 nChanged 4 SP:Iteration 27Q (2025.440000 sec): 3 clusters Score: Raw -110612.164970 + Penalty 2234.450428 = -108377.714542 nChanged 1 SP:Iteration 28Q (2025.440000 sec): 3 clusters Score: Raw -110612.666756 + Penalty 2234.450428 = -108378.216328 nChanged 1 SP:Iteration 29Q (2025.440000 sec): 3 clusters Score: Raw -110613.129835 + Penalty 2234.450428 = -108378.679407 nChanged 1 SP:Iteration 30Q (2025.450000 sec): 3 clusters Score: Raw -110614.389592 + Penalty 2234.450428 = -108379.939164 nChanged 1 SP:Iteration 31Q (2025.450000 sec): 3 clusters Score: Raw -110618.404001 + Penalty 2234.450428 = -108383.953573 nChanged 4 SP:Iteration 32Q (2025.450000 sec): 3 clusters Score: Raw -110626.576831 + Penalty 2234.450428 = -108392.126403 nChanged 4 SP:Iteration 33Q (2025.450000 sec): 3 clusters Score: Raw -110631.901601 + Penalty 2234.450428 = -108397.451173 nChanged 1 SP:Iteration 34Q (2025.460000 sec): 3 clusters Score: Raw -110633.277466 + Penalty 2234.450428 = -108398.827038 nChanged 1 SP:Iteration 35Q (2025.460000 sec): 3 clusters Score: Raw -110633.691152 + Penalty 2234.450428 = -108399.240724 nChanged 1 SP:Iteration 36Q (2025.460000 sec): 3 clusters Score: Raw -110634.830648 + Penalty 2234.450428 = -108400.380220 nChanged 2 SP:Iteration 37Q (2025.460000 sec): 3 clusters Score: Raw -110636.663576 + Penalty 2234.450428 = -108402.213147 nChanged 1 SP:Iteration 38Q (2025.460000 sec): 3 clusters Score: Raw -110637.840420 + Penalty 2234.450428 = -108403.389991 nChanged 1 SP:Iteration 39Q (2025.460000 sec): 3 clusters Score: Raw -110639.522625 + Penalty 2234.450428 = -108405.072196 nChanged 0 SP:Iteration 40F (2025.470000 sec): 3 clusters Score: Raw -110639.522625 + Penalty 2234.450428 = -108405.072196 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 20 (93992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.730000 sec): 2 clusters Score: Raw -11541802.322810 + Penalty 1860.781805 = -11539941.541005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.000000 sec): 3 clusters Score: Raw -11480552.383397 + Penalty 3721.563609 = -11476830.819788 nChanged 45249 SP:Iteration 1F (2026.270000 sec): 3 clusters Score: Raw -11506584.122785 + Penalty 3721.563609 = -11502862.559176 nChanged 2912 SP:Iteration 2Q (2026.560000 sec): 3 clusters Score: Raw -11507240.512757 + Penalty 3721.563609 = -11503518.949148 nChanged 3080 SP:Iteration 3Q (2026.830000 sec): 3 clusters Score: Raw -11508049.675663 + Penalty 3721.563609 = -11504328.112053 nChanged 3395 SP:Iteration 4Q (2027.100000 sec): 3 clusters Score: Raw -11509171.176963 + Penalty 3721.563609 = -11505449.613354 nChanged 3937 SP:Iteration 5Q (2027.380000 sec): 3 clusters Score: Raw -11510783.728343 + Penalty 3721.563609 = -11507062.164734 nChanged 4657 SP:Iteration 6Q (2027.660000 sec): 3 clusters Score: Raw -11513237.900436 + Penalty 3721.563609 = -11509516.336827 nChanged 5462 SP:Iteration 7F (2027.930000 sec): 3 clusters Score: Raw -11516895.626005 + Penalty 3721.563609 = -11513174.062396 nChanged 6057 SP:Iteration 8F (2028.200000 sec): 3 clusters Score: Raw -11521781.729650 + Penalty 3721.563609 = -11518060.166041 nChanged 6054 SP:Iteration 9F (2028.470000 sec): 3 clusters Score: Raw -11526790.654831 + Penalty 3721.563609 = -11523069.091222 nChanged 5133 SP:Iteration 10F (2028.740000 sec): 3 clusters Score: Raw -11530551.766886 + Penalty 3721.563609 = -11526830.203277 nChanged 3690 SP:Iteration 11Q (2029.000000 sec): 3 clusters Score: Raw -11532523.079229 + Penalty 3721.563609 = -11528801.515620 nChanged 2355 SP:Iteration 12Q (2029.260000 sec): 3 clusters Score: Raw -11533573.894723 + Penalty 3721.563609 = -11529852.331114 nChanged 1763 SP:Iteration 13Q (2029.520000 sec): 3 clusters Score: Raw -11534281.088143 + Penalty 3721.563609 = -11530559.524534 nChanged 1477 SP:Iteration 14Q (2029.770000 sec): 3 clusters Score: Raw -11534826.177190 + Penalty 3721.563609 = -11531104.613581 nChanged 1305 SP:Iteration 15Q (2030.020000 sec): 3 clusters Score: Raw -11535236.882932 + Penalty 3721.563609 = -11531515.319323 nChanged 1140 SP:Iteration 16Q (2030.260000 sec): 3 clusters Score: Raw -11535577.366156 + Penalty 3721.563609 = -11531855.802546 nChanged 1023 SP:Iteration 17Q (2030.510000 sec): 3 clusters Score: Raw -11535870.245430 + Penalty 3721.563609 = -11532148.681820 nChanged 986 SP:Iteration 18Q (2030.740000 sec): 3 clusters Score: Raw -11536141.043671 + Penalty 3721.563609 = -11532419.480061 nChanged 904 SP:Iteration 19Q (2030.990000 sec): 3 clusters Score: Raw -11536375.508224 + Penalty 3721.563609 = -11532653.944615 nChanged 873 SP:Iteration 20F (2031.250000 sec): 3 clusters Score: Raw -11536595.856571 + Penalty 3721.563609 = -11532874.292961 nChanged 844 SP:Iteration 21Q (2031.480000 sec): 3 clusters Score: Raw -11536806.699299 + Penalty 3721.563609 = -11533085.135690 nChanged 822 SP:Iteration 22Q (2031.710000 sec): 3 clusters Score: Raw -11537000.207233 + Penalty 3721.563609 = -11533278.643624 nChanged 808 SP:Iteration 23Q (2031.950000 sec): 3 clusters Score: Raw -11537200.643669 + Penalty 3721.563609 = -11533479.080060 nChanged 865 SP:Iteration 24Q (2032.180000 sec): 3 clusters Score: Raw -11537429.850643 + Penalty 3721.563609 = -11533708.287033 nChanged 825 SP:Iteration 25Q (2032.410000 sec): 3 clusters Score: Raw -11537644.156343 + Penalty 3721.563609 = -11533922.592733 nChanged 865 SP:Iteration 26Q (2032.640000 sec): 3 clusters Score: Raw -11537866.684271 + Penalty 3721.563609 = -11534145.120662 nChanged 844 SP:Iteration 27Q (2032.870000 sec): 3 clusters Score: Raw -11538107.747377 + Penalty 3721.563609 = -11534386.183768 nChanged 829 SP:Iteration 28Q (2033.100000 sec): 3 clusters Score: Raw -11538366.752618 + Penalty 3721.563609 = -11534645.189009 nChanged 847 SP:Iteration 29Q (2033.330000 sec): 3 clusters Score: Raw -11538631.482063 + Penalty 3721.563609 = -11534909.918453 nChanged 805 SP:Iteration 30Q (2033.550000 sec): 3 clusters Score: Raw -11538883.624230 + Penalty 3721.563609 = -11535162.060621 nChanged 781 SP:Iteration 31Q (2033.780000 sec): 3 clusters Score: Raw -11539128.296621 + Penalty 3721.563609 = -11535406.733012 nChanged 759 SP:Iteration 32Q (2034.000000 sec): 3 clusters Score: Raw -11539372.182769 + Penalty 3721.563609 = -11535650.619160 nChanged 740 SP:Iteration 33Q (2034.220000 sec): 3 clusters Score: Raw -11539619.057198 + Penalty 3721.563609 = -11535897.493589 nChanged 722 SP:Iteration 34Q (2034.440000 sec): 3 clusters Score: Raw -11539868.926079 + Penalty 3721.563609 = -11536147.362470 nChanged 714 SP:Iteration 35Q (2034.650000 sec): 3 clusters Score: Raw -11540128.629706 + Penalty 3721.563609 = -11536407.066097 nChanged 668 SP:Iteration 36Q (2034.870000 sec): 3 clusters Score: Raw -11540362.442662 + Penalty 3721.563609 = -11536640.879053 nChanged 580 SP:Iteration 37Q (2035.080000 sec): 3 clusters Score: Raw -11540568.411987 + Penalty 3721.563609 = -11536846.848378 nChanged 527 SP:Iteration 38Q (2035.290000 sec): 3 clusters Score: Raw -11540755.958729 + Penalty 3721.563609 = -11537034.395120 nChanged 480 SP:Iteration 39Q (2035.500000 sec): 3 clusters Score: Raw -11540928.282580 + Penalty 3721.563609 = -11537206.718971 nChanged 431 SP:Iteration 40F (2035.760000 sec): 3 clusters Score: Raw -11541090.379005 + Penalty 3721.563609 = -11537368.815396 nChanged 400 SP:Iteration 41Q (2035.970000 sec): 3 clusters Score: Raw -11541243.227398 + Penalty 3721.563609 = -11537521.663789 nChanged 365 SP:Iteration 42Q (2036.170000 sec): 3 clusters Score: Raw -11541384.532161 + Penalty 3721.563609 = -11537662.968552 nChanged 310 SP:Iteration 43Q (2036.370000 sec): 3 clusters Score: Raw -11541509.989781 + Penalty 3721.563609 = -11537788.426172 nChanged 282 SP:Iteration 44Q (2036.570000 sec): 3 clusters Score: Raw -11541615.393551 + Penalty 3721.563609 = -11537893.829942 nChanged 201 SP:Iteration 45Q (2036.770000 sec): 3 clusters Score: Raw -11541699.748287 + Penalty 3721.563609 = -11537978.184678 nChanged 189 SP:Iteration 46Q (2036.970000 sec): 3 clusters Score: Raw -11541785.293085 + Penalty 3721.563609 = -11538063.729476 nChanged 163 SP:Iteration 47Q (2037.170000 sec): 3 clusters Score: Raw -11541857.498078 + Penalty 3721.563609 = -11538135.934469 nChanged 135 SP:Iteration 48Q (2037.370000 sec): 3 clusters Score: Raw -11541919.856662 + Penalty 3721.563609 = -11538198.293052 nChanged 109 SP:Iteration 49Q (2037.570000 sec): 3 clusters Score: Raw -11541976.398090 + Penalty 3721.563609 = -11538254.834481 nChanged 88 SP:Iteration 50Q (2037.770000 sec): 3 clusters Score: Raw -11542018.661354 + Penalty 3721.563609 = -11538297.097745 nChanged 72 SP:Iteration 51Q (2037.960000 sec): 3 clusters Score: Raw -11542056.712232 + Penalty 3721.563609 = -11538335.148623 nChanged 75 SP:Iteration 52Q (2038.160000 sec): 3 clusters Score: Raw -11542089.650467 + Penalty 3721.563609 = -11538368.086857 nChanged 60 SP:Iteration 53Q (2038.360000 sec): 3 clusters Score: Raw -11542126.871062 + Penalty 3721.563609 = -11538405.307453 nChanged 72 SP:Iteration 54Q (2038.560000 sec): 3 clusters Score: Raw -11542169.176925 + Penalty 3721.563609 = -11538447.613316 nChanged 58 SP:Iteration 55Q (2038.750000 sec): 3 clusters Score: Raw -11542221.147070 + Penalty 3721.563609 = -11538499.583461 nChanged 53 SP:Iteration 56Q (2038.940000 sec): 3 clusters Score: Raw -11542267.748564 + Penalty 3721.563609 = -11538546.184955 nChanged 55 SP:Iteration 57Q (2039.140000 sec): 3 clusters Score: Raw -11542306.953855 + Penalty 3721.563609 = -11538585.390246 nChanged 54 SP:Iteration 58Q (2039.330000 sec): 3 clusters Score: Raw -11542331.558505 + Penalty 3721.563609 = -11538609.994896 nChanged 43 SP:Iteration 59Q (2039.520000 sec): 3 clusters Score: Raw -11542350.792590 + Penalty 3721.563609 = -11538629.228981 nChanged 32 SP:Iteration 60F (2039.770000 sec): 3 clusters Score: Raw -11542363.870495 + Penalty 3721.563609 = -11538642.306886 nChanged 20 SP:Iteration 61Q (2039.960000 sec): 3 clusters Score: Raw -11542372.779436 + Penalty 3721.563609 = -11538651.215827 nChanged 16 SP:Iteration 62Q (2040.150000 sec): 3 clusters Score: Raw -11542378.923806 + Penalty 3721.563609 = -11538657.360197 nChanged 8 SP:Iteration 63Q (2040.330000 sec): 3 clusters Score: Raw -11542380.995667 + Penalty 3721.563609 = -11538659.432058 nChanged 5 SP:Iteration 64Q (2040.520000 sec): 3 clusters Score: Raw -11542382.683613 + Penalty 3721.563609 = -11538661.120004 nChanged 3 SP:Iteration 65Q (2040.710000 sec): 3 clusters Score: Raw -11542383.282713 + Penalty 3721.563609 = -11538661.719104 nChanged 1 SP:Iteration 66Q (2040.900000 sec): 3 clusters Score: Raw -11542383.423787 + Penalty 3721.563609 = -11538661.860178 nChanged 1 SP:Iteration 67Q (2041.120000 sec): 3 clusters Score: Raw -11542383.900946 + Penalty 3721.563609 = -11538662.337337 nChanged 3 SP:Iteration 68Q (2041.320000 sec): 3 clusters Score: Raw -11542385.020693 + Penalty 3721.563609 = -11538663.457084 nChanged 3 SP:Iteration 69Q (2041.500000 sec): 3 clusters Score: Raw -11542386.086541 + Penalty 3721.563609 = -11538664.522932 nChanged 2 SP:Iteration 70Q (2041.690000 sec): 3 clusters Score: Raw -11542386.634349 + Penalty 3721.563609 = -11538665.070740 nChanged 2 SP:Iteration 71Q (2041.880000 sec): 3 clusters Score: Raw -11542386.969659 + Penalty 3721.563609 = -11538665.406050 nChanged 2 SP:Iteration 72Q (2042.070000 sec): 3 clusters Score: Raw -11542387.369085 + Penalty 3721.563609 = -11538665.805475 nChanged 1 SP:Iteration 73Q (2042.260000 sec): 3 clusters Score: Raw -11542387.704544 + Penalty 3721.563609 = -11538666.140934 nChanged 1 SP:Iteration 74Q (2042.450000 sec): 3 clusters Score: Raw -11542388.068929 + Penalty 3721.563609 = -11538666.505320 nChanged 3 SP:Iteration 75Q (2042.650000 sec): 3 clusters Score: Raw -11542388.771514 + Penalty 3721.563609 = -11538667.207905 nChanged 2 SP:Iteration 76Q (2042.840000 sec): 3 clusters Score: Raw -11542389.268537 + Penalty 3721.563609 = -11538667.704928 nChanged 0 SP:Iteration 77F (2043.100000 sec): 3 clusters Score: Raw -11542389.268537 + Penalty 3721.563609 = -11538667.704928 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 21 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.140000 sec): 2 clusters Score: Raw -55426.391742 + Penalty 1010.845903 = -54415.545839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.140000 sec): 3 clusters Score: Raw -55377.332495 + Penalty 2021.691805 = -53355.640690 nChanged 121 SP:Iteration 1F (2043.140000 sec): 3 clusters Score: Raw -55534.717695 + Penalty 2021.691805 = -53513.025890 nChanged 30 SP:Iteration 2F (2043.150000 sec): 3 clusters Score: Raw -55584.176712 + Penalty 2021.691805 = -53562.484907 nChanged 12 SP:Iteration 3Q (2043.150000 sec): 3 clusters Score: Raw -55608.668153 + Penalty 2021.691805 = -53586.976347 nChanged 10 SP:Iteration 4Q (2043.150000 sec): 3 clusters Score: Raw -55637.306977 + Penalty 2021.691805 = -53615.615172 nChanged 8 SP:Iteration 5Q (2043.150000 sec): 3 clusters Score: Raw -55656.374901 + Penalty 2021.691805 = -53634.683096 nChanged 5 SP:Iteration 6Q (2043.150000 sec): 3 clusters Score: Raw -55667.523257 + Penalty 2021.691805 = -53645.831452 nChanged 5 SP:Iteration 7Q (2043.150000 sec): 3 clusters Score: Raw -55678.745733 + Penalty 2021.691805 = -53657.053927 nChanged 5 SP:Iteration 8Q (2043.150000 sec): 3 clusters Score: Raw -55686.398896 + Penalty 2021.691805 = -53664.707091 nChanged 4 SP:Iteration 9Q (2043.160000 sec): 3 clusters Score: Raw -55692.387883 + Penalty 2021.691805 = -53670.696078 nChanged 1 SP:Iteration 10Q (2043.160000 sec): 3 clusters Score: Raw -55693.610980 + Penalty 2021.691805 = -53671.919175 nChanged 2 SP:Iteration 11Q (2043.160000 sec): 3 clusters Score: Raw -55696.481761 + Penalty 2021.691805 = -53674.789956 nChanged 3 SP:Iteration 12Q (2043.160000 sec): 3 clusters Score: Raw -55700.755842 + Penalty 2021.691805 = -53679.064037 nChanged 2 SP:Iteration 13Q (2043.160000 sec): 3 clusters Score: Raw -55702.671697 + Penalty 2021.691805 = -53680.979892 nChanged 0 SP:Iteration 14F (2043.160000 sec): 3 clusters Score: Raw -55702.671697 + Penalty 2021.691805 = -53680.979892 nChanged 0 Iteration 139Q (2050.340000 sec): 23 clusters Score: Raw -132072771.802046 + Penalty 49787.761819 = -132022984.040227 nChanged 35 Deleting Class 15 (138 points): Lose 2135.697383 but Gain 2263.080083 Iteration 140F (2075.200000 sec): 22 clusters Score: Raw -132070652.833513 + Penalty 47524.681737 = -132023128.151776 nChanged 187 Iteration 141Q (2082.170000 sec): 22 clusters Score: Raw -132072030.775991 + Penalty 47524.681737 = -132024506.094254 nChanged 58 Iteration 142Q (2089.290000 sec): 22 clusters Score: Raw -132072084.548940 + Penalty 47524.681737 = -132024559.867204 nChanged 41 Iteration 143Q (2096.400000 sec): 22 clusters Score: Raw -132072092.246204 + Penalty 47524.681737 = -132024567.564467 nChanged 28 Iteration 144Q (2103.460000 sec): 22 clusters Score: Raw -132072094.318884 + Penalty 47524.681737 = -132024569.637147 nChanged 24 Iteration 145Q (2110.480000 sec): 22 clusters Score: Raw -132072094.503810 + Penalty 47524.681737 = -132024569.822074 nChanged 17 Iteration 146Q (2117.500000 sec): 22 clusters Score: Raw -132072094.638580 + Penalty 47524.681737 = -132024569.956843 nChanged 7 Iteration 147Q (2124.620000 sec): 22 clusters Score: Raw -132072094.718119 + Penalty 47524.681737 = -132024570.036382 nChanged 13 Iteration 148Q (2131.730000 sec): 22 clusters Score: Raw -132072094.819884 + Penalty 47524.681737 = -132024570.138147 nChanged 12 Iteration 149Q (2139.000000 sec): 22 clusters Score: Raw -132072094.913074 + Penalty 47524.681737 = -132024570.231337 nChanged 9 Iteration 150Q (2146.160000 sec): 22 clusters Score: Raw -132072094.985237 + Penalty 47524.681737 = -132024570.303501 nChanged 8 Iteration 151Q (2153.230000 sec): 22 clusters Score: Raw -132072095.028147 + Penalty 47524.681737 = -132024570.346411 nChanged 1 Iteration 152Q (2160.250000 sec): 22 clusters Score: Raw -132072095.033756 + Penalty 47524.681737 = -132024570.352020 nChanged 0 Iteration 153F (2184.020000 sec): 22 clusters Score: Raw -132072095.033756 + Penalty 47524.681737 = -132024570.352020 nChanged 0 Compute initial score before splitting: Score: Raw -132072095.033756 + Penalty 47524.681737 = -132024570.352020 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 1 (9318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.100000 sec): 2 clusters Score: Raw -1115839.144833 + Penalty 1485.201785 = -1114353.943048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.120000 sec): 3 clusters Score: Raw -1110653.739806 + Penalty 2970.403570 = -1107683.336236 nChanged 3968 SP:Iteration 1F (2184.150000 sec): 3 clusters Score: Raw -1112717.532161 + Penalty 2970.403570 = -1109747.128591 nChanged 531 SP:Iteration 2F (2184.170000 sec): 3 clusters Score: Raw -1112947.950832 + Penalty 2970.403570 = -1109977.547262 nChanged 448 SP:Iteration 3Q (2184.200000 sec): 3 clusters Score: Raw -1113138.595220 + Penalty 2970.403570 = -1110168.191650 nChanged 415 SP:Iteration 4Q (2184.220000 sec): 3 clusters Score: Raw -1113333.624034 + Penalty 2970.403570 = -1110363.220464 nChanged 397 SP:Iteration 5Q (2184.250000 sec): 3 clusters Score: Raw -1113524.291063 + Penalty 2970.403570 = -1110553.887493 nChanged 340 SP:Iteration 6Q (2184.270000 sec): 3 clusters Score: Raw -1113700.706414 + Penalty 2970.403570 = -1110730.302844 nChanged 358 SP:Iteration 7Q (2184.300000 sec): 3 clusters Score: Raw -1113900.489250 + Penalty 2970.403570 = -1110930.085680 nChanged 367 SP:Iteration 8Q (2184.320000 sec): 3 clusters Score: Raw -1114091.856681 + Penalty 2970.403570 = -1111121.453111 nChanged 363 SP:Iteration 9Q (2184.350000 sec): 3 clusters Score: Raw -1114322.618847 + Penalty 2970.403570 = -1111352.215277 nChanged 367 SP:Iteration 10Q (2184.370000 sec): 3 clusters Score: Raw -1114543.478224 + Penalty 2970.403570 = -1111573.074654 nChanged 346 SP:Iteration 11Q (2184.390000 sec): 3 clusters Score: Raw -1114752.390883 + Penalty 2970.403570 = -1111781.987313 nChanged 350 SP:Iteration 12Q (2184.420000 sec): 3 clusters Score: Raw -1114963.129047 + Penalty 2970.403570 = -1111992.725477 nChanged 328 SP:Iteration 13Q (2184.440000 sec): 3 clusters Score: Raw -1115134.594776 + Penalty 2970.403570 = -1112164.191206 nChanged 280 SP:Iteration 14Q (2184.460000 sec): 3 clusters Score: Raw -1115270.734675 + Penalty 2970.403570 = -1112300.331105 nChanged 258 SP:Iteration 15Q (2184.490000 sec): 3 clusters Score: Raw -1115394.696729 + Penalty 2970.403570 = -1112424.293159 nChanged 214 SP:Iteration 16Q (2184.510000 sec): 3 clusters Score: Raw -1115489.656851 + Penalty 2970.403570 = -1112519.253281 nChanged 180 SP:Iteration 17Q (2184.540000 sec): 3 clusters Score: Raw -1115563.474836 + Penalty 2970.403570 = -1112593.071266 nChanged 154 SP:Iteration 18Q (2184.570000 sec): 3 clusters Score: Raw -1115621.900653 + Penalty 2970.403570 = -1112651.497083 nChanged 133 SP:Iteration 19Q (2184.590000 sec): 3 clusters Score: Raw -1115664.594050 + Penalty 2970.403570 = -1112694.190480 nChanged 88 SP:Iteration 20F (2184.610000 sec): 3 clusters Score: Raw -1115687.900700 + Penalty 2970.403570 = -1112717.497130 nChanged 68 SP:Iteration 21Q (2184.640000 sec): 3 clusters Score: Raw -1115706.173007 + Penalty 2970.403570 = -1112735.769437 nChanged 65 SP:Iteration 22Q (2184.660000 sec): 3 clusters Score: Raw -1115725.037057 + Penalty 2970.403570 = -1112754.633487 nChanged 89 SP:Iteration 23Q (2184.680000 sec): 3 clusters Score: Raw -1115752.462325 + Penalty 2970.403570 = -1112782.058755 nChanged 70 SP:Iteration 24Q (2184.710000 sec): 3 clusters Score: Raw -1115769.409213 + Penalty 2970.403570 = -1112799.005643 nChanged 62 SP:Iteration 25Q (2184.730000 sec): 3 clusters Score: Raw -1115781.025250 + Penalty 2970.403570 = -1112810.621679 nChanged 42 SP:Iteration 26Q (2184.750000 sec): 3 clusters Score: Raw -1115789.942036 + Penalty 2970.403570 = -1112819.538466 nChanged 48 SP:Iteration 27Q (2184.770000 sec): 3 clusters Score: Raw -1115800.187829 + Penalty 2970.403570 = -1112829.784259 nChanged 41 SP:Iteration 28Q (2184.800000 sec): 3 clusters Score: Raw -1115809.442268 + Penalty 2970.403570 = -1112839.038698 nChanged 36 SP:Iteration 29Q (2184.820000 sec): 3 clusters Score: Raw -1115816.560673 + Penalty 2970.403570 = -1112846.157103 nChanged 31 SP:Iteration 30Q (2184.840000 sec): 3 clusters Score: Raw -1115821.824792 + Penalty 2970.403570 = -1112851.421222 nChanged 23 SP:Iteration 31Q (2184.870000 sec): 3 clusters Score: Raw -1115825.586756 + Penalty 2970.403570 = -1112855.183186 nChanged 28 SP:Iteration 32Q (2184.890000 sec): 3 clusters Score: Raw -1115829.743067 + Penalty 2970.403570 = -1112859.339497 nChanged 15 SP:Iteration 33Q (2184.910000 sec): 3 clusters Score: Raw -1115831.576689 + Penalty 2970.403570 = -1112861.173119 nChanged 18 SP:Iteration 34Q (2184.930000 sec): 3 clusters Score: Raw -1115835.574709 + Penalty 2970.403570 = -1112865.171138 nChanged 28 SP:Iteration 35Q (2184.960000 sec): 3 clusters Score: Raw -1115841.129492 + Penalty 2970.403570 = -1112870.725922 nChanged 21 SP:Iteration 36Q (2184.980000 sec): 3 clusters Score: Raw -1115844.728909 + Penalty 2970.403570 = -1112874.325339 nChanged 16 SP:Iteration 37Q (2185.000000 sec): 3 clusters Score: Raw -1115846.488084 + Penalty 2970.403570 = -1112876.084514 nChanged 9 SP:Iteration 38Q (2185.020000 sec): 3 clusters Score: Raw -1115848.544594 + Penalty 2970.403570 = -1112878.141024 nChanged 12 SP:Iteration 39Q (2185.050000 sec): 3 clusters Score: Raw -1115850.290366 + Penalty 2970.403570 = -1112879.886796 nChanged 7 SP:Iteration 40F (2185.070000 sec): 3 clusters Score: Raw -1115851.113258 + Penalty 2970.403570 = -1112880.709688 nChanged 3 SP:Iteration 41Q (2185.090000 sec): 3 clusters Score: Raw -1115851.453533 + Penalty 2970.403570 = -1112881.049963 nChanged 4 SP:Iteration 42Q (2185.120000 sec): 3 clusters Score: Raw -1115851.787764 + Penalty 2970.403570 = -1112881.384194 nChanged 5 SP:Iteration 43Q (2185.140000 sec): 3 clusters Score: Raw -1115852.486480 + Penalty 2970.403570 = -1112882.082910 nChanged 6 SP:Iteration 44Q (2185.160000 sec): 3 clusters Score: Raw -1115853.058967 + Penalty 2970.403570 = -1112882.655397 nChanged 5 SP:Iteration 45Q (2185.180000 sec): 3 clusters Score: Raw -1115853.819042 + Penalty 2970.403570 = -1112883.415472 nChanged 7 SP:Iteration 46Q (2185.210000 sec): 3 clusters Score: Raw -1115854.575218 + Penalty 2970.403570 = -1112884.171648 nChanged 8 SP:Iteration 47Q (2185.240000 sec): 3 clusters Score: Raw -1115856.078895 + Penalty 2970.403570 = -1112885.675325 nChanged 8 SP:Iteration 48Q (2185.260000 sec): 3 clusters Score: Raw -1115857.160915 + Penalty 2970.403570 = -1112886.757345 nChanged 8 SP:Iteration 49Q (2185.280000 sec): 3 clusters Score: Raw -1115858.312784 + Penalty 2970.403570 = -1112887.909214 nChanged 6 SP:Iteration 50Q (2185.300000 sec): 3 clusters Score: Raw -1115859.117018 + Penalty 2970.403570 = -1112888.713447 nChanged 3 SP:Iteration 51Q (2185.330000 sec): 3 clusters Score: Raw -1115859.259742 + Penalty 2970.403570 = -1112888.856172 nChanged 2 SP:Iteration 52Q (2185.350000 sec): 3 clusters Score: Raw -1115859.479134 + Penalty 2970.403570 = -1112889.075564 nChanged 2 SP:Iteration 53Q (2185.370000 sec): 3 clusters Score: Raw -1115859.601169 + Penalty 2970.403570 = -1112889.197599 nChanged 4 SP:Iteration 54Q (2185.400000 sec): 3 clusters Score: Raw -1115860.040106 + Penalty 2970.403570 = -1112889.636536 nChanged 4 SP:Iteration 55Q (2185.420000 sec): 3 clusters Score: Raw -1115860.611501 + Penalty 2970.403570 = -1112890.207931 nChanged 7 SP:Iteration 56Q (2185.450000 sec): 3 clusters Score: Raw -1115861.183862 + Penalty 2970.403570 = -1112890.780292 nChanged 6 SP:Iteration 57Q (2185.470000 sec): 3 clusters Score: Raw -1115862.171175 + Penalty 2970.403570 = -1112891.767605 nChanged 6 SP:Iteration 58Q (2185.500000 sec): 3 clusters Score: Raw -1115863.264546 + Penalty 2970.403570 = -1112892.860976 nChanged 8 SP:Iteration 59Q (2185.520000 sec): 3 clusters Score: Raw -1115864.063185 + Penalty 2970.403570 = -1112893.659615 nChanged 6 SP:Iteration 60F (2185.550000 sec): 3 clusters Score: Raw -1115865.218813 + Penalty 2970.403570 = -1112894.815243 nChanged 8 SP:Iteration 61Q (2185.570000 sec): 3 clusters Score: Raw -1115866.324592 + Penalty 2970.403570 = -1112895.921022 nChanged 10 SP:Iteration 62Q (2185.590000 sec): 3 clusters Score: Raw -1115868.155929 + Penalty 2970.403570 = -1112897.752359 nChanged 13 SP:Iteration 63Q (2185.610000 sec): 3 clusters Score: Raw -1115870.155257 + Penalty 2970.403570 = -1112899.751687 nChanged 16 SP:Iteration 64Q (2185.630000 sec): 3 clusters Score: Raw -1115872.312519 + Penalty 2970.403570 = -1112901.908949 nChanged 9 SP:Iteration 65Q (2185.660000 sec): 3 clusters Score: Raw -1115873.466066 + Penalty 2970.403570 = -1112903.062496 nChanged 6 SP:Iteration 66Q (2185.680000 sec): 3 clusters Score: Raw -1115874.309640 + Penalty 2970.403570 = -1112903.906070 nChanged 3 SP:Iteration 67Q (2185.700000 sec): 3 clusters Score: Raw -1115874.519907 + Penalty 2970.403570 = -1112904.116337 nChanged 2 SP:Iteration 68Q (2185.730000 sec): 3 clusters Score: Raw -1115874.724905 + Penalty 2970.403570 = -1112904.321335 nChanged 4 SP:Iteration 69Q (2185.750000 sec): 3 clusters Score: Raw -1115875.464868 + Penalty 2970.403570 = -1112905.061298 nChanged 7 SP:Iteration 70Q (2185.770000 sec): 3 clusters Score: Raw -1115876.532708 + Penalty 2970.403570 = -1112906.129138 nChanged 3 SP:Iteration 71Q (2185.790000 sec): 3 clusters Score: Raw -1115876.786059 + Penalty 2970.403570 = -1112906.382489 nChanged 1 SP:Iteration 72Q (2185.820000 sec): 3 clusters Score: Raw -1115876.857556 + Penalty 2970.403570 = -1112906.453986 nChanged 2 SP:Iteration 73Q (2185.840000 sec): 3 clusters Score: Raw -1115877.018970 + Penalty 2970.403570 = -1112906.615400 nChanged 1 SP:Iteration 74Q (2185.870000 sec): 3 clusters Score: Raw -1115877.140765 + Penalty 2970.403570 = -1112906.737195 nChanged 1 SP:Iteration 75Q (2185.890000 sec): 3 clusters Score: Raw -1115877.245597 + Penalty 2970.403570 = -1112906.842027 nChanged 1 SP:Iteration 76Q (2185.910000 sec): 3 clusters Score: Raw -1115877.324729 + Penalty 2970.403570 = -1112906.921159 nChanged 1 SP:Iteration 77Q (2185.940000 sec): 3 clusters Score: Raw -1115877.400319 + Penalty 2970.403570 = -1112906.996748 nChanged 0 SP:Iteration 78F (2185.960000 sec): 3 clusters Score: Raw -1115877.400319 + Penalty 2970.403570 = -1112906.996748 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 2 (117324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.320000 sec): 2 clusters Score: Raw -13738728.795837 + Penalty 1896.812875 = -13736831.982961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.660000 sec): 3 clusters Score: Raw -13662269.670599 + Penalty 3793.625751 = -13658476.044848 nChanged 56222 SP:Iteration 1F (2186.990000 sec): 3 clusters Score: Raw -13695072.667702 + Penalty 3793.625751 = -13691279.041951 nChanged 2974 SP:Iteration 2Q (2187.340000 sec): 3 clusters Score: Raw -13695691.822725 + Penalty 3793.625751 = -13691898.196974 nChanged 3232 SP:Iteration 3Q (2187.690000 sec): 3 clusters Score: Raw -13696460.918554 + Penalty 3793.625751 = -13692667.292804 nChanged 3496 SP:Iteration 4Q (2188.040000 sec): 3 clusters Score: Raw -13697497.134373 + Penalty 3793.625751 = -13693703.508622 nChanged 3986 SP:Iteration 5Q (2188.390000 sec): 3 clusters Score: Raw -13698971.960464 + Penalty 3793.625751 = -13695178.334714 nChanged 4746 SP:Iteration 6Q (2188.750000 sec): 3 clusters Score: Raw -13701036.973960 + Penalty 3793.625751 = -13697243.348210 nChanged 5400 SP:Iteration 7Q (2189.100000 sec): 3 clusters Score: Raw -13703650.131028 + Penalty 3793.625751 = -13699856.505278 nChanged 6099 SP:Iteration 8F (2189.440000 sec): 3 clusters Score: Raw -13706941.349884 + Penalty 3793.625751 = -13703147.724133 nChanged 6520 SP:Iteration 9F (2189.780000 sec): 3 clusters Score: Raw -13711179.571506 + Penalty 3793.625751 = -13707385.945755 nChanged 6580 SP:Iteration 10F (2190.110000 sec): 3 clusters Score: Raw -13715819.282416 + Penalty 3793.625751 = -13712025.656665 nChanged 5881 SP:Iteration 11F (2190.450000 sec): 3 clusters Score: Raw -13719298.975342 + Penalty 3793.625751 = -13715505.349592 nChanged 4639 SP:Iteration 12Q (2190.780000 sec): 3 clusters Score: Raw -13721280.885474 + Penalty 3793.625751 = -13717487.259723 nChanged 3659 SP:Iteration 13Q (2191.110000 sec): 3 clusters Score: Raw -13722633.348087 + Penalty 3793.625751 = -13718839.722336 nChanged 3120 SP:Iteration 14Q (2191.440000 sec): 3 clusters Score: Raw -13723734.773331 + Penalty 3793.625751 = -13719941.147581 nChanged 2986 SP:Iteration 15Q (2191.760000 sec): 3 clusters Score: Raw -13724808.851600 + Penalty 3793.625751 = -13721015.225850 nChanged 2762 SP:Iteration 16Q (2192.090000 sec): 3 clusters Score: Raw -13725809.869763 + Penalty 3793.625751 = -13722016.244013 nChanged 2658 SP:Iteration 17Q (2192.400000 sec): 3 clusters Score: Raw -13726818.404094 + Penalty 3793.625751 = -13723024.778343 nChanged 2568 SP:Iteration 18Q (2192.720000 sec): 3 clusters Score: Raw -13727825.887876 + Penalty 3793.625751 = -13724032.262126 nChanged 2478 SP:Iteration 19Q (2193.030000 sec): 3 clusters Score: Raw -13728796.505038 + Penalty 3793.625751 = -13725002.879287 nChanged 2384 SP:Iteration 20F (2193.360000 sec): 3 clusters Score: Raw -13729751.816466 + Penalty 3793.625751 = -13725958.190716 nChanged 2218 SP:Iteration 21Q (2193.660000 sec): 3 clusters Score: Raw -13730666.202191 + Penalty 3793.625751 = -13726872.576441 nChanged 2164 SP:Iteration 22Q (2193.950000 sec): 3 clusters Score: Raw -13731562.804357 + Penalty 3793.625751 = -13727769.178606 nChanged 2013 SP:Iteration 23Q (2194.240000 sec): 3 clusters Score: Raw -13732406.127008 + Penalty 3793.625751 = -13728612.501257 nChanged 1889 SP:Iteration 24Q (2194.540000 sec): 3 clusters Score: Raw -13733204.386785 + Penalty 3793.625751 = -13729410.761035 nChanged 1715 SP:Iteration 25Q (2195.240000 sec): 3 clusters Score: Raw -13733941.608750 + Penalty 3793.625751 = -13730147.982999 nChanged 1616 SP:Iteration 26Q (2195.510000 sec): 3 clusters Score: Raw -13734664.433798 + Penalty 3793.625751 = -13730870.808048 nChanged 1494 SP:Iteration 27Q (2195.770000 sec): 3 clusters Score: Raw -13735352.824780 + Penalty 3793.625751 = -13731559.199030 nChanged 1295 SP:Iteration 28Q (2196.040000 sec): 3 clusters Score: Raw -13735938.210652 + Penalty 3793.625751 = -13732144.584902 nChanged 1138 SP:Iteration 29Q (2196.310000 sec): 3 clusters Score: Raw -13736424.716143 + Penalty 3793.625751 = -13732631.090392 nChanged 950 SP:Iteration 30Q (2196.570000 sec): 3 clusters Score: Raw -13736817.307434 + Penalty 3793.625751 = -13733023.681684 nChanged 842 SP:Iteration 31Q (2196.830000 sec): 3 clusters Score: Raw -13737168.238641 + Penalty 3793.625751 = -13733374.612890 nChanged 702 SP:Iteration 32Q (2197.090000 sec): 3 clusters Score: Raw -13737473.378667 + Penalty 3793.625751 = -13733679.752916 nChanged 612 SP:Iteration 33Q (2197.330000 sec): 3 clusters Score: Raw -13737732.286591 + Penalty 3793.625751 = -13733938.660840 nChanged 503 SP:Iteration 34Q (2197.580000 sec): 3 clusters Score: Raw -13737949.420903 + Penalty 3793.625751 = -13734155.795153 nChanged 425 SP:Iteration 35Q (2197.830000 sec): 3 clusters Score: Raw -13738138.924360 + Penalty 3793.625751 = -13734345.298609 nChanged 363 SP:Iteration 36Q (2198.070000 sec): 3 clusters Score: Raw -13738299.531150 + Penalty 3793.625751 = -13734505.905399 nChanged 292 SP:Iteration 37Q (2198.320000 sec): 3 clusters Score: Raw -13738434.323802 + Penalty 3793.625751 = -13734640.698052 nChanged 242 SP:Iteration 38Q (2198.550000 sec): 3 clusters Score: Raw -13738541.085959 + Penalty 3793.625751 = -13734747.460208 nChanged 190 SP:Iteration 39Q (2198.790000 sec): 3 clusters Score: Raw -13738626.314049 + Penalty 3793.625751 = -13734832.688298 nChanged 161 SP:Iteration 40F (2199.120000 sec): 3 clusters Score: Raw -13738699.313088 + Penalty 3793.625751 = -13734905.687337 nChanged 134 SP:Iteration 41Q (2199.350000 sec): 3 clusters Score: Raw -13738763.305547 + Penalty 3793.625751 = -13734969.679796 nChanged 97 SP:Iteration 42Q (2200.080000 sec): 3 clusters Score: Raw -13738805.331932 + Penalty 3793.625751 = -13735011.706182 nChanged 71 SP:Iteration 43Q (2201.100000 sec): 3 clusters Score: Raw -13738837.424727 + Penalty 3793.625751 = -13735043.798976 nChanged 70 SP:Iteration 44Q (2201.670000 sec): 3 clusters Score: Raw -13738868.753357 + Penalty 3793.625751 = -13735075.127607 nChanged 56 SP:Iteration 45Q (2201.990000 sec): 3 clusters Score: Raw -13738888.253223 + Penalty 3793.625751 = -13735094.627472 nChanged 41 SP:Iteration 46Q (2202.230000 sec): 3 clusters Score: Raw -13738903.059761 + Penalty 3793.625751 = -13735109.434011 nChanged 30 SP:Iteration 47Q (2202.470000 sec): 3 clusters Score: Raw -13738914.417717 + Penalty 3793.625751 = -13735120.791966 nChanged 32 SP:Iteration 48Q (2202.710000 sec): 3 clusters Score: Raw -13738928.461160 + Penalty 3793.625751 = -13735134.835410 nChanged 43 SP:Iteration 49Q (2202.940000 sec): 3 clusters Score: Raw -13738943.096179 + Penalty 3793.625751 = -13735149.470428 nChanged 27 SP:Iteration 50Q (2203.180000 sec): 3 clusters Score: Raw -13738955.226751 + Penalty 3793.625751 = -13735161.601000 nChanged 29 SP:Iteration 51Q (2203.410000 sec): 3 clusters Score: Raw -13738966.289252 + Penalty 3793.625751 = -13735172.663501 nChanged 21 SP:Iteration 52Q (2203.650000 sec): 3 clusters Score: Raw -13738974.847298 + Penalty 3793.625751 = -13735181.221548 nChanged 17 SP:Iteration 53Q (2203.890000 sec): 3 clusters Score: Raw -13738983.184969 + Penalty 3793.625751 = -13735189.559218 nChanged 18 SP:Iteration 54Q (2204.130000 sec): 3 clusters Score: Raw -13738990.333082 + Penalty 3793.625751 = -13735196.707332 nChanged 11 SP:Iteration 55Q (2204.360000 sec): 3 clusters Score: Raw -13738994.458373 + Penalty 3793.625751 = -13735200.832623 nChanged 7 SP:Iteration 56Q (2204.600000 sec): 3 clusters Score: Raw -13738997.118128 + Penalty 3793.625751 = -13735203.492378 nChanged 11 SP:Iteration 57Q (2204.830000 sec): 3 clusters Score: Raw -13739001.500030 + Penalty 3793.625751 = -13735207.874280 nChanged 10 SP:Iteration 58Q (2205.070000 sec): 3 clusters Score: Raw -13739004.846740 + Penalty 3793.625751 = -13735211.220989 nChanged 5 SP:Iteration 59Q (2205.300000 sec): 3 clusters Score: Raw -13739005.933725 + Penalty 3793.625751 = -13735212.307975 nChanged 2 SP:Iteration 60F (2205.630000 sec): 3 clusters Score: Raw -13739006.556680 + Penalty 3793.625751 = -13735212.930930 nChanged 2 SP:Iteration 61Q (2205.860000 sec): 3 clusters Score: Raw -13739007.139194 + Penalty 3793.625751 = -13735213.513443 nChanged 2 SP:Iteration 62Q (2206.110000 sec): 3 clusters Score: Raw -13739007.843865 + Penalty 3793.625751 = -13735214.218114 nChanged 1 SP:Iteration 63Q (2206.340000 sec): 3 clusters Score: Raw -13739008.286379 + Penalty 3793.625751 = -13735214.660628 nChanged 1 SP:Iteration 64Q (2206.580000 sec): 3 clusters Score: Raw -13739008.949767 + Penalty 3793.625751 = -13735215.324017 nChanged 2 SP:Iteration 65Q (2206.810000 sec): 3 clusters Score: Raw -13739009.257143 + Penalty 3793.625751 = -13735215.631392 nChanged 3 SP:Iteration 66Q (2207.050000 sec): 3 clusters Score: Raw -13739010.237624 + Penalty 3793.625751 = -13735216.611873 nChanged 2 SP:Iteration 67Q (2207.280000 sec): 3 clusters Score: Raw -13739010.774536 + Penalty 3793.625751 = -13735217.148785 nChanged 1 SP:Iteration 68Q (2207.520000 sec): 3 clusters Score: Raw -13739010.890017 + Penalty 3793.625751 = -13735217.264266 nChanged 1 SP:Iteration 69Q (2207.770000 sec): 3 clusters Score: Raw -13739011.405628 + Penalty 3793.625751 = -13735217.779877 nChanged 1 SP:Iteration 70Q (2208.000000 sec): 3 clusters Score: Raw -13739011.724592 + Penalty 3793.625751 = -13735218.098841 nChanged 2 SP:Iteration 71Q (2208.240000 sec): 3 clusters Score: Raw -13739012.691171 + Penalty 3793.625751 = -13735219.065420 nChanged 3 SP:Iteration 72Q (2208.480000 sec): 3 clusters Score: Raw -13739013.846306 + Penalty 3793.625751 = -13735220.220555 nChanged 1 SP:Iteration 73Q (2208.730000 sec): 3 clusters Score: Raw -13739013.956494 + Penalty 3793.625751 = -13735220.330744 nChanged 2 SP:Iteration 74Q (2208.970000 sec): 3 clusters Score: Raw -13739014.202027 + Penalty 3793.625751 = -13735220.576276 nChanged 0 SP:Iteration 75F (2209.300000 sec): 3 clusters Score: Raw -13739014.202027 + Penalty 3793.625751 = -13735220.576276 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (2371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.360000 sec): 2 clusters Score: Raw -289713.504437 + Penalty 1262.798401 = -288450.706035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.360000 sec): 3 clusters Score: Raw -288690.923223 + Penalty 2525.596803 = -286165.326420 nChanged 815 SP:Iteration 1F (2209.370000 sec): 3 clusters Score: Raw -289153.806621 + Penalty 2525.596803 = -286628.209818 nChanged 169 SP:Iteration 2F (2209.380000 sec): 3 clusters Score: Raw -289262.542152 + Penalty 2525.596803 = -286736.945349 nChanged 97 SP:Iteration 3Q (2209.380000 sec): 3 clusters Score: Raw -289319.805175 + Penalty 2525.596803 = -286794.208372 nChanged 68 SP:Iteration 4Q (2209.390000 sec): 3 clusters Score: Raw -289358.966515 + Penalty 2525.596803 = -286833.369712 nChanged 54 SP:Iteration 5Q (2209.400000 sec): 3 clusters Score: Raw -289381.836218 + Penalty 2525.596803 = -286856.239415 nChanged 26 SP:Iteration 6Q (2209.400000 sec): 3 clusters Score: Raw -289393.777836 + Penalty 2525.596803 = -286868.181033 nChanged 24 SP:Iteration 7Q (2209.410000 sec): 3 clusters Score: Raw -289403.880921 + Penalty 2525.596803 = -286878.284118 nChanged 21 SP:Iteration 8Q (2209.420000 sec): 3 clusters Score: Raw -289411.931998 + Penalty 2525.596803 = -286886.335195 nChanged 13 SP:Iteration 9Q (2209.420000 sec): 3 clusters Score: Raw -289416.731120 + Penalty 2525.596803 = -286891.134317 nChanged 3 SP:Iteration 10Q (2209.430000 sec): 3 clusters Score: Raw -289418.148819 + Penalty 2525.596803 = -286892.552016 nChanged 3 SP:Iteration 11Q (2209.430000 sec): 3 clusters Score: Raw -289419.459103 + Penalty 2525.596803 = -286893.862300 nChanged 2 SP:Iteration 12Q (2209.440000 sec): 3 clusters Score: Raw -289420.318926 + Penalty 2525.596803 = -286894.722123 nChanged 2 SP:Iteration 13Q (2209.450000 sec): 3 clusters Score: Raw -289420.746725 + Penalty 2525.596803 = -286895.149922 nChanged 3 SP:Iteration 14Q (2209.450000 sec): 3 clusters Score: Raw -289422.362595 + Penalty 2525.596803 = -286896.765792 nChanged 2 SP:Iteration 15Q (2209.460000 sec): 3 clusters Score: Raw -289422.842621 + Penalty 2525.596803 = -286897.245818 nChanged 1 SP:Iteration 16Q (2209.460000 sec): 3 clusters Score: Raw -289422.992151 + Penalty 2525.596803 = -286897.395348 nChanged 1 SP:Iteration 17Q (2209.470000 sec): 3 clusters Score: Raw -289423.278942 + Penalty 2525.596803 = -286897.682139 nChanged 0 SP:Iteration 18F (2209.480000 sec): 3 clusters Score: Raw -289423.278942 + Penalty 2525.596803 = -286897.682139 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 4 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.480000 sec): 2 clusters Score: Raw -47194.534798 + Penalty 978.416294 = -46216.118504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.480000 sec): 3 clusters Score: Raw -47193.496142 + Penalty 1956.832589 = -45236.663554 nChanged 83 SP:Iteration 1F (2209.480000 sec): 3 clusters Score: Raw -47389.559047 + Penalty 1956.832589 = -45432.726458 nChanged 19 SP:Iteration 2Q (2209.490000 sec): 3 clusters Score: Raw -47441.160723 + Penalty 1956.832589 = -45484.328135 nChanged 16 SP:Iteration 3Q (2209.490000 sec): 3 clusters Score: Raw -47484.259126 + Penalty 1956.832589 = -45527.426537 nChanged 12 SP:Iteration 4Q (2209.490000 sec): 3 clusters Score: Raw -47507.584752 + Penalty 1956.832589 = -45550.752164 nChanged 8 SP:Iteration 5Q (2209.490000 sec): 3 clusters Score: Raw -47519.981513 + Penalty 1956.832589 = -45563.148924 nChanged 1 SP:Iteration 6Q (2209.490000 sec): 3 clusters Score: Raw -47521.877699 + Penalty 1956.832589 = -45565.045110 nChanged 0 SP:Iteration 7F (2209.490000 sec): 3 clusters Score: Raw -47521.877699 + Penalty 1956.832589 = -45565.045110 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 5 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.500000 sec): 2 clusters Score: Raw -31132.910653 + Penalty 862.593501 = -30270.317152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.500000 sec): 3 clusters Score: Raw -31290.142140 + Penalty 1725.187002 = -29564.955138 nChanged 30 SP:Iteration 1F (2209.500000 sec): 3 clusters Score: Raw -31370.352662 + Penalty 1725.187002 = -29645.165660 nChanged 5 SP:Iteration 2Q (2209.500000 sec): 3 clusters Score: Raw -31379.848969 + Penalty 1725.187002 = -29654.661967 nChanged 8 SP:Iteration 3Q (2209.500000 sec): 3 clusters Score: Raw -31413.922857 + Penalty 1725.187002 = -29688.735856 nChanged 5 SP:Iteration 4Q (2209.500000 sec): 3 clusters Score: Raw -31426.663791 + Penalty 1725.187002 = -29701.476789 nChanged 1 SP:Iteration 5Q (2209.500000 sec): 3 clusters Score: Raw -31428.373079 + Penalty 1725.187002 = -29703.186078 nChanged 1 SP:Iteration 6Q (2209.500000 sec): 3 clusters Score: Raw -31431.597098 + Penalty 1725.187002 = -29706.410096 nChanged 0 SP:Iteration 7F (2209.500000 sec): 3 clusters Score: Raw -31431.597098 + Penalty 1725.187002 = -29706.410096 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 6 (13123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.540000 sec): 2 clusters Score: Raw -1616637.574442 + Penalty 1540.844775 = -1615096.729666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.570000 sec): 3 clusters Score: Raw -1608950.506073 + Penalty 3081.689551 = -1605868.816522 nChanged 5808 SP:Iteration 1F (2209.610000 sec): 3 clusters Score: Raw -1612113.406712 + Penalty 3081.689551 = -1609031.717161 nChanged 764 SP:Iteration 2F (2209.640000 sec): 3 clusters Score: Raw -1612468.054836 + Penalty 3081.689551 = -1609386.365285 nChanged 672 SP:Iteration 3F (2209.680000 sec): 3 clusters Score: Raw -1612829.054778 + Penalty 3081.689551 = -1609747.365227 nChanged 662 SP:Iteration 4F (2209.710000 sec): 3 clusters Score: Raw -1613189.994657 + Penalty 3081.689551 = -1610108.305107 nChanged 606 SP:Iteration 5Q (2209.750000 sec): 3 clusters Score: Raw -1613476.631145 + Penalty 3081.689551 = -1610394.941594 nChanged 551 SP:Iteration 6Q (2209.780000 sec): 3 clusters Score: Raw -1613715.047131 + Penalty 3081.689551 = -1610633.357580 nChanged 527 SP:Iteration 7Q (2209.820000 sec): 3 clusters Score: Raw -1613911.343049 + Penalty 3081.689551 = -1610829.653499 nChanged 474 SP:Iteration 8Q (2209.850000 sec): 3 clusters Score: Raw -1614069.910402 + Penalty 3081.689551 = -1610988.220851 nChanged 420 SP:Iteration 9Q (2209.880000 sec): 3 clusters Score: Raw -1614210.425888 + Penalty 3081.689551 = -1611128.736337 nChanged 411 SP:Iteration 10Q (2209.920000 sec): 3 clusters Score: Raw -1614367.644679 + Penalty 3081.689551 = -1611285.955128 nChanged 393 SP:Iteration 11Q (2209.950000 sec): 3 clusters Score: Raw -1614489.417953 + Penalty 3081.689551 = -1611407.728402 nChanged 324 SP:Iteration 12Q (2209.990000 sec): 3 clusters Score: Raw -1614586.161998 + Penalty 3081.689551 = -1611504.472447 nChanged 319 SP:Iteration 13Q (2210.020000 sec): 3 clusters Score: Raw -1614687.471665 + Penalty 3081.689551 = -1611605.782114 nChanged 331 SP:Iteration 14Q (2210.060000 sec): 3 clusters Score: Raw -1614806.676033 + Penalty 3081.689551 = -1611724.986482 nChanged 319 SP:Iteration 15Q (2210.090000 sec): 3 clusters Score: Raw -1614923.343156 + Penalty 3081.689551 = -1611841.653605 nChanged 313 SP:Iteration 16Q (2210.120000 sec): 3 clusters Score: Raw -1615033.572467 + Penalty 3081.689551 = -1611951.882917 nChanged 309 SP:Iteration 17Q (2210.160000 sec): 3 clusters Score: Raw -1615141.147595 + Penalty 3081.689551 = -1612059.458044 nChanged 268 SP:Iteration 18Q (2210.200000 sec): 3 clusters Score: Raw -1615237.851861 + Penalty 3081.689551 = -1612156.162311 nChanged 227 SP:Iteration 19Q (2210.230000 sec): 3 clusters Score: Raw -1615325.426782 + Penalty 3081.689551 = -1612243.737231 nChanged 234 SP:Iteration 20F (2210.260000 sec): 3 clusters Score: Raw -1615421.001124 + Penalty 3081.689551 = -1612339.311574 nChanged 230 SP:Iteration 21Q (2210.300000 sec): 3 clusters Score: Raw -1615513.126436 + Penalty 3081.689551 = -1612431.436886 nChanged 205 SP:Iteration 22Q (2210.340000 sec): 3 clusters Score: Raw -1615606.490965 + Penalty 3081.689551 = -1612524.801414 nChanged 197 SP:Iteration 23Q (2210.370000 sec): 3 clusters Score: Raw -1615694.557300 + Penalty 3081.689551 = -1612612.867749 nChanged 190 SP:Iteration 24Q (2210.410000 sec): 3 clusters Score: Raw -1615776.788187 + Penalty 3081.689551 = -1612695.098636 nChanged 187 SP:Iteration 25Q (2210.440000 sec): 3 clusters Score: Raw -1615844.014881 + Penalty 3081.689551 = -1612762.325330 nChanged 189 SP:Iteration 26Q (2210.480000 sec): 3 clusters Score: Raw -1615909.278575 + Penalty 3081.689551 = -1612827.589024 nChanged 177 SP:Iteration 27Q (2210.510000 sec): 3 clusters Score: Raw -1615969.638140 + Penalty 3081.689551 = -1612887.948590 nChanged 163 SP:Iteration 28Q (2210.540000 sec): 3 clusters Score: Raw -1616017.906351 + Penalty 3081.689551 = -1612936.216800 nChanged 165 SP:Iteration 29Q (2210.570000 sec): 3 clusters Score: Raw -1616080.821737 + Penalty 3081.689551 = -1612999.132187 nChanged 191 SP:Iteration 30Q (2210.600000 sec): 3 clusters Score: Raw -1616153.662260 + Penalty 3081.689551 = -1613071.972709 nChanged 187 SP:Iteration 31Q (2210.640000 sec): 3 clusters Score: Raw -1616222.269392 + Penalty 3081.689551 = -1613140.579841 nChanged 194 SP:Iteration 32Q (2210.670000 sec): 3 clusters Score: Raw -1616298.198212 + Penalty 3081.689551 = -1613216.508661 nChanged 196 SP:Iteration 33Q (2210.700000 sec): 3 clusters Score: Raw -1616367.233227 + Penalty 3081.689551 = -1613285.543676 nChanged 172 SP:Iteration 34Q (2210.730000 sec): 3 clusters Score: Raw -1616431.001491 + Penalty 3081.689551 = -1613349.311940 nChanged 202 SP:Iteration 35Q (2210.770000 sec): 3 clusters Score: Raw -1616517.659004 + Penalty 3081.689551 = -1613435.969453 nChanged 219 SP:Iteration 36Q (2210.800000 sec): 3 clusters Score: Raw -1616624.816899 + Penalty 3081.689551 = -1613543.127349 nChanged 210 SP:Iteration 37Q (2210.830000 sec): 3 clusters Score: Raw -1616718.390546 + Penalty 3081.689551 = -1613636.700995 nChanged 186 SP:Iteration 38Q (2210.860000 sec): 3 clusters Score: Raw -1616806.717432 + Penalty 3081.689551 = -1613725.027881 nChanged 161 SP:Iteration 39Q (2210.900000 sec): 3 clusters Score: Raw -1616878.104671 + Penalty 3081.689551 = -1613796.415120 nChanged 139 SP:Iteration 40F (2210.930000 sec): 3 clusters Score: Raw -1616943.010602 + Penalty 3081.689551 = -1613861.321051 nChanged 132 SP:Iteration 41Q (2210.960000 sec): 3 clusters Score: Raw -1617002.416953 + Penalty 3081.689551 = -1613920.727402 nChanged 111 SP:Iteration 42Q (2210.990000 sec): 3 clusters Score: Raw -1617053.043731 + Penalty 3081.689551 = -1613971.354181 nChanged 98 SP:Iteration 43Q (2211.020000 sec): 3 clusters Score: Raw -1617097.721716 + Penalty 3081.689551 = -1614016.032165 nChanged 89 SP:Iteration 44Q (2211.050000 sec): 3 clusters Score: Raw -1617138.216889 + Penalty 3081.689551 = -1614056.527338 nChanged 74 SP:Iteration 45Q (2211.080000 sec): 3 clusters Score: Raw -1617168.697232 + Penalty 3081.689551 = -1614087.007681 nChanged 67 SP:Iteration 46Q (2211.110000 sec): 3 clusters Score: Raw -1617198.625682 + Penalty 3081.689551 = -1614116.936131 nChanged 63 SP:Iteration 47Q (2211.140000 sec): 3 clusters Score: Raw -1617226.112385 + Penalty 3081.689551 = -1614144.422835 nChanged 42 SP:Iteration 48Q (2211.170000 sec): 3 clusters Score: Raw -1617245.293518 + Penalty 3081.689551 = -1614163.603967 nChanged 45 SP:Iteration 49Q (2211.200000 sec): 3 clusters Score: Raw -1617262.845067 + Penalty 3081.689551 = -1614181.155517 nChanged 27 SP:Iteration 50Q (2211.220000 sec): 3 clusters Score: Raw -1617271.581415 + Penalty 3081.689551 = -1614189.891864 nChanged 20 SP:Iteration 51Q (2211.250000 sec): 3 clusters Score: Raw -1617279.825912 + Penalty 3081.689551 = -1614198.136361 nChanged 22 SP:Iteration 52Q (2211.280000 sec): 3 clusters Score: Raw -1617288.080811 + Penalty 3081.689551 = -1614206.391260 nChanged 24 SP:Iteration 53Q (2211.300000 sec): 3 clusters Score: Raw -1617297.473650 + Penalty 3081.689551 = -1614215.784099 nChanged 19 SP:Iteration 54Q (2211.330000 sec): 3 clusters Score: Raw -1617304.608752 + Penalty 3081.689551 = -1614222.919201 nChanged 11 SP:Iteration 55Q (2211.360000 sec): 3 clusters Score: Raw -1617309.515500 + Penalty 3081.689551 = -1614227.825949 nChanged 12 SP:Iteration 56Q (2211.390000 sec): 3 clusters Score: Raw -1617314.658024 + Penalty 3081.689551 = -1614232.968473 nChanged 13 SP:Iteration 57Q (2211.420000 sec): 3 clusters Score: Raw -1617319.010341 + Penalty 3081.689551 = -1614237.320790 nChanged 11 SP:Iteration 58Q (2211.450000 sec): 3 clusters Score: Raw -1617323.230985 + Penalty 3081.689551 = -1614241.541435 nChanged 9 SP:Iteration 59Q (2211.480000 sec): 3 clusters Score: Raw -1617326.078505 + Penalty 3081.689551 = -1614244.388954 nChanged 3 SP:Iteration 60F (2211.510000 sec): 3 clusters Score: Raw -1617327.030310 + Penalty 3081.689551 = -1614245.340759 nChanged 3 SP:Iteration 61Q (2211.540000 sec): 3 clusters Score: Raw -1617328.130844 + Penalty 3081.689551 = -1614246.441293 nChanged 4 SP:Iteration 62Q (2211.570000 sec): 3 clusters Score: Raw -1617329.740524 + Penalty 3081.689551 = -1614248.050973 nChanged 5 SP:Iteration 63Q (2211.590000 sec): 3 clusters Score: Raw -1617331.883978 + Penalty 3081.689551 = -1614250.194427 nChanged 5 SP:Iteration 64Q (2211.620000 sec): 3 clusters Score: Raw -1617332.953922 + Penalty 3081.689551 = -1614251.264372 nChanged 6 SP:Iteration 65Q (2211.650000 sec): 3 clusters Score: Raw -1617336.212101 + Penalty 3081.689551 = -1614254.522550 nChanged 4 SP:Iteration 66Q (2211.680000 sec): 3 clusters Score: Raw -1617337.343471 + Penalty 3081.689551 = -1614255.653920 nChanged 4 SP:Iteration 67Q (2211.710000 sec): 3 clusters Score: Raw -1617338.984722 + Penalty 3081.689551 = -1614257.295171 nChanged 8 SP:Iteration 68Q (2211.730000 sec): 3 clusters Score: Raw -1617340.928004 + Penalty 3081.689551 = -1614259.238453 nChanged 2 SP:Iteration 69Q (2211.760000 sec): 3 clusters Score: Raw -1617341.349278 + Penalty 3081.689551 = -1614259.659727 nChanged 2 SP:Iteration 70Q (2211.790000 sec): 3 clusters Score: Raw -1617341.799614 + Penalty 3081.689551 = -1614260.110063 nChanged 4 SP:Iteration 71Q (2211.820000 sec): 3 clusters Score: Raw -1617342.857408 + Penalty 3081.689551 = -1614261.167857 nChanged 3 SP:Iteration 72Q (2211.850000 sec): 3 clusters Score: Raw -1617343.477426 + Penalty 3081.689551 = -1614261.787876 nChanged 4 SP:Iteration 73Q (2211.880000 sec): 3 clusters Score: Raw -1617344.553968 + Penalty 3081.689551 = -1614262.864417 nChanged 3 SP:Iteration 74Q (2211.910000 sec): 3 clusters Score: Raw -1617346.183210 + Penalty 3081.689551 = -1614264.493660 nChanged 3 SP:Iteration 75Q (2211.930000 sec): 3 clusters Score: Raw -1617347.078404 + Penalty 3081.689551 = -1614265.388853 nChanged 4 SP:Iteration 76Q (2211.960000 sec): 3 clusters Score: Raw -1617348.430048 + Penalty 3081.689551 = -1614266.740497 nChanged 4 SP:Iteration 77Q (2211.990000 sec): 3 clusters Score: Raw -1617349.428088 + Penalty 3081.689551 = -1614267.738537 nChanged 2 SP:Iteration 78Q (2212.010000 sec): 3 clusters Score: Raw -1617349.899398 + Penalty 3081.689551 = -1614268.209847 nChanged 4 SP:Iteration 79Q (2212.040000 sec): 3 clusters Score: Raw -1617351.542201 + Penalty 3081.689551 = -1614269.852650 nChanged 3 SP:Iteration 80F (2212.070000 sec): 3 clusters Score: Raw -1617352.517052 + Penalty 3081.689551 = -1614270.827502 nChanged 1 SP:Iteration 81Q (2212.100000 sec): 3 clusters Score: Raw -1617352.812034 + Penalty 3081.689551 = -1614271.122483 nChanged 1 SP:Iteration 82Q (2212.130000 sec): 3 clusters Score: Raw -1617353.116021 + Penalty 3081.689551 = -1614271.426470 nChanged 0 SP:Iteration 83F (2212.170000 sec): 3 clusters Score: Raw -1617353.116021 + Penalty 3081.689551 = -1614271.426470 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.180000 sec): 2 clusters Score: Raw -302356.706324 + Penalty 1284.514386 = -301072.191938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.190000 sec): 3 clusters Score: Raw -301095.450003 + Penalty 2569.028772 = -298526.421231 nChanged 1017 SP:Iteration 1F (2212.190000 sec): 3 clusters Score: Raw -301712.663793 + Penalty 2569.028772 = -299143.635021 nChanged 210 SP:Iteration 2F (2212.200000 sec): 3 clusters Score: Raw -301901.539411 + Penalty 2569.028772 = -299332.510639 nChanged 155 SP:Iteration 3F (2212.210000 sec): 3 clusters Score: Raw -302028.172492 + Penalty 2569.028772 = -299459.143720 nChanged 113 SP:Iteration 4Q (2212.210000 sec): 3 clusters Score: Raw -302116.922075 + Penalty 2569.028772 = -299547.893303 nChanged 109 SP:Iteration 5Q (2212.220000 sec): 3 clusters Score: Raw -302194.814574 + Penalty 2569.028772 = -299625.785802 nChanged 98 SP:Iteration 6Q (2212.230000 sec): 3 clusters Score: Raw -302261.520271 + Penalty 2569.028772 = -299692.491499 nChanged 101 SP:Iteration 7Q (2212.230000 sec): 3 clusters Score: Raw -302329.114876 + Penalty 2569.028772 = -299760.086104 nChanged 81 SP:Iteration 8Q (2212.240000 sec): 3 clusters Score: Raw -302381.529028 + Penalty 2569.028772 = -299812.500256 nChanged 89 SP:Iteration 9Q (2212.250000 sec): 3 clusters Score: Raw -302449.551061 + Penalty 2569.028772 = -299880.522289 nChanged 79 SP:Iteration 10Q (2212.250000 sec): 3 clusters Score: Raw -302508.450105 + Penalty 2569.028772 = -299939.421333 nChanged 75 SP:Iteration 11Q (2212.260000 sec): 3 clusters Score: Raw -302563.015888 + Penalty 2569.028772 = -299993.987116 nChanged 62 SP:Iteration 12Q (2212.270000 sec): 3 clusters Score: Raw -302606.638294 + Penalty 2569.028772 = -300037.609522 nChanged 66 SP:Iteration 13Q (2212.270000 sec): 3 clusters Score: Raw -302662.635954 + Penalty 2569.028772 = -300093.607182 nChanged 82 SP:Iteration 14Q (2212.280000 sec): 3 clusters Score: Raw -302728.505876 + Penalty 2569.028772 = -300159.477104 nChanged 61 SP:Iteration 15Q (2212.290000 sec): 3 clusters Score: Raw -302774.063999 + Penalty 2569.028772 = -300205.035227 nChanged 48 SP:Iteration 16Q (2212.290000 sec): 3 clusters Score: Raw -302804.268355 + Penalty 2569.028772 = -300235.239583 nChanged 43 SP:Iteration 17Q (2212.300000 sec): 3 clusters Score: Raw -302829.369051 + Penalty 2569.028772 = -300260.340279 nChanged 26 SP:Iteration 18Q (2212.310000 sec): 3 clusters Score: Raw -302841.206122 + Penalty 2569.028772 = -300272.177350 nChanged 20 SP:Iteration 19Q (2212.310000 sec): 3 clusters Score: Raw -302850.935761 + Penalty 2569.028772 = -300281.906989 nChanged 12 SP:Iteration 20F (2212.320000 sec): 3 clusters Score: Raw -302855.077190 + Penalty 2569.028772 = -300286.048418 nChanged 8 SP:Iteration 21Q (2212.330000 sec): 3 clusters Score: Raw -302857.826604 + Penalty 2569.028772 = -300288.797832 nChanged 8 SP:Iteration 22Q (2212.340000 sec): 3 clusters Score: Raw -302860.413649 + Penalty 2569.028772 = -300291.384877 nChanged 2 SP:Iteration 23Q (2212.340000 sec): 3 clusters Score: Raw -302861.476784 + Penalty 2569.028772 = -300292.448012 nChanged 0 SP:Iteration 24F (2212.350000 sec): 3 clusters Score: Raw -302861.476784 + Penalty 2569.028772 = -300292.448012 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 8 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.350000 sec): 2 clusters Score: Raw -138671.341332 + Penalty 1149.406329 = -137521.935003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.360000 sec): 3 clusters Score: Raw -138227.790794 + Penalty 2298.812658 = -135928.978136 nChanged 355 SP:Iteration 1F (2212.360000 sec): 3 clusters Score: Raw -138528.531466 + Penalty 2298.812658 = -136229.718808 nChanged 97 SP:Iteration 2F (2212.370000 sec): 3 clusters Score: Raw -138643.715093 + Penalty 2298.812658 = -136344.902435 nChanged 59 SP:Iteration 3Q (2212.370000 sec): 3 clusters Score: Raw -138734.284357 + Penalty 2298.812658 = -136435.471699 nChanged 66 SP:Iteration 4F (2212.370000 sec): 3 clusters Score: Raw -138899.957075 + Penalty 2298.812658 = -136601.144417 nChanged 67 SP:Iteration 5F (2212.370000 sec): 3 clusters Score: Raw -139088.027899 + Penalty 2298.812658 = -136789.215241 nChanged 73 SP:Iteration 6F (2212.380000 sec): 3 clusters Score: Raw -139261.695971 + Penalty 2298.812658 = -136962.883313 nChanged 55 SP:Iteration 7Q (2212.380000 sec): 3 clusters Score: Raw -139359.441129 + Penalty 2298.812658 = -137060.628471 nChanged 38 SP:Iteration 8Q (2212.380000 sec): 3 clusters Score: Raw -139434.807026 + Penalty 2298.812658 = -137135.994368 nChanged 28 SP:Iteration 9Q (2212.390000 sec): 3 clusters Score: Raw -139509.196366 + Penalty 2298.812658 = -137210.383708 nChanged 23 SP:Iteration 10Q (2212.390000 sec): 3 clusters Score: Raw -139546.539806 + Penalty 2298.812658 = -137247.727147 nChanged 15 SP:Iteration 11Q (2212.390000 sec): 3 clusters Score: Raw -139569.071653 + Penalty 2298.812658 = -137270.258994 nChanged 10 SP:Iteration 12Q (2212.390000 sec): 3 clusters Score: Raw -139575.052126 + Penalty 2298.812658 = -137276.239468 nChanged 2 SP:Iteration 13Q (2212.390000 sec): 3 clusters Score: Raw -139577.276278 + Penalty 2298.812658 = -137278.463620 nChanged 0 SP:Iteration 14F (2212.400000 sec): 3 clusters Score: Raw -139577.276278 + Penalty 2298.812658 = -137278.463620 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (38575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2212.510000 sec): 2 clusters Score: Raw -4755289.098274 + Penalty 1716.058448 = -4753573.039827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.610000 sec): 3 clusters Score: Raw -4731047.997256 + Penalty 3432.116895 = -4727615.880361 nChanged 17836 SP:Iteration 1F (2212.720000 sec): 3 clusters Score: Raw -4741198.475293 + Penalty 3432.116895 = -4737766.358398 nChanged 1538 SP:Iteration 2Q (2212.830000 sec): 3 clusters Score: Raw -4741647.427496 + Penalty 3432.116895 = -4738215.310601 nChanged 1461 SP:Iteration 3Q (2212.940000 sec): 3 clusters Score: Raw -4742122.495318 + Penalty 3432.116895 = -4738690.378423 nChanged 1557 SP:Iteration 4Q (2213.050000 sec): 3 clusters Score: Raw -4742704.050181 + Penalty 3432.116895 = -4739271.933286 nChanged 1681 SP:Iteration 5Q (2213.160000 sec): 3 clusters Score: Raw -4743531.730504 + Penalty 3432.116895 = -4740099.613609 nChanged 1893 SP:Iteration 6Q (2213.270000 sec): 3 clusters Score: Raw -4744731.299975 + Penalty 3432.116895 = -4741299.183079 nChanged 2181 SP:Iteration 7F (2213.370000 sec): 3 clusters Score: Raw -4746412.879152 + Penalty 3432.116895 = -4742980.762257 nChanged 2261 SP:Iteration 8F (2213.480000 sec): 3 clusters Score: Raw -4748247.757887 + Penalty 3432.116895 = -4744815.640992 nChanged 2050 SP:Iteration 9F (2213.590000 sec): 3 clusters Score: Raw -4749778.703609 + Penalty 3432.116895 = -4746346.586714 nChanged 1624 SP:Iteration 10Q (2213.690000 sec): 3 clusters Score: Raw -4750822.550339 + Penalty 3432.116895 = -4747390.433444 nChanged 1229 SP:Iteration 11Q (2213.780000 sec): 3 clusters Score: Raw -4751573.468223 + Penalty 3432.116895 = -4748141.351328 nChanged 982 SP:Iteration 12Q (2213.880000 sec): 3 clusters Score: Raw -4752158.456901 + Penalty 3432.116895 = -4748726.340005 nChanged 820 SP:Iteration 13Q (2213.970000 sec): 3 clusters Score: Raw -4752645.496619 + Penalty 3432.116895 = -4749213.379724 nChanged 767 SP:Iteration 14Q (2214.070000 sec): 3 clusters Score: Raw -4753076.828738 + Penalty 3432.116895 = -4749644.711843 nChanged 657 SP:Iteration 15Q (2214.160000 sec): 3 clusters Score: Raw -4753410.300056 + Penalty 3432.116895 = -4749978.183161 nChanged 599 SP:Iteration 16Q (2214.250000 sec): 3 clusters Score: Raw -4753682.751780 + Penalty 3432.116895 = -4750250.634885 nChanged 508 SP:Iteration 17Q (2214.330000 sec): 3 clusters Score: Raw -4753907.459890 + Penalty 3432.116895 = -4750475.342995 nChanged 453 SP:Iteration 18Q (2214.420000 sec): 3 clusters Score: Raw -4754090.990571 + Penalty 3432.116895 = -4750658.873676 nChanged 400 SP:Iteration 19Q (2214.630000 sec): 3 clusters Score: Raw -4754248.783565 + Penalty 3432.116895 = -4750816.666670 nChanged 354 SP:Iteration 20F (2214.770000 sec): 3 clusters Score: Raw -4754375.554910 + Penalty 3432.116895 = -4750943.438015 nChanged 290 SP:Iteration 21Q (2214.850000 sec): 3 clusters Score: Raw -4754469.842713 + Penalty 3432.116895 = -4751037.725818 nChanged 260 SP:Iteration 22Q (2214.930000 sec): 3 clusters Score: Raw -4754554.333018 + Penalty 3432.116895 = -4751122.216123 nChanged 256 SP:Iteration 23Q (2215.000000 sec): 3 clusters Score: Raw -4754641.076714 + Penalty 3432.116895 = -4751208.959819 nChanged 239 SP:Iteration 24Q (2215.090000 sec): 3 clusters Score: Raw -4754729.615489 + Penalty 3432.116895 = -4751297.498594 nChanged 226 SP:Iteration 25Q (2215.170000 sec): 3 clusters Score: Raw -4754803.351257 + Penalty 3432.116895 = -4751371.234362 nChanged 211 SP:Iteration 26Q (2215.250000 sec): 3 clusters Score: Raw -4754867.324266 + Penalty 3432.116895 = -4751435.207371 nChanged 169 SP:Iteration 27Q (2215.330000 sec): 3 clusters Score: Raw -4754919.012521 + Penalty 3432.116895 = -4751486.895626 nChanged 163 SP:Iteration 28Q (2215.410000 sec): 3 clusters Score: Raw -4754972.013621 + Penalty 3432.116895 = -4751539.896726 nChanged 163 SP:Iteration 29Q (2215.490000 sec): 3 clusters Score: Raw -4755025.233668 + Penalty 3432.116895 = -4751593.116773 nChanged 137 SP:Iteration 30Q (2215.580000 sec): 3 clusters Score: Raw -4755067.657227 + Penalty 3432.116895 = -4751635.540332 nChanged 120 SP:Iteration 31Q (2215.660000 sec): 3 clusters Score: Raw -4755103.111123 + Penalty 3432.116895 = -4751670.994228 nChanged 111 SP:Iteration 32Q (2215.740000 sec): 3 clusters Score: Raw -4755133.689282 + Penalty 3432.116895 = -4751701.572387 nChanged 88 SP:Iteration 33Q (2215.820000 sec): 3 clusters Score: Raw -4755155.368708 + Penalty 3432.116895 = -4751723.251813 nChanged 69 SP:Iteration 34Q (2215.900000 sec): 3 clusters Score: Raw -4755170.795370 + Penalty 3432.116895 = -4751738.678475 nChanged 57 SP:Iteration 35Q (2215.990000 sec): 3 clusters Score: Raw -4755182.719099 + Penalty 3432.116895 = -4751750.602204 nChanged 51 SP:Iteration 36Q (2216.070000 sec): 3 clusters Score: Raw -4755193.476523 + Penalty 3432.116895 = -4751761.359627 nChanged 53 SP:Iteration 37Q (2216.150000 sec): 3 clusters Score: Raw -4755206.102878 + Penalty 3432.116895 = -4751773.985983 nChanged 41 SP:Iteration 38Q (2216.220000 sec): 3 clusters Score: Raw -4755217.473304 + Penalty 3432.116895 = -4751785.356409 nChanged 40 SP:Iteration 39Q (2216.300000 sec): 3 clusters Score: Raw -4755226.224446 + Penalty 3432.116895 = -4751794.107551 nChanged 33 SP:Iteration 40F (2216.400000 sec): 3 clusters Score: Raw -4755234.855430 + Penalty 3432.116895 = -4751802.738535 nChanged 37 SP:Iteration 41Q (2216.480000 sec): 3 clusters Score: Raw -4755243.479209 + Penalty 3432.116895 = -4751811.362313 nChanged 29 SP:Iteration 42Q (2216.560000 sec): 3 clusters Score: Raw -4755249.724534 + Penalty 3432.116895 = -4751817.607639 nChanged 17 SP:Iteration 43Q (2216.630000 sec): 3 clusters Score: Raw -4755253.527419 + Penalty 3432.116895 = -4751821.410524 nChanged 24 SP:Iteration 44Q (2216.710000 sec): 3 clusters Score: Raw -4755259.887699 + Penalty 3432.116895 = -4751827.770804 nChanged 30 SP:Iteration 45Q (2216.790000 sec): 3 clusters Score: Raw -4755267.328263 + Penalty 3432.116895 = -4751835.211368 nChanged 30 SP:Iteration 46Q (2216.870000 sec): 3 clusters Score: Raw -4755274.440889 + Penalty 3432.116895 = -4751842.323994 nChanged 31 SP:Iteration 47Q (2216.950000 sec): 3 clusters Score: Raw -4755283.523654 + Penalty 3432.116895 = -4751851.406759 nChanged 27 SP:Iteration 48Q (2217.030000 sec): 3 clusters Score: Raw -4755291.461291 + Penalty 3432.116895 = -4751859.344396 nChanged 33 SP:Iteration 49Q (2217.100000 sec): 3 clusters Score: Raw -4755302.035701 + Penalty 3432.116895 = -4751869.918805 nChanged 29 SP:Iteration 50Q (2217.180000 sec): 3 clusters Score: Raw -4755311.713381 + Penalty 3432.116895 = -4751879.596486 nChanged 32 SP:Iteration 51Q (2217.250000 sec): 3 clusters Score: Raw -4755323.922469 + Penalty 3432.116895 = -4751891.805574 nChanged 40 SP:Iteration 52Q (2217.330000 sec): 3 clusters Score: Raw -4755336.269615 + Penalty 3432.116895 = -4751904.152720 nChanged 34 SP:Iteration 53Q (2217.410000 sec): 3 clusters Score: Raw -4755347.070594 + Penalty 3432.116895 = -4751914.953698 nChanged 33 SP:Iteration 54Q (2217.480000 sec): 3 clusters Score: Raw -4755359.314429 + Penalty 3432.116895 = -4751927.197534 nChanged 32 SP:Iteration 55Q (2217.560000 sec): 3 clusters Score: Raw -4755369.755461 + Penalty 3432.116895 = -4751937.638566 nChanged 30 SP:Iteration 56Q (2217.630000 sec): 3 clusters Score: Raw -4755378.280503 + Penalty 3432.116895 = -4751946.163608 nChanged 27 SP:Iteration 57Q (2217.710000 sec): 3 clusters Score: Raw -4755384.319908 + Penalty 3432.116895 = -4751952.203013 nChanged 23 SP:Iteration 58Q (2217.790000 sec): 3 clusters Score: Raw -4755391.177544 + Penalty 3432.116895 = -4751959.060648 nChanged 24 SP:Iteration 59Q (2217.870000 sec): 3 clusters Score: Raw -4755397.829308 + Penalty 3432.116895 = -4751965.712413 nChanged 21 SP:Iteration 60F (2217.980000 sec): 3 clusters Score: Raw -4755404.421765 + Penalty 3432.116895 = -4751972.304869 nChanged 27 SP:Iteration 61Q (2218.050000 sec): 3 clusters Score: Raw -4755413.243586 + Penalty 3432.116895 = -4751981.126691 nChanged 21 SP:Iteration 62Q (2218.130000 sec): 3 clusters Score: Raw -4755418.970282 + Penalty 3432.116895 = -4751986.853386 nChanged 15 SP:Iteration 63Q (2218.210000 sec): 3 clusters Score: Raw -4755423.671808 + Penalty 3432.116895 = -4751991.554913 nChanged 17 SP:Iteration 64Q (2218.280000 sec): 3 clusters Score: Raw -4755430.474082 + Penalty 3432.116895 = -4751998.357187 nChanged 17 SP:Iteration 65Q (2218.360000 sec): 3 clusters Score: Raw -4755435.453271 + Penalty 3432.116895 = -4752003.336376 nChanged 15 SP:Iteration 66Q (2218.430000 sec): 3 clusters Score: Raw -4755439.538029 + Penalty 3432.116895 = -4752007.421134 nChanged 10 SP:Iteration 67Q (2218.510000 sec): 3 clusters Score: Raw -4755441.875581 + Penalty 3432.116895 = -4752009.758686 nChanged 11 SP:Iteration 68Q (2218.590000 sec): 3 clusters Score: Raw -4755444.557392 + Penalty 3432.116895 = -4752012.440497 nChanged 11 SP:Iteration 69Q (2218.660000 sec): 3 clusters Score: Raw -4755447.806120 + Penalty 3432.116895 = -4752015.689225 nChanged 11 SP:Iteration 70Q (2218.730000 sec): 3 clusters Score: Raw -4755451.296287 + Penalty 3432.116895 = -4752019.179392 nChanged 14 SP:Iteration 71Q (2218.810000 sec): 3 clusters Score: Raw -4755454.684306 + Penalty 3432.116895 = -4752022.567411 nChanged 11 SP:Iteration 72Q (2218.880000 sec): 3 clusters Score: Raw -4755458.443867 + Penalty 3432.116895 = -4752026.326972 nChanged 10 SP:Iteration 73Q (2218.960000 sec): 3 clusters Score: Raw -4755462.666923 + Penalty 3432.116895 = -4752030.550028 nChanged 15 SP:Iteration 74Q (2219.030000 sec): 3 clusters Score: Raw -4755470.034738 + Penalty 3432.116895 = -4752037.917843 nChanged 26 SP:Iteration 75Q (2219.110000 sec): 3 clusters Score: Raw -4755478.444525 + Penalty 3432.116895 = -4752046.327629 nChanged 17 SP:Iteration 76Q (2219.190000 sec): 3 clusters Score: Raw -4755483.727217 + Penalty 3432.116895 = -4752051.610322 nChanged 19 SP:Iteration 77Q (2219.260000 sec): 3 clusters Score: Raw -4755490.722529 + Penalty 3432.116895 = -4752058.605634 nChanged 10 SP:Iteration 78Q (2219.330000 sec): 3 clusters Score: Raw -4755494.055144 + Penalty 3432.116895 = -4752061.938249 nChanged 6 SP:Iteration 79Q (2219.410000 sec): 3 clusters Score: Raw -4755495.341491 + Penalty 3432.116895 = -4752063.224595 nChanged 2 SP:Iteration 80F (2219.520000 sec): 3 clusters Score: Raw -4755495.654073 + Penalty 3432.116895 = -4752063.537178 nChanged 1 SP:Iteration 81Q (2219.590000 sec): 3 clusters Score: Raw -4755495.902656 + Penalty 3432.116895 = -4752063.785761 nChanged 2 SP:Iteration 82Q (2219.670000 sec): 3 clusters Score: Raw -4755496.459243 + Penalty 3432.116895 = -4752064.342347 nChanged 1 SP:Iteration 83Q (2219.740000 sec): 3 clusters Score: Raw -4755496.671059 + Penalty 3432.116895 = -4752064.554164 nChanged 2 SP:Iteration 84Q (2219.810000 sec): 3 clusters Score: Raw -4755497.297078 + Penalty 3432.116895 = -4752065.180183 nChanged 2 SP:Iteration 85Q (2219.890000 sec): 3 clusters Score: Raw -4755498.306012 + Penalty 3432.116895 = -4752066.189116 nChanged 4 SP:Iteration 86Q (2219.960000 sec): 3 clusters Score: Raw -4755499.265447 + Penalty 3432.116895 = -4752067.148552 nChanged 3 SP:Iteration 87Q (2220.040000 sec): 3 clusters Score: Raw -4755499.904574 + Penalty 3432.116895 = -4752067.787679 nChanged 1 SP:Iteration 88Q (2220.120000 sec): 3 clusters Score: Raw -4755500.082657 + Penalty 3432.116895 = -4752067.965762 nChanged 0 SP:Iteration 89F (2220.220000 sec): 3 clusters Score: Raw -4755500.082657 + Penalty 3432.116895 = -4752067.965762 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 10 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.240000 sec): 2 clusters Score: Raw -23934.651707 + Penalty 897.886103 = -23036.765605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.240000 sec): 3 clusters Score: Raw -24229.338768 + Penalty 1795.772205 = -22433.566563 nChanged 63 SP:Iteration 1F (2220.240000 sec): 3 clusters Score: Raw -24462.473124 + Penalty 1795.772205 = -22666.700919 nChanged 27 SP:Iteration 2F (2220.240000 sec): 3 clusters Score: Raw -24589.012494 + Penalty 1795.772205 = -22793.240289 nChanged 12 SP:Iteration 3Q (2220.240000 sec): 3 clusters Score: Raw -24636.918942 + Penalty 1795.772205 = -22841.146736 nChanged 2 SP:Iteration 4Q (2220.240000 sec): 3 clusters Score: Raw -24646.647844 + Penalty 1795.772205 = -22850.875639 nChanged 0 SP:Iteration 5F (2220.240000 sec): 3 clusters Score: Raw -24646.647844 + Penalty 1795.772205 = -22850.875639 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 11 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.250000 sec): 2 clusters Score: Raw -49363.697874 + Penalty 994.548331 = -48369.149544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.250000 sec): 3 clusters Score: Raw -49322.902611 + Penalty 1989.096661 = -47333.805950 nChanged 102 SP:Iteration 1F (2220.250000 sec): 3 clusters Score: Raw -49507.552242 + Penalty 1989.096661 = -47518.455581 nChanged 33 SP:Iteration 2F (2220.250000 sec): 3 clusters Score: Raw -49587.503193 + Penalty 1989.096661 = -47598.406532 nChanged 16 SP:Iteration 3Q (2220.250000 sec): 3 clusters Score: Raw -49617.768645 + Penalty 1989.096661 = -47628.671984 nChanged 9 SP:Iteration 4Q (2220.250000 sec): 3 clusters Score: Raw -49638.920198 + Penalty 1989.096661 = -47649.823537 nChanged 13 SP:Iteration 5Q (2220.250000 sec): 3 clusters Score: Raw -49668.530099 + Penalty 1989.096661 = -47679.433438 nChanged 6 SP:Iteration 6Q (2220.260000 sec): 3 clusters Score: Raw -49683.414310 + Penalty 1989.096661 = -47694.317649 nChanged 7 SP:Iteration 7Q (2220.260000 sec): 3 clusters Score: Raw -49709.345078 + Penalty 1989.096661 = -47720.248416 nChanged 14 SP:Iteration 8Q (2220.260000 sec): 3 clusters Score: Raw -49754.466980 + Penalty 1989.096661 = -47765.370319 nChanged 15 SP:Iteration 9Q (2220.260000 sec): 3 clusters Score: Raw -49816.763181 + Penalty 1989.096661 = -47827.666520 nChanged 10 SP:Iteration 10Q (2220.260000 sec): 3 clusters Score: Raw -49905.207513 + Penalty 1989.096661 = -47916.110851 nChanged 13 SP:Iteration 11Q (2220.260000 sec): 3 clusters Score: Raw -49960.783970 + Penalty 1989.096661 = -47971.687309 nChanged 13 SP:Iteration 12Q (2220.260000 sec): 3 clusters Score: Raw -50019.604442 + Penalty 1989.096661 = -48030.507781 nChanged 11 SP:Iteration 13Q (2220.270000 sec): 3 clusters Score: Raw -50045.698326 + Penalty 1989.096661 = -48056.601665 nChanged 5 SP:Iteration 14Q (2220.270000 sec): 3 clusters Score: Raw -50068.240438 + Penalty 1989.096661 = -48079.143777 nChanged 1 SP:Iteration 15Q (2220.270000 sec): 3 clusters Score: Raw -50078.349174 + Penalty 1989.096661 = -48089.252513 nChanged 2 SP:Iteration 16Q (2220.270000 sec): 3 clusters Score: Raw -50083.110996 + Penalty 1989.096661 = -48094.014334 nChanged 1 SP:Iteration 17Q (2220.270000 sec): 3 clusters Score: Raw -50087.587906 + Penalty 1989.096661 = -48098.491245 nChanged 0 SP:Iteration 18F (2220.270000 sec): 3 clusters Score: Raw -50087.587906 + Penalty 1989.096661 = -48098.491245 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (16307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.320000 sec): 2 clusters Score: Raw -1883286.592644 + Penalty 1576.144333 = -1881710.448311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.360000 sec): 3 clusters Score: Raw -1873570.514951 + Penalty 3152.288666 = -1870418.226285 nChanged 7291 SP:Iteration 1F (2220.410000 sec): 3 clusters Score: Raw -1877461.159633 + Penalty 3152.288666 = -1874308.870966 nChanged 838 SP:Iteration 2F (2220.450000 sec): 3 clusters Score: Raw -1877782.789791 + Penalty 3152.288666 = -1874630.501125 nChanged 793 SP:Iteration 3Q (2220.490000 sec): 3 clusters Score: Raw -1878104.311411 + Penalty 3152.288666 = -1874952.022745 nChanged 810 SP:Iteration 4Q (2220.540000 sec): 3 clusters Score: Raw -1878502.301596 + Penalty 3152.288666 = -1875350.012930 nChanged 917 SP:Iteration 5F (2220.590000 sec): 3 clusters Score: Raw -1879090.125833 + Penalty 3152.288666 = -1875937.837167 nChanged 1105 SP:Iteration 6F (2220.630000 sec): 3 clusters Score: Raw -1879948.262555 + Penalty 3152.288666 = -1876795.973888 nChanged 1257 SP:Iteration 7F (2220.670000 sec): 3 clusters Score: Raw -1881132.901674 + Penalty 3152.288666 = -1877980.613007 nChanged 1193 SP:Iteration 8F (2220.710000 sec): 3 clusters Score: Raw -1882427.243718 + Penalty 3152.288666 = -1879274.955052 nChanged 884 SP:Iteration 9F (2220.760000 sec): 3 clusters Score: Raw -1883388.682215 + Penalty 3152.288666 = -1880236.393549 nChanged 517 SP:Iteration 10Q (2220.790000 sec): 3 clusters Score: Raw -1883877.219990 + Penalty 3152.288666 = -1880724.931324 nChanged 269 SP:Iteration 11Q (2220.830000 sec): 3 clusters Score: Raw -1884039.422753 + Penalty 3152.288666 = -1880887.134087 nChanged 156 SP:Iteration 12Q (2220.870000 sec): 3 clusters Score: Raw -1884109.358195 + Penalty 3152.288666 = -1880957.069529 nChanged 107 SP:Iteration 13Q (2220.910000 sec): 3 clusters Score: Raw -1884143.794204 + Penalty 3152.288666 = -1880991.505537 nChanged 77 SP:Iteration 14Q (2220.940000 sec): 3 clusters Score: Raw -1884160.651302 + Penalty 3152.288666 = -1881008.362635 nChanged 50 SP:Iteration 15Q (2220.970000 sec): 3 clusters Score: Raw -1884169.979807 + Penalty 3152.288666 = -1881017.691141 nChanged 33 SP:Iteration 16Q (2221.010000 sec): 3 clusters Score: Raw -1884176.063969 + Penalty 3152.288666 = -1881023.775303 nChanged 25 SP:Iteration 17Q (2221.050000 sec): 3 clusters Score: Raw -1884180.303786 + Penalty 3152.288666 = -1881028.015120 nChanged 25 SP:Iteration 18Q (2221.080000 sec): 3 clusters Score: Raw -1884184.345816 + Penalty 3152.288666 = -1881032.057150 nChanged 23 SP:Iteration 19Q (2221.130000 sec): 3 clusters Score: Raw -1884187.821298 + Penalty 3152.288666 = -1881035.532632 nChanged 26 SP:Iteration 20F (2221.270000 sec): 3 clusters Score: Raw -1884192.005463 + Penalty 3152.288666 = -1881039.716797 nChanged 15 SP:Iteration 21Q (2221.360000 sec): 3 clusters Score: Raw -1884193.552516 + Penalty 3152.288666 = -1881041.263850 nChanged 10 SP:Iteration 22Q (2221.490000 sec): 3 clusters Score: Raw -1884194.299044 + Penalty 3152.288666 = -1881042.010377 nChanged 4 SP:Iteration 23Q (2221.560000 sec): 3 clusters Score: Raw -1884194.550456 + Penalty 3152.288666 = -1881042.261790 nChanged 5 SP:Iteration 24Q (2221.690000 sec): 3 clusters Score: Raw -1884194.776109 + Penalty 3152.288666 = -1881042.487442 nChanged 3 SP:Iteration 25Q (2221.790000 sec): 3 clusters Score: Raw -1884194.875062 + Penalty 3152.288666 = -1881042.586396 nChanged 0 SP:Iteration 26F (2221.930000 sec): 3 clusters Score: Raw -1884194.875062 + Penalty 3152.288666 = -1881042.586396 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 13 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2222.100000 sec): 2 clusters Score: Raw -47654.701845 + Penalty 991.301830 = -46663.400015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2222.100000 sec): 3 clusters Score: Raw -47624.508927 + Penalty 1982.603659 = -45641.905268 nChanged 113 SP:Iteration 1F (2222.100000 sec): 3 clusters Score: Raw -47890.130880 + Penalty 1982.603659 = -45907.527220 nChanged 37 SP:Iteration 2F (2222.100000 sec): 3 clusters Score: Raw -47982.284268 + Penalty 1982.603659 = -45999.680609 nChanged 27 SP:Iteration 3F (2222.100000 sec): 3 clusters Score: Raw -48100.479139 + Penalty 1982.603659 = -46117.875480 nChanged 16 SP:Iteration 4Q (2222.100000 sec): 3 clusters Score: Raw -48179.170443 + Penalty 1982.603659 = -46196.566784 nChanged 16 SP:Iteration 5Q (2222.110000 sec): 3 clusters Score: Raw -48263.158776 + Penalty 1982.603659 = -46280.555117 nChanged 15 SP:Iteration 6Q (2222.110000 sec): 3 clusters Score: Raw -48325.278136 + Penalty 1982.603659 = -46342.674477 nChanged 12 SP:Iteration 7Q (2222.110000 sec): 3 clusters Score: Raw -48368.235944 + Penalty 1982.603659 = -46385.632285 nChanged 15 SP:Iteration 8Q (2222.110000 sec): 3 clusters Score: Raw -48451.751485 + Penalty 1982.603659 = -46469.147826 nChanged 12 SP:Iteration 9Q (2222.110000 sec): 3 clusters Score: Raw -48501.656672 + Penalty 1982.603659 = -46519.053012 nChanged 11 SP:Iteration 10Q (2222.110000 sec): 3 clusters Score: Raw -48592.869272 + Penalty 1982.603659 = -46610.265613 nChanged 15 SP:Iteration 11Q (2222.110000 sec): 3 clusters Score: Raw -48751.587676 + Penalty 1982.603659 = -46768.984016 nChanged 10 SP:Iteration 12Q (2222.110000 sec): 3 clusters Score: Raw -48785.969663 + Penalty 1982.603659 = -46803.366004 nChanged 9 SP:Iteration 13Q (2222.120000 sec): 3 clusters Score: Raw -48824.148071 + Penalty 1982.603659 = -46841.544412 nChanged 3 SP:Iteration 14Q (2222.120000 sec): 3 clusters Score: Raw -48835.338744 + Penalty 1982.603659 = -46852.735084 nChanged 2 SP:Iteration 15Q (2222.120000 sec): 3 clusters Score: Raw -48845.550928 + Penalty 1982.603659 = -46862.947269 nChanged 2 SP:Iteration 16Q (2222.120000 sec): 3 clusters Score: Raw -48850.918191 + Penalty 1982.603659 = -46868.314532 nChanged 2 SP:Iteration 17Q (2222.120000 sec): 3 clusters Score: Raw -48862.442050 + Penalty 1982.603659 = -46879.838391 nChanged 3 SP:Iteration 18Q (2222.120000 sec): 3 clusters Score: Raw -48885.411321 + Penalty 1982.603659 = -46902.807662 nChanged 0 SP:Iteration 19F (2222.120000 sec): 3 clusters Score: Raw -48885.411321 + Penalty 1982.603659 = -46902.807662 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 14 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2222.130000 sec): 2 clusters Score: Raw -21974.753168 + Penalty 871.971102 = -21102.782066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2222.130000 sec): 3 clusters Score: Raw -22095.447664 + Penalty 1743.942205 = -20351.505459 nChanged 29 SP:Iteration 1F (2222.130000 sec): 3 clusters Score: Raw -22277.219537 + Penalty 1743.942205 = -20533.277332 nChanged 15 SP:Iteration 2F (2222.130000 sec): 3 clusters Score: Raw -22363.018934 + Penalty 1743.942205 = -20619.076730 nChanged 7 SP:Iteration 3Q (2222.130000 sec): 3 clusters Score: Raw -22389.368580 + Penalty 1743.942205 = -20645.426375 nChanged 8 SP:Iteration 4Q (2222.130000 sec): 3 clusters Score: Raw -22425.758134 + Penalty 1743.942205 = -20681.815929 nChanged 5 SP:Iteration 5Q (2222.130000 sec): 3 clusters Score: Raw -22444.166614 + Penalty 1743.942205 = -20700.224409 nChanged 3 SP:Iteration 6Q (2222.130000 sec): 3 clusters Score: Raw -22451.509430 + Penalty 1743.942205 = -20707.567225 nChanged 0 SP:Iteration 7F (2222.140000 sec): 3 clusters Score: Raw -22451.509430 + Penalty 1743.942205 = -20707.567225 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 16 (814481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2231.350000 sec): 2 clusters Score: Raw -96945423.899528 + Penalty 2211.674787 = -96943212.224742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.470000 sec): 3 clusters Score: Raw -96393214.273347 + Penalty 4423.349573 = -96388790.923774 nChanged 401540 SP:Iteration 1F (2245.740000 sec): 3 clusters Score: Raw -96635162.935382 + Penalty 4423.349573 = -96630739.585808 nChanged 13012 SP:Iteration 2Q (2253.290000 sec): 3 clusters Score: Raw -96636623.918742 + Penalty 4423.349573 = -96632200.569169 nChanged 13680 SP:Iteration 3Q (2255.730000 sec): 3 clusters Score: Raw -96638383.980164 + Penalty 4423.349573 = -96633960.630591 nChanged 15198 SP:Iteration 4Q (2258.160000 sec): 3 clusters Score: Raw -96640686.967266 + Penalty 4423.349573 = -96636263.617693 nChanged 17188 SP:Iteration 5Q (2264.270000 sec): 3 clusters Score: Raw -96643848.292587 + Penalty 4423.349573 = -96639424.943014 nChanged 20208 SP:Iteration 6Q (2268.550000 sec): 3 clusters Score: Raw -96648550.788737 + Penalty 4423.349573 = -96644127.439163 nChanged 24602 SP:Iteration 7Q (2270.980000 sec): 3 clusters Score: Raw -96656049.162431 + Penalty 4423.349573 = -96651625.812858 nChanged 30508 SP:Iteration 8Q (2273.420000 sec): 3 clusters Score: Raw -96668582.125688 + Penalty 4423.349573 = -96664158.776114 nChanged 38573 SP:Iteration 9Q (2275.820000 sec): 3 clusters Score: Raw -96689862.846293 + Penalty 4423.349573 = -96685439.496720 nChanged 46929 SP:Iteration 10F (2278.130000 sec): 3 clusters Score: Raw -96722562.771520 + Penalty 4423.349573 = -96718139.421947 nChanged 52170 SP:Iteration 11F (2280.460000 sec): 3 clusters Score: Raw -96763052.560817 + Penalty 4423.349573 = -96758629.211244 nChanged 49450 SP:Iteration 12F (2282.760000 sec): 3 clusters Score: Raw -96797040.256625 + Penalty 4423.349573 = -96792616.907051 nChanged 39255 SP:Iteration 13Q (2285.060000 sec): 3 clusters Score: Raw -96817382.046842 + Penalty 4423.349573 = -96812958.697269 nChanged 27491 SP:Iteration 14Q (2287.360000 sec): 3 clusters Score: Raw -96827920.934032 + Penalty 4423.349573 = -96823497.584459 nChanged 20015 SP:Iteration 15Q (2289.590000 sec): 3 clusters Score: Raw -96834896.000368 + Penalty 4423.349573 = -96830472.650794 nChanged 17590 SP:Iteration 16Q (2291.820000 sec): 3 clusters Score: Raw -96841191.331450 + Penalty 4423.349573 = -96836767.981877 nChanged 17309 SP:Iteration 17Q (2293.990000 sec): 3 clusters Score: Raw -96847739.715242 + Penalty 4423.349573 = -96843316.365669 nChanged 17697 SP:Iteration 18Q (2296.130000 sec): 3 clusters Score: Raw -96854951.424841 + Penalty 4423.349573 = -96850528.075268 nChanged 18148 SP:Iteration 19Q (2298.250000 sec): 3 clusters Score: Raw -96863024.050105 + Penalty 4423.349573 = -96858600.700532 nChanged 18390 SP:Iteration 20F (2300.640000 sec): 3 clusters Score: Raw -96871979.856417 + Penalty 4423.349573 = -96867556.506844 nChanged 18348 SP:Iteration 21Q (2302.680000 sec): 3 clusters Score: Raw -96881749.839393 + Penalty 4423.349573 = -96877326.489819 nChanged 17815 SP:Iteration 22Q (2304.630000 sec): 3 clusters Score: Raw -96892097.745777 + Penalty 4423.349573 = -96887674.396204 nChanged 16789 SP:Iteration 23Q (2306.560000 sec): 3 clusters Score: Raw -96902650.750804 + Penalty 4423.349573 = -96898227.401231 nChanged 15341 SP:Iteration 24Q (2308.440000 sec): 3 clusters Score: Raw -96913076.102243 + Penalty 4423.349573 = -96908652.752670 nChanged 13364 SP:Iteration 25Q (2310.770000 sec): 3 clusters Score: Raw -96922806.645561 + Penalty 4423.349573 = -96918383.295988 nChanged 11015 SP:Iteration 26Q (2314.220000 sec): 3 clusters Score: Raw -96931267.753688 + Penalty 4423.349573 = -96926844.404115 nChanged 8309 SP:Iteration 27Q (2318.770000 sec): 3 clusters Score: Raw -96937908.525764 + Penalty 4423.349573 = -96933485.176190 nChanged 5303 SP:Iteration 28Q (2323.160000 sec): 3 clusters Score: Raw -96942135.146571 + Penalty 4423.349573 = -96937711.796997 nChanged 2696 SP:Iteration 29Q (2327.390000 sec): 3 clusters Score: Raw -96944177.319378 + Penalty 4423.349573 = -96939753.969804 nChanged 1068 SP:Iteration 30Q (2331.440000 sec): 3 clusters Score: Raw -96944971.171280 + Penalty 4423.349573 = -96940547.821707 nChanged 425 SP:Iteration 31Q (2335.390000 sec): 3 clusters Score: Raw -96945301.282722 + Penalty 4423.349573 = -96940877.933149 nChanged 196 SP:Iteration 32Q (2339.430000 sec): 3 clusters Score: Raw -96945466.105222 + Penalty 4423.349573 = -96941042.755649 nChanged 107 SP:Iteration 33Q (2343.380000 sec): 3 clusters Score: Raw -96945559.473031 + Penalty 4423.349573 = -96941136.123457 nChanged 49 SP:Iteration 34Q (2347.050000 sec): 3 clusters Score: Raw -96945605.658766 + Penalty 4423.349573 = -96941182.309192 nChanged 23 SP:Iteration 35Q (2348.650000 sec): 3 clusters Score: Raw -96945626.485387 + Penalty 4423.349573 = -96941203.135813 nChanged 16 SP:Iteration 36Q (2350.300000 sec): 3 clusters Score: Raw -96945646.480582 + Penalty 4423.349573 = -96941223.131008 nChanged 18 SP:Iteration 37Q (2351.930000 sec): 3 clusters Score: Raw -96945659.169430 + Penalty 4423.349573 = -96941235.819856 nChanged 15 SP:Iteration 38Q (2356.580000 sec): 3 clusters Score: Raw -96945673.021275 + Penalty 4423.349573 = -96941249.671702 nChanged 12 SP:Iteration 39Q (2369.310000 sec): 3 clusters Score: Raw -96945683.186460 + Penalty 4423.349573 = -96941259.836887 nChanged 9 SP:Iteration 40F (2383.740000 sec): 3 clusters Score: Raw -96945690.334607 + Penalty 4423.349573 = -96941266.985034 nChanged 2 SP:Iteration 41Q (2397.410000 sec): 3 clusters Score: Raw -96945691.282336 + Penalty 4423.349573 = -96941267.932762 nChanged 1 SP:Iteration 42Q (2410.800000 sec): 3 clusters Score: Raw -96945692.630618 + Penalty 4423.349573 = -96941269.281045 nChanged 0 SP:Iteration 43F (2424.060000 sec): 3 clusters Score: Raw -96945692.630618 + Penalty 4423.349573 = -96941269.281045 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2430.560000 sec): 2 clusters Score: Raw -345799.124840 + Penalty 1294.908176 = -344504.216664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2430.570000 sec): 3 clusters Score: Raw -344391.342931 + Penalty 2589.816353 = -341801.526579 nChanged 1125 SP:Iteration 1F (2430.580000 sec): 3 clusters Score: Raw -345012.783954 + Penalty 2589.816353 = -342422.967601 nChanged 212 SP:Iteration 2F (2430.590000 sec): 3 clusters Score: Raw -345150.535384 + Penalty 2589.816353 = -342560.719031 nChanged 149 SP:Iteration 3F (2430.600000 sec): 3 clusters Score: Raw -345250.640864 + Penalty 2589.816353 = -342660.824512 nChanged 145 SP:Iteration 4F (2430.600000 sec): 3 clusters Score: Raw -345379.125951 + Penalty 2589.816353 = -342789.309599 nChanged 140 SP:Iteration 5Q (2430.610000 sec): 3 clusters Score: Raw -345556.972526 + Penalty 2589.816353 = -342967.156173 nChanged 158 SP:Iteration 6F (2430.620000 sec): 3 clusters Score: Raw -345794.746589 + Penalty 2589.816353 = -343204.930236 nChanged 181 SP:Iteration 7F (2430.630000 sec): 3 clusters Score: Raw -346043.360379 + Penalty 2589.816353 = -343453.544027 nChanged 170 SP:Iteration 8F (2430.640000 sec): 3 clusters Score: Raw -346260.935333 + Penalty 2589.816353 = -343671.118980 nChanged 149 SP:Iteration 9F (2430.640000 sec): 3 clusters Score: Raw -346399.853166 + Penalty 2589.816353 = -343810.036813 nChanged 99 SP:Iteration 10Q (2430.660000 sec): 3 clusters Score: Raw -346481.912237 + Penalty 2589.816353 = -343892.095884 nChanged 76 SP:Iteration 11Q (2430.660000 sec): 3 clusters Score: Raw -346537.874658 + Penalty 2589.816353 = -343948.058305 nChanged 65 SP:Iteration 12Q (2430.680000 sec): 3 clusters Score: Raw -346590.247275 + Penalty 2589.816353 = -344000.430922 nChanged 59 SP:Iteration 13Q (2430.680000 sec): 3 clusters Score: Raw -346630.551034 + Penalty 2589.816353 = -344040.734682 nChanged 45 SP:Iteration 14Q (2430.690000 sec): 3 clusters Score: Raw -346662.600277 + Penalty 2589.816353 = -344072.783924 nChanged 44 SP:Iteration 15Q (2430.700000 sec): 3 clusters Score: Raw -346697.915853 + Penalty 2589.816353 = -344108.099500 nChanged 43 SP:Iteration 16Q (2430.710000 sec): 3 clusters Score: Raw -346729.758185 + Penalty 2589.816353 = -344139.941832 nChanged 34 SP:Iteration 17Q (2430.710000 sec): 3 clusters Score: Raw -346765.069449 + Penalty 2589.816353 = -344175.253096 nChanged 36 SP:Iteration 18Q (2430.720000 sec): 3 clusters Score: Raw -346793.892676 + Penalty 2589.816353 = -344204.076323 nChanged 31 SP:Iteration 19Q (2430.730000 sec): 3 clusters Score: Raw -346817.256179 + Penalty 2589.816353 = -344227.439826 nChanged 33 SP:Iteration 20F (2430.740000 sec): 3 clusters Score: Raw -346838.624927 + Penalty 2589.816353 = -344248.808575 nChanged 28 SP:Iteration 21Q (2430.740000 sec): 3 clusters Score: Raw -346861.703807 + Penalty 2589.816353 = -344271.887454 nChanged 32 SP:Iteration 22Q (2430.750000 sec): 3 clusters Score: Raw -346887.627123 + Penalty 2589.816353 = -344297.810771 nChanged 24 SP:Iteration 23Q (2430.760000 sec): 3 clusters Score: Raw -346908.141378 + Penalty 2589.816353 = -344318.325026 nChanged 21 SP:Iteration 24Q (2430.760000 sec): 3 clusters Score: Raw -346920.142313 + Penalty 2589.816353 = -344330.325961 nChanged 12 SP:Iteration 25Q (2430.770000 sec): 3 clusters Score: Raw -346928.722318 + Penalty 2589.816353 = -344338.905966 nChanged 16 SP:Iteration 26Q (2430.780000 sec): 3 clusters Score: Raw -346943.351906 + Penalty 2589.816353 = -344353.535554 nChanged 17 SP:Iteration 27Q (2430.780000 sec): 3 clusters Score: Raw -346960.509790 + Penalty 2589.816353 = -344370.693437 nChanged 14 SP:Iteration 28Q (2430.790000 sec): 3 clusters Score: Raw -346968.910671 + Penalty 2589.816353 = -344379.094319 nChanged 9 SP:Iteration 29Q (2430.800000 sec): 3 clusters Score: Raw -346973.964476 + Penalty 2589.816353 = -344384.148124 nChanged 7 SP:Iteration 30Q (2430.800000 sec): 3 clusters Score: Raw -346977.231942 + Penalty 2589.816353 = -344387.415589 nChanged 2 SP:Iteration 31Q (2430.810000 sec): 3 clusters Score: Raw -346977.698338 + Penalty 2589.816353 = -344387.881985 nChanged 2 SP:Iteration 32Q (2430.820000 sec): 3 clusters Score: Raw -346978.334301 + Penalty 2589.816353 = -344388.517949 nChanged 3 SP:Iteration 33Q (2430.820000 sec): 3 clusters Score: Raw -346979.137305 + Penalty 2589.816353 = -344389.320952 nChanged 1 SP:Iteration 34Q (2430.830000 sec): 3 clusters Score: Raw -346979.504061 + Penalty 2589.816353 = -344389.687709 nChanged 1 SP:Iteration 35Q (2430.840000 sec): 3 clusters Score: Raw -346979.767060 + Penalty 2589.816353 = -344389.950708 nChanged 0 SP:Iteration 36F (2430.850000 sec): 3 clusters Score: Raw -346979.767060 + Penalty 2589.816353 = -344389.950708 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.000000 sec): 2 clusters Score: Raw -48752.605554 + Penalty 994.190795 = -47758.414760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.000000 sec): 3 clusters Score: Raw -48808.677179 + Penalty 1988.381589 = -46820.295589 nChanged 106 SP:Iteration 1F (2431.010000 sec): 3 clusters Score: Raw -49047.945782 + Penalty 1988.381589 = -47059.564193 nChanged 33 SP:Iteration 2F (2431.010000 sec): 3 clusters Score: Raw -49129.416196 + Penalty 1988.381589 = -47141.034607 nChanged 14 SP:Iteration 3Q (2431.010000 sec): 3 clusters Score: Raw -49229.080507 + Penalty 1988.381589 = -47240.698918 nChanged 17 SP:Iteration 4Q (2431.010000 sec): 3 clusters Score: Raw -49269.030871 + Penalty 1988.381589 = -47280.649281 nChanged 12 SP:Iteration 5Q (2431.010000 sec): 3 clusters Score: Raw -49307.283390 + Penalty 1988.381589 = -47318.901800 nChanged 7 SP:Iteration 6Q (2431.010000 sec): 3 clusters Score: Raw -49322.924526 + Penalty 1988.381589 = -47334.542936 nChanged 5 SP:Iteration 7Q (2431.020000 sec): 3 clusters Score: Raw -49331.475674 + Penalty 1988.381589 = -47343.094085 nChanged 3 SP:Iteration 8Q (2431.020000 sec): 3 clusters Score: Raw -49339.548486 + Penalty 1988.381589 = -47351.166896 nChanged 1 SP:Iteration 9Q (2431.020000 sec): 3 clusters Score: Raw -49341.186529 + Penalty 1988.381589 = -47352.804940 nChanged 0 SP:Iteration 10F (2431.020000 sec): 3 clusters Score: Raw -49341.186529 + Penalty 1988.381589 = -47352.804940 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.190000 sec): 2 clusters Score: Raw -109839.690389 + Penalty 1117.225214 = -108722.465175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.190000 sec): 3 clusters Score: Raw -109524.325188 + Penalty 2234.450428 = -107289.874759 nChanged 279 SP:Iteration 1F (2431.190000 sec): 3 clusters Score: Raw -109759.454446 + Penalty 2234.450428 = -107525.004018 nChanged 77 SP:Iteration 2F (2431.200000 sec): 3 clusters Score: Raw -109874.674943 + Penalty 2234.450428 = -107640.224515 nChanged 45 SP:Iteration 3Q (2431.200000 sec): 3 clusters Score: Raw -109935.956225 + Penalty 2234.450428 = -107701.505796 nChanged 37 SP:Iteration 4Q (2431.200000 sec): 3 clusters Score: Raw -109999.975545 + Penalty 2234.450428 = -107765.525116 nChanged 32 SP:Iteration 5Q (2431.200000 sec): 3 clusters Score: Raw -110059.121667 + Penalty 2234.450428 = -107824.671239 nChanged 21 SP:Iteration 6Q (2431.200000 sec): 3 clusters Score: Raw -110081.461522 + Penalty 2234.450428 = -107847.011093 nChanged 8 SP:Iteration 7Q (2431.210000 sec): 3 clusters Score: Raw -110089.390102 + Penalty 2234.450428 = -107854.939674 nChanged 7 SP:Iteration 8Q (2431.210000 sec): 3 clusters Score: Raw -110094.506303 + Penalty 2234.450428 = -107860.055874 nChanged 3 SP:Iteration 9Q (2431.210000 sec): 3 clusters Score: Raw -110097.093763 + Penalty 2234.450428 = -107862.643334 nChanged 2 SP:Iteration 10Q (2431.220000 sec): 3 clusters Score: Raw -110099.335795 + Penalty 2234.450428 = -107864.885366 nChanged 4 SP:Iteration 11Q (2431.220000 sec): 3 clusters Score: Raw -110103.297786 + Penalty 2234.450428 = -107868.847358 nChanged 4 SP:Iteration 12Q (2431.220000 sec): 3 clusters Score: Raw -110105.978652 + Penalty 2234.450428 = -107871.528224 nChanged 2 SP:Iteration 13Q (2431.220000 sec): 3 clusters Score: Raw -110106.940818 + Penalty 2234.450428 = -107872.490389 nChanged 0 SP:Iteration 14F (2431.230000 sec): 3 clusters Score: Raw -110106.940818 + Penalty 2234.450428 = -107872.490389 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 20 (93989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2433.930000 sec): 2 clusters Score: Raw -11541481.966674 + Penalty 1860.776618 = -11539621.190056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.620000 sec): 3 clusters Score: Raw -11480294.679529 + Penalty 3721.553236 = -11476573.126294 nChanged 45003 SP:Iteration 1F (2437.400000 sec): 3 clusters Score: Raw -11506508.740427 + Penalty 3721.553236 = -11502787.187191 nChanged 3509 SP:Iteration 2Q (2439.220000 sec): 3 clusters Score: Raw -11507628.266291 + Penalty 3721.553236 = -11503906.713056 nChanged 4520 SP:Iteration 3Q (2441.050000 sec): 3 clusters Score: Raw -11509633.167451 + Penalty 3721.553236 = -11505911.614215 nChanged 6265 SP:Iteration 4F (2442.630000 sec): 3 clusters Score: Raw -11513529.946738 + Penalty 3721.553236 = -11509808.393503 nChanged 8310 SP:Iteration 5F (2444.260000 sec): 3 clusters Score: Raw -11520395.470954 + Penalty 3721.553236 = -11516673.917718 nChanged 9105 SP:Iteration 6F (2445.980000 sec): 3 clusters Score: Raw -11529550.271916 + Penalty 3721.553236 = -11525828.718680 nChanged 7040 SP:Iteration 7F (2447.800000 sec): 3 clusters Score: Raw -11537054.682501 + Penalty 3721.553236 = -11533333.129266 nChanged 3286 SP:Iteration 8Q (2449.630000 sec): 3 clusters Score: Raw -11540384.554772 + Penalty 3721.553236 = -11536663.001537 nChanged 984 SP:Iteration 9Q (2451.450000 sec): 3 clusters Score: Raw -11541351.304639 + Penalty 3721.553236 = -11537629.751403 nChanged 261 SP:Iteration 10Q (2453.100000 sec): 3 clusters Score: Raw -11541643.611497 + Penalty 3721.553236 = -11537922.058261 nChanged 106 SP:Iteration 11Q (2454.720000 sec): 3 clusters Score: Raw -11541770.881305 + Penalty 3721.553236 = -11538049.328070 nChanged 70 SP:Iteration 12Q (2456.330000 sec): 3 clusters Score: Raw -11541833.926655 + Penalty 3721.553236 = -11538112.373420 nChanged 48 SP:Iteration 13Q (2458.010000 sec): 3 clusters Score: Raw -11541873.376320 + Penalty 3721.553236 = -11538151.823084 nChanged 40 SP:Iteration 14Q (2459.560000 sec): 3 clusters Score: Raw -11541902.009867 + Penalty 3721.553236 = -11538180.456632 nChanged 26 SP:Iteration 15Q (2461.300000 sec): 3 clusters Score: Raw -11541919.342743 + Penalty 3721.553236 = -11538197.789507 nChanged 19 SP:Iteration 16Q (2462.940000 sec): 3 clusters Score: Raw -11541934.435931 + Penalty 3721.553236 = -11538212.882696 nChanged 19 SP:Iteration 17Q (2464.580000 sec): 3 clusters Score: Raw -11541946.809109 + Penalty 3721.553236 = -11538225.255873 nChanged 10 SP:Iteration 18Q (2466.220000 sec): 3 clusters Score: Raw -11541952.701177 + Penalty 3721.553236 = -11538231.147941 nChanged 5 SP:Iteration 19Q (2467.850000 sec): 3 clusters Score: Raw -11541957.713146 + Penalty 3721.553236 = -11538236.159911 nChanged 10 SP:Iteration 20F (2469.510000 sec): 3 clusters Score: Raw -11541965.468524 + Penalty 3721.553236 = -11538243.915288 nChanged 6 SP:Iteration 21Q (2471.150000 sec): 3 clusters Score: Raw -11541972.339760 + Penalty 3721.553236 = -11538250.786524 nChanged 10 SP:Iteration 22Q (2472.850000 sec): 3 clusters Score: Raw -11541979.081341 + Penalty 3721.553236 = -11538257.528105 nChanged 8 SP:Iteration 23Q (2474.610000 sec): 3 clusters Score: Raw -11541982.860422 + Penalty 3721.553236 = -11538261.307186 nChanged 1 SP:Iteration 24Q (2476.440000 sec): 3 clusters Score: Raw -11541983.079831 + Penalty 3721.553236 = -11538261.526595 nChanged 2 SP:Iteration 25Q (2478.130000 sec): 3 clusters Score: Raw -11541983.644087 + Penalty 3721.553236 = -11538262.090851 nChanged 3 SP:Iteration 26Q (2479.910000 sec): 3 clusters Score: Raw -11541984.327912 + Penalty 3721.553236 = -11538262.774676 nChanged 3 SP:Iteration 27Q (2481.650000 sec): 3 clusters Score: Raw -11541985.655259 + Penalty 3721.553236 = -11538264.102023 nChanged 4 SP:Iteration 28Q (2483.370000 sec): 3 clusters Score: Raw -11541987.908416 + Penalty 3721.553236 = -11538266.355180 nChanged 4 SP:Iteration 29Q (2485.190000 sec): 3 clusters Score: Raw -11541993.132662 + Penalty 3721.553236 = -11538271.579426 nChanged 9 SP:Iteration 30Q (2486.830000 sec): 3 clusters Score: Raw -11541999.547935 + Penalty 3721.553236 = -11538277.994699 nChanged 9 SP:Iteration 31Q (2488.450000 sec): 3 clusters Score: Raw -11542006.154194 + Penalty 3721.553236 = -11538284.600958 nChanged 4 SP:Iteration 32Q (2490.110000 sec): 3 clusters Score: Raw -11542008.175102 + Penalty 3721.553236 = -11538286.621866 nChanged 3 SP:Iteration 33Q (2491.750000 sec): 3 clusters Score: Raw -11542009.316515 + Penalty 3721.553236 = -11538287.763279 nChanged 2 SP:Iteration 34Q (2493.390000 sec): 3 clusters Score: Raw -11542010.105919 + Penalty 3721.553236 = -11538288.552684 nChanged 3 SP:Iteration 35Q (2495.030000 sec): 3 clusters Score: Raw -11542011.758893 + Penalty 3721.553236 = -11538290.205657 nChanged 5 SP:Iteration 36Q (2496.610000 sec): 3 clusters Score: Raw -11542014.911862 + Penalty 3721.553236 = -11538293.358626 nChanged 4 SP:Iteration 37Q (2498.130000 sec): 3 clusters Score: Raw -11542016.467762 + Penalty 3721.553236 = -11538294.914526 nChanged 0 SP:Iteration 38F (2499.770000 sec): 3 clusters Score: Raw -11542016.467762 + Penalty 3721.553236 = -11538294.914526 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 21 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.500000 sec): 2 clusters Score: Raw -55426.391742 + Penalty 1010.845903 = -54415.545839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.500000 sec): 3 clusters Score: Raw -55397.101757 + Penalty 2021.691805 = -53375.409951 nChanged 112 SP:Iteration 1F (2500.500000 sec): 3 clusters Score: Raw -55560.026573 + Penalty 2021.691805 = -53538.334768 nChanged 32 SP:Iteration 2F (2500.510000 sec): 3 clusters Score: Raw -55602.783258 + Penalty 2021.691805 = -53581.091452 nChanged 5 SP:Iteration 3Q (2500.510000 sec): 3 clusters Score: Raw -55610.217222 + Penalty 2021.691805 = -53588.525417 nChanged 3 SP:Iteration 4Q (2500.510000 sec): 3 clusters Score: Raw -55616.499646 + Penalty 2021.691805 = -53594.807840 nChanged 5 SP:Iteration 5Q (2500.510000 sec): 3 clusters Score: Raw -55625.470171 + Penalty 2021.691805 = -53603.778365 nChanged 2 SP:Iteration 6Q (2500.510000 sec): 3 clusters Score: Raw -55626.636909 + Penalty 2021.691805 = -53604.945104 nChanged 0 SP:Iteration 7F (2500.510000 sec): 3 clusters Score: Raw -55626.636909 + Penalty 2021.691805 = -53604.945104 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 22 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.680000 sec): 2 clusters Score: Raw -116482.068147 + Penalty 1130.747864 = -115351.320283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.690000 sec): 3 clusters Score: Raw -116149.051395 + Penalty 2261.495728 = -113887.555668 nChanged 314 SP:Iteration 1F (2500.690000 sec): 3 clusters Score: Raw -116404.401638 + Penalty 2261.495728 = -114142.905911 nChanged 75 SP:Iteration 2F (2500.690000 sec): 3 clusters Score: Raw -116490.470821 + Penalty 2261.495728 = -114228.975094 nChanged 56 SP:Iteration 3F (2500.690000 sec): 3 clusters Score: Raw -116560.452489 + Penalty 2261.495728 = -114298.956761 nChanged 39 SP:Iteration 4Q (2500.700000 sec): 3 clusters Score: Raw -116611.929860 + Penalty 2261.495728 = -114350.434132 nChanged 33 SP:Iteration 5Q (2500.700000 sec): 3 clusters Score: Raw -116653.204027 + Penalty 2261.495728 = -114391.708299 nChanged 27 SP:Iteration 6Q (2500.710000 sec): 3 clusters Score: Raw -116684.042695 + Penalty 2261.495728 = -114422.546968 nChanged 17 SP:Iteration 7Q (2500.710000 sec): 3 clusters Score: Raw -116700.637924 + Penalty 2261.495728 = -114439.142196 nChanged 19 SP:Iteration 8Q (2500.710000 sec): 3 clusters Score: Raw -116716.801901 + Penalty 2261.495728 = -114455.306173 nChanged 17 SP:Iteration 9Q (2500.710000 sec): 3 clusters Score: Raw -116729.438436 + Penalty 2261.495728 = -114467.942708 nChanged 16 SP:Iteration 10Q (2500.720000 sec): 3 clusters Score: Raw -116740.272435 + Penalty 2261.495728 = -114478.776708 nChanged 17 SP:Iteration 11Q (2500.720000 sec): 3 clusters Score: Raw -116752.587370 + Penalty 2261.495728 = -114491.091642 nChanged 16 SP:Iteration 12Q (2500.720000 sec): 3 clusters Score: Raw -116764.935048 + Penalty 2261.495728 = -114503.439320 nChanged 14 SP:Iteration 13Q (2500.730000 sec): 3 clusters Score: Raw -116776.392609 + Penalty 2261.495728 = -114514.896881 nChanged 11 SP:Iteration 14Q (2500.730000 sec): 3 clusters Score: Raw -116788.475142 + Penalty 2261.495728 = -114526.979414 nChanged 10 SP:Iteration 15Q (2500.730000 sec): 3 clusters Score: Raw -116795.566283 + Penalty 2261.495728 = -114534.070556 nChanged 7 SP:Iteration 16Q (2500.730000 sec): 3 clusters Score: Raw -116800.886238 + Penalty 2261.495728 = -114539.390510 nChanged 4 SP:Iteration 17Q (2500.740000 sec): 3 clusters Score: Raw -116803.462086 + Penalty 2261.495728 = -114541.966358 nChanged 3 SP:Iteration 18Q (2500.740000 sec): 3 clusters Score: Raw -116805.516905 + Penalty 2261.495728 = -114544.021177 nChanged 1 SP:Iteration 19Q (2500.740000 sec): 3 clusters Score: Raw -116805.890537 + Penalty 2261.495728 = -114544.394810 nChanged 1 SP:Iteration 20F (2500.750000 sec): 3 clusters Score: Raw -116806.341247 + Penalty 2261.495728 = -114544.845519 nChanged 2 SP:Iteration 21Q (2500.750000 sec): 3 clusters Score: Raw -116809.798663 + Penalty 2261.495728 = -114548.302936 nChanged 2 SP:Iteration 22Q (2500.750000 sec): 3 clusters Score: Raw -116812.099756 + Penalty 2261.495728 = -114550.604028 nChanged 2 SP:Iteration 23Q (2500.750000 sec): 3 clusters Score: Raw -116814.237555 + Penalty 2261.495728 = -114552.741827 nChanged 2 SP:Iteration 24Q (2500.760000 sec): 3 clusters Score: Raw -116815.810185 + Penalty 2261.495728 = -114554.314457 nChanged 1 SP:Iteration 25Q (2500.760000 sec): 3 clusters Score: Raw -116816.711418 + Penalty 2261.495728 = -114555.215691 nChanged 4 SP:Iteration 26Q (2500.760000 sec): 3 clusters Score: Raw -116819.182160 + Penalty 2261.495728 = -114557.686433 nChanged 3 SP:Iteration 27Q (2500.770000 sec): 3 clusters Score: Raw -116821.566487 + Penalty 2261.495728 = -114560.070759 nChanged 4 SP:Iteration 28Q (2500.770000 sec): 3 clusters Score: Raw -116824.280069 + Penalty 2261.495728 = -114562.784341 nChanged 5 SP:Iteration 29Q (2500.770000 sec): 3 clusters Score: Raw -116829.539672 + Penalty 2261.495728 = -114568.043944 nChanged 2 SP:Iteration 30Q (2500.770000 sec): 3 clusters Score: Raw -116830.558919 + Penalty 2261.495728 = -114569.063191 nChanged 3 SP:Iteration 31Q (2500.770000 sec): 3 clusters Score: Raw -116832.629025 + Penalty 2261.495728 = -114571.133297 nChanged 3 SP:Iteration 32Q (2500.780000 sec): 3 clusters Score: Raw -116834.270067 + Penalty 2261.495728 = -114572.774340 nChanged 2 SP:Iteration 33Q (2500.780000 sec): 3 clusters Score: Raw -116838.373210 + Penalty 2261.495728 = -114576.877482 nChanged 7 SP:Iteration 34Q (2500.780000 sec): 3 clusters Score: Raw -116842.237242 + Penalty 2261.495728 = -114580.741514 nChanged 1 SP:Iteration 35Q (2500.790000 sec): 3 clusters Score: Raw -116843.076730 + Penalty 2261.495728 = -114581.581003 nChanged 0 SP:Iteration 36F (2500.790000 sec): 3 clusters Score: Raw -116843.076730 + Penalty 2261.495728 = -114581.581003 nChanged 0 Iteration 154F (2539.680000 sec): 23 clusters Score: Raw -132073325.743233 + Penalty 49787.761819 = -132023537.981413 nChanged 0 Compute initial score before splitting: Score: Raw -132073325.743233 + Penalty 49787.761819 = -132023537.981413 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 1 (9318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2539.740000 sec): 2 clusters Score: Raw -1115839.144833 + Penalty 1485.201785 = -1114353.943048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2539.760000 sec): 3 clusters Score: Raw -1110549.089119 + Penalty 2970.403570 = -1107578.685549 nChanged 4066 SP:Iteration 1F (2539.780000 sec): 3 clusters Score: Raw -1112582.285373 + Penalty 2970.403570 = -1109611.881803 nChanged 557 SP:Iteration 2F (2539.810000 sec): 3 clusters Score: Raw -1112794.580359 + Penalty 2970.403570 = -1109824.176789 nChanged 453 SP:Iteration 3Q (2539.830000 sec): 3 clusters Score: Raw -1112963.458550 + Penalty 2970.403570 = -1109993.054980 nChanged 380 SP:Iteration 4Q (2539.860000 sec): 3 clusters Score: Raw -1113097.710262 + Penalty 2970.403570 = -1110127.306692 nChanged 341 SP:Iteration 5Q (2539.880000 sec): 3 clusters Score: Raw -1113235.019651 + Penalty 2970.403570 = -1110264.616081 nChanged 381 SP:Iteration 6Q (2539.910000 sec): 3 clusters Score: Raw -1113422.628888 + Penalty 2970.403570 = -1110452.225318 nChanged 407 SP:Iteration 7Q (2539.930000 sec): 3 clusters Score: Raw -1113640.086806 + Penalty 2970.403570 = -1110669.683236 nChanged 447 SP:Iteration 8Q (2539.960000 sec): 3 clusters Score: Raw -1113918.160132 + Penalty 2970.403570 = -1110947.756562 nChanged 507 SP:Iteration 9F (2539.980000 sec): 3 clusters Score: Raw -1114297.576994 + Penalty 2970.403570 = -1111327.173424 nChanged 507 SP:Iteration 10F (2540.000000 sec): 3 clusters Score: Raw -1114750.025456 + Penalty 2970.403570 = -1111779.621886 nChanged 462 SP:Iteration 11Q (2540.030000 sec): 3 clusters Score: Raw -1115201.518042 + Penalty 2970.403570 = -1112231.114472 nChanged 359 SP:Iteration 12Q (2540.050000 sec): 3 clusters Score: Raw -1115586.945069 + Penalty 2970.403570 = -1112616.541499 nChanged 266 SP:Iteration 13Q (2540.080000 sec): 3 clusters Score: Raw -1115896.814837 + Penalty 2970.403570 = -1112926.411267 nChanged 196 SP:Iteration 14Q (2540.100000 sec): 3 clusters Score: Raw -1116092.340346 + Penalty 2970.403570 = -1113121.936776 nChanged 127 SP:Iteration 15Q (2540.120000 sec): 3 clusters Score: Raw -1116179.822704 + Penalty 2970.403570 = -1113209.419134 nChanged 78 SP:Iteration 16Q (2540.130000 sec): 3 clusters Score: Raw -1116225.745987 + Penalty 2970.403570 = -1113255.342417 nChanged 53 SP:Iteration 17Q (2540.150000 sec): 3 clusters Score: Raw -1116249.957655 + Penalty 2970.403570 = -1113279.554085 nChanged 41 SP:Iteration 18Q (2540.170000 sec): 3 clusters Score: Raw -1116268.809460 + Penalty 2970.403570 = -1113298.405890 nChanged 25 SP:Iteration 19Q (2540.190000 sec): 3 clusters Score: Raw -1116277.152477 + Penalty 2970.403570 = -1113306.748907 nChanged 19 SP:Iteration 20F (2540.220000 sec): 3 clusters Score: Raw -1116283.013293 + Penalty 2970.403570 = -1113312.609723 nChanged 14 SP:Iteration 21Q (2540.240000 sec): 3 clusters Score: Raw -1116286.985402 + Penalty 2970.403570 = -1113316.581832 nChanged 12 SP:Iteration 22Q (2540.250000 sec): 3 clusters Score: Raw -1116290.940171 + Penalty 2970.403570 = -1113320.536601 nChanged 16 SP:Iteration 23Q (2540.270000 sec): 3 clusters Score: Raw -1116296.730113 + Penalty 2970.403570 = -1113326.326543 nChanged 15 SP:Iteration 24Q (2540.290000 sec): 3 clusters Score: Raw -1116302.934817 + Penalty 2970.403570 = -1113332.531247 nChanged 12 SP:Iteration 25Q (2540.310000 sec): 3 clusters Score: Raw -1116305.817803 + Penalty 2970.403570 = -1113335.414233 nChanged 9 SP:Iteration 26Q (2540.330000 sec): 3 clusters Score: Raw -1116307.628155 + Penalty 2970.403570 = -1113337.224585 nChanged 3 SP:Iteration 27Q (2540.350000 sec): 3 clusters Score: Raw -1116308.056560 + Penalty 2970.403570 = -1113337.652990 nChanged 2 SP:Iteration 28Q (2540.370000 sec): 3 clusters Score: Raw -1116309.019994 + Penalty 2970.403570 = -1113338.616424 nChanged 3 SP:Iteration 29Q (2540.390000 sec): 3 clusters Score: Raw -1116309.706133 + Penalty 2970.403570 = -1113339.302563 nChanged 2 SP:Iteration 30Q (2540.400000 sec): 3 clusters Score: Raw -1116310.009831 + Penalty 2970.403570 = -1113339.606261 nChanged 2 SP:Iteration 31Q (2540.420000 sec): 3 clusters Score: Raw -1116310.297444 + Penalty 2970.403570 = -1113339.893874 nChanged 1 SP:Iteration 32Q (2540.440000 sec): 3 clusters Score: Raw -1116310.445840 + Penalty 2970.403570 = -1113340.042270 nChanged 2 SP:Iteration 33Q (2540.460000 sec): 3 clusters Score: Raw -1116310.854489 + Penalty 2970.403570 = -1113340.450919 nChanged 1 SP:Iteration 34Q (2540.480000 sec): 3 clusters Score: Raw -1116311.198296 + Penalty 2970.403570 = -1113340.794726 nChanged 1 SP:Iteration 35Q (2540.500000 sec): 3 clusters Score: Raw -1116311.455623 + Penalty 2970.403570 = -1113341.052053 nChanged 2 SP:Iteration 36Q (2540.520000 sec): 3 clusters Score: Raw -1116312.150452 + Penalty 2970.403570 = -1113341.746882 nChanged 4 SP:Iteration 37Q (2540.540000 sec): 3 clusters Score: Raw -1116313.430554 + Penalty 2970.403570 = -1113343.026984 nChanged 1 SP:Iteration 38Q (2540.560000 sec): 3 clusters Score: Raw -1116313.580444 + Penalty 2970.403570 = -1113343.176874 nChanged 2 SP:Iteration 39Q (2540.580000 sec): 3 clusters Score: Raw -1116313.943748 + Penalty 2970.403570 = -1113343.540178 nChanged 0 SP:Iteration 40F (2540.600000 sec): 3 clusters Score: Raw -1116313.943748 + Penalty 2970.403570 = -1113343.540178 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 2 (117324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2540.920000 sec): 2 clusters Score: Raw -13738728.795837 + Penalty 1896.812875 = -13736831.982961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2541.260000 sec): 3 clusters Score: Raw -13661955.619967 + Penalty 3793.625751 = -13658161.994216 nChanged 56380 SP:Iteration 1F (2541.590000 sec): 3 clusters Score: Raw -13695157.059756 + Penalty 3793.625751 = -13691363.434005 nChanged 4611 SP:Iteration 2Q (2541.940000 sec): 3 clusters Score: Raw -13696890.149108 + Penalty 3793.625751 = -13693096.523357 nChanged 5760 SP:Iteration 3Q (2542.270000 sec): 3 clusters Score: Raw -13699781.227168 + Penalty 3793.625751 = -13695987.601417 nChanged 7460 SP:Iteration 4F (2542.600000 sec): 3 clusters Score: Raw -13704697.444362 + Penalty 3793.625751 = -13700903.818611 nChanged 9037 SP:Iteration 5F (2542.930000 sec): 3 clusters Score: Raw -13712023.169819 + Penalty 3793.625751 = -13708229.544068 nChanged 9568 SP:Iteration 6F (2543.260000 sec): 3 clusters Score: Raw -13721096.445133 + Penalty 3793.625751 = -13717302.819382 nChanged 8151 SP:Iteration 7F (2543.590000 sec): 3 clusters Score: Raw -13729279.126763 + Penalty 3793.625751 = -13725485.501012 nChanged 4981 SP:Iteration 8Q (2543.890000 sec): 3 clusters Score: Raw -13734216.320389 + Penalty 3793.625751 = -13730422.694639 nChanged 2632 SP:Iteration 9Q (2544.180000 sec): 3 clusters Score: Raw -13736596.781614 + Penalty 3793.625751 = -13732803.155863 nChanged 1434 SP:Iteration 10Q (2544.440000 sec): 3 clusters Score: Raw -13737660.365952 + Penalty 3793.625751 = -13733866.740202 nChanged 859 SP:Iteration 11Q (2544.690000 sec): 3 clusters Score: Raw -13738214.319979 + Penalty 3793.625751 = -13734420.694228 nChanged 554 SP:Iteration 12Q (2544.930000 sec): 3 clusters Score: Raw -13738509.606686 + Penalty 3793.625751 = -13734715.980936 nChanged 385 SP:Iteration 13Q (2545.180000 sec): 3 clusters Score: Raw -13738716.078259 + Penalty 3793.625751 = -13734922.452508 nChanged 283 SP:Iteration 14Q (2545.420000 sec): 3 clusters Score: Raw -13738853.498617 + Penalty 3793.625751 = -13735059.872867 nChanged 184 SP:Iteration 15Q (2545.660000 sec): 3 clusters Score: Raw -13738940.192068 + Penalty 3793.625751 = -13735146.566317 nChanged 149 SP:Iteration 16Q (2545.910000 sec): 3 clusters Score: Raw -13739015.485338 + Penalty 3793.625751 = -13735221.859587 nChanged 133 SP:Iteration 17Q (2546.160000 sec): 3 clusters Score: Raw -13739077.674466 + Penalty 3793.625751 = -13735284.048715 nChanged 92 SP:Iteration 18Q (2546.410000 sec): 3 clusters Score: Raw -13739119.437779 + Penalty 3793.625751 = -13735325.812029 nChanged 70 SP:Iteration 19Q (2546.660000 sec): 3 clusters Score: Raw -13739151.078683 + Penalty 3793.625751 = -13735357.452932 nChanged 61 SP:Iteration 20F (2546.980000 sec): 3 clusters Score: Raw -13739181.009539 + Penalty 3793.625751 = -13735387.383789 nChanged 51 SP:Iteration 21Q (2547.210000 sec): 3 clusters Score: Raw -13739205.711479 + Penalty 3793.625751 = -13735412.085729 nChanged 43 SP:Iteration 22Q (2547.450000 sec): 3 clusters Score: Raw -13739224.692697 + Penalty 3793.625751 = -13735431.066947 nChanged 44 SP:Iteration 23Q (2547.680000 sec): 3 clusters Score: Raw -13739241.950280 + Penalty 3793.625751 = -13735448.324529 nChanged 33 SP:Iteration 24Q (2547.910000 sec): 3 clusters Score: Raw -13739254.387822 + Penalty 3793.625751 = -13735460.762071 nChanged 21 SP:Iteration 25Q (2548.150000 sec): 3 clusters Score: Raw -13739262.653068 + Penalty 3793.625751 = -13735469.027317 nChanged 18 SP:Iteration 26Q (2548.380000 sec): 3 clusters Score: Raw -13739270.182589 + Penalty 3793.625751 = -13735476.556839 nChanged 19 SP:Iteration 27Q (2548.610000 sec): 3 clusters Score: Raw -13739277.135167 + Penalty 3793.625751 = -13735483.509417 nChanged 12 SP:Iteration 28Q (2548.850000 sec): 3 clusters Score: Raw -13739282.432225 + Penalty 3793.625751 = -13735488.806475 nChanged 13 SP:Iteration 29Q (2549.070000 sec): 3 clusters Score: Raw -13739287.100494 + Penalty 3793.625751 = -13735493.474743 nChanged 10 SP:Iteration 30Q (2549.310000 sec): 3 clusters Score: Raw -13739290.547603 + Penalty 3793.625751 = -13735496.921852 nChanged 11 SP:Iteration 31Q (2549.540000 sec): 3 clusters Score: Raw -13739294.380609 + Penalty 3793.625751 = -13735500.754858 nChanged 5 SP:Iteration 32Q (2549.770000 sec): 3 clusters Score: Raw -13739296.050716 + Penalty 3793.625751 = -13735502.424965 nChanged 4 SP:Iteration 33Q (2550.010000 sec): 3 clusters Score: Raw -13739297.619120 + Penalty 3793.625751 = -13735503.993370 nChanged 1 SP:Iteration 34Q (2550.240000 sec): 3 clusters Score: Raw -13739297.899798 + Penalty 3793.625751 = -13735504.274048 nChanged 2 SP:Iteration 35Q (2550.470000 sec): 3 clusters Score: Raw -13739298.632256 + Penalty 3793.625751 = -13735505.006506 nChanged 2 SP:Iteration 36Q (2550.710000 sec): 3 clusters Score: Raw -13739299.624627 + Penalty 3793.625751 = -13735505.998877 nChanged 5 SP:Iteration 37Q (2550.950000 sec): 3 clusters Score: Raw -13739301.396139 + Penalty 3793.625751 = -13735507.770388 nChanged 2 SP:Iteration 38Q (2551.180000 sec): 3 clusters Score: Raw -13739301.998229 + Penalty 3793.625751 = -13735508.372478 nChanged 0 SP:Iteration 39F (2551.510000 sec): 3 clusters Score: Raw -13739301.998229 + Penalty 3793.625751 = -13735508.372478 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 3 (2371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.560000 sec): 2 clusters Score: Raw -289713.504437 + Penalty 1262.798401 = -288450.706035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.560000 sec): 3 clusters Score: Raw -288621.320463 + Penalty 2525.596803 = -286095.723660 nChanged 843 SP:Iteration 1F (2551.570000 sec): 3 clusters Score: Raw -289065.403214 + Penalty 2525.596803 = -286539.806411 nChanged 158 SP:Iteration 2F (2551.580000 sec): 3 clusters Score: Raw -289167.083115 + Penalty 2525.596803 = -286641.486312 nChanged 114 SP:Iteration 3Q (2551.580000 sec): 3 clusters Score: Raw -289232.990676 + Penalty 2525.596803 = -286707.393873 nChanged 87 SP:Iteration 4Q (2551.590000 sec): 3 clusters Score: Raw -289282.645621 + Penalty 2525.596803 = -286757.048818 nChanged 67 SP:Iteration 5Q (2551.590000 sec): 3 clusters Score: Raw -289319.645377 + Penalty 2525.596803 = -286794.048574 nChanged 57 SP:Iteration 6Q (2551.600000 sec): 3 clusters Score: Raw -289349.674886 + Penalty 2525.596803 = -286824.078083 nChanged 45 SP:Iteration 7Q (2551.610000 sec): 3 clusters Score: Raw -289373.075645 + Penalty 2525.596803 = -286847.478842 nChanged 27 SP:Iteration 8Q (2551.610000 sec): 3 clusters Score: Raw -289383.988634 + Penalty 2525.596803 = -286858.391831 nChanged 16 SP:Iteration 9Q (2551.620000 sec): 3 clusters Score: Raw -289389.873625 + Penalty 2525.596803 = -286864.276822 nChanged 13 SP:Iteration 10Q (2551.630000 sec): 3 clusters Score: Raw -289393.565308 + Penalty 2525.596803 = -286867.968505 nChanged 6 SP:Iteration 11Q (2551.630000 sec): 3 clusters Score: Raw -289395.327076 + Penalty 2525.596803 = -286869.730273 nChanged 9 SP:Iteration 12Q (2551.640000 sec): 3 clusters Score: Raw -289399.255386 + Penalty 2525.596803 = -286873.658583 nChanged 5 SP:Iteration 13Q (2551.640000 sec): 3 clusters Score: Raw -289400.526335 + Penalty 2525.596803 = -286874.929532 nChanged 7 SP:Iteration 14Q (2551.650000 sec): 3 clusters Score: Raw -289403.629439 + Penalty 2525.596803 = -286878.032636 nChanged 9 SP:Iteration 15Q (2551.660000 sec): 3 clusters Score: Raw -289406.333620 + Penalty 2525.596803 = -286880.736817 nChanged 6 SP:Iteration 16Q (2551.660000 sec): 3 clusters Score: Raw -289408.479296 + Penalty 2525.596803 = -286882.882493 nChanged 7 SP:Iteration 17Q (2551.670000 sec): 3 clusters Score: Raw -289410.793871 + Penalty 2525.596803 = -286885.197068 nChanged 6 SP:Iteration 18Q (2551.670000 sec): 3 clusters Score: Raw -289412.346103 + Penalty 2525.596803 = -286886.749300 nChanged 3 SP:Iteration 19Q (2551.680000 sec): 3 clusters Score: Raw -289413.252177 + Penalty 2525.596803 = -286887.655374 nChanged 0 SP:Iteration 20F (2551.690000 sec): 3 clusters Score: Raw -289413.252177 + Penalty 2525.596803 = -286887.655374 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 4 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.690000 sec): 2 clusters Score: Raw -47194.534798 + Penalty 978.416294 = -46216.118504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.690000 sec): 3 clusters Score: Raw -47158.250499 + Penalty 1956.832589 = -45201.417911 nChanged 74 SP:Iteration 1F (2551.690000 sec): 3 clusters Score: Raw -47320.842460 + Penalty 1956.832589 = -45364.009871 nChanged 26 SP:Iteration 2F (2551.690000 sec): 3 clusters Score: Raw -47417.298177 + Penalty 1956.832589 = -45460.465588 nChanged 21 SP:Iteration 3F (2551.690000 sec): 3 clusters Score: Raw -47462.857587 + Penalty 1956.832589 = -45506.024999 nChanged 11 SP:Iteration 4Q (2551.690000 sec): 3 clusters Score: Raw -47485.503577 + Penalty 1956.832589 = -45528.670989 nChanged 6 SP:Iteration 5Q (2551.690000 sec): 3 clusters Score: Raw -47498.182961 + Penalty 1956.832589 = -45541.350372 nChanged 9 SP:Iteration 6Q (2551.690000 sec): 3 clusters Score: Raw -47515.663929 + Penalty 1956.832589 = -45558.831340 nChanged 5 SP:Iteration 7Q (2551.700000 sec): 3 clusters Score: Raw -47534.474900 + Penalty 1956.832589 = -45577.642312 nChanged 4 SP:Iteration 8Q (2551.700000 sec): 3 clusters Score: Raw -47541.394727 + Penalty 1956.832589 = -45584.562138 nChanged 1 SP:Iteration 9Q (2551.700000 sec): 3 clusters Score: Raw -47542.549025 + Penalty 1956.832589 = -45585.716436 nChanged 0 SP:Iteration 10F (2551.700000 sec): 3 clusters Score: Raw -47542.549025 + Penalty 1956.832589 = -45585.716436 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 5 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.700000 sec): 2 clusters Score: Raw -31132.910653 + Penalty 862.593501 = -30270.317152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.710000 sec): 3 clusters Score: Raw -31237.198185 + Penalty 1725.187002 = -29512.011183 nChanged 28 SP:Iteration 1F (2551.710000 sec): 3 clusters Score: Raw -31286.119191 + Penalty 1725.187002 = -29560.932189 nChanged 8 SP:Iteration 2Q (2551.710000 sec): 3 clusters Score: Raw -31331.245164 + Penalty 1725.187002 = -29606.058162 nChanged 6 SP:Iteration 3Q (2551.710000 sec): 3 clusters Score: Raw -31352.402416 + Penalty 1725.187002 = -29627.215414 nChanged 2 SP:Iteration 4Q (2551.710000 sec): 3 clusters Score: Raw -31355.295940 + Penalty 1725.187002 = -29630.108938 nChanged 2 SP:Iteration 5Q (2551.710000 sec): 3 clusters Score: Raw -31357.749620 + Penalty 1725.187002 = -29632.562619 nChanged 1 SP:Iteration 6Q (2551.710000 sec): 3 clusters Score: Raw -31359.648124 + Penalty 1725.187002 = -29634.461123 nChanged 2 SP:Iteration 7Q (2551.710000 sec): 3 clusters Score: Raw -31361.554834 + Penalty 1725.187002 = -29636.367832 nChanged 3 SP:Iteration 8Q (2551.710000 sec): 3 clusters Score: Raw -31366.786884 + Penalty 1725.187002 = -29641.599882 nChanged 6 SP:Iteration 9Q (2551.710000 sec): 3 clusters Score: Raw -31394.905543 + Penalty 1725.187002 = -29669.718541 nChanged 4 SP:Iteration 10Q (2551.710000 sec): 3 clusters Score: Raw -31407.757233 + Penalty 1725.187002 = -29682.570232 nChanged 3 SP:Iteration 11Q (2551.710000 sec): 3 clusters Score: Raw -31424.917594 + Penalty 1725.187002 = -29699.730592 nChanged 1 SP:Iteration 12Q (2551.710000 sec): 3 clusters Score: Raw -31426.484155 + Penalty 1725.187002 = -29701.297153 nChanged 0 SP:Iteration 13F (2551.710000 sec): 3 clusters Score: Raw -31427.112115 + Penalty 1725.187002 = -29701.925114 nChanged 1 SP:Iteration 14Q (2551.710000 sec): 3 clusters Score: Raw -31436.066514 + Penalty 1725.187002 = -29710.879512 nChanged 1 SP:Iteration 15Q (2551.710000 sec): 3 clusters Score: Raw -31439.159207 + Penalty 1725.187002 = -29713.972206 nChanged 1 SP:Iteration 16Q (2551.710000 sec): 3 clusters Score: Raw -31441.033149 + Penalty 1725.187002 = -29715.846148 nChanged 0 SP:Iteration 17F (2551.710000 sec): 3 clusters Score: Raw -31441.033149 + Penalty 1725.187002 = -29715.846148 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 6 (13123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.750000 sec): 2 clusters Score: Raw -1616637.574442 + Penalty 1540.844775 = -1615096.729666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.790000 sec): 3 clusters Score: Raw -1609074.804205 + Penalty 3081.689551 = -1605993.114655 nChanged 5771 SP:Iteration 1F (2551.820000 sec): 3 clusters Score: Raw -1612150.771975 + Penalty 3081.689551 = -1609069.082425 nChanged 741 SP:Iteration 2F (2551.850000 sec): 3 clusters Score: Raw -1612456.667761 + Penalty 3081.689551 = -1609374.978210 nChanged 622 SP:Iteration 3Q (2551.890000 sec): 3 clusters Score: Raw -1612742.414739 + Penalty 3081.689551 = -1609660.725188 nChanged 580 SP:Iteration 4Q (2551.920000 sec): 3 clusters Score: Raw -1613048.576305 + Penalty 3081.689551 = -1609966.886754 nChanged 568 SP:Iteration 5Q (2551.960000 sec): 3 clusters Score: Raw -1613362.938154 + Penalty 3081.689551 = -1610281.248603 nChanged 579 SP:Iteration 6Q (2551.990000 sec): 3 clusters Score: Raw -1613704.455639 + Penalty 3081.689551 = -1610622.766088 nChanged 633 SP:Iteration 7Q (2552.030000 sec): 3 clusters Score: Raw -1614133.252065 + Penalty 3081.689551 = -1611051.562514 nChanged 649 SP:Iteration 8Q (2552.060000 sec): 3 clusters Score: Raw -1614627.837713 + Penalty 3081.689551 = -1611546.148162 nChanged 690 SP:Iteration 9F (2552.090000 sec): 3 clusters Score: Raw -1615183.800518 + Penalty 3081.689551 = -1612102.110967 nChanged 606 SP:Iteration 10Q (2552.130000 sec): 3 clusters Score: Raw -1615690.984113 + Penalty 3081.689551 = -1612609.294562 nChanged 489 SP:Iteration 11Q (2552.150000 sec): 3 clusters Score: Raw -1616106.488331 + Penalty 3081.689551 = -1613024.798780 nChanged 338 SP:Iteration 12Q (2552.190000 sec): 3 clusters Score: Raw -1616375.114013 + Penalty 3081.689551 = -1613293.424462 nChanged 193 SP:Iteration 13Q (2552.210000 sec): 3 clusters Score: Raw -1616535.765275 + Penalty 3081.689551 = -1613454.075724 nChanged 116 SP:Iteration 14Q (2552.240000 sec): 3 clusters Score: Raw -1616643.035762 + Penalty 3081.689551 = -1613561.346212 nChanged 86 SP:Iteration 15Q (2552.270000 sec): 3 clusters Score: Raw -1616726.218616 + Penalty 3081.689551 = -1613644.529065 nChanged 51 SP:Iteration 16Q (2552.290000 sec): 3 clusters Score: Raw -1616776.418836 + Penalty 3081.689551 = -1613694.729285 nChanged 32 SP:Iteration 17Q (2552.320000 sec): 3 clusters Score: Raw -1616815.342858 + Penalty 3081.689551 = -1613733.653307 nChanged 24 SP:Iteration 18Q (2552.340000 sec): 3 clusters Score: Raw -1616841.783560 + Penalty 3081.689551 = -1613760.094009 nChanged 19 SP:Iteration 19Q (2552.370000 sec): 3 clusters Score: Raw -1616863.901073 + Penalty 3081.689551 = -1613782.211522 nChanged 17 SP:Iteration 20F (2552.400000 sec): 3 clusters Score: Raw -1616876.333247 + Penalty 3081.689551 = -1613794.643696 nChanged 7 SP:Iteration 21Q (2552.430000 sec): 3 clusters Score: Raw -1616883.752592 + Penalty 3081.689551 = -1613802.063041 nChanged 6 SP:Iteration 22Q (2552.450000 sec): 3 clusters Score: Raw -1616889.574333 + Penalty 3081.689551 = -1613807.884782 nChanged 3 SP:Iteration 23Q (2552.470000 sec): 3 clusters Score: Raw -1616892.349117 + Penalty 3081.689551 = -1613810.659566 nChanged 2 SP:Iteration 24Q (2552.500000 sec): 3 clusters Score: Raw -1616894.545716 + Penalty 3081.689551 = -1613812.856165 nChanged 3 SP:Iteration 25Q (2552.520000 sec): 3 clusters Score: Raw -1616897.141330 + Penalty 3081.689551 = -1613815.451779 nChanged 0 SP:Iteration 26F (2552.550000 sec): 3 clusters Score: Raw -1616897.141330 + Penalty 3081.689551 = -1613815.451779 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 7 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.570000 sec): 2 clusters Score: Raw -302356.706324 + Penalty 1284.514386 = -301072.191938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.570000 sec): 3 clusters Score: Raw -301147.552817 + Penalty 2569.028772 = -298578.524045 nChanged 993 SP:Iteration 1F (2552.580000 sec): 3 clusters Score: Raw -301944.601348 + Penalty 2569.028772 = -299375.572576 nChanged 266 SP:Iteration 2F (2552.590000 sec): 3 clusters Score: Raw -302216.515586 + Penalty 2569.028772 = -299647.486814 nChanged 197 SP:Iteration 3F (2552.590000 sec): 3 clusters Score: Raw -302414.906789 + Penalty 2569.028772 = -299845.878017 nChanged 130 SP:Iteration 4Q (2552.600000 sec): 3 clusters Score: Raw -302520.413494 + Penalty 2569.028772 = -299951.384722 nChanged 97 SP:Iteration 5Q (2552.610000 sec): 3 clusters Score: Raw -302599.715096 + Penalty 2569.028772 = -300030.686324 nChanged 87 SP:Iteration 6Q (2552.620000 sec): 3 clusters Score: Raw -302674.840531 + Penalty 2569.028772 = -300105.811759 nChanged 79 SP:Iteration 7Q (2552.620000 sec): 3 clusters Score: Raw -302737.378305 + Penalty 2569.028772 = -300168.349533 nChanged 65 SP:Iteration 8Q (2552.630000 sec): 3 clusters Score: Raw -302780.486869 + Penalty 2569.028772 = -300211.458097 nChanged 44 SP:Iteration 9Q (2552.640000 sec): 3 clusters Score: Raw -302809.530727 + Penalty 2569.028772 = -300240.501955 nChanged 29 SP:Iteration 10Q (2552.640000 sec): 3 clusters Score: Raw -302825.663693 + Penalty 2569.028772 = -300256.634921 nChanged 20 SP:Iteration 11Q (2552.650000 sec): 3 clusters Score: Raw -302836.899546 + Penalty 2569.028772 = -300267.870774 nChanged 16 SP:Iteration 12Q (2552.660000 sec): 3 clusters Score: Raw -302845.096826 + Penalty 2569.028772 = -300276.068054 nChanged 17 SP:Iteration 13Q (2552.660000 sec): 3 clusters Score: Raw -302854.311912 + Penalty 2569.028772 = -300285.283140 nChanged 12 SP:Iteration 14Q (2552.670000 sec): 3 clusters Score: Raw -302860.137190 + Penalty 2569.028772 = -300291.108418 nChanged 9 SP:Iteration 15Q (2552.670000 sec): 3 clusters Score: Raw -302865.564966 + Penalty 2569.028772 = -300296.536194 nChanged 11 SP:Iteration 16Q (2552.680000 sec): 3 clusters Score: Raw -302870.262768 + Penalty 2569.028772 = -300301.233996 nChanged 7 SP:Iteration 17Q (2552.690000 sec): 3 clusters Score: Raw -302875.154374 + Penalty 2569.028772 = -300306.125602 nChanged 7 SP:Iteration 18Q (2552.690000 sec): 3 clusters Score: Raw -302878.965980 + Penalty 2569.028772 = -300309.937208 nChanged 5 SP:Iteration 19Q (2552.700000 sec): 3 clusters Score: Raw -302881.343010 + Penalty 2569.028772 = -300312.314238 nChanged 4 SP:Iteration 20F (2552.710000 sec): 3 clusters Score: Raw -302883.195247 + Penalty 2569.028772 = -300314.166475 nChanged 4 SP:Iteration 21Q (2552.710000 sec): 3 clusters Score: Raw -302884.359179 + Penalty 2569.028772 = -300315.330407 nChanged 4 SP:Iteration 22Q (2552.720000 sec): 3 clusters Score: Raw -302885.994147 + Penalty 2569.028772 = -300316.965375 nChanged 2 SP:Iteration 23Q (2552.730000 sec): 3 clusters Score: Raw -302886.505292 + Penalty 2569.028772 = -300317.476520 nChanged 1 SP:Iteration 24Q (2552.730000 sec): 3 clusters Score: Raw -302887.049786 + Penalty 2569.028772 = -300318.021014 nChanged 0 SP:Iteration 25F (2552.740000 sec): 3 clusters Score: Raw -302887.049786 + Penalty 2569.028772 = -300318.021014 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 8 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.750000 sec): 2 clusters Score: Raw -138671.341332 + Penalty 1149.406329 = -137521.935003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.750000 sec): 3 clusters Score: Raw -138267.727832 + Penalty 2298.812658 = -135968.915174 nChanged 370 SP:Iteration 1F (2552.760000 sec): 3 clusters Score: Raw -138548.069559 + Penalty 2298.812658 = -136249.256901 nChanged 75 SP:Iteration 2F (2552.760000 sec): 3 clusters Score: Raw -138626.209852 + Penalty 2298.812658 = -136327.397194 nChanged 50 SP:Iteration 3Q (2552.770000 sec): 3 clusters Score: Raw -138675.628112 + Penalty 2298.812658 = -136376.815454 nChanged 37 SP:Iteration 4Q (2552.770000 sec): 3 clusters Score: Raw -138713.891176 + Penalty 2298.812658 = -136415.078518 nChanged 31 SP:Iteration 5Q (2552.770000 sec): 3 clusters Score: Raw -138742.008107 + Penalty 2298.812658 = -136443.195449 nChanged 25 SP:Iteration 6Q (2552.780000 sec): 3 clusters Score: Raw -138762.005592 + Penalty 2298.812658 = -136463.192934 nChanged 15 SP:Iteration 7Q (2552.780000 sec): 3 clusters Score: Raw -138778.664705 + Penalty 2298.812658 = -136479.852047 nChanged 14 SP:Iteration 8Q (2552.780000 sec): 3 clusters Score: Raw -138792.752458 + Penalty 2298.812658 = -136493.939800 nChanged 11 SP:Iteration 9Q (2552.780000 sec): 3 clusters Score: Raw -138802.726953 + Penalty 2298.812658 = -136503.914294 nChanged 6 SP:Iteration 10Q (2552.790000 sec): 3 clusters Score: Raw -138806.731924 + Penalty 2298.812658 = -136507.919265 nChanged 5 SP:Iteration 11Q (2552.790000 sec): 3 clusters Score: Raw -138811.975668 + Penalty 2298.812658 = -136513.163010 nChanged 7 SP:Iteration 12Q (2552.790000 sec): 3 clusters Score: Raw -138817.105324 + Penalty 2298.812658 = -136518.292666 nChanged 8 SP:Iteration 13Q (2552.800000 sec): 3 clusters Score: Raw -138824.585179 + Penalty 2298.812658 = -136525.772521 nChanged 7 SP:Iteration 14Q (2552.800000 sec): 3 clusters Score: Raw -138828.881146 + Penalty 2298.812658 = -136530.068488 nChanged 8 SP:Iteration 15Q (2552.800000 sec): 3 clusters Score: Raw -138834.831580 + Penalty 2298.812658 = -136536.018921 nChanged 8 SP:Iteration 16Q (2552.800000 sec): 3 clusters Score: Raw -138841.014469 + Penalty 2298.812658 = -136542.201811 nChanged 9 SP:Iteration 17Q (2552.810000 sec): 3 clusters Score: Raw -138851.329234 + Penalty 2298.812658 = -136552.516576 nChanged 9 SP:Iteration 18Q (2552.810000 sec): 3 clusters Score: Raw -138860.977737 + Penalty 2298.812658 = -136562.165079 nChanged 13 SP:Iteration 19Q (2552.820000 sec): 3 clusters Score: Raw -138878.231209 + Penalty 2298.812658 = -136579.418551 nChanged 14 SP:Iteration 20F (2552.820000 sec): 3 clusters Score: Raw -138903.609225 + Penalty 2298.812658 = -136604.796567 nChanged 22 SP:Iteration 21Q (2552.820000 sec): 3 clusters Score: Raw -138969.848821 + Penalty 2298.812658 = -136671.036163 nChanged 24 SP:Iteration 22Q (2552.820000 sec): 3 clusters Score: Raw -139046.902516 + Penalty 2298.812658 = -136748.089858 nChanged 27 SP:Iteration 23Q (2552.830000 sec): 3 clusters Score: Raw -139110.921326 + Penalty 2298.812658 = -136812.108668 nChanged 36 SP:Iteration 24Q (2552.830000 sec): 3 clusters Score: Raw -139167.532589 + Penalty 2298.812658 = -136868.719930 nChanged 32 SP:Iteration 25Q (2552.830000 sec): 3 clusters Score: Raw -139209.214608 + Penalty 2298.812658 = -136910.401949 nChanged 18 SP:Iteration 26Q (2552.840000 sec): 3 clusters Score: Raw -139240.711480 + Penalty 2298.812658 = -136941.898822 nChanged 19 SP:Iteration 27Q (2552.840000 sec): 3 clusters Score: Raw -139264.873421 + Penalty 2298.812658 = -136966.060763 nChanged 11 SP:Iteration 28Q (2552.840000 sec): 3 clusters Score: Raw -139279.369303 + Penalty 2298.812658 = -136980.556645 nChanged 3 SP:Iteration 29Q (2552.840000 sec): 3 clusters Score: Raw -139283.325594 + Penalty 2298.812658 = -136984.512936 nChanged 2 SP:Iteration 30Q (2552.840000 sec): 3 clusters Score: Raw -139285.501289 + Penalty 2298.812658 = -136986.688631 nChanged 3 SP:Iteration 31Q (2552.850000 sec): 3 clusters Score: Raw -139287.202675 + Penalty 2298.812658 = -136988.390017 nChanged 1 SP:Iteration 32Q (2552.850000 sec): 3 clusters Score: Raw -139287.662885 + Penalty 2298.812658 = -136988.850227 nChanged 0 SP:Iteration 33F (2552.860000 sec): 3 clusters Score: Raw -139287.662885 + Penalty 2298.812658 = -136988.850227 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 9 (38575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.960000 sec): 2 clusters Score: Raw -4755289.098274 + Penalty 1716.058448 = -4753573.039827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2553.060000 sec): 3 clusters Score: Raw -4731169.427632 + Penalty 3432.116895 = -4727737.310737 nChanged 17796 SP:Iteration 1F (2553.170000 sec): 3 clusters Score: Raw -4741147.713982 + Penalty 3432.116895 = -4737715.597087 nChanged 1683 SP:Iteration 2Q (2553.280000 sec): 3 clusters Score: Raw -4741661.162688 + Penalty 3432.116895 = -4738229.045793 nChanged 1725 SP:Iteration 3Q (2553.390000 sec): 3 clusters Score: Raw -4742355.876235 + Penalty 3432.116895 = -4738923.759340 nChanged 2049 SP:Iteration 4F (2553.490000 sec): 3 clusters Score: Raw -4743389.821325 + Penalty 3432.116895 = -4739957.704429 nChanged 2434 SP:Iteration 5F (2553.600000 sec): 3 clusters Score: Raw -4744959.426040 + Penalty 3432.116895 = -4741527.309145 nChanged 2810 SP:Iteration 6F (2553.700000 sec): 3 clusters Score: Raw -4747281.040155 + Penalty 3432.116895 = -4743848.923260 nChanged 2723 SP:Iteration 7F (2553.810000 sec): 3 clusters Score: Raw -4749725.389028 + Penalty 3432.116895 = -4746293.272133 nChanged 2192 SP:Iteration 8F (2553.910000 sec): 3 clusters Score: Raw -4751719.308504 + Penalty 3432.116895 = -4748287.191609 nChanged 1445 SP:Iteration 9Q (2554.010000 sec): 3 clusters Score: Raw -4752945.638111 + Penalty 3432.116895 = -4749513.521216 nChanged 917 SP:Iteration 10Q (2554.100000 sec): 3 clusters Score: Raw -4753640.686349 + Penalty 3432.116895 = -4750208.569454 nChanged 669 SP:Iteration 11Q (2554.190000 sec): 3 clusters Score: Raw -4754071.401499 + Penalty 3432.116895 = -4750639.284603 nChanged 444 SP:Iteration 12Q (2554.270000 sec): 3 clusters Score: Raw -4754322.535882 + Penalty 3432.116895 = -4750890.418987 nChanged 389 SP:Iteration 13Q (2554.350000 sec): 3 clusters Score: Raw -4754552.855954 + Penalty 3432.116895 = -4751120.739059 nChanged 338 SP:Iteration 14Q (2554.440000 sec): 3 clusters Score: Raw -4754728.433046 + Penalty 3432.116895 = -4751296.316151 nChanged 260 SP:Iteration 15Q (2554.520000 sec): 3 clusters Score: Raw -4754846.772977 + Penalty 3432.116895 = -4751414.656082 nChanged 231 SP:Iteration 16Q (2554.600000 sec): 3 clusters Score: Raw -4754962.326561 + Penalty 3432.116895 = -4751530.209666 nChanged 219 SP:Iteration 17Q (2554.680000 sec): 3 clusters Score: Raw -4755071.375929 + Penalty 3432.116895 = -4751639.259034 nChanged 192 SP:Iteration 18Q (2554.760000 sec): 3 clusters Score: Raw -4755155.469750 + Penalty 3432.116895 = -4751723.352855 nChanged 150 SP:Iteration 19Q (2554.840000 sec): 3 clusters Score: Raw -4755222.171315 + Penalty 3432.116895 = -4751790.054420 nChanged 116 SP:Iteration 20F (2554.940000 sec): 3 clusters Score: Raw -4755273.034044 + Penalty 3432.116895 = -4751840.917149 nChanged 103 SP:Iteration 21Q (2555.020000 sec): 3 clusters Score: Raw -4755313.665060 + Penalty 3432.116895 = -4751881.548165 nChanged 95 SP:Iteration 22Q (2555.100000 sec): 3 clusters Score: Raw -4755358.915856 + Penalty 3432.116895 = -4751926.798961 nChanged 73 SP:Iteration 23Q (2555.180000 sec): 3 clusters Score: Raw -4755392.790284 + Penalty 3432.116895 = -4751960.673388 nChanged 78 SP:Iteration 24Q (2555.250000 sec): 3 clusters Score: Raw -4755434.539677 + Penalty 3432.116895 = -4752002.422782 nChanged 74 SP:Iteration 25Q (2555.330000 sec): 3 clusters Score: Raw -4755476.298831 + Penalty 3432.116895 = -4752044.181936 nChanged 59 SP:Iteration 26Q (2555.400000 sec): 3 clusters Score: Raw -4755505.186142 + Penalty 3432.116895 = -4752073.069247 nChanged 46 SP:Iteration 27Q (2555.470000 sec): 3 clusters Score: Raw -4755524.828333 + Penalty 3432.116895 = -4752092.711438 nChanged 28 SP:Iteration 28Q (2555.550000 sec): 3 clusters Score: Raw -4755536.908208 + Penalty 3432.116895 = -4752104.791313 nChanged 20 SP:Iteration 29Q (2555.620000 sec): 3 clusters Score: Raw -4755545.170032 + Penalty 3432.116895 = -4752113.053137 nChanged 20 SP:Iteration 30Q (2555.690000 sec): 3 clusters Score: Raw -4755552.323104 + Penalty 3432.116895 = -4752120.206209 nChanged 16 SP:Iteration 31Q (2555.760000 sec): 3 clusters Score: Raw -4755557.275975 + Penalty 3432.116895 = -4752125.159080 nChanged 12 SP:Iteration 32Q (2555.840000 sec): 3 clusters Score: Raw -4755560.798712 + Penalty 3432.116895 = -4752128.681816 nChanged 11 SP:Iteration 33Q (2555.910000 sec): 3 clusters Score: Raw -4755564.285878 + Penalty 3432.116895 = -4752132.168983 nChanged 10 SP:Iteration 34Q (2555.990000 sec): 3 clusters Score: Raw -4755569.349923 + Penalty 3432.116895 = -4752137.233028 nChanged 15 SP:Iteration 35Q (2556.060000 sec): 3 clusters Score: Raw -4755574.618537 + Penalty 3432.116895 = -4752142.501642 nChanged 6 SP:Iteration 36Q (2556.140000 sec): 3 clusters Score: Raw -4755576.065933 + Penalty 3432.116895 = -4752143.949038 nChanged 6 SP:Iteration 37Q (2556.210000 sec): 3 clusters Score: Raw -4755578.327089 + Penalty 3432.116895 = -4752146.210194 nChanged 6 SP:Iteration 38Q (2556.280000 sec): 3 clusters Score: Raw -4755580.169943 + Penalty 3432.116895 = -4752148.053047 nChanged 5 SP:Iteration 39Q (2556.360000 sec): 3 clusters Score: Raw -4755581.009041 + Penalty 3432.116895 = -4752148.892146 nChanged 2 SP:Iteration 40F (2556.460000 sec): 3 clusters Score: Raw -4755581.312664 + Penalty 3432.116895 = -4752149.195769 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 10 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2556.480000 sec): 2 clusters Score: Raw -23934.651707 + Penalty 897.886103 = -23036.765605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2556.480000 sec): 3 clusters Score: Raw -24152.756183 + Penalty 1795.772205 = -22356.983978 nChanged 53 SP:Iteration 1F (2556.480000 sec): 3 clusters Score: Raw -24350.357305 + Penalty 1795.772205 = -22554.585100 nChanged 14 SP:Iteration 2F (2556.480000 sec): 3 clusters Score: Raw -24420.691970 + Penalty 1795.772205 = -22624.919765 nChanged 6 SP:Iteration 3Q (2556.480000 sec): 3 clusters Score: Raw -24445.914104 + Penalty 1795.772205 = -22650.141899 nChanged 5 SP:Iteration 4Q (2556.480000 sec): 3 clusters Score: Raw -24456.032407 + Penalty 1795.772205 = -22660.260202 nChanged 4 SP:Iteration 5Q (2556.480000 sec): 3 clusters Score: Raw -24463.349586 + Penalty 1795.772205 = -22667.577381 nChanged 3 SP:Iteration 6Q (2556.480000 sec): 3 clusters Score: Raw -24473.783054 + Penalty 1795.772205 = -22678.010849 nChanged 3 SP:Iteration 7Q (2556.480000 sec): 3 clusters Score: Raw -24481.016974 + Penalty 1795.772205 = -22685.244769 nChanged 3 SP:Iteration 8Q (2556.480000 sec): 3 clusters Score: Raw -24497.614454 + Penalty 1795.772205 = -22701.842248 nChanged 5 SP:Iteration 9Q (2556.480000 sec): 3 clusters Score: Raw -24541.416791 + Penalty 1795.772205 = -22745.644586 nChanged 5 SP:Iteration 10Q (2556.490000 sec): 3 clusters Score: Raw -24577.969021 + Penalty 1795.772205 = -22782.196815 nChanged 2 SP:Iteration 11Q (2556.490000 sec): 3 clusters Score: Raw -24582.593096 + Penalty 1795.772205 = -22786.820890 nChanged 2 SP:Iteration 12Q (2556.490000 sec): 3 clusters Score: Raw -24587.222572 + Penalty 1795.772205 = -22791.450367 nChanged 1 SP:Iteration 13Q (2556.490000 sec): 3 clusters Score: Raw -24589.321233 + Penalty 1795.772205 = -22793.549027 nChanged 0 SP:Iteration 14F (2556.490000 sec): 3 clusters Score: Raw -24589.321233 + Penalty 1795.772205 = -22793.549027 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 11 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2556.490000 sec): 2 clusters Score: Raw -49363.697874 + Penalty 994.548331 = -48369.149544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2556.500000 sec): 3 clusters Score: Raw -49320.923731 + Penalty 1989.096661 = -47331.827069 nChanged 105 SP:Iteration 1F (2556.500000 sec): 3 clusters Score: Raw -49499.726022 + Penalty 1989.096661 = -47510.629361 nChanged 23 SP:Iteration 2F (2556.500000 sec): 3 clusters Score: Raw -49539.628404 + Penalty 1989.096661 = -47550.531743 nChanged 4 SP:Iteration 3Q (2556.500000 sec): 3 clusters Score: Raw -49548.905749 + Penalty 1989.096661 = -47559.809088 nChanged 9 SP:Iteration 4Q (2556.500000 sec): 3 clusters Score: Raw -49569.293420 + Penalty 1989.096661 = -47580.196759 nChanged 7 SP:Iteration 5Q (2556.500000 sec): 3 clusters Score: Raw -49588.473037 + Penalty 1989.096661 = -47599.376375 nChanged 3 SP:Iteration 6Q (2556.500000 sec): 3 clusters Score: Raw -49595.594103 + Penalty 1989.096661 = -47606.497442 nChanged 4 SP:Iteration 7Q (2556.500000 sec): 3 clusters Score: Raw -49604.018777 + Penalty 1989.096661 = -47614.922115 nChanged 0 SP:Iteration 8F (2556.500000 sec): 3 clusters Score: Raw -49604.018777 + Penalty 1989.096661 = -47614.922115 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 12 (16307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2556.550000 sec): 2 clusters Score: Raw -1883286.592644 + Penalty 1576.144333 = -1881710.448311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2556.590000 sec): 3 clusters Score: Raw -1873531.526560 + Penalty 3152.288666 = -1870379.237894 nChanged 7248 SP:Iteration 1F (2556.640000 sec): 3 clusters Score: Raw -1877599.338188 + Penalty 3152.288666 = -1874447.049521 nChanged 854 SP:Iteration 2F (2556.680000 sec): 3 clusters Score: Raw -1878002.019455 + Penalty 3152.288666 = -1874849.730789 nChanged 844 SP:Iteration 3F (2556.720000 sec): 3 clusters Score: Raw -1878508.089240 + Penalty 3152.288666 = -1875355.800574 nChanged 914 SP:Iteration 4F (2556.760000 sec): 3 clusters Score: Raw -1879200.432764 + Penalty 3152.288666 = -1876048.144098 nChanged 1050 SP:Iteration 5F (2556.800000 sec): 3 clusters Score: Raw -1880039.449360 + Penalty 3152.288666 = -1876887.160694 nChanged 1110 SP:Iteration 6F (2556.850000 sec): 3 clusters Score: Raw -1880956.174448 + Penalty 3152.288666 = -1877803.885782 nChanged 1080 SP:Iteration 7F (2556.890000 sec): 3 clusters Score: Raw -1881746.432189 + Penalty 3152.288666 = -1878594.143523 nChanged 933 SP:Iteration 8F (2556.930000 sec): 3 clusters Score: Raw -1882372.351191 + Penalty 3152.288666 = -1879220.062525 nChanged 713 SP:Iteration 9Q (2556.970000 sec): 3 clusters Score: Raw -1882734.757295 + Penalty 3152.288666 = -1879582.468629 nChanged 448 SP:Iteration 10Q (2557.010000 sec): 3 clusters Score: Raw -1882896.086969 + Penalty 3152.288666 = -1879743.798303 nChanged 297 SP:Iteration 11Q (2557.050000 sec): 3 clusters Score: Raw -1882987.963627 + Penalty 3152.288666 = -1879835.674961 nChanged 227 SP:Iteration 12Q (2557.090000 sec): 3 clusters Score: Raw -1883054.057614 + Penalty 3152.288666 = -1879901.768947 nChanged 174 SP:Iteration 13Q (2557.130000 sec): 3 clusters Score: Raw -1883107.442054 + Penalty 3152.288666 = -1879955.153388 nChanged 142 SP:Iteration 14Q (2557.180000 sec): 3 clusters Score: Raw -1883155.401692 + Penalty 3152.288666 = -1880003.113026 nChanged 141 SP:Iteration 15Q (2557.220000 sec): 3 clusters Score: Raw -1883201.210552 + Penalty 3152.288666 = -1880048.921886 nChanged 137 SP:Iteration 16Q (2557.260000 sec): 3 clusters Score: Raw -1883244.784843 + Penalty 3152.288666 = -1880092.496177 nChanged 136 SP:Iteration 17Q (2557.300000 sec): 3 clusters Score: Raw -1883294.673833 + Penalty 3152.288666 = -1880142.385167 nChanged 143 SP:Iteration 18Q (2557.340000 sec): 3 clusters Score: Raw -1883352.646746 + Penalty 3152.288666 = -1880200.358080 nChanged 150 SP:Iteration 19Q (2557.380000 sec): 3 clusters Score: Raw -1883423.020836 + Penalty 3152.288666 = -1880270.732170 nChanged 175 SP:Iteration 20F (2557.420000 sec): 3 clusters Score: Raw -1883518.264654 + Penalty 3152.288666 = -1880365.975988 nChanged 191 SP:Iteration 21Q (2557.460000 sec): 3 clusters Score: Raw -1883649.224612 + Penalty 3152.288666 = -1880496.935946 nChanged 185 SP:Iteration 22Q (2557.500000 sec): 3 clusters Score: Raw -1883751.739065 + Penalty 3152.288666 = -1880599.450398 nChanged 161 SP:Iteration 23Q (2557.540000 sec): 3 clusters Score: Raw -1883812.090359 + Penalty 3152.288666 = -1880659.801693 nChanged 139 SP:Iteration 24Q (2557.580000 sec): 3 clusters Score: Raw -1883855.380699 + Penalty 3152.288666 = -1880703.092033 nChanged 116 SP:Iteration 25Q (2557.620000 sec): 3 clusters Score: Raw -1883883.808591 + Penalty 3152.288666 = -1880731.519925 nChanged 97 SP:Iteration 26Q (2557.660000 sec): 3 clusters Score: Raw -1883904.964028 + Penalty 3152.288666 = -1880752.675362 nChanged 90 SP:Iteration 27Q (2557.700000 sec): 3 clusters Score: Raw -1883924.189505 + Penalty 3152.288666 = -1880771.900839 nChanged 97 SP:Iteration 28Q (2557.740000 sec): 3 clusters Score: Raw -1883940.888416 + Penalty 3152.288666 = -1880788.599750 nChanged 67 SP:Iteration 29Q (2557.780000 sec): 3 clusters Score: Raw -1883950.795797 + Penalty 3152.288666 = -1880798.507131 nChanged 64 SP:Iteration 30Q (2557.820000 sec): 3 clusters Score: Raw -1883961.042727 + Penalty 3152.288666 = -1880808.754061 nChanged 67 SP:Iteration 31Q (2557.860000 sec): 3 clusters Score: Raw -1883971.886777 + Penalty 3152.288666 = -1880819.598111 nChanged 64 SP:Iteration 32Q (2557.900000 sec): 3 clusters Score: Raw -1883983.244228 + Penalty 3152.288666 = -1880830.955562 nChanged 55 SP:Iteration 33Q (2557.940000 sec): 3 clusters Score: Raw -1883992.355736 + Penalty 3152.288666 = -1880840.067070 nChanged 53 SP:Iteration 34Q (2557.980000 sec): 3 clusters Score: Raw -1884001.118198 + Penalty 3152.288666 = -1880848.829531 nChanged 51 SP:Iteration 35Q (2558.020000 sec): 3 clusters Score: Raw -1884008.520168 + Penalty 3152.288666 = -1880856.231502 nChanged 46 SP:Iteration 36Q (2558.060000 sec): 3 clusters Score: Raw -1884016.030235 + Penalty 3152.288666 = -1880863.741569 nChanged 53 SP:Iteration 37Q (2558.100000 sec): 3 clusters Score: Raw -1884024.597542 + Penalty 3152.288666 = -1880872.308875 nChanged 48 SP:Iteration 38Q (2558.130000 sec): 3 clusters Score: Raw -1884032.072368 + Penalty 3152.288666 = -1880879.783702 nChanged 56 SP:Iteration 39Q (2558.170000 sec): 3 clusters Score: Raw -1884040.883952 + Penalty 3152.288666 = -1880888.595285 nChanged 52 SP:Iteration 40F (2558.210000 sec): 3 clusters Score: Raw -1884047.710463 + Penalty 3152.288666 = -1880895.421797 nChanged 34 SP:Iteration 41Q (2558.250000 sec): 3 clusters Score: Raw -1884052.417748 + Penalty 3152.288666 = -1880900.129082 nChanged 34 SP:Iteration 42Q (2558.290000 sec): 3 clusters Score: Raw -1884057.312418 + Penalty 3152.288666 = -1880905.023751 nChanged 34 SP:Iteration 43Q (2558.330000 sec): 3 clusters Score: Raw -1884062.840143 + Penalty 3152.288666 = -1880910.551477 nChanged 39 SP:Iteration 44Q (2558.370000 sec): 3 clusters Score: Raw -1884069.305135 + Penalty 3152.288666 = -1880917.016469 nChanged 42 SP:Iteration 45Q (2558.410000 sec): 3 clusters Score: Raw -1884075.889734 + Penalty 3152.288666 = -1880923.601067 nChanged 37 SP:Iteration 46Q (2558.450000 sec): 3 clusters Score: Raw -1884081.044147 + Penalty 3152.288666 = -1880928.755481 nChanged 32 SP:Iteration 47Q (2558.490000 sec): 3 clusters Score: Raw -1884084.943516 + Penalty 3152.288666 = -1880932.654849 nChanged 27 SP:Iteration 48Q (2558.530000 sec): 3 clusters Score: Raw -1884087.894888 + Penalty 3152.288666 = -1880935.606222 nChanged 26 SP:Iteration 49Q (2558.560000 sec): 3 clusters Score: Raw -1884090.674097 + Penalty 3152.288666 = -1880938.385431 nChanged 23 SP:Iteration 50Q (2558.600000 sec): 3 clusters Score: Raw -1884093.530221 + Penalty 3152.288666 = -1880941.241555 nChanged 31 SP:Iteration 51Q (2558.640000 sec): 3 clusters Score: Raw -1884099.140914 + Penalty 3152.288666 = -1880946.852247 nChanged 35 SP:Iteration 52Q (2558.680000 sec): 3 clusters Score: Raw -1884105.549370 + Penalty 3152.288666 = -1880953.260703 nChanged 35 SP:Iteration 53Q (2558.710000 sec): 3 clusters Score: Raw -1884110.818179 + Penalty 3152.288666 = -1880958.529513 nChanged 36 SP:Iteration 54Q (2558.750000 sec): 3 clusters Score: Raw -1884116.538296 + Penalty 3152.288666 = -1880964.249629 nChanged 38 SP:Iteration 55Q (2558.790000 sec): 3 clusters Score: Raw -1884122.862297 + Penalty 3152.288666 = -1880970.573631 nChanged 36 SP:Iteration 56Q (2558.830000 sec): 3 clusters Score: Raw -1884129.759673 + Penalty 3152.288666 = -1880977.471007 nChanged 38 SP:Iteration 57Q (2558.860000 sec): 3 clusters Score: Raw -1884136.397874 + Penalty 3152.288666 = -1880984.109208 nChanged 32 SP:Iteration 58Q (2558.900000 sec): 3 clusters Score: Raw -1884142.596116 + Penalty 3152.288666 = -1880990.307450 nChanged 33 SP:Iteration 59Q (2558.930000 sec): 3 clusters Score: Raw -1884147.788430 + Penalty 3152.288666 = -1880995.499764 nChanged 25 SP:Iteration 60F (2558.980000 sec): 3 clusters Score: Raw -1884151.570593 + Penalty 3152.288666 = -1880999.281927 nChanged 23 SP:Iteration 61Q (2559.010000 sec): 3 clusters Score: Raw -1884154.695853 + Penalty 3152.288666 = -1881002.407187 nChanged 19 SP:Iteration 62Q (2559.050000 sec): 3 clusters Score: Raw -1884156.714111 + Penalty 3152.288666 = -1881004.425444 nChanged 16 SP:Iteration 63Q (2559.090000 sec): 3 clusters Score: Raw -1884158.739410 + Penalty 3152.288666 = -1881006.450743 nChanged 14 SP:Iteration 64Q (2559.120000 sec): 3 clusters Score: Raw -1884160.225619 + Penalty 3152.288666 = -1881007.936953 nChanged 11 SP:Iteration 65Q (2559.160000 sec): 3 clusters Score: Raw -1884161.605000 + Penalty 3152.288666 = -1881009.316334 nChanged 14 SP:Iteration 66Q (2559.200000 sec): 3 clusters Score: Raw -1884163.279718 + Penalty 3152.288666 = -1881010.991051 nChanged 15 SP:Iteration 67Q (2559.230000 sec): 3 clusters Score: Raw -1884165.922280 + Penalty 3152.288666 = -1881013.633613 nChanged 18 SP:Iteration 68Q (2559.270000 sec): 3 clusters Score: Raw -1884168.340319 + Penalty 3152.288666 = -1881016.051652 nChanged 12 SP:Iteration 69Q (2559.310000 sec): 3 clusters Score: Raw -1884170.028892 + Penalty 3152.288666 = -1881017.740226 nChanged 12 SP:Iteration 70Q (2559.340000 sec): 3 clusters Score: Raw -1884171.247354 + Penalty 3152.288666 = -1881018.958688 nChanged 11 SP:Iteration 71Q (2559.380000 sec): 3 clusters Score: Raw -1884172.288546 + Penalty 3152.288666 = -1881019.999880 nChanged 10 SP:Iteration 72Q (2559.410000 sec): 3 clusters Score: Raw -1884173.333929 + Penalty 3152.288666 = -1881021.045263 nChanged 9 SP:Iteration 73Q (2559.450000 sec): 3 clusters Score: Raw -1884174.255984 + Penalty 3152.288666 = -1881021.967318 nChanged 11 SP:Iteration 74Q (2559.490000 sec): 3 clusters Score: Raw -1884175.065572 + Penalty 3152.288666 = -1881022.776906 nChanged 7 SP:Iteration 75Q (2559.520000 sec): 3 clusters Score: Raw -1884175.653292 + Penalty 3152.288666 = -1881023.364626 nChanged 9 SP:Iteration 76Q (2559.560000 sec): 3 clusters Score: Raw -1884176.481572 + Penalty 3152.288666 = -1881024.192906 nChanged 11 SP:Iteration 77Q (2559.590000 sec): 3 clusters Score: Raw -1884177.612813 + Penalty 3152.288666 = -1881025.324146 nChanged 11 SP:Iteration 78Q (2559.630000 sec): 3 clusters Score: Raw -1884178.758620 + Penalty 3152.288666 = -1881026.469954 nChanged 5 SP:Iteration 79Q (2559.670000 sec): 3 clusters Score: Raw -1884179.188702 + Penalty 3152.288666 = -1881026.900036 nChanged 7 SP:Iteration 80F (2559.710000 sec): 3 clusters Score: Raw -1884179.773997 + Penalty 3152.288666 = -1881027.485331 nChanged 6 SP:Iteration 81Q (2559.750000 sec): 3 clusters Score: Raw -1884180.233832 + Penalty 3152.288666 = -1881027.945166 nChanged 5 SP:Iteration 82Q (2559.780000 sec): 3 clusters Score: Raw -1884180.780306 + Penalty 3152.288666 = -1881028.491640 nChanged 10 SP:Iteration 83Q (2559.820000 sec): 3 clusters Score: Raw -1884182.067179 + Penalty 3152.288666 = -1881029.778513 nChanged 11 SP:Iteration 84Q (2559.850000 sec): 3 clusters Score: Raw -1884183.273862 + Penalty 3152.288666 = -1881030.985195 nChanged 10 SP:Iteration 85Q (2559.890000 sec): 3 clusters Score: Raw -1884184.253613 + Penalty 3152.288666 = -1881031.964946 nChanged 6 SP:Iteration 86Q (2559.930000 sec): 3 clusters Score: Raw -1884184.744686 + Penalty 3152.288666 = -1881032.456019 nChanged 8 SP:Iteration 87Q (2559.960000 sec): 3 clusters Score: Raw -1884185.349131 + Penalty 3152.288666 = -1881033.060465 nChanged 4 SP:Iteration 88Q (2560.000000 sec): 3 clusters Score: Raw -1884185.643545 + Penalty 3152.288666 = -1881033.354879 nChanged 5 SP:Iteration 89Q (2560.030000 sec): 3 clusters Score: Raw -1884186.023625 + Penalty 3152.288666 = -1881033.734959 nChanged 4 SP:Iteration 90Q (2560.070000 sec): 3 clusters Score: Raw -1884186.395241 + Penalty 3152.288666 = -1881034.106575 nChanged 5 SP:Iteration 91Q (2560.110000 sec): 3 clusters Score: Raw -1884186.800321 + Penalty 3152.288666 = -1881034.511654 nChanged 6 SP:Iteration 92Q (2560.140000 sec): 3 clusters Score: Raw -1884187.566378 + Penalty 3152.288666 = -1881035.277712 nChanged 10 SP:Iteration 93Q (2560.180000 sec): 3 clusters Score: Raw -1884188.603011 + Penalty 3152.288666 = -1881036.314344 nChanged 8 SP:Iteration 94Q (2560.210000 sec): 3 clusters Score: Raw -1884189.559125 + Penalty 3152.288666 = -1881037.270459 nChanged 7 SP:Iteration 95Q (2560.250000 sec): 3 clusters Score: Raw -1884190.322887 + Penalty 3152.288666 = -1881038.034220 nChanged 10 SP:Iteration 96Q (2560.290000 sec): 3 clusters Score: Raw -1884191.252879 + Penalty 3152.288666 = -1881038.964212 nChanged 7 SP:Iteration 97Q (2560.320000 sec): 3 clusters Score: Raw -1884192.039509 + Penalty 3152.288666 = -1881039.750843 nChanged 12 SP:Iteration 98Q (2560.360000 sec): 3 clusters Score: Raw -1884193.129184 + Penalty 3152.288666 = -1881040.840518 nChanged 8 SP:Iteration 99Q (2560.390000 sec): 3 clusters Score: Raw -1884193.783240 + Penalty 3152.288666 = -1881041.494574 nChanged 1 SP:Iteration 100F (2560.440000 sec): 3 clusters Score: Raw -1884193.914574 + Penalty 3152.288666 = -1881041.625908 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 13 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.450000 sec): 2 clusters Score: Raw -16508.772673 + Penalty 817.446162 = -15691.326510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.450000 sec): 3 clusters Score: Raw -16607.727292 + Penalty 1634.892324 = -14972.834967 nChanged 13 SP:Iteration 1F (2560.450000 sec): 3 clusters Score: Raw -16663.766734 + Penalty 1634.892324 = -15028.874410 nChanged 3 SP:Iteration 2Q (2560.450000 sec): 3 clusters Score: Raw -16680.530704 + Penalty 1634.892324 = -15045.638380 nChanged 1 SP:Iteration 3Q (2560.450000 sec): 3 clusters Score: Raw -16682.086210 + Penalty 1634.892324 = -15047.193885 nChanged 0 SP:Iteration 4F (2560.450000 sec): 3 clusters Score: Raw -16682.086210 + Penalty 1634.892324 = -15047.193885 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 14 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.450000 sec): 2 clusters Score: Raw -21974.753168 + Penalty 871.971102 = -21102.782066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.450000 sec): 3 clusters Score: Raw -22048.446845 + Penalty 1743.942205 = -20304.504641 nChanged 34 SP:Iteration 1F (2560.450000 sec): 3 clusters Score: Raw -22179.651345 + Penalty 1743.942205 = -20435.709140 nChanged 16 SP:Iteration 2F (2560.450000 sec): 3 clusters Score: Raw -22247.514187 + Penalty 1743.942205 = -20503.571982 nChanged 8 SP:Iteration 3Q (2560.450000 sec): 3 clusters Score: Raw -22322.879194 + Penalty 1743.942205 = -20578.936989 nChanged 8 SP:Iteration 4Q (2560.450000 sec): 3 clusters Score: Raw -22364.107803 + Penalty 1743.942205 = -20620.165598 nChanged 6 SP:Iteration 5Q (2560.450000 sec): 3 clusters Score: Raw -22411.847896 + Penalty 1743.942205 = -20667.905691 nChanged 9 SP:Iteration 6Q (2560.450000 sec): 3 clusters Score: Raw -22464.252368 + Penalty 1743.942205 = -20720.310164 nChanged 7 SP:Iteration 7Q (2560.450000 sec): 3 clusters Score: Raw -22500.882130 + Penalty 1743.942205 = -20756.939925 nChanged 4 SP:Iteration 8Q (2560.460000 sec): 3 clusters Score: Raw -22516.640046 + Penalty 1743.942205 = -20772.697841 nChanged 1 SP:Iteration 9Q (2560.460000 sec): 3 clusters Score: Raw -22520.683462 + Penalty 1743.942205 = -20776.741257 nChanged 0 SP:Iteration 10F (2560.460000 sec): 3 clusters Score: Raw -22520.683462 + Penalty 1743.942205 = -20776.741257 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 15 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2560.460000 sec): 2 clusters Score: Raw -32662.437162 + Penalty 923.028049 = -31739.409113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.460000 sec): 3 clusters Score: Raw -32706.954876 + Penalty 1846.056098 = -30860.898778 nChanged 50 SP:Iteration 1F (2560.460000 sec): 3 clusters Score: Raw -32819.262571 + Penalty 1846.056098 = -30973.206473 nChanged 12 SP:Iteration 2Q (2560.460000 sec): 3 clusters Score: Raw -32841.975758 + Penalty 1846.056098 = -30995.919660 nChanged 4 SP:Iteration 3Q (2560.470000 sec): 3 clusters Score: Raw -32847.284271 + Penalty 1846.056098 = -31001.228173 nChanged 2 SP:Iteration 4Q (2560.470000 sec): 3 clusters Score: Raw -32852.547697 + Penalty 1846.056098 = -31006.491599 nChanged 1 SP:Iteration 5Q (2560.470000 sec): 3 clusters Score: Raw -32857.486236 + Penalty 1846.056098 = -31011.430138 nChanged 4 SP:Iteration 6Q (2560.470000 sec): 3 clusters Score: Raw -32868.148194 + Penalty 1846.056098 = -31022.092096 nChanged 1 SP:Iteration 7Q (2560.470000 sec): 3 clusters Score: Raw -32870.187711 + Penalty 1846.056098 = -31024.131613 nChanged 1 SP:Iteration 8Q (2560.470000 sec): 3 clusters Score: Raw -32871.752816 + Penalty 1846.056098 = -31025.696718 nChanged 1 SP:Iteration 9Q (2560.470000 sec): 3 clusters Score: Raw -32875.880161 + Penalty 1846.056098 = -31029.824063 nChanged 2 SP:Iteration 10Q (2560.470000 sec): 3 clusters Score: Raw -32879.699218 + Penalty 1846.056098 = -31033.643120 nChanged 0 SP:Iteration 11F (2560.470000 sec): 3 clusters Score: Raw -32879.699218 + Penalty 1846.056098 = -31033.643120 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 16 (814481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2562.680000 sec): 2 clusters Score: Raw -96945423.899528 + Penalty 2211.674787 = -96943212.224742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2565.000000 sec): 3 clusters Score: Raw -96392985.838778 + Penalty 4423.349573 = -96388562.489205 nChanged 401123 SP:Iteration 1F (2567.270000 sec): 3 clusters Score: Raw -96637349.836804 + Penalty 4423.349573 = -96632926.487231 nChanged 17952 SP:Iteration 2Q (2569.620000 sec): 3 clusters Score: Raw -96640901.178945 + Penalty 4423.349573 = -96636477.829371 nChanged 23256 SP:Iteration 3Q (2571.970000 sec): 3 clusters Score: Raw -96647322.912863 + Penalty 4423.349573 = -96642899.563289 nChanged 32496 SP:Iteration 4Q (2574.320000 sec): 3 clusters Score: Raw -96660229.088788 + Penalty 4423.349573 = -96655805.739214 nChanged 46960 SP:Iteration 5F (2576.590000 sec): 3 clusters Score: Raw -96686780.608127 + Penalty 4423.349573 = -96682357.258554 nChanged 64174 SP:Iteration 6F (2578.910000 sec): 3 clusters Score: Raw -96735747.610012 + Penalty 4423.349573 = -96731324.260438 nChanged 75068 SP:Iteration 7F (2581.210000 sec): 3 clusters Score: Raw -96805356.184807 + Penalty 4423.349573 = -96800932.835234 nChanged 66772 SP:Iteration 8F (2583.520000 sec): 3 clusters Score: Raw -96872225.960382 + Penalty 4423.349573 = -96867802.610809 nChanged 42687 SP:Iteration 9F (2585.850000 sec): 3 clusters Score: Raw -96914651.640996 + Penalty 4423.349573 = -96910228.291423 nChanged 20800 SP:Iteration 10Q (2587.810000 sec): 3 clusters Score: Raw -96934432.918990 + Penalty 4423.349573 = -96930009.569417 nChanged 8355 SP:Iteration 11Q (2589.690000 sec): 3 clusters Score: Raw -96941864.115750 + Penalty 4423.349573 = -96937440.766177 nChanged 2895 SP:Iteration 12Q (2591.380000 sec): 3 clusters Score: Raw -96944325.296638 + Penalty 4423.349573 = -96939901.947065 nChanged 944 SP:Iteration 13Q (2593.000000 sec): 3 clusters Score: Raw -96945099.686486 + Penalty 4423.349573 = -96940676.336913 nChanged 376 SP:Iteration 14Q (2594.640000 sec): 3 clusters Score: Raw -96945426.609746 + Penalty 4423.349573 = -96941003.260172 nChanged 141 SP:Iteration 15Q (2596.260000 sec): 3 clusters Score: Raw -96945555.149046 + Penalty 4423.349573 = -96941131.799473 nChanged 68 SP:Iteration 16Q (2597.880000 sec): 3 clusters Score: Raw -96945613.724818 + Penalty 4423.349573 = -96941190.375245 nChanged 36 SP:Iteration 17Q (2599.490000 sec): 3 clusters Score: Raw -96945648.696853 + Penalty 4423.349573 = -96941225.347279 nChanged 24 SP:Iteration 18Q (2601.100000 sec): 3 clusters Score: Raw -96945665.996641 + Penalty 4423.349573 = -96941242.647067 nChanged 13 SP:Iteration 19Q (2602.710000 sec): 3 clusters Score: Raw -96945674.130932 + Penalty 4423.349573 = -96941250.781358 nChanged 9 SP:Iteration 20F (2604.960000 sec): 3 clusters Score: Raw -96945684.200125 + Penalty 4423.349573 = -96941260.850551 nChanged 8 SP:Iteration 21Q (2606.580000 sec): 3 clusters Score: Raw -96945688.148582 + Penalty 4423.349573 = -96941264.799009 nChanged 3 SP:Iteration 22Q (2608.220000 sec): 3 clusters Score: Raw -96945689.615508 + Penalty 4423.349573 = -96941266.265935 nChanged 4 SP:Iteration 23Q (2609.850000 sec): 3 clusters Score: Raw -96945691.982987 + Penalty 4423.349573 = -96941268.633413 nChanged 3 SP:Iteration 24Q (2611.470000 sec): 3 clusters Score: Raw -96945693.267781 + Penalty 4423.349573 = -96941269.918207 nChanged 1 SP:Iteration 25Q (2613.110000 sec): 3 clusters Score: Raw -96945695.121435 + Penalty 4423.349573 = -96941271.771862 nChanged 1 SP:Iteration 26Q (2614.740000 sec): 3 clusters Score: Raw -96945695.624130 + Penalty 4423.349573 = -96941272.274557 nChanged 1 SP:Iteration 27Q (2616.370000 sec): 3 clusters Score: Raw -96945696.151608 + Penalty 4423.349573 = -96941272.802035 nChanged 3 SP:Iteration 28Q (2618.010000 sec): 3 clusters Score: Raw -96945697.938044 + Penalty 4423.349573 = -96941274.588471 nChanged 4 SP:Iteration 29Q (2619.640000 sec): 3 clusters Score: Raw -96945700.802751 + Penalty 4423.349573 = -96941277.453178 nChanged 5 SP:Iteration 30Q (2621.270000 sec): 3 clusters Score: Raw -96945707.284022 + Penalty 4423.349573 = -96941283.934449 nChanged 7 SP:Iteration 31Q (2622.900000 sec): 3 clusters Score: Raw -96945712.216843 + Penalty 4423.349573 = -96941288.867270 nChanged 3 SP:Iteration 32Q (2624.530000 sec): 3 clusters Score: Raw -96945713.989133 + Penalty 4423.349573 = -96941290.639560 nChanged 1 SP:Iteration 33Q (2626.220000 sec): 3 clusters Score: Raw -96945715.037689 + Penalty 4423.349573 = -96941291.688116 nChanged 0 SP:Iteration 34F (2628.530000 sec): 3 clusters Score: Raw -96945715.037689 + Penalty 4423.349573 = -96941291.688116 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 17 (2889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.860000 sec): 2 clusters Score: Raw -345799.124840 + Penalty 1294.908176 = -344504.216664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2628.870000 sec): 3 clusters Score: Raw -344434.191633 + Penalty 2589.816353 = -341844.375280 nChanged 1068 SP:Iteration 1F (2628.880000 sec): 3 clusters Score: Raw -345056.100341 + Penalty 2589.816353 = -342466.283988 nChanged 218 SP:Iteration 2F (2628.890000 sec): 3 clusters Score: Raw -345171.753768 + Penalty 2589.816353 = -342581.937415 nChanged 128 SP:Iteration 3Q (2628.890000 sec): 3 clusters Score: Raw -345234.133363 + Penalty 2589.816353 = -342644.317011 nChanged 89 SP:Iteration 4Q (2628.900000 sec): 3 clusters Score: Raw -345280.376631 + Penalty 2589.816353 = -342690.560278 nChanged 80 SP:Iteration 5Q (2628.910000 sec): 3 clusters Score: Raw -345320.110006 + Penalty 2589.816353 = -342730.293654 nChanged 75 SP:Iteration 6Q (2628.910000 sec): 3 clusters Score: Raw -345355.532066 + Penalty 2589.816353 = -342765.715714 nChanged 67 SP:Iteration 7Q (2628.920000 sec): 3 clusters Score: Raw -345391.943657 + Penalty 2589.816353 = -342802.127305 nChanged 53 SP:Iteration 8Q (2628.930000 sec): 3 clusters Score: Raw -345423.800885 + Penalty 2589.816353 = -342833.984533 nChanged 55 SP:Iteration 9Q (2628.940000 sec): 3 clusters Score: Raw -345455.805874 + Penalty 2589.816353 = -342865.989521 nChanged 59 SP:Iteration 10Q (2628.950000 sec): 3 clusters Score: Raw -345494.158239 + Penalty 2589.816353 = -342904.341886 nChanged 36 SP:Iteration 11Q (2628.950000 sec): 3 clusters Score: Raw -345511.253389 + Penalty 2589.816353 = -342921.437036 nChanged 38 SP:Iteration 12Q (2628.960000 sec): 3 clusters Score: Raw -345529.630509 + Penalty 2589.816353 = -342939.814157 nChanged 29 SP:Iteration 13Q (2628.970000 sec): 3 clusters Score: Raw -345545.971356 + Penalty 2589.816353 = -342956.155003 nChanged 30 SP:Iteration 14Q (2628.970000 sec): 3 clusters Score: Raw -345562.594201 + Penalty 2589.816353 = -342972.777848 nChanged 33 SP:Iteration 15Q (2628.980000 sec): 3 clusters Score: Raw -345582.198107 + Penalty 2589.816353 = -342992.381754 nChanged 41 SP:Iteration 16Q (2628.990000 sec): 3 clusters Score: Raw -345603.611809 + Penalty 2589.816353 = -343013.795456 nChanged 48 SP:Iteration 17Q (2629.000000 sec): 3 clusters Score: Raw -345627.751693 + Penalty 2589.816353 = -343037.935340 nChanged 36 SP:Iteration 18Q (2629.010000 sec): 3 clusters Score: Raw -345649.044635 + Penalty 2589.816353 = -343059.228283 nChanged 38 SP:Iteration 19Q (2629.010000 sec): 3 clusters Score: Raw -345677.885366 + Penalty 2589.816353 = -343088.069013 nChanged 48 SP:Iteration 20F (2629.020000 sec): 3 clusters Score: Raw -345714.417840 + Penalty 2589.816353 = -343124.601487 nChanged 55 SP:Iteration 21Q (2629.030000 sec): 3 clusters Score: Raw -345774.039069 + Penalty 2589.816353 = -343184.222717 nChanged 57 SP:Iteration 22Q (2629.030000 sec): 3 clusters Score: Raw -345823.317398 + Penalty 2589.816353 = -343233.501045 nChanged 53 SP:Iteration 23Q (2629.040000 sec): 3 clusters Score: Raw -345864.085066 + Penalty 2589.816353 = -343274.268713 nChanged 55 SP:Iteration 24Q (2629.050000 sec): 3 clusters Score: Raw -345917.258170 + Penalty 2589.816353 = -343327.441817 nChanged 55 SP:Iteration 25Q (2629.050000 sec): 3 clusters Score: Raw -345967.678137 + Penalty 2589.816353 = -343377.861784 nChanged 41 SP:Iteration 26Q (2629.060000 sec): 3 clusters Score: Raw -346007.723974 + Penalty 2589.816353 = -343417.907621 nChanged 40 SP:Iteration 27Q (2629.070000 sec): 3 clusters Score: Raw -346047.730516 + Penalty 2589.816353 = -343457.914163 nChanged 38 SP:Iteration 28Q (2629.070000 sec): 3 clusters Score: Raw -346089.448518 + Penalty 2589.816353 = -343499.632166 nChanged 36 SP:Iteration 29Q (2629.080000 sec): 3 clusters Score: Raw -346131.893699 + Penalty 2589.816353 = -343542.077346 nChanged 37 SP:Iteration 30Q (2629.090000 sec): 3 clusters Score: Raw -346166.386424 + Penalty 2589.816353 = -343576.570071 nChanged 34 SP:Iteration 31Q (2629.090000 sec): 3 clusters Score: Raw -346192.317523 + Penalty 2589.816353 = -343602.501170 nChanged 27 SP:Iteration 32Q (2629.100000 sec): 3 clusters Score: Raw -346209.645040 + Penalty 2589.816353 = -343619.828687 nChanged 22 SP:Iteration 33Q (2629.110000 sec): 3 clusters Score: Raw -346223.657647 + Penalty 2589.816353 = -343633.841295 nChanged 12 SP:Iteration 34Q (2629.110000 sec): 3 clusters Score: Raw -346232.109939 + Penalty 2589.816353 = -343642.293587 nChanged 11 SP:Iteration 35Q (2629.120000 sec): 3 clusters Score: Raw -346240.020276 + Penalty 2589.816353 = -343650.203923 nChanged 6 SP:Iteration 36Q (2629.130000 sec): 3 clusters Score: Raw -346242.874592 + Penalty 2589.816353 = -343653.058240 nChanged 4 SP:Iteration 37Q (2629.130000 sec): 3 clusters Score: Raw -346244.838420 + Penalty 2589.816353 = -343655.022067 nChanged 6 SP:Iteration 38Q (2629.140000 sec): 3 clusters Score: Raw -346248.110575 + Penalty 2589.816353 = -343658.294222 nChanged 6 SP:Iteration 39Q (2629.150000 sec): 3 clusters Score: Raw -346251.267459 + Penalty 2589.816353 = -343661.451106 nChanged 4 SP:Iteration 40F (2629.150000 sec): 3 clusters Score: Raw -346252.359159 + Penalty 2589.816353 = -343662.542806 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 18 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.160000 sec): 2 clusters Score: Raw -48752.605554 + Penalty 994.190795 = -47758.414760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.160000 sec): 3 clusters Score: Raw -48761.150992 + Penalty 1988.381589 = -46772.769403 nChanged 116 SP:Iteration 1F (2629.160000 sec): 3 clusters Score: Raw -48994.895682 + Penalty 1988.381589 = -47006.514092 nChanged 26 SP:Iteration 2F (2629.160000 sec): 3 clusters Score: Raw -49074.746953 + Penalty 1988.381589 = -47086.365364 nChanged 22 SP:Iteration 3Q (2629.160000 sec): 3 clusters Score: Raw -49144.092792 + Penalty 1988.381589 = -47155.711203 nChanged 14 SP:Iteration 4Q (2629.170000 sec): 3 clusters Score: Raw -49245.333584 + Penalty 1988.381589 = -47256.951995 nChanged 13 SP:Iteration 5Q (2629.170000 sec): 3 clusters Score: Raw -49274.150365 + Penalty 1988.381589 = -47285.768776 nChanged 5 SP:Iteration 6Q (2629.170000 sec): 3 clusters Score: Raw -49284.742032 + Penalty 1988.381589 = -47296.360443 nChanged 7 SP:Iteration 7Q (2629.170000 sec): 3 clusters Score: Raw -49299.330859 + Penalty 1988.381589 = -47310.949270 nChanged 5 SP:Iteration 8Q (2629.170000 sec): 3 clusters Score: Raw -49308.929115 + Penalty 1988.381589 = -47320.547526 nChanged 1 SP:Iteration 9Q (2629.170000 sec): 3 clusters Score: Raw -49315.783188 + Penalty 1988.381589 = -47327.401598 nChanged 0 SP:Iteration 10F (2629.170000 sec): 3 clusters Score: Raw -49315.783188 + Penalty 1988.381589 = -47327.401598 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 19 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.180000 sec): 2 clusters Score: Raw -109839.690389 + Penalty 1117.225214 = -108722.465175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.180000 sec): 3 clusters Score: Raw -109510.890388 + Penalty 2234.450428 = -107276.439959 nChanged 285 SP:Iteration 1F (2629.180000 sec): 3 clusters Score: Raw -109743.137438 + Penalty 2234.450428 = -107508.687009 nChanged 55 SP:Iteration 2F (2629.190000 sec): 3 clusters Score: Raw -109803.570487 + Penalty 2234.450428 = -107569.120059 nChanged 30 SP:Iteration 3Q (2629.190000 sec): 3 clusters Score: Raw -109831.488284 + Penalty 2234.450428 = -107597.037856 nChanged 19 SP:Iteration 4Q (2629.190000 sec): 3 clusters Score: Raw -109852.497996 + Penalty 2234.450428 = -107618.047568 nChanged 22 SP:Iteration 5Q (2629.190000 sec): 3 clusters Score: Raw -109875.531066 + Penalty 2234.450428 = -107641.080638 nChanged 13 SP:Iteration 6Q (2629.190000 sec): 3 clusters Score: Raw -109888.771930 + Penalty 2234.450428 = -107654.321502 nChanged 9 SP:Iteration 7Q (2629.200000 sec): 3 clusters Score: Raw -109899.214565 + Penalty 2234.450428 = -107664.764137 nChanged 10 SP:Iteration 8Q (2629.200000 sec): 3 clusters Score: Raw -109914.290055 + Penalty 2234.450428 = -107679.839627 nChanged 9 SP:Iteration 9Q (2629.200000 sec): 3 clusters Score: Raw -109925.286377 + Penalty 2234.450428 = -107690.835949 nChanged 15 SP:Iteration 10Q (2629.210000 sec): 3 clusters Score: Raw -109949.881229 + Penalty 2234.450428 = -107715.430801 nChanged 16 SP:Iteration 11Q (2629.210000 sec): 3 clusters Score: Raw -109968.599778 + Penalty 2234.450428 = -107734.149350 nChanged 9 SP:Iteration 12Q (2629.210000 sec): 3 clusters Score: Raw -109980.176798 + Penalty 2234.450428 = -107745.726370 nChanged 7 SP:Iteration 13Q (2629.210000 sec): 3 clusters Score: Raw -109985.746536 + Penalty 2234.450428 = -107751.296107 nChanged 5 SP:Iteration 14Q (2629.210000 sec): 3 clusters Score: Raw -109990.949762 + Penalty 2234.450428 = -107756.499333 nChanged 5 SP:Iteration 15Q (2629.220000 sec): 3 clusters Score: Raw -109997.858931 + Penalty 2234.450428 = -107763.408503 nChanged 3 SP:Iteration 16Q (2629.220000 sec): 3 clusters Score: Raw -110001.172425 + Penalty 2234.450428 = -107766.721997 nChanged 4 SP:Iteration 17Q (2629.220000 sec): 3 clusters Score: Raw -110007.169245 + Penalty 2234.450428 = -107772.718817 nChanged 6 SP:Iteration 18Q (2629.220000 sec): 3 clusters Score: Raw -110015.746166 + Penalty 2234.450428 = -107781.295738 nChanged 6 SP:Iteration 19Q (2629.230000 sec): 3 clusters Score: Raw -110021.945343 + Penalty 2234.450428 = -107787.494914 nChanged 6 SP:Iteration 20F (2629.230000 sec): 3 clusters Score: Raw -110030.256488 + Penalty 2234.450428 = -107795.806059 nChanged 8 SP:Iteration 21Q (2629.230000 sec): 3 clusters Score: Raw -110036.939303 + Penalty 2234.450428 = -107802.488875 nChanged 6 SP:Iteration 22Q (2629.230000 sec): 3 clusters Score: Raw -110044.564657 + Penalty 2234.450428 = -107810.114228 nChanged 6 SP:Iteration 23Q (2629.240000 sec): 3 clusters Score: Raw -110051.548258 + Penalty 2234.450428 = -107817.097829 nChanged 9 SP:Iteration 24Q (2629.240000 sec): 3 clusters Score: Raw -110063.817509 + Penalty 2234.450428 = -107829.367081 nChanged 13 SP:Iteration 25Q (2629.240000 sec): 3 clusters Score: Raw -110081.952939 + Penalty 2234.450428 = -107847.502510 nChanged 16 SP:Iteration 26Q (2629.240000 sec): 3 clusters Score: Raw -110105.093638 + Penalty 2234.450428 = -107870.643210 nChanged 20 SP:Iteration 27Q (2629.250000 sec): 3 clusters Score: Raw -110133.164330 + Penalty 2234.450428 = -107898.713902 nChanged 13 SP:Iteration 28Q (2629.250000 sec): 3 clusters Score: Raw -110150.247348 + Penalty 2234.450428 = -107915.796920 nChanged 18 SP:Iteration 29Q (2629.250000 sec): 3 clusters Score: Raw -110176.883208 + Penalty 2234.450428 = -107942.432779 nChanged 12 SP:Iteration 30Q (2629.250000 sec): 3 clusters Score: Raw -110193.246574 + Penalty 2234.450428 = -107958.796146 nChanged 7 SP:Iteration 31Q (2629.250000 sec): 3 clusters Score: Raw -110201.674315 + Penalty 2234.450428 = -107967.223887 nChanged 6 SP:Iteration 32Q (2629.260000 sec): 3 clusters Score: Raw -110206.786422 + Penalty 2234.450428 = -107972.335993 nChanged 5 SP:Iteration 33Q (2629.260000 sec): 3 clusters Score: Raw -110212.952199 + Penalty 2234.450428 = -107978.501770 nChanged 6 SP:Iteration 34Q (2629.260000 sec): 3 clusters Score: Raw -110218.505716 + Penalty 2234.450428 = -107984.055287 nChanged 3 SP:Iteration 35Q (2629.270000 sec): 3 clusters Score: Raw -110221.139657 + Penalty 2234.450428 = -107986.689229 nChanged 4 SP:Iteration 36Q (2629.270000 sec): 3 clusters Score: Raw -110224.518831 + Penalty 2234.450428 = -107990.068403 nChanged 2 SP:Iteration 37Q (2629.270000 sec): 3 clusters Score: Raw -110226.310236 + Penalty 2234.450428 = -107991.859808 nChanged 2 SP:Iteration 38Q (2629.270000 sec): 3 clusters Score: Raw -110228.551439 + Penalty 2234.450428 = -107994.101011 nChanged 1 SP:Iteration 39Q (2629.270000 sec): 3 clusters Score: Raw -110228.983665 + Penalty 2234.450428 = -107994.533237 nChanged 0 SP:Iteration 40F (2629.280000 sec): 3 clusters Score: Raw -110228.983665 + Penalty 2234.450428 = -107994.533237 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 20 (93989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.530000 sec): 2 clusters Score: Raw -11541481.966674 + Penalty 1860.776618 = -11539621.190056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.800000 sec): 3 clusters Score: Raw -11480720.311373 + Penalty 3721.553236 = -11476998.758138 nChanged 44893 SP:Iteration 1F (2630.070000 sec): 3 clusters Score: Raw -11506530.874242 + Penalty 3721.553236 = -11502809.321007 nChanged 2715 SP:Iteration 2Q (2630.350000 sec): 3 clusters Score: Raw -11507073.794247 + Penalty 3721.553236 = -11503352.241011 nChanged 2700 SP:Iteration 3Q (2630.620000 sec): 3 clusters Score: Raw -11507703.865478 + Penalty 3721.553236 = -11503982.312242 nChanged 2950 SP:Iteration 4Q (2630.900000 sec): 3 clusters Score: Raw -11508514.394379 + Penalty 3721.553236 = -11504792.841143 nChanged 3394 SP:Iteration 5Q (2631.170000 sec): 3 clusters Score: Raw -11509654.353355 + Penalty 3721.553236 = -11505932.800120 nChanged 4212 SP:Iteration 6Q (2631.450000 sec): 3 clusters Score: Raw -11511579.184589 + Penalty 3721.553236 = -11507857.631353 nChanged 5305 SP:Iteration 7F (2631.720000 sec): 3 clusters Score: Raw -11514730.378386 + Penalty 3721.553236 = -11511008.825150 nChanged 6353 SP:Iteration 8F (2631.990000 sec): 3 clusters Score: Raw -11519390.999094 + Penalty 3721.553236 = -11515669.445858 nChanged 6473 SP:Iteration 9F (2632.250000 sec): 3 clusters Score: Raw -11524634.524893 + Penalty 3721.553236 = -11520912.971658 nChanged 5652 SP:Iteration 10F (2632.520000 sec): 3 clusters Score: Raw -11529294.725590 + Penalty 3721.553236 = -11525573.172355 nChanged 4346 SP:Iteration 11Q (2632.780000 sec): 3 clusters Score: Raw -11532662.666936 + Penalty 3721.553236 = -11528941.113700 nChanged 3107 SP:Iteration 12Q (2633.020000 sec): 3 clusters Score: Raw -11534706.973582 + Penalty 3721.553236 = -11530985.420347 nChanged 2099 SP:Iteration 13Q (2633.240000 sec): 3 clusters Score: Raw -11535908.028613 + Penalty 3721.553236 = -11532186.475378 nChanged 1671 SP:Iteration 14Q (2633.470000 sec): 3 clusters Score: Raw -11536832.435421 + Penalty 3721.553236 = -11533110.882186 nChanged 1418 SP:Iteration 15Q (2633.690000 sec): 3 clusters Score: Raw -11537637.944217 + Penalty 3721.553236 = -11533916.390981 nChanged 1292 SP:Iteration 16Q (2633.910000 sec): 3 clusters Score: Raw -11538387.885179 + Penalty 3721.553236 = -11534666.331944 nChanged 1138 SP:Iteration 17Q (2634.130000 sec): 3 clusters Score: Raw -11539072.475691 + Penalty 3721.553236 = -11535350.922455 nChanged 984 SP:Iteration 18Q (2634.330000 sec): 3 clusters Score: Raw -11539665.805517 + Penalty 3721.553236 = -11535944.252281 nChanged 780 SP:Iteration 19Q (2634.540000 sec): 3 clusters Score: Raw -11540107.576126 + Penalty 3721.553236 = -11536386.022890 nChanged 629 SP:Iteration 20F (2634.810000 sec): 3 clusters Score: Raw -11540458.485048 + Penalty 3721.553236 = -11536736.931813 nChanged 507 SP:Iteration 21Q (2635.010000 sec): 3 clusters Score: Raw -11540746.214490 + Penalty 3721.553236 = -11537024.661254 nChanged 405 SP:Iteration 22Q (2635.220000 sec): 3 clusters Score: Raw -11540981.513253 + Penalty 3721.553236 = -11537259.960017 nChanged 331 SP:Iteration 23Q (2635.420000 sec): 3 clusters Score: Raw -11541163.825837 + Penalty 3721.553236 = -11537442.272602 nChanged 240 SP:Iteration 24Q (2635.620000 sec): 3 clusters Score: Raw -11541299.204958 + Penalty 3721.553236 = -11537577.651722 nChanged 200 SP:Iteration 25Q (2635.810000 sec): 3 clusters Score: Raw -11541398.582732 + Penalty 3721.553236 = -11537677.029496 nChanged 140 SP:Iteration 26Q (2636.010000 sec): 3 clusters Score: Raw -11541470.089249 + Penalty 3721.553236 = -11537748.536013 nChanged 134 SP:Iteration 27Q (2636.210000 sec): 3 clusters Score: Raw -11541538.445429 + Penalty 3721.553236 = -11537816.892193 nChanged 103 SP:Iteration 28Q (2636.400000 sec): 3 clusters Score: Raw -11541606.488471 + Penalty 3721.553236 = -11537884.935235 nChanged 95 SP:Iteration 29Q (2636.590000 sec): 3 clusters Score: Raw -11541664.956173 + Penalty 3721.553236 = -11537943.402938 nChanged 74 SP:Iteration 30Q (2636.780000 sec): 3 clusters Score: Raw -11541723.703666 + Penalty 3721.553236 = -11538002.150431 nChanged 64 SP:Iteration 31Q (2636.970000 sec): 3 clusters Score: Raw -11541778.518702 + Penalty 3721.553236 = -11538056.965466 nChanged 45 SP:Iteration 32Q (2637.170000 sec): 3 clusters Score: Raw -11541818.101351 + Penalty 3721.553236 = -11538096.548115 nChanged 37 SP:Iteration 33Q (2637.360000 sec): 3 clusters Score: Raw -11541849.617961 + Penalty 3721.553236 = -11538128.064725 nChanged 39 SP:Iteration 34Q (2637.550000 sec): 3 clusters Score: Raw -11541873.234925 + Penalty 3721.553236 = -11538151.681689 nChanged 30 SP:Iteration 35Q (2637.740000 sec): 3 clusters Score: Raw -11541888.807468 + Penalty 3721.553236 = -11538167.254232 nChanged 21 SP:Iteration 36Q (2637.930000 sec): 3 clusters Score: Raw -11541899.998936 + Penalty 3721.553236 = -11538178.445700 nChanged 19 SP:Iteration 37Q (2638.110000 sec): 3 clusters Score: Raw -11541909.609113 + Penalty 3721.553236 = -11538188.055877 nChanged 18 SP:Iteration 38Q (2638.300000 sec): 3 clusters Score: Raw -11541917.465721 + Penalty 3721.553236 = -11538195.912485 nChanged 12 SP:Iteration 39Q (2638.490000 sec): 3 clusters Score: Raw -11541924.270689 + Penalty 3721.553236 = -11538202.717453 nChanged 12 SP:Iteration 40F (2638.750000 sec): 3 clusters Score: Raw -11541929.688061 + Penalty 3721.553236 = -11538208.134825 nChanged 9 SP:Iteration 41Q (2638.940000 sec): 3 clusters Score: Raw -11541932.933105 + Penalty 3721.553236 = -11538211.379869 nChanged 3 SP:Iteration 42Q (2639.130000 sec): 3 clusters Score: Raw -11541933.688974 + Penalty 3721.553236 = -11538212.135738 nChanged 0 SP:Iteration 43F (2639.390000 sec): 3 clusters Score: Raw -11541933.688974 + Penalty 3721.553236 = -11538212.135738 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 21 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2639.430000 sec): 2 clusters Score: Raw -55426.391742 + Penalty 1010.845903 = -54415.545839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2639.430000 sec): 3 clusters Score: Raw -55358.122294 + Penalty 2021.691805 = -53336.430489 nChanged 114 SP:Iteration 1F (2639.430000 sec): 3 clusters Score: Raw -55513.722907 + Penalty 2021.691805 = -53492.031102 nChanged 32 SP:Iteration 2F (2639.440000 sec): 3 clusters Score: Raw -55569.125416 + Penalty 2021.691805 = -53547.433611 nChanged 21 SP:Iteration 3Q (2639.440000 sec): 3 clusters Score: Raw -55607.936763 + Penalty 2021.691805 = -53586.244957 nChanged 20 SP:Iteration 4Q (2639.440000 sec): 3 clusters Score: Raw -55642.759981 + Penalty 2021.691805 = -53621.068176 nChanged 11 SP:Iteration 5Q (2639.440000 sec): 3 clusters Score: Raw -55671.413957 + Penalty 2021.691805 = -53649.722152 nChanged 11 SP:Iteration 6Q (2639.440000 sec): 3 clusters Score: Raw -55710.688585 + Penalty 2021.691805 = -53688.996780 nChanged 14 SP:Iteration 7Q (2639.440000 sec): 3 clusters Score: Raw -55739.418783 + Penalty 2021.691805 = -53717.726978 nChanged 7 SP:Iteration 8Q (2639.440000 sec): 3 clusters Score: Raw -55766.211598 + Penalty 2021.691805 = -53744.519792 nChanged 10 SP:Iteration 9Q (2639.440000 sec): 3 clusters Score: Raw -55805.782852 + Penalty 2021.691805 = -53784.091047 nChanged 8 SP:Iteration 10Q (2639.440000 sec): 3 clusters Score: Raw -55825.362435 + Penalty 2021.691805 = -53803.670629 nChanged 9 SP:Iteration 11Q (2639.440000 sec): 3 clusters Score: Raw -55838.306087 + Penalty 2021.691805 = -53816.614282 nChanged 4 SP:Iteration 12Q (2639.450000 sec): 3 clusters Score: Raw -55848.064461 + Penalty 2021.691805 = -53826.372656 nChanged 4 SP:Iteration 13Q (2639.450000 sec): 3 clusters Score: Raw -55859.847231 + Penalty 2021.691805 = -53838.155425 nChanged 2 SP:Iteration 14Q (2639.450000 sec): 3 clusters Score: Raw -55862.459957 + Penalty 2021.691805 = -53840.768152 nChanged 1 SP:Iteration 15Q (2639.450000 sec): 3 clusters Score: Raw -55864.190643 + Penalty 2021.691805 = -53842.498838 nChanged 2 SP:Iteration 16Q (2639.450000 sec): 3 clusters Score: Raw -55870.513332 + Penalty 2021.691805 = -53848.821527 nChanged 2 SP:Iteration 17Q (2639.450000 sec): 3 clusters Score: Raw -55875.623587 + Penalty 2021.691805 = -53853.931782 nChanged 1 SP:Iteration 18Q (2639.450000 sec): 3 clusters Score: Raw -55877.349535 + Penalty 2021.691805 = -53855.657730 nChanged 1 SP:Iteration 19Q (2639.460000 sec): 3 clusters Score: Raw -55878.976848 + Penalty 2021.691805 = -53857.285043 nChanged 0 SP:Iteration 20F (2639.460000 sec): 3 clusters Score: Raw -55878.976848 + Penalty 2021.691805 = -53857.285043 nChanged 0 Memory request: 0.00 GB would take us to total of 8.12 GB. Trying to split cluster 22 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2639.460000 sec): 2 clusters Score: Raw -116482.068147 + Penalty 1130.747864 = -115351.320283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2639.460000 sec): 3 clusters Score: Raw -116143.752192 + Penalty 2261.495728 = -113882.256464 nChanged 334 SP:Iteration 1F (2639.470000 sec): 3 clusters Score: Raw -116438.598599 + Penalty 2261.495728 = -114177.102871 nChanged 76 SP:Iteration 2F (2639.470000 sec): 3 clusters Score: Raw -116528.306734 + Penalty 2261.495728 = -114266.811006 nChanged 47 SP:Iteration 3Q (2639.470000 sec): 3 clusters Score: Raw -116605.858642 + Penalty 2261.495728 = -114344.362914 nChanged 49 SP:Iteration 4Q (2639.480000 sec): 3 clusters Score: Raw -116661.756213 + Penalty 2261.495728 = -114400.260485 nChanged 28 SP:Iteration 5Q (2639.480000 sec): 3 clusters Score: Raw -116687.366402 + Penalty 2261.495728 = -114425.870674 nChanged 13 SP:Iteration 6Q (2639.480000 sec): 3 clusters Score: Raw -116709.586079 + Penalty 2261.495728 = -114448.090351 nChanged 15 SP:Iteration 7Q (2639.480000 sec): 3 clusters Score: Raw -116726.876314 + Penalty 2261.495728 = -114465.380586 nChanged 14 SP:Iteration 8Q (2639.490000 sec): 3 clusters Score: Raw -116744.476217 + Penalty 2261.495728 = -114482.980489 nChanged 12 SP:Iteration 9Q (2639.490000 sec): 3 clusters Score: Raw -116760.495660 + Penalty 2261.495728 = -114498.999932 nChanged 17 SP:Iteration 10Q (2639.490000 sec): 3 clusters Score: Raw -116778.518616 + Penalty 2261.495728 = -114517.022888 nChanged 15 SP:Iteration 11Q (2639.500000 sec): 3 clusters Score: Raw -116794.252801 + Penalty 2261.495728 = -114532.757073 nChanged 15 SP:Iteration 12Q (2639.500000 sec): 3 clusters Score: Raw -116811.001672 + Penalty 2261.495728 = -114549.505944 nChanged 9 SP:Iteration 13Q (2639.500000 sec): 3 clusters Score: Raw -116820.703113 + Penalty 2261.495728 = -114559.207385 nChanged 7 SP:Iteration 14Q (2639.500000 sec): 3 clusters Score: Raw -116829.154500 + Penalty 2261.495728 = -114567.658773 nChanged 6 SP:Iteration 15Q (2639.500000 sec): 3 clusters Score: Raw -116832.703033 + Penalty 2261.495728 = -114571.207305 nChanged 4 SP:Iteration 16Q (2639.510000 sec): 3 clusters Score: Raw -116836.126327 + Penalty 2261.495728 = -114574.630599 nChanged 3 SP:Iteration 17Q (2639.510000 sec): 3 clusters Score: Raw -116839.011615 + Penalty 2261.495728 = -114577.515887 nChanged 1 SP:Iteration 18Q (2639.510000 sec): 3 clusters Score: Raw -116841.701946 + Penalty 2261.495728 = -114580.206218 nChanged 2 SP:Iteration 19Q (2639.520000 sec): 3 clusters Score: Raw -116844.486176 + Penalty 2261.495728 = -114582.990448 nChanged 1 SP:Iteration 20F (2639.520000 sec): 3 clusters Score: Raw -116845.330617 + Penalty 2261.495728 = -114583.834889 nChanged 0 ------ Evaluating fit on full set of 3352641 points ------ Score: Raw -396208358.559778 + Penalty 53715.300751 = -396154643.259027 Time taken for this iteration:2663.420000 seconds. 20->23 Clusters: Score -396154643.259027, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 2.01 GB would take us to total of 8.03 GB. ------ Running on subset of 1117547 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 4 (5242 points): Lose 285.852685 but Gain 2263.080083 Iteration 0F (2734.300000 sec): 20 clusters Score: Raw -126771516.445723 + Penalty 42998.521571 = -126728517.924151 nChanged 1059874 Iteration 1F (2755.340000 sec): 20 clusters Score: Raw -130233284.325826 + Penalty 42998.521571 = -130190285.804255 nChanged 363472 Iteration 2F (2776.390000 sec): 20 clusters Score: Raw -130616519.000622 + Penalty 42998.521571 = -130573520.479051 nChanged 244090 Deleting Class 15 (2292 points): Lose 2021.083848 but Gain 2263.080083 Iteration 3F (2797.250000 sec): 19 clusters Score: Raw -130905811.167179 + Penalty 40735.441489 = -130865075.725690 nChanged 211950 Deleting Class 20 (1537 points): Lose 1376.311669 but Gain 2263.080083 Iteration 4F (2817.290000 sec): 18 clusters Score: Raw -131425213.742593 + Penalty 38472.361406 = -131386741.381187 nChanged 181671 Deleting Class 6 (1414 points): Lose 1220.901106 but Gain 2263.080083 Iteration 5F (2836.400000 sec): 17 clusters Score: Raw -131634168.678204 + Penalty 36209.281323 = -131597959.396881 nChanged 146824 Deleting Class 17 (1712 points): Lose 1476.584189 but Gain 2263.080083 Iteration 6F (2854.180000 sec): 16 clusters Score: Raw -131794348.815990 + Penalty 33946.201240 = -131760402.614749 nChanged 113121 Deleting Class 14 (1259 points): Lose 1234.788951 but Gain 2263.080083 Iteration 7F (2871.030000 sec): 15 clusters Score: Raw -131907733.750844 + Penalty 31683.121158 = -131876050.629686 nChanged 75888 Deleting Class 1 (947 points): Lose 1196.606430 but Gain 2263.080083 Iteration 8F (2886.730000 sec): 14 clusters Score: Raw -131967255.804566 + Penalty 29420.041075 = -131937835.763491 nChanged 44613 Deleting Class 8 (487 points): Lose 1358.469583 but Gain 2263.080083 Iteration 9Q (2892.980000 sec): 13 clusters Score: Raw -131995582.721147 + Penalty 27156.960992 = -131968425.760155 nChanged 27472 Iteration 10Q (2898.500000 sec): 13 clusters Score: Raw -132009101.263401 + Penalty 27156.960992 = -131981944.302408 nChanged 19936 Iteration 11Q (2903.640000 sec): 13 clusters Score: Raw -132016626.241832 + Penalty 27156.960992 = -131989469.280839 nChanged 16327 Iteration 12Q (2908.690000 sec): 13 clusters Score: Raw -132022347.894206 + Penalty 27156.960992 = -131995190.933213 nChanged 13232 Iteration 13Q (2913.620000 sec): 13 clusters Score: Raw -132026046.933957 + Penalty 27156.960992 = -131998889.972965 nChanged 10326 Iteration 14Q (2918.510000 sec): 13 clusters Score: Raw -132028124.668368 + Penalty 27156.960992 = -132000967.707375 nChanged 7929 Iteration 15Q (2923.370000 sec): 13 clusters Score: Raw -132029352.851274 + Penalty 27156.960992 = -132002195.890281 nChanged 5913 Iteration 16Q (2928.180000 sec): 13 clusters Score: Raw -132030072.797653 + Penalty 27156.960992 = -132002915.836661 nChanged 4616 Iteration 17Q (2932.980000 sec): 13 clusters Score: Raw -132030567.217113 + Penalty 27156.960992 = -132003410.256120 nChanged 3735 Iteration 18Q (2937.750000 sec): 13 clusters Score: Raw -132030915.494082 + Penalty 27156.960992 = -132003758.533090 nChanged 2923 Iteration 19Q (2942.510000 sec): 13 clusters Score: Raw -132031163.693288 + Penalty 27156.960992 = -132004006.732295 nChanged 2321 Writing temp clu file Because OldScore, -132003758.533090, is greater than current (better) Score,-132004006.732295 Compute initial score before splitting: Score: Raw -132031163.693288 + Penalty 27156.960992 = -132004006.732295 Memory request: 0.01 GB would take us to total of 8.04 GB. Trying to split cluster 2 (6129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2942.670000 sec): 2 clusters Score: Raw -735768.490676 + Penalty 1417.127869 = -734351.362808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2942.690000 sec): 3 clusters Score: Raw -732552.242849 + Penalty 2834.255737 = -729717.987112 nChanged 2470 SP:Iteration 1F (2942.710000 sec): 3 clusters Score: Raw -733884.666209 + Penalty 2834.255737 = -731050.410472 nChanged 398 SP:Iteration 2F (2942.720000 sec): 3 clusters Score: Raw -734048.539419 + Penalty 2834.255737 = -731214.283681 nChanged 288 SP:Iteration 3Q (2942.740000 sec): 3 clusters Score: Raw -734177.247579 + Penalty 2834.255737 = -731342.991842 nChanged 256 SP:Iteration 4Q (2942.750000 sec): 3 clusters Score: Raw -734288.507042 + Penalty 2834.255737 = -731454.251304 nChanged 214 SP:Iteration 5Q (2942.770000 sec): 3 clusters Score: Raw -734379.728021 + Penalty 2834.255737 = -731545.472284 nChanged 184 SP:Iteration 6Q (2942.790000 sec): 3 clusters Score: Raw -734461.177370 + Penalty 2834.255737 = -731626.921633 nChanged 181 SP:Iteration 7Q (2942.800000 sec): 3 clusters Score: Raw -734547.773678 + Penalty 2834.255737 = -731713.517941 nChanged 192 SP:Iteration 8Q (2942.820000 sec): 3 clusters Score: Raw -734639.611988 + Penalty 2834.255737 = -731805.356251 nChanged 195 SP:Iteration 9Q (2942.830000 sec): 3 clusters Score: Raw -734740.824155 + Penalty 2834.255737 = -731906.568418 nChanged 207 SP:Iteration 10Q (2942.850000 sec): 3 clusters Score: Raw -734859.475131 + Penalty 2834.255737 = -732025.219394 nChanged 223 SP:Iteration 11Q (2942.870000 sec): 3 clusters Score: Raw -734986.535184 + Penalty 2834.255737 = -732152.279447 nChanged 221 SP:Iteration 12Q (2942.880000 sec): 3 clusters Score: Raw -735132.331317 + Penalty 2834.255737 = -732298.075579 nChanged 210 SP:Iteration 13Q (2942.890000 sec): 3 clusters Score: Raw -735294.698820 + Penalty 2834.255737 = -732460.443083 nChanged 201 SP:Iteration 14Q (2942.910000 sec): 3 clusters Score: Raw -735472.667154 + Penalty 2834.255737 = -732638.411417 nChanged 194 SP:Iteration 15Q (2942.930000 sec): 3 clusters Score: Raw -735642.276399 + Penalty 2834.255737 = -732808.020662 nChanged 171 SP:Iteration 16Q (2942.940000 sec): 3 clusters Score: Raw -735771.858477 + Penalty 2834.255737 = -732937.602740 nChanged 105 SP:Iteration 17Q (2942.960000 sec): 3 clusters Score: Raw -735840.473218 + Penalty 2834.255737 = -733006.217481 nChanged 82 SP:Iteration 18Q (2942.970000 sec): 3 clusters Score: Raw -735883.820011 + Penalty 2834.255737 = -733049.564274 nChanged 62 SP:Iteration 19Q (2942.990000 sec): 3 clusters Score: Raw -735916.892400 + Penalty 2834.255737 = -733082.636662 nChanged 42 SP:Iteration 20F (2943.000000 sec): 3 clusters Score: Raw -735934.821907 + Penalty 2834.255737 = -733100.566170 nChanged 34 SP:Iteration 21Q (2943.010000 sec): 3 clusters Score: Raw -735947.992074 + Penalty 2834.255737 = -733113.736337 nChanged 24 SP:Iteration 22Q (2943.030000 sec): 3 clusters Score: Raw -735955.068535 + Penalty 2834.255737 = -733120.812798 nChanged 13 SP:Iteration 23Q (2943.040000 sec): 3 clusters Score: Raw -735958.341911 + Penalty 2834.255737 = -733124.086173 nChanged 7 SP:Iteration 24Q (2943.050000 sec): 3 clusters Score: Raw -735960.728182 + Penalty 2834.255737 = -733126.472445 nChanged 10 SP:Iteration 25Q (2943.070000 sec): 3 clusters Score: Raw -735962.986438 + Penalty 2834.255737 = -733128.730701 nChanged 11 SP:Iteration 26Q (2943.080000 sec): 3 clusters Score: Raw -735965.571526 + Penalty 2834.255737 = -733131.315789 nChanged 7 SP:Iteration 27Q (2943.090000 sec): 3 clusters Score: Raw -735967.649625 + Penalty 2834.255737 = -733133.393888 nChanged 12 SP:Iteration 28Q (2943.110000 sec): 3 clusters Score: Raw -735971.325413 + Penalty 2834.255737 = -733137.069676 nChanged 10 SP:Iteration 29Q (2943.120000 sec): 3 clusters Score: Raw -735973.959424 + Penalty 2834.255737 = -733139.703687 nChanged 5 SP:Iteration 30Q (2943.140000 sec): 3 clusters Score: Raw -735975.266054 + Penalty 2834.255737 = -733141.010317 nChanged 3 SP:Iteration 31Q (2943.150000 sec): 3 clusters Score: Raw -735975.744600 + Penalty 2834.255737 = -733141.488862 nChanged 2 SP:Iteration 32Q (2943.160000 sec): 3 clusters Score: Raw -735976.115123 + Penalty 2834.255737 = -733141.859386 nChanged 3 SP:Iteration 33Q (2943.180000 sec): 3 clusters Score: Raw -735976.560172 + Penalty 2834.255737 = -733142.304435 nChanged 1 SP:Iteration 34Q (2943.190000 sec): 3 clusters Score: Raw -735976.761464 + Penalty 2834.255737 = -733142.505727 nChanged 3 SP:Iteration 35Q (2943.200000 sec): 3 clusters Score: Raw -735977.202462 + Penalty 2834.255737 = -733142.946725 nChanged 1 SP:Iteration 36Q (2943.220000 sec): 3 clusters Score: Raw -735977.532359 + Penalty 2834.255737 = -733143.276621 nChanged 2 SP:Iteration 37Q (2943.230000 sec): 3 clusters Score: Raw -735978.004659 + Penalty 2834.255737 = -733143.748922 nChanged 3 SP:Iteration 38Q (2943.240000 sec): 3 clusters Score: Raw -735978.438498 + Penalty 2834.255737 = -733144.182761 nChanged 0 SP:Iteration 39F (2943.260000 sec): 3 clusters Score: Raw -735978.438498 + Penalty 2834.255737 = -733144.182761 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.260000 sec): 2 clusters Score: Raw -42169.774242 + Penalty 979.595260 = -41190.178982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.270000 sec): 3 clusters Score: Raw -42271.135532 + Penalty 1959.190519 = -40311.945013 nChanged 102 SP:Iteration 1F (2943.270000 sec): 3 clusters Score: Raw -42620.853377 + Penalty 1959.190519 = -40661.662858 nChanged 41 SP:Iteration 2F (2943.270000 sec): 3 clusters Score: Raw -42793.199548 + Penalty 1959.190519 = -40834.009029 nChanged 25 SP:Iteration 3F (2943.270000 sec): 3 clusters Score: Raw -42957.628220 + Penalty 1959.190519 = -40998.437701 nChanged 14 SP:Iteration 4Q (2943.270000 sec): 3 clusters Score: Raw -43008.991286 + Penalty 1959.190519 = -41049.800767 nChanged 12 SP:Iteration 5Q (2943.270000 sec): 3 clusters Score: Raw -43059.605252 + Penalty 1959.190519 = -41100.414732 nChanged 3 SP:Iteration 6Q (2943.270000 sec): 3 clusters Score: Raw -43069.942017 + Penalty 1959.190519 = -41110.751498 nChanged 1 SP:Iteration 7Q (2943.270000 sec): 3 clusters Score: Raw -43071.251179 + Penalty 1959.190519 = -41112.060660 nChanged 0 SP:Iteration 8F (2943.270000 sec): 3 clusters Score: Raw -43071.251179 + Penalty 1959.190519 = -41112.060660 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.280000 sec): 2 clusters Score: Raw -287128.311052 + Penalty 1265.853641 = -285862.457411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.290000 sec): 3 clusters Score: Raw -286045.038178 + Penalty 2531.707282 = -283513.330896 nChanged 870 SP:Iteration 1F (2943.290000 sec): 3 clusters Score: Raw -286653.140160 + Penalty 2531.707282 = -284121.432878 nChanged 230 SP:Iteration 2F (2943.300000 sec): 3 clusters Score: Raw -286908.590095 + Penalty 2531.707282 = -284376.882813 nChanged 185 SP:Iteration 3F (2943.310000 sec): 3 clusters Score: Raw -287237.731718 + Penalty 2531.707282 = -284706.024436 nChanged 187 SP:Iteration 4F (2943.310000 sec): 3 clusters Score: Raw -287622.209378 + Penalty 2531.707282 = -285090.502097 nChanged 182 SP:Iteration 5F (2943.320000 sec): 3 clusters Score: Raw -287949.240013 + Penalty 2531.707282 = -285417.532731 nChanged 150 SP:Iteration 6F (2943.330000 sec): 3 clusters Score: Raw -288146.906365 + Penalty 2531.707282 = -285615.199084 nChanged 108 SP:Iteration 7Q (2943.330000 sec): 3 clusters Score: Raw -288270.814807 + Penalty 2531.707282 = -285739.107525 nChanged 79 SP:Iteration 8Q (2943.340000 sec): 3 clusters Score: Raw -288343.699971 + Penalty 2531.707282 = -285811.992689 nChanged 54 SP:Iteration 9Q (2943.340000 sec): 3 clusters Score: Raw -288397.616785 + Penalty 2531.707282 = -285865.909503 nChanged 47 SP:Iteration 10Q (2943.350000 sec): 3 clusters Score: Raw -288452.896344 + Penalty 2531.707282 = -285921.189063 nChanged 48 SP:Iteration 11Q (2943.350000 sec): 3 clusters Score: Raw -288498.470591 + Penalty 2531.707282 = -285966.763309 nChanged 33 SP:Iteration 12Q (2943.360000 sec): 3 clusters Score: Raw -288521.287370 + Penalty 2531.707282 = -285989.580088 nChanged 23 SP:Iteration 13Q (2943.360000 sec): 3 clusters Score: Raw -288534.769405 + Penalty 2531.707282 = -286003.062123 nChanged 15 SP:Iteration 14Q (2943.370000 sec): 3 clusters Score: Raw -288547.345454 + Penalty 2531.707282 = -286015.638173 nChanged 15 SP:Iteration 15Q (2943.370000 sec): 3 clusters Score: Raw -288556.468949 + Penalty 2531.707282 = -286024.761668 nChanged 10 SP:Iteration 16Q (2943.380000 sec): 3 clusters Score: Raw -288563.875526 + Penalty 2531.707282 = -286032.168244 nChanged 6 SP:Iteration 17Q (2943.380000 sec): 3 clusters Score: Raw -288568.386067 + Penalty 2531.707282 = -286036.678785 nChanged 9 SP:Iteration 18Q (2943.390000 sec): 3 clusters Score: Raw -288572.728774 + Penalty 2531.707282 = -286041.021492 nChanged 3 SP:Iteration 19Q (2943.390000 sec): 3 clusters Score: Raw -288574.250607 + Penalty 2531.707282 = -286042.543326 nChanged 5 SP:Iteration 20F (2943.400000 sec): 3 clusters Score: Raw -288576.028594 + Penalty 2531.707282 = -286044.321312 nChanged 5 SP:Iteration 21Q (2943.400000 sec): 3 clusters Score: Raw -288580.911583 + Penalty 2531.707282 = -286049.204302 nChanged 3 SP:Iteration 22Q (2943.410000 sec): 3 clusters Score: Raw -288583.078136 + Penalty 2531.707282 = -286051.370855 nChanged 3 SP:Iteration 23Q (2943.410000 sec): 3 clusters Score: Raw -288585.616015 + Penalty 2531.707282 = -286053.908733 nChanged 3 SP:Iteration 24Q (2943.420000 sec): 3 clusters Score: Raw -288586.875522 + Penalty 2531.707282 = -286055.168240 nChanged 2 SP:Iteration 25Q (2943.420000 sec): 3 clusters Score: Raw -288587.434560 + Penalty 2531.707282 = -286055.727278 nChanged 2 SP:Iteration 26Q (2943.430000 sec): 3 clusters Score: Raw -288587.977132 + Penalty 2531.707282 = -286056.269851 nChanged 1 SP:Iteration 27Q (2943.430000 sec): 3 clusters Score: Raw -288588.430934 + Penalty 2531.707282 = -286056.723652 nChanged 2 SP:Iteration 28Q (2943.440000 sec): 3 clusters Score: Raw -288589.177857 + Penalty 2531.707282 = -286057.470575 nChanged 1 SP:Iteration 29Q (2943.440000 sec): 3 clusters Score: Raw -288589.518189 + Penalty 2531.707282 = -286057.810908 nChanged 0 SP:Iteration 30F (2943.450000 sec): 3 clusters Score: Raw -288589.518189 + Penalty 2531.707282 = -286057.810908 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (17916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.520000 sec): 2 clusters Score: Raw -2044550.223346 + Penalty 1591.435535 = -2042958.787811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.570000 sec): 3 clusters Score: Raw -2033851.639164 + Penalty 3182.871070 = -2030668.768093 nChanged 8067 SP:Iteration 1F (2943.620000 sec): 3 clusters Score: Raw -2038328.419337 + Penalty 3182.871070 = -2035145.548267 nChanged 880 SP:Iteration 2Q (2943.660000 sec): 3 clusters Score: Raw -2038785.479230 + Penalty 3182.871070 = -2035602.608160 nChanged 1011 SP:Iteration 3F (2943.710000 sec): 3 clusters Score: Raw -2039883.503248 + Penalty 3182.871070 = -2036700.632177 nChanged 1567 SP:Iteration 4F (2943.750000 sec): 3 clusters Score: Raw -2041784.469444 + Penalty 3182.871070 = -2038601.598373 nChanged 1983 SP:Iteration 5F (2943.800000 sec): 3 clusters Score: Raw -2043971.618320 + Penalty 3182.871070 = -2040788.747250 nChanged 1809 SP:Iteration 6F (2943.850000 sec): 3 clusters Score: Raw -2045741.573075 + Penalty 3182.871070 = -2042558.702005 nChanged 1180 SP:Iteration 7F (2943.890000 sec): 3 clusters Score: Raw -2046654.030345 + Penalty 3182.871070 = -2043471.159274 nChanged 641 SP:Iteration 8Q (2943.940000 sec): 3 clusters Score: Raw -2047003.540208 + Penalty 3182.871070 = -2043820.669137 nChanged 331 SP:Iteration 9Q (2943.980000 sec): 3 clusters Score: Raw -2047131.189315 + Penalty 3182.871070 = -2043948.318245 nChanged 183 SP:Iteration 10Q (2944.030000 sec): 3 clusters Score: Raw -2047192.978163 + Penalty 3182.871070 = -2044010.107092 nChanged 131 SP:Iteration 11Q (2944.070000 sec): 3 clusters Score: Raw -2047229.569014 + Penalty 3182.871070 = -2044046.697943 nChanged 81 SP:Iteration 12Q (2944.120000 sec): 3 clusters Score: Raw -2047248.965740 + Penalty 3182.871070 = -2044066.094669 nChanged 71 SP:Iteration 13Q (2944.170000 sec): 3 clusters Score: Raw -2047264.513013 + Penalty 3182.871070 = -2044081.641943 nChanged 64 SP:Iteration 14Q (2944.210000 sec): 3 clusters Score: Raw -2047275.194657 + Penalty 3182.871070 = -2044092.323587 nChanged 40 SP:Iteration 15Q (2944.260000 sec): 3 clusters Score: Raw -2047279.682817 + Penalty 3182.871070 = -2044096.811746 nChanged 28 SP:Iteration 16Q (2944.300000 sec): 3 clusters Score: Raw -2047282.476241 + Penalty 3182.871070 = -2044099.605171 nChanged 19 SP:Iteration 17Q (2944.350000 sec): 3 clusters Score: Raw -2047284.359405 + Penalty 3182.871070 = -2044101.488335 nChanged 21 SP:Iteration 18Q (2944.390000 sec): 3 clusters Score: Raw -2047285.953503 + Penalty 3182.871070 = -2044103.082433 nChanged 19 SP:Iteration 19Q (2944.440000 sec): 3 clusters Score: Raw -2047287.228706 + Penalty 3182.871070 = -2044104.357636 nChanged 16 SP:Iteration 20F (2944.490000 sec): 3 clusters Score: Raw -2047288.257154 + Penalty 3182.871070 = -2044105.386084 nChanged 7 SP:Iteration 21Q (2944.530000 sec): 3 clusters Score: Raw -2047288.686961 + Penalty 3182.871070 = -2044105.815891 nChanged 5 SP:Iteration 22Q (2944.580000 sec): 3 clusters Score: Raw -2047288.976651 + Penalty 3182.871070 = -2044106.105580 nChanged 2 SP:Iteration 23Q (2944.620000 sec): 3 clusters Score: Raw -2047289.077955 + Penalty 3182.871070 = -2044106.206884 nChanged 1 SP:Iteration 24Q (2944.670000 sec): 3 clusters Score: Raw -2047289.125943 + Penalty 3182.871070 = -2044106.254872 nChanged 0 SP:Iteration 25F (2944.710000 sec): 3 clusters Score: Raw -2047289.125943 + Penalty 3182.871070 = -2044106.254872 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 8.04 GB. Trying to split cluster 9 (137574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.240000 sec): 2 clusters Score: Raw -16822020.157702 + Penalty 1922.686550 = -16820097.471152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.620000 sec): 3 clusters Score: Raw -16731703.473972 + Penalty 3845.373101 = -16727858.100871 nChanged 66318 SP:Iteration 1F (2946.000000 sec): 3 clusters Score: Raw -16770507.893160 + Penalty 3845.373101 = -16766662.520060 nChanged 4732 SP:Iteration 2Q (2946.390000 sec): 3 clusters Score: Raw -16772001.970253 + Penalty 3845.373101 = -16768156.597152 nChanged 5549 SP:Iteration 3Q (2946.780000 sec): 3 clusters Score: Raw -16774407.279281 + Penalty 3845.373101 = -16770561.906180 nChanged 6880 SP:Iteration 4F (2947.150000 sec): 3 clusters Score: Raw -16778255.097233 + Penalty 3845.373101 = -16774409.724132 nChanged 8434 SP:Iteration 5F (2947.530000 sec): 3 clusters Score: Raw -16783986.586365 + Penalty 3845.373101 = -16780141.213264 nChanged 9686 SP:Iteration 6F (2947.900000 sec): 3 clusters Score: Raw -16791348.148702 + Penalty 3845.373101 = -16787502.775601 nChanged 10169 SP:Iteration 7F (2948.280000 sec): 3 clusters Score: Raw -16799822.681717 + Penalty 3845.373101 = -16795977.308616 nChanged 9329 SP:Iteration 8F (2948.660000 sec): 3 clusters Score: Raw -16807913.283113 + Penalty 3845.373101 = -16804067.910013 nChanged 7061 SP:Iteration 9F (2949.030000 sec): 3 clusters Score: Raw -16813911.485396 + Penalty 3845.373101 = -16810066.112295 nChanged 4533 SP:Iteration 10Q (2949.370000 sec): 3 clusters Score: Raw -16817560.571678 + Penalty 3845.373101 = -16813715.198578 nChanged 2736 SP:Iteration 11Q (2949.680000 sec): 3 clusters Score: Raw -16819708.653484 + Penalty 3845.373101 = -16815863.280384 nChanged 1584 SP:Iteration 12Q (2949.980000 sec): 3 clusters Score: Raw -16820924.498151 + Penalty 3845.373101 = -16817079.125050 nChanged 945 SP:Iteration 13Q (2950.260000 sec): 3 clusters Score: Raw -16821583.822335 + Penalty 3845.373101 = -16817738.449234 nChanged 558 SP:Iteration 14Q (2950.530000 sec): 3 clusters Score: Raw -16821898.394856 + Penalty 3845.373101 = -16818053.021755 nChanged 343 SP:Iteration 15Q (2950.800000 sec): 3 clusters Score: Raw -16822073.833437 + Penalty 3845.373101 = -16818228.460336 nChanged 225 SP:Iteration 16Q (2951.070000 sec): 3 clusters Score: Raw -16822182.651973 + Penalty 3845.373101 = -16818337.278872 nChanged 186 SP:Iteration 17Q (2951.340000 sec): 3 clusters Score: Raw -16822256.549858 + Penalty 3845.373101 = -16818411.176757 nChanged 115 SP:Iteration 18Q (2951.600000 sec): 3 clusters Score: Raw -16822297.530731 + Penalty 3845.373101 = -16818452.157631 nChanged 76 SP:Iteration 19Q (2951.860000 sec): 3 clusters Score: Raw -16822324.288027 + Penalty 3845.373101 = -16818478.914926 nChanged 58 SP:Iteration 20F (2952.230000 sec): 3 clusters Score: Raw -16822342.399831 + Penalty 3845.373101 = -16818497.026730 nChanged 47 SP:Iteration 21Q (2952.500000 sec): 3 clusters Score: Raw -16822357.650831 + Penalty 3845.373101 = -16818512.277730 nChanged 39 SP:Iteration 22Q (2952.760000 sec): 3 clusters Score: Raw -16822371.975288 + Penalty 3845.373101 = -16818526.602187 nChanged 38 SP:Iteration 23Q (2953.020000 sec): 3 clusters Score: Raw -16822386.214423 + Penalty 3845.373101 = -16818540.841322 nChanged 28 SP:Iteration 24Q (2953.280000 sec): 3 clusters Score: Raw -16822396.025696 + Penalty 3845.373101 = -16818550.652595 nChanged 23 SP:Iteration 25Q (2953.540000 sec): 3 clusters Score: Raw -16822402.490498 + Penalty 3845.373101 = -16818557.117398 nChanged 20 SP:Iteration 26Q (2953.810000 sec): 3 clusters Score: Raw -16822410.629976 + Penalty 3845.373101 = -16818565.256876 nChanged 26 SP:Iteration 27Q (2954.070000 sec): 3 clusters Score: Raw -16822418.380313 + Penalty 3845.373101 = -16818573.007212 nChanged 19 SP:Iteration 28Q (2954.330000 sec): 3 clusters Score: Raw -16822426.432257 + Penalty 3845.373101 = -16818581.059156 nChanged 17 SP:Iteration 29Q (2954.590000 sec): 3 clusters Score: Raw -16822431.865642 + Penalty 3845.373101 = -16818586.492541 nChanged 12 SP:Iteration 30Q (2954.860000 sec): 3 clusters Score: Raw -16822436.931990 + Penalty 3845.373101 = -16818591.558890 nChanged 15 SP:Iteration 31Q (2955.120000 sec): 3 clusters Score: Raw -16822442.357743 + Penalty 3845.373101 = -16818596.984642 nChanged 10 SP:Iteration 32Q (2955.380000 sec): 3 clusters Score: Raw -16822444.784772 + Penalty 3845.373101 = -16818599.411672 nChanged 6 SP:Iteration 33Q (2955.640000 sec): 3 clusters Score: Raw -16822447.091017 + Penalty 3845.373101 = -16818601.717916 nChanged 11 SP:Iteration 34Q (2955.900000 sec): 3 clusters Score: Raw -16822450.260052 + Penalty 3845.373101 = -16818604.886952 nChanged 6 SP:Iteration 35Q (2956.160000 sec): 3 clusters Score: Raw -16822451.640071 + Penalty 3845.373101 = -16818606.266970 nChanged 4 SP:Iteration 36Q (2956.420000 sec): 3 clusters Score: Raw -16822452.738877 + Penalty 3845.373101 = -16818607.365776 nChanged 1 SP:Iteration 37Q (2956.680000 sec): 3 clusters Score: Raw -16822453.120478 + Penalty 3845.373101 = -16818607.747377 nChanged 2 SP:Iteration 38Q (2956.940000 sec): 3 clusters Score: Raw -16822453.629981 + Penalty 3845.373101 = -16818608.256881 nChanged 4 SP:Iteration 39Q (2957.200000 sec): 3 clusters Score: Raw -16822455.142866 + Penalty 3845.373101 = -16818609.769765 nChanged 3 SP:Iteration 40F (2957.570000 sec): 3 clusters Score: Raw -16822456.118555 + Penalty 3845.373101 = -16818610.745454 nChanged 5 SP:Iteration 41Q (2957.830000 sec): 3 clusters Score: Raw -16822457.668737 + Penalty 3845.373101 = -16818612.295636 nChanged 8 SP:Iteration 42Q (2958.100000 sec): 3 clusters Score: Raw -16822460.997918 + Penalty 3845.373101 = -16818615.624818 nChanged 6 SP:Iteration 43Q (2958.360000 sec): 3 clusters Score: Raw -16822464.226398 + Penalty 3845.373101 = -16818618.853297 nChanged 8 SP:Iteration 44Q (2958.620000 sec): 3 clusters Score: Raw -16822466.825204 + Penalty 3845.373101 = -16818621.452103 nChanged 8 SP:Iteration 45Q (2958.880000 sec): 3 clusters Score: Raw -16822470.056372 + Penalty 3845.373101 = -16818624.683271 nChanged 6 SP:Iteration 46Q (2959.140000 sec): 3 clusters Score: Raw -16822472.007982 + Penalty 3845.373101 = -16818626.634881 nChanged 5 SP:Iteration 47Q (2959.400000 sec): 3 clusters Score: Raw -16822473.136488 + Penalty 3845.373101 = -16818627.763387 nChanged 5 SP:Iteration 48Q (2959.660000 sec): 3 clusters Score: Raw -16822474.591625 + Penalty 3845.373101 = -16818629.218524 nChanged 4 SP:Iteration 49Q (2959.930000 sec): 3 clusters Score: Raw -16822475.809985 + Penalty 3845.373101 = -16818630.436884 nChanged 4 SP:Iteration 50Q (2960.200000 sec): 3 clusters Score: Raw -16822477.269224 + Penalty 3845.373101 = -16818631.896124 nChanged 6 SP:Iteration 51Q (2960.470000 sec): 3 clusters Score: Raw -16822479.198258 + Penalty 3845.373101 = -16818633.825158 nChanged 2 SP:Iteration 52Q (2960.740000 sec): 3 clusters Score: Raw -16822479.703253 + Penalty 3845.373101 = -16818634.330152 nChanged 3 SP:Iteration 53Q (2961.000000 sec): 3 clusters Score: Raw -16822480.280208 + Penalty 3845.373101 = -16818634.907107 nChanged 2 SP:Iteration 54Q (2961.270000 sec): 3 clusters Score: Raw -16822480.503381 + Penalty 3845.373101 = -16818635.130280 nChanged 0 SP:Iteration 55F (2961.650000 sec): 3 clusters Score: Raw -16822480.503381 + Penalty 3845.373101 = -16818635.130280 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.710000 sec): 2 clusters Score: Raw -684124.607290 + Penalty 1405.933570 = -682718.673720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.730000 sec): 3 clusters Score: Raw -681088.390585 + Penalty 2811.867141 = -678276.523444 nChanged 2321 SP:Iteration 1F (2961.740000 sec): 3 clusters Score: Raw -682299.391910 + Penalty 2811.867141 = -679487.524769 nChanged 381 SP:Iteration 2F (2961.750000 sec): 3 clusters Score: Raw -682493.654930 + Penalty 2811.867141 = -679681.787789 nChanged 298 SP:Iteration 3F (2961.770000 sec): 3 clusters Score: Raw -682642.858512 + Penalty 2811.867141 = -679830.991372 nChanged 259 SP:Iteration 4Q (2961.780000 sec): 3 clusters Score: Raw -682786.619142 + Penalty 2811.867141 = -679974.752001 nChanged 243 SP:Iteration 5Q (2961.790000 sec): 3 clusters Score: Raw -682918.850061 + Penalty 2811.867141 = -680106.982920 nChanged 217 SP:Iteration 6Q (2961.810000 sec): 3 clusters Score: Raw -683037.356466 + Penalty 2811.867141 = -680225.489326 nChanged 217 SP:Iteration 7Q (2961.830000 sec): 3 clusters Score: Raw -683172.095740 + Penalty 2811.867141 = -680360.228600 nChanged 230 SP:Iteration 8Q (2961.840000 sec): 3 clusters Score: Raw -683320.832131 + Penalty 2811.867141 = -680508.964991 nChanged 232 SP:Iteration 9Q (2961.850000 sec): 3 clusters Score: Raw -683481.361934 + Penalty 2811.867141 = -680669.494793 nChanged 217 SP:Iteration 10Q (2961.870000 sec): 3 clusters Score: Raw -683635.684337 + Penalty 2811.867141 = -680823.817197 nChanged 190 SP:Iteration 11Q (2961.880000 sec): 3 clusters Score: Raw -683785.707135 + Penalty 2811.867141 = -680973.839995 nChanged 156 SP:Iteration 12Q (2961.900000 sec): 3 clusters Score: Raw -683900.861791 + Penalty 2811.867141 = -681088.994651 nChanged 128 SP:Iteration 13Q (2961.910000 sec): 3 clusters Score: Raw -684003.604105 + Penalty 2811.867141 = -681191.736964 nChanged 104 SP:Iteration 14Q (2961.930000 sec): 3 clusters Score: Raw -684093.472417 + Penalty 2811.867141 = -681281.605277 nChanged 83 SP:Iteration 15Q (2961.940000 sec): 3 clusters Score: Raw -684163.532571 + Penalty 2811.867141 = -681351.665431 nChanged 57 SP:Iteration 16Q (2961.950000 sec): 3 clusters Score: Raw -684212.775811 + Penalty 2811.867141 = -681400.908670 nChanged 57 SP:Iteration 17Q (2961.960000 sec): 3 clusters Score: Raw -684251.825158 + Penalty 2811.867141 = -681439.958017 nChanged 27 SP:Iteration 18Q (2961.970000 sec): 3 clusters Score: Raw -684266.458608 + Penalty 2811.867141 = -681454.591467 nChanged 28 SP:Iteration 19Q (2961.990000 sec): 3 clusters Score: Raw -684284.773846 + Penalty 2811.867141 = -681472.906705 nChanged 17 SP:Iteration 20F (2962.000000 sec): 3 clusters Score: Raw -684294.487095 + Penalty 2811.867141 = -681482.619954 nChanged 13 SP:Iteration 21Q (2962.010000 sec): 3 clusters Score: Raw -684300.774060 + Penalty 2811.867141 = -681488.906919 nChanged 10 SP:Iteration 22Q (2962.030000 sec): 3 clusters Score: Raw -684305.816970 + Penalty 2811.867141 = -681493.949829 nChanged 8 SP:Iteration 23Q (2962.040000 sec): 3 clusters Score: Raw -684310.271536 + Penalty 2811.867141 = -681498.404395 nChanged 7 SP:Iteration 24Q (2962.050000 sec): 3 clusters Score: Raw -684312.976396 + Penalty 2811.867141 = -681501.109256 nChanged 3 SP:Iteration 25Q (2962.060000 sec): 3 clusters Score: Raw -684314.254700 + Penalty 2811.867141 = -681502.387559 nChanged 4 SP:Iteration 26Q (2962.070000 sec): 3 clusters Score: Raw -684316.157828 + Penalty 2811.867141 = -681504.290687 nChanged 1 SP:Iteration 27Q (2962.090000 sec): 3 clusters Score: Raw -684316.724335 + Penalty 2811.867141 = -681504.857194 nChanged 1 SP:Iteration 28Q (2962.100000 sec): 3 clusters Score: Raw -684317.675492 + Penalty 2811.867141 = -681505.808351 nChanged 1 SP:Iteration 29Q (2962.110000 sec): 3 clusters Score: Raw -684318.176986 + Penalty 2811.867141 = -681506.309845 nChanged 1 SP:Iteration 30Q (2962.120000 sec): 3 clusters Score: Raw -684318.372871 + Penalty 2811.867141 = -681506.505730 nChanged 1 SP:Iteration 31Q (2962.130000 sec): 3 clusters Score: Raw -684318.591750 + Penalty 2811.867141 = -681506.724610 nChanged 1 SP:Iteration 32Q (2962.140000 sec): 3 clusters Score: Raw -684318.838896 + Penalty 2811.867141 = -681506.971756 nChanged 1 SP:Iteration 33Q (2962.150000 sec): 3 clusters Score: Raw -684319.575389 + Penalty 2811.867141 = -681507.708248 nChanged 1 SP:Iteration 34Q (2962.170000 sec): 3 clusters Score: Raw -684319.898611 + Penalty 2811.867141 = -681508.031470 nChanged 1 SP:Iteration 35Q (2962.180000 sec): 3 clusters Score: Raw -684320.408504 + Penalty 2811.867141 = -681508.541363 nChanged 2 SP:Iteration 36Q (2962.190000 sec): 3 clusters Score: Raw -684321.057498 + Penalty 2811.867141 = -681509.190357 nChanged 0 SP:Iteration 37F (2962.210000 sec): 3 clusters Score: Raw -684321.057498 + Penalty 2811.867141 = -681509.190357 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (1678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2962.210000 sec): 2 clusters Score: Raw -190821.122468 + Penalty 1206.620657 = -189614.501811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2962.220000 sec): 3 clusters Score: Raw -190201.110731 + Penalty 2413.241313 = -187787.869417 nChanged 597 SP:Iteration 1F (2962.220000 sec): 3 clusters Score: Raw -191061.307513 + Penalty 2413.241313 = -188648.066200 nChanged 215 SP:Iteration 2F (2962.230000 sec): 3 clusters Score: Raw -191483.656540 + Penalty 2413.241313 = -189070.415227 nChanged 177 SP:Iteration 3F (2962.230000 sec): 3 clusters Score: Raw -192159.148535 + Penalty 2413.241313 = -189745.907222 nChanged 182 SP:Iteration 4F (2962.230000 sec): 3 clusters Score: Raw -192802.943144 + Penalty 2413.241313 = -190389.701831 nChanged 130 SP:Iteration 5F (2962.240000 sec): 3 clusters Score: Raw -193089.955012 + Penalty 2413.241313 = -190676.713699 nChanged 69 SP:Iteration 6Q (2962.240000 sec): 3 clusters Score: Raw -193207.160597 + Penalty 2413.241313 = -190793.919283 nChanged 31 SP:Iteration 7Q (2962.250000 sec): 3 clusters Score: Raw -193247.905354 + Penalty 2413.241313 = -190834.664041 nChanged 24 SP:Iteration 8Q (2962.250000 sec): 3 clusters Score: Raw -193285.317102 + Penalty 2413.241313 = -190872.075789 nChanged 24 SP:Iteration 9Q (2962.250000 sec): 3 clusters Score: Raw -193325.980490 + Penalty 2413.241313 = -190912.739177 nChanged 14 SP:Iteration 10Q (2962.250000 sec): 3 clusters Score: Raw -193350.126591 + Penalty 2413.241313 = -190936.885278 nChanged 11 SP:Iteration 11Q (2962.260000 sec): 3 clusters Score: Raw -193375.671038 + Penalty 2413.241313 = -190962.429725 nChanged 5 SP:Iteration 12Q (2962.260000 sec): 3 clusters Score: Raw -193384.533714 + Penalty 2413.241313 = -190971.292400 nChanged 2 SP:Iteration 13Q (2962.270000 sec): 3 clusters Score: Raw -193386.678566 + Penalty 2413.241313 = -190973.437252 nChanged 1 SP:Iteration 14Q (2962.270000 sec): 3 clusters Score: Raw -193388.282106 + Penalty 2413.241313 = -190975.040793 nChanged 1 SP:Iteration 15Q (2962.270000 sec): 3 clusters Score: Raw -193389.690270 + Penalty 2413.241313 = -190976.448956 nChanged 1 SP:Iteration 16Q (2962.270000 sec): 3 clusters Score: Raw -193390.436346 + Penalty 2413.241313 = -190977.195033 nChanged 0 SP:Iteration 17F (2962.280000 sec): 3 clusters Score: Raw -193390.436346 + Penalty 2413.241313 = -190977.195033 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (808172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2965.130000 sec): 2 clusters Score: Raw -96173898.256157 + Penalty 2210.411155 = -96171687.845002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2967.350000 sec): 3 clusters Score: Raw -95627128.200111 + Penalty 4420.822310 = -95622707.377800 nChanged 397545 SP:Iteration 1F (2969.560000 sec): 3 clusters Score: Raw -95871459.070928 + Penalty 4420.822310 = -95867038.248618 nChanged 27501 SP:Iteration 2Q (2971.840000 sec): 3 clusters Score: Raw -95880419.498793 + Penalty 4420.822310 = -95875998.676483 nChanged 38489 SP:Iteration 3Q (2974.120000 sec): 3 clusters Score: Raw -95898388.542992 + Penalty 4420.822310 = -95893967.720682 nChanged 53948 SP:Iteration 4F (2976.870000 sec): 3 clusters Score: Raw -95933485.550926 + Penalty 4420.822310 = -95929064.728616 nChanged 69457 SP:Iteration 5F (2979.190000 sec): 3 clusters Score: Raw -95992218.049517 + Penalty 4420.822310 = -95987797.227206 nChanged 73131 SP:Iteration 6F (2981.910000 sec): 3 clusters Score: Raw -96063643.898628 + Penalty 4420.822310 = -96059223.076318 nChanged 56716 SP:Iteration 7F (2984.020000 sec): 3 clusters Score: Raw -96120989.981943 + Penalty 4420.822310 = -96116569.159632 nChanged 32211 SP:Iteration 8Q (2985.980000 sec): 3 clusters Score: Raw -96152291.009975 + Penalty 4420.822310 = -96147870.187665 nChanged 14826 SP:Iteration 9Q (2987.700000 sec): 3 clusters Score: Raw -96165686.908838 + Penalty 4420.822310 = -96161266.086528 nChanged 6205 SP:Iteration 10Q (2989.280000 sec): 3 clusters Score: Raw -96170862.701369 + Penalty 4420.822310 = -96166441.879058 nChanged 2408 SP:Iteration 11Q (2990.800000 sec): 3 clusters Score: Raw -96172754.546226 + Penalty 4420.822310 = -96168333.723916 nChanged 987 SP:Iteration 12Q (2993.270000 sec): 3 clusters Score: Raw -96173510.157088 + Penalty 4420.822310 = -96169089.334777 nChanged 383 SP:Iteration 13Q (2996.520000 sec): 3 clusters Score: Raw -96173817.941492 + Penalty 4420.822310 = -96169397.119181 nChanged 173 SP:Iteration 14Q (2998.140000 sec): 3 clusters Score: Raw -96173962.635117 + Penalty 4420.822310 = -96169541.812807 nChanged 91 SP:Iteration 15Q (3000.890000 sec): 3 clusters Score: Raw -96174037.814553 + Penalty 4420.822310 = -96169616.992243 nChanged 49 SP:Iteration 16Q (3008.470000 sec): 3 clusters Score: Raw -96174082.196740 + Penalty 4420.822310 = -96169661.374430 nChanged 38 SP:Iteration 17Q (3010.130000 sec): 3 clusters Score: Raw -96174115.577787 + Penalty 4420.822310 = -96169694.755477 nChanged 25 SP:Iteration 18Q (3011.770000 sec): 3 clusters Score: Raw -96174142.986001 + Penalty 4420.822310 = -96169722.163690 nChanged 20 SP:Iteration 19Q (3013.390000 sec): 3 clusters Score: Raw -96174165.876942 + Penalty 4420.822310 = -96169745.054632 nChanged 10 SP:Iteration 20F (3015.660000 sec): 3 clusters Score: Raw -96174172.083721 + Penalty 4420.822310 = -96169751.261410 nChanged 5 SP:Iteration 21Q (3017.290000 sec): 3 clusters Score: Raw -96174177.147884 + Penalty 4420.822310 = -96169756.325573 nChanged 6 SP:Iteration 22Q (3018.950000 sec): 3 clusters Score: Raw -96174182.123869 + Penalty 4420.822310 = -96169761.301558 nChanged 7 SP:Iteration 23Q (3020.620000 sec): 3 clusters Score: Raw -96174187.729502 + Penalty 4420.822310 = -96169766.907192 nChanged 7 SP:Iteration 24Q (3022.270000 sec): 3 clusters Score: Raw -96174192.449345 + Penalty 4420.822310 = -96169771.627035 nChanged 2 SP:Iteration 25Q (3023.970000 sec): 3 clusters Score: Raw -96174193.653715 + Penalty 4420.822310 = -96169772.831404 nChanged 0 SP:Iteration 26F (3026.290000 sec): 3 clusters Score: Raw -96174193.653715 + Penalty 4420.822310 = -96169772.831404 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (114229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3026.890000 sec): 2 clusters Score: Raw -13381827.138847 + Penalty 1892.468579 = -13379934.670268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3027.200000 sec): 3 clusters Score: Raw -13307223.943421 + Penalty 3784.937157 = -13303439.006264 nChanged 54801 SP:Iteration 1F (3027.530000 sec): 3 clusters Score: Raw -13338999.101648 + Penalty 3784.937157 = -13335214.164490 nChanged 3321 SP:Iteration 2Q (3027.870000 sec): 3 clusters Score: Raw -13339799.658725 + Penalty 3784.937157 = -13336014.721567 nChanged 3551 SP:Iteration 3Q (3028.220000 sec): 3 clusters Score: Raw -13340899.059211 + Penalty 3784.937157 = -13337114.122054 nChanged 3971 SP:Iteration 4Q (3028.570000 sec): 3 clusters Score: Raw -13342482.116423 + Penalty 3784.937157 = -13338697.179266 nChanged 4607 SP:Iteration 5Q (3028.910000 sec): 3 clusters Score: Raw -13344771.674546 + Penalty 3784.937157 = -13340986.737388 nChanged 5421 SP:Iteration 6Q (3029.250000 sec): 3 clusters Score: Raw -13347962.740630 + Penalty 3784.937157 = -13344177.803473 nChanged 6349 SP:Iteration 7F (3029.580000 sec): 3 clusters Score: Raw -13352018.001760 + Penalty 3784.937157 = -13348233.064603 nChanged 6928 SP:Iteration 8F (3029.910000 sec): 3 clusters Score: Raw -13356288.959241 + Penalty 3784.937157 = -13352504.022084 nChanged 6673 SP:Iteration 9F (3030.240000 sec): 3 clusters Score: Raw -13359946.686857 + Penalty 3784.937157 = -13356161.749700 nChanged 5781 SP:Iteration 10F (3030.560000 sec): 3 clusters Score: Raw -13362645.806417 + Penalty 3784.937157 = -13358860.869260 nChanged 4425 SP:Iteration 11Q (3030.880000 sec): 3 clusters Score: Raw -13364275.122101 + Penalty 3784.937157 = -13360490.184944 nChanged 3276 SP:Iteration 12Q (3031.210000 sec): 3 clusters Score: Raw -13365232.950833 + Penalty 3784.937157 = -13361448.013675 nChanged 2535 SP:Iteration 13Q (3031.530000 sec): 3 clusters Score: Raw -13365914.895090 + Penalty 3784.937157 = -13362129.957933 nChanged 2157 SP:Iteration 14Q (3031.860000 sec): 3 clusters Score: Raw -13366475.966879 + Penalty 3784.937157 = -13362691.029722 nChanged 1999 SP:Iteration 15Q (3032.190000 sec): 3 clusters Score: Raw -13367010.500893 + Penalty 3784.937157 = -13363225.563735 nChanged 1893 SP:Iteration 16Q (3032.510000 sec): 3 clusters Score: Raw -13367576.675253 + Penalty 3784.937157 = -13363791.738096 nChanged 1927 SP:Iteration 17Q (3032.830000 sec): 3 clusters Score: Raw -13368174.068474 + Penalty 3784.937157 = -13364389.131317 nChanged 1953 SP:Iteration 18Q (3033.160000 sec): 3 clusters Score: Raw -13368794.752310 + Penalty 3784.937157 = -13365009.815153 nChanged 1958 SP:Iteration 19Q (3033.480000 sec): 3 clusters Score: Raw -13369432.903608 + Penalty 3784.937157 = -13365647.966450 nChanged 2028 SP:Iteration 20F (3033.800000 sec): 3 clusters Score: Raw -13370108.896108 + Penalty 3784.937157 = -13366323.958951 nChanged 2064 SP:Iteration 21Q (3034.120000 sec): 3 clusters Score: Raw -13370814.699554 + Penalty 3784.937157 = -13367029.762396 nChanged 2155 SP:Iteration 22Q (3034.440000 sec): 3 clusters Score: Raw -13371572.337732 + Penalty 3784.937157 = -13367787.400574 nChanged 2149 SP:Iteration 23Q (3034.750000 sec): 3 clusters Score: Raw -13372335.334532 + Penalty 3784.937157 = -13368550.397374 nChanged 2165 SP:Iteration 24Q (3035.060000 sec): 3 clusters Score: Raw -13373116.925587 + Penalty 3784.937157 = -13369331.988430 nChanged 2122 SP:Iteration 25Q (3035.360000 sec): 3 clusters Score: Raw -13373914.027890 + Penalty 3784.937157 = -13370129.090732 nChanged 2065 SP:Iteration 26Q (3035.660000 sec): 3 clusters Score: Raw -13374738.007078 + Penalty 3784.937157 = -13370953.069920 nChanged 2037 SP:Iteration 27Q (3035.940000 sec): 3 clusters Score: Raw -13375547.677584 + Penalty 3784.937157 = -13371762.740426 nChanged 1911 SP:Iteration 28Q (3036.230000 sec): 3 clusters Score: Raw -13376328.626120 + Penalty 3784.937157 = -13372543.688963 nChanged 1814 SP:Iteration 29Q (3036.520000 sec): 3 clusters Score: Raw -13377062.676371 + Penalty 3784.937157 = -13373277.739214 nChanged 1697 SP:Iteration 30Q (3036.800000 sec): 3 clusters Score: Raw -13377771.352542 + Penalty 3784.937157 = -13373986.415384 nChanged 1593 SP:Iteration 31Q (3037.070000 sec): 3 clusters Score: Raw -13378420.552887 + Penalty 3784.937157 = -13374635.615730 nChanged 1424 SP:Iteration 32Q (3037.360000 sec): 3 clusters Score: Raw -13378981.057269 + Penalty 3784.937157 = -13375196.120112 nChanged 1211 SP:Iteration 33Q (3037.620000 sec): 3 clusters Score: Raw -13379449.146805 + Penalty 3784.937157 = -13375664.209647 nChanged 1054 SP:Iteration 34Q (3037.890000 sec): 3 clusters Score: Raw -13379836.958043 + Penalty 3784.937157 = -13376052.020886 nChanged 914 SP:Iteration 35Q (3038.150000 sec): 3 clusters Score: Raw -13380177.476397 + Penalty 3784.937157 = -13376392.539240 nChanged 799 SP:Iteration 36Q (3038.400000 sec): 3 clusters Score: Raw -13380463.040051 + Penalty 3784.937157 = -13376678.102894 nChanged 690 SP:Iteration 37Q (3038.660000 sec): 3 clusters Score: Raw -13380707.608029 + Penalty 3784.937157 = -13376922.670872 nChanged 577 SP:Iteration 38Q (3038.920000 sec): 3 clusters Score: Raw -13380894.668244 + Penalty 3784.937157 = -13377109.731086 nChanged 495 SP:Iteration 39Q (3039.170000 sec): 3 clusters Score: Raw -13381049.911404 + Penalty 3784.937157 = -13377264.974246 nChanged 428 SP:Iteration 40F (3039.500000 sec): 3 clusters Score: Raw -13381175.225447 + Penalty 3784.937157 = -13377390.288290 nChanged 360 SP:Iteration 41Q (3039.750000 sec): 3 clusters Score: Raw -13381281.195541 + Penalty 3784.937157 = -13377496.258384 nChanged 344 SP:Iteration 42Q (3040.000000 sec): 3 clusters Score: Raw -13381385.693230 + Penalty 3784.937157 = -13377600.756073 nChanged 306 SP:Iteration 43Q (3040.240000 sec): 3 clusters Score: Raw -13381483.799723 + Penalty 3784.937157 = -13377698.862565 nChanged 258 SP:Iteration 44Q (3040.490000 sec): 3 clusters Score: Raw -13381564.522797 + Penalty 3784.937157 = -13377779.585640 nChanged 220 SP:Iteration 45Q (3040.730000 sec): 3 clusters Score: Raw -13381630.881197 + Penalty 3784.937157 = -13377845.944040 nChanged 199 SP:Iteration 46Q (3040.980000 sec): 3 clusters Score: Raw -13381692.650528 + Penalty 3784.937157 = -13377907.713370 nChanged 179 SP:Iteration 47Q (3041.220000 sec): 3 clusters Score: Raw -13381749.138736 + Penalty 3784.937157 = -13377964.201579 nChanged 153 SP:Iteration 48Q (3041.460000 sec): 3 clusters Score: Raw -13381788.916909 + Penalty 3784.937157 = -13378003.979752 nChanged 121 SP:Iteration 49Q (3041.700000 sec): 3 clusters Score: Raw -13381819.359938 + Penalty 3784.937157 = -13378034.422780 nChanged 104 SP:Iteration 50Q (3041.940000 sec): 3 clusters Score: Raw -13381845.698421 + Penalty 3784.937157 = -13378060.761264 nChanged 109 SP:Iteration 51Q (3042.180000 sec): 3 clusters Score: Raw -13381874.624250 + Penalty 3784.937157 = -13378089.687093 nChanged 94 SP:Iteration 52Q (3042.420000 sec): 3 clusters Score: Raw -13381899.606621 + Penalty 3784.937157 = -13378114.669464 nChanged 89 SP:Iteration 53Q (3042.660000 sec): 3 clusters Score: Raw -13381923.964218 + Penalty 3784.937157 = -13378139.027061 nChanged 90 SP:Iteration 54Q (3042.900000 sec): 3 clusters Score: Raw -13381948.542454 + Penalty 3784.937157 = -13378163.605297 nChanged 74 SP:Iteration 55Q (3043.130000 sec): 3 clusters Score: Raw -13381968.073395 + Penalty 3784.937157 = -13378183.136237 nChanged 73 SP:Iteration 56Q (3043.370000 sec): 3 clusters Score: Raw -13381987.469834 + Penalty 3784.937157 = -13378202.532677 nChanged 55 SP:Iteration 57Q (3043.610000 sec): 3 clusters Score: Raw -13382001.267699 + Penalty 3784.937157 = -13378216.330542 nChanged 39 SP:Iteration 58Q (3043.850000 sec): 3 clusters Score: Raw -13382011.542803 + Penalty 3784.937157 = -13378226.605645 nChanged 48 SP:Iteration 59Q (3044.080000 sec): 3 clusters Score: Raw -13382023.914073 + Penalty 3784.937157 = -13378238.976916 nChanged 51 SP:Iteration 60F (3044.400000 sec): 3 clusters Score: Raw -13382038.361774 + Penalty 3784.937157 = -13378253.424617 nChanged 40 SP:Iteration 61Q (3044.640000 sec): 3 clusters Score: Raw -13382050.370837 + Penalty 3784.937157 = -13378265.433680 nChanged 46 SP:Iteration 62Q (3044.880000 sec): 3 clusters Score: Raw -13382062.501695 + Penalty 3784.937157 = -13378277.564537 nChanged 37 SP:Iteration 63Q (3045.110000 sec): 3 clusters Score: Raw -13382071.290854 + Penalty 3784.937157 = -13378286.353697 nChanged 29 SP:Iteration 64Q (3045.350000 sec): 3 clusters Score: Raw -13382077.818329 + Penalty 3784.937157 = -13378292.881172 nChanged 26 SP:Iteration 65Q (3045.590000 sec): 3 clusters Score: Raw -13382083.170876 + Penalty 3784.937157 = -13378298.233719 nChanged 17 SP:Iteration 66Q (3045.830000 sec): 3 clusters Score: Raw -13382087.229419 + Penalty 3784.937157 = -13378302.292262 nChanged 20 SP:Iteration 67Q (3046.070000 sec): 3 clusters Score: Raw -13382091.461434 + Penalty 3784.937157 = -13378306.524277 nChanged 22 SP:Iteration 68Q (3046.300000 sec): 3 clusters Score: Raw -13382097.304204 + Penalty 3784.937157 = -13378312.367047 nChanged 23 SP:Iteration 69Q (3046.540000 sec): 3 clusters Score: Raw -13382102.905234 + Penalty 3784.937157 = -13378317.968077 nChanged 15 SP:Iteration 70Q (3046.780000 sec): 3 clusters Score: Raw -13382106.187042 + Penalty 3784.937157 = -13378321.249884 nChanged 16 SP:Iteration 71Q (3047.010000 sec): 3 clusters Score: Raw -13382110.636122 + Penalty 3784.937157 = -13378325.698964 nChanged 21 SP:Iteration 72Q (3047.250000 sec): 3 clusters Score: Raw -13382116.425631 + Penalty 3784.937157 = -13378331.488474 nChanged 15 SP:Iteration 73Q (3047.490000 sec): 3 clusters Score: Raw -13382120.774295 + Penalty 3784.937157 = -13378335.837138 nChanged 15 SP:Iteration 74Q (3047.730000 sec): 3 clusters Score: Raw -13382124.771781 + Penalty 3784.937157 = -13378339.834624 nChanged 14 SP:Iteration 75Q (3047.960000 sec): 3 clusters Score: Raw -13382127.766452 + Penalty 3784.937157 = -13378342.829294 nChanged 13 SP:Iteration 76Q (3048.200000 sec): 3 clusters Score: Raw -13382130.577926 + Penalty 3784.937157 = -13378345.640769 nChanged 12 SP:Iteration 77Q (3048.440000 sec): 3 clusters Score: Raw -13382132.638686 + Penalty 3784.937157 = -13378347.701529 nChanged 7 SP:Iteration 78Q (3048.670000 sec): 3 clusters Score: Raw -13382134.194080 + Penalty 3784.937157 = -13378349.256922 nChanged 6 SP:Iteration 79Q (3048.910000 sec): 3 clusters Score: Raw -13382135.105286 + Penalty 3784.937157 = -13378350.168128 nChanged 5 SP:Iteration 80F (3049.230000 sec): 3 clusters Score: Raw -13382136.516598 + Penalty 3784.937157 = -13378351.579441 nChanged 4 SP:Iteration 81Q (3049.460000 sec): 3 clusters Score: Raw -13382137.706012 + Penalty 3784.937157 = -13378352.768854 nChanged 6 SP:Iteration 82Q (3049.680000 sec): 3 clusters Score: Raw -13382138.808382 + Penalty 3784.937157 = -13378353.871225 nChanged 6 SP:Iteration 83Q (3049.920000 sec): 3 clusters Score: Raw -13382140.620900 + Penalty 3784.937157 = -13378355.683743 nChanged 8 SP:Iteration 84Q (3050.150000 sec): 3 clusters Score: Raw -13382143.275650 + Penalty 3784.937157 = -13378358.338493 nChanged 8 SP:Iteration 85Q (3050.380000 sec): 3 clusters Score: Raw -13382145.829744 + Penalty 3784.937157 = -13378360.892587 nChanged 11 SP:Iteration 86Q (3050.620000 sec): 3 clusters Score: Raw -13382149.037031 + Penalty 3784.937157 = -13378364.099873 nChanged 12 SP:Iteration 87Q (3050.860000 sec): 3 clusters Score: Raw -13382152.545490 + Penalty 3784.937157 = -13378367.608333 nChanged 13 SP:Iteration 88Q (3051.090000 sec): 3 clusters Score: Raw -13382155.936794 + Penalty 3784.937157 = -13378370.999637 nChanged 9 SP:Iteration 89Q (3051.320000 sec): 3 clusters Score: Raw -13382157.516000 + Penalty 3784.937157 = -13378372.578842 nChanged 7 SP:Iteration 90Q (3051.560000 sec): 3 clusters Score: Raw -13382159.171145 + Penalty 3784.937157 = -13378374.233987 nChanged 8 SP:Iteration 91Q (3051.790000 sec): 3 clusters Score: Raw -13382161.179138 + Penalty 3784.937157 = -13378376.241981 nChanged 6 SP:Iteration 92Q (3052.030000 sec): 3 clusters Score: Raw -13382162.414857 + Penalty 3784.937157 = -13378377.477699 nChanged 8 SP:Iteration 93Q (3052.260000 sec): 3 clusters Score: Raw -13382163.772312 + Penalty 3784.937157 = -13378378.835155 nChanged 5 SP:Iteration 94Q (3052.500000 sec): 3 clusters Score: Raw -13382164.665295 + Penalty 3784.937157 = -13378379.728138 nChanged 5 SP:Iteration 95Q (3052.740000 sec): 3 clusters Score: Raw -13382166.015807 + Penalty 3784.937157 = -13378381.078650 nChanged 10 SP:Iteration 96Q (3052.970000 sec): 3 clusters Score: Raw -13382168.684238 + Penalty 3784.937157 = -13378383.747081 nChanged 8 SP:Iteration 97Q (3053.210000 sec): 3 clusters Score: Raw -13382170.654035 + Penalty 3784.937157 = -13378385.716878 nChanged 5 SP:Iteration 98Q (3053.440000 sec): 3 clusters Score: Raw -13382171.592985 + Penalty 3784.937157 = -13378386.655827 nChanged 4 SP:Iteration 99Q (3053.680000 sec): 3 clusters Score: Raw -13382172.310030 + Penalty 3784.937157 = -13378387.372872 nChanged 4 SP:Iteration 100F (3054.000000 sec): 3 clusters Score: Raw -13382173.509715 + Penalty 3784.937157 = -13378388.572558 nChanged 5 SP:Iteration 101Q (3054.230000 sec): 3 clusters Score: Raw -13382174.506719 + Penalty 3784.937157 = -13378389.569561 nChanged 4 SP:Iteration 102Q (3054.460000 sec): 3 clusters Score: Raw -13382175.100168 + Penalty 3784.937157 = -13378390.163010 nChanged 0 SP:Iteration 103F (3054.780000 sec): 3 clusters Score: Raw -13382175.100168 + Penalty 3784.937157 = -13378390.163010 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (4059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.840000 sec): 2 clusters Score: Raw -408263.488952 + Penalty 1350.162436 = -406913.326515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.840000 sec): 3 clusters Score: Raw -406687.781211 + Penalty 2700.324873 = -403987.456338 nChanged 1726 SP:Iteration 1F (3054.860000 sec): 3 clusters Score: Raw -410575.979057 + Penalty 2700.324873 = -407875.654184 nChanged 686 SP:Iteration 2F (3054.870000 sec): 3 clusters Score: Raw -412313.740073 + Penalty 2700.324873 = -409613.415200 nChanged 376 SP:Iteration 3F (3054.880000 sec): 3 clusters Score: Raw -413539.173552 + Penalty 2700.324873 = -410838.848679 nChanged 260 SP:Iteration 4F (3054.890000 sec): 3 clusters Score: Raw -415089.832231 + Penalty 2700.324873 = -412389.507358 nChanged 207 SP:Iteration 5F (3054.900000 sec): 3 clusters Score: Raw -416251.812780 + Penalty 2700.324873 = -413551.487907 nChanged 161 SP:Iteration 6Q (3054.910000 sec): 3 clusters Score: Raw -417038.044873 + Penalty 2700.324873 = -414337.720000 nChanged 80 SP:Iteration 7Q (3054.920000 sec): 3 clusters Score: Raw -417333.179662 + Penalty 2700.324873 = -414632.854789 nChanged 29 SP:Iteration 8Q (3054.920000 sec): 3 clusters Score: Raw -417409.253717 + Penalty 2700.324873 = -414708.928844 nChanged 6 SP:Iteration 9Q (3054.930000 sec): 3 clusters Score: Raw -417421.766917 + Penalty 2700.324873 = -414721.442044 nChanged 4 SP:Iteration 10Q (3054.940000 sec): 3 clusters Score: Raw -417435.306405 + Penalty 2700.324873 = -414734.981532 nChanged 1 SP:Iteration 11Q (3054.940000 sec): 3 clusters Score: Raw -417435.883840 + Penalty 2700.324873 = -414735.558967 nChanged 0 SP:Iteration 12F (3054.960000 sec): 3 clusters Score: Raw -417435.883840 + Penalty 2700.324873 = -414735.558967 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (18592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.020000 sec): 2 clusters Score: Raw -2301348.234698 + Penalty 1597.454082 = -2299750.780616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.060000 sec): 3 clusters Score: Raw -2290211.706330 + Penalty 3194.908164 = -2287016.798166 nChanged 8413 SP:Iteration 1F (3055.110000 sec): 3 clusters Score: Raw -2294723.844382 + Penalty 3194.908164 = -2291528.936217 nChanged 906 SP:Iteration 2Q (3055.160000 sec): 3 clusters Score: Raw -2295054.709984 + Penalty 3194.908164 = -2291859.801819 nChanged 918 SP:Iteration 3Q (3055.210000 sec): 3 clusters Score: Raw -2295435.677134 + Penalty 3194.908164 = -2292240.768969 nChanged 977 SP:Iteration 4F (3055.260000 sec): 3 clusters Score: Raw -2295937.150565 + Penalty 3194.908164 = -2292742.242401 nChanged 1182 SP:Iteration 5F (3055.310000 sec): 3 clusters Score: Raw -2296673.113947 + Penalty 3194.908164 = -2293478.205783 nChanged 1313 SP:Iteration 6F (3055.360000 sec): 3 clusters Score: Raw -2297630.323103 + Penalty 3194.908164 = -2294435.414939 nChanged 1360 SP:Iteration 7F (3055.410000 sec): 3 clusters Score: Raw -2298799.050088 + Penalty 3194.908164 = -2295604.141924 nChanged 1224 SP:Iteration 8F (3055.460000 sec): 3 clusters Score: Raw -2299946.705624 + Penalty 3194.908164 = -2296751.797460 nChanged 849 SP:Iteration 9Q (3055.510000 sec): 3 clusters Score: Raw -2300766.193915 + Penalty 3194.908164 = -2297571.285750 nChanged 438 SP:Iteration 10Q (3055.550000 sec): 3 clusters Score: Raw -2301196.510296 + Penalty 3194.908164 = -2298001.602132 nChanged 222 SP:Iteration 11Q (3055.600000 sec): 3 clusters Score: Raw -2301413.398357 + Penalty 3194.908164 = -2298218.490193 nChanged 109 SP:Iteration 12Q (3055.630000 sec): 3 clusters Score: Raw -2301512.445497 + Penalty 3194.908164 = -2298317.537333 nChanged 53 SP:Iteration 13Q (3055.670000 sec): 3 clusters Score: Raw -2301559.610901 + Penalty 3194.908164 = -2298364.702736 nChanged 40 SP:Iteration 14Q (3055.710000 sec): 3 clusters Score: Raw -2301591.427019 + Penalty 3194.908164 = -2298396.518855 nChanged 32 SP:Iteration 15Q (3055.740000 sec): 3 clusters Score: Raw -2301618.572885 + Penalty 3194.908164 = -2298423.664721 nChanged 28 SP:Iteration 16Q (3055.780000 sec): 3 clusters Score: Raw -2301636.006884 + Penalty 3194.908164 = -2298441.098720 nChanged 14 SP:Iteration 17Q (3055.820000 sec): 3 clusters Score: Raw -2301645.357341 + Penalty 3194.908164 = -2298450.449177 nChanged 13 SP:Iteration 18Q (3055.850000 sec): 3 clusters Score: Raw -2301651.315747 + Penalty 3194.908164 = -2298456.407582 nChanged 8 SP:Iteration 19Q (3055.880000 sec): 3 clusters Score: Raw -2301654.424273 + Penalty 3194.908164 = -2298459.516108 nChanged 2 SP:Iteration 20F (3055.940000 sec): 3 clusters Score: Raw -2301655.056625 + Penalty 3194.908164 = -2298460.148461 nChanged 1 SP:Iteration 21Q (3055.970000 sec): 3 clusters Score: Raw -2301655.290047 + Penalty 3194.908164 = -2298460.381882 nChanged 1 SP:Iteration 22Q (3056.010000 sec): 3 clusters Score: Raw -2301656.049458 + Penalty 3194.908164 = -2298461.141294 nChanged 2 SP:Iteration 23Q (3056.040000 sec): 3 clusters Score: Raw -2301657.487524 + Penalty 3194.908164 = -2298462.579360 nChanged 0 SP:Iteration 24F (3056.090000 sec): 3 clusters Score: Raw -2301657.487524 + Penalty 3194.908164 = -2298462.579360 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3056.100000 sec): 2 clusters Score: Raw -39350.742322 + Penalty 953.760748 = -38396.981573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3056.100000 sec): 3 clusters Score: Raw -39396.432058 + Penalty 1907.521497 = -37488.910561 nChanged 66 SP:Iteration 1F (3056.100000 sec): 3 clusters Score: Raw -39501.463746 + Penalty 1907.521497 = -37593.942250 nChanged 8 SP:Iteration 2Q (3056.100000 sec): 3 clusters Score: Raw -39519.169731 + Penalty 1907.521497 = -37611.648234 nChanged 5 SP:Iteration 3Q (3056.110000 sec): 3 clusters Score: Raw -39531.410602 + Penalty 1907.521497 = -37623.889106 nChanged 2 SP:Iteration 4Q (3056.110000 sec): 3 clusters Score: Raw -39535.417827 + Penalty 1907.521497 = -37627.896330 nChanged 2 SP:Iteration 5Q (3056.110000 sec): 3 clusters Score: Raw -39537.745322 + Penalty 1907.521497 = -37630.223825 nChanged 0 SP:Iteration 6F (3056.110000 sec): 3 clusters Score: Raw -39537.745322 + Penalty 1907.521497 = -37630.223825 nChanged 0 Iteration 20F (3074.640000 sec): 17 clusters Score: Raw -132056651.206899 + Penalty 36209.281323 = -132020441.925576 nChanged 4527 Iteration 21Q (3080.920000 sec): 17 clusters Score: Raw -132067057.153365 + Penalty 36209.281323 = -132030847.872042 nChanged 2970 Iteration 22Q (3087.120000 sec): 17 clusters Score: Raw -132067844.559728 + Penalty 36209.281323 = -132031635.278405 nChanged 2333 Iteration 23Q (3093.270000 sec): 17 clusters Score: Raw -132068622.205478 + Penalty 36209.281323 = -132032412.924155 nChanged 1956 Iteration 24Q (3099.510000 sec): 17 clusters Score: Raw -132069138.310379 + Penalty 36209.281323 = -132032929.029056 nChanged 1735 Iteration 25Q (3105.750000 sec): 17 clusters Score: Raw -132069528.496077 + Penalty 36209.281323 = -132033319.214754 nChanged 1516 Iteration 26Q (3111.960000 sec): 17 clusters Score: Raw -132069819.462940 + Penalty 36209.281323 = -132033610.181617 nChanged 1347 Iteration 27Q (3118.210000 sec): 17 clusters Score: Raw -132069975.182192 + Penalty 36209.281323 = -132033765.900869 nChanged 1220 Iteration 28Q (3124.410000 sec): 17 clusters Score: Raw -132070089.356846 + Penalty 36209.281323 = -132033880.075523 nChanged 1098 Iteration 29Q (3130.570000 sec): 17 clusters Score: Raw -132070181.967080 + Penalty 36209.281323 = -132033972.685757 nChanged 953 Iteration 30Q (3136.820000 sec): 17 clusters Score: Raw -132070247.268523 + Penalty 36209.281323 = -132034037.987200 nChanged 811 Iteration 31Q (3143.860000 sec): 17 clusters Score: Raw -132070297.151908 + Penalty 36209.281323 = -132034087.870585 nChanged 734 Iteration 32Q (3150.140000 sec): 17 clusters Score: Raw -132070340.129867 + Penalty 36209.281323 = -132034130.848544 nChanged 664 Iteration 33Q (3156.400000 sec): 17 clusters Score: Raw -132070380.126578 + Penalty 36209.281323 = -132034170.845255 nChanged 629 Iteration 34Q (3162.730000 sec): 17 clusters Score: Raw -132070418.854834 + Penalty 36209.281323 = -132034209.573511 nChanged 532 Iteration 35Q (3168.970000 sec): 17 clusters Score: Raw -132070449.410329 + Penalty 36209.281323 = -132034240.129005 nChanged 502 Iteration 36Q (3175.230000 sec): 17 clusters Score: Raw -132070477.105784 + Penalty 36209.281323 = -132034267.824461 nChanged 421 Iteration 37Q (3180.790000 sec): 17 clusters Score: Raw -132070498.115812 + Penalty 36209.281323 = -132034288.834489 nChanged 398 Iteration 38Q (3186.000000 sec): 17 clusters Score: Raw -132070516.341883 + Penalty 36209.281323 = -132034307.060559 nChanged 343 Iteration 39Q (3191.200000 sec): 17 clusters Score: Raw -132070531.511843 + Penalty 36209.281323 = -132034322.230520 nChanged 313 Iteration 40F (3209.330000 sec): 17 clusters Score: Raw -132075604.265746 + Penalty 36209.281323 = -132039394.984423 nChanged 367 Iteration 41Q (3220.110000 sec): 17 clusters Score: Raw -132076484.141914 + Penalty 36209.281323 = -132040274.860591 nChanged 325 Iteration 42Q (3225.230000 sec): 17 clusters Score: Raw -132076609.830131 + Penalty 36209.281323 = -132040400.548808 nChanged 312 Iteration 43Q (3230.520000 sec): 17 clusters Score: Raw -132076636.648819 + Penalty 36209.281323 = -132040427.367495 nChanged 293 Iteration 44Q (3235.920000 sec): 17 clusters Score: Raw -132076668.092868 + Penalty 36209.281323 = -132040458.811545 nChanged 297 Iteration 45Q (3241.270000 sec): 17 clusters Score: Raw -132076682.710360 + Penalty 36209.281323 = -132040473.429037 nChanged 272 Iteration 46Q (3246.460000 sec): 17 clusters Score: Raw -132076694.728605 + Penalty 36209.281323 = -132040485.447282 nChanged 255 Iteration 47Q (3252.120000 sec): 17 clusters Score: Raw -132076706.707687 + Penalty 36209.281323 = -132040497.426364 nChanged 266 Iteration 48Q (3257.450000 sec): 17 clusters Score: Raw -132076717.050090 + Penalty 36209.281323 = -132040507.768766 nChanged 238 Iteration 49Q (3262.770000 sec): 17 clusters Score: Raw -132076726.671482 + Penalty 36209.281323 = -132040517.390158 nChanged 200 Iteration 50Q (3268.680000 sec): 17 clusters Score: Raw -132076732.797781 + Penalty 36209.281323 = -132040523.516458 nChanged 184 Iteration 51Q (3274.670000 sec): 17 clusters Score: Raw -132076738.551592 + Penalty 36209.281323 = -132040529.270269 nChanged 159 Iteration 52Q (3279.970000 sec): 17 clusters Score: Raw -132076743.129085 + Penalty 36209.281323 = -132040533.847762 nChanged 146 Iteration 53Q (3285.240000 sec): 17 clusters Score: Raw -132076747.182516 + Penalty 36209.281323 = -132040537.901193 nChanged 140 Iteration 54Q (3290.540000 sec): 17 clusters Score: Raw -132076750.168134 + Penalty 36209.281323 = -132040540.886811 nChanged 113 Iteration 55Q (3295.820000 sec): 17 clusters Score: Raw -132076753.128629 + Penalty 36209.281323 = -132040543.847306 nChanged 101 Iteration 56Q (3301.070000 sec): 17 clusters Score: Raw -132076756.141982 + Penalty 36209.281323 = -132040546.860659 nChanged 95 Iteration 57Q (3306.330000 sec): 17 clusters Score: Raw -132076759.086465 + Penalty 36209.281323 = -132040549.805142 nChanged 83 Iteration 58Q (3311.610000 sec): 17 clusters Score: Raw -132076761.697538 + Penalty 36209.281323 = -132040552.416215 nChanged 62 Writing temp clu file Because OldScore, -132040549.805142, is greater than current (better) Score,-132040552.416215 Compute initial score before splitting: Score: Raw -132076761.697538 + Penalty 36209.281323 = -132040552.416215 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3311.760000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3311.770000 sec): 3 clusters Score: Raw -269393.369479 + Penalty 2509.726292 = -266883.643187 nChanged 832 SP:Iteration 1F (3311.770000 sec): 3 clusters Score: Raw -269955.927669 + Penalty 2509.726292 = -267446.201377 nChanged 197 SP:Iteration 2F (3311.780000 sec): 3 clusters Score: Raw -270114.056491 + Penalty 2509.726292 = -267604.330198 nChanged 113 SP:Iteration 3F (3311.790000 sec): 3 clusters Score: Raw -270188.918652 + Penalty 2509.726292 = -267679.192360 nChanged 86 SP:Iteration 4Q (3311.790000 sec): 3 clusters Score: Raw -270257.314245 + Penalty 2509.726292 = -267747.587953 nChanged 71 SP:Iteration 5Q (3311.800000 sec): 3 clusters Score: Raw -270318.748085 + Penalty 2509.726292 = -267809.021793 nChanged 61 SP:Iteration 6Q (3311.800000 sec): 3 clusters Score: Raw -270364.808149 + Penalty 2509.726292 = -267855.081857 nChanged 59 SP:Iteration 7Q (3311.810000 sec): 3 clusters Score: Raw -270408.216019 + Penalty 2509.726292 = -267898.489727 nChanged 44 SP:Iteration 8Q (3311.810000 sec): 3 clusters Score: Raw -270449.394501 + Penalty 2509.726292 = -267939.668209 nChanged 55 SP:Iteration 9Q (3311.820000 sec): 3 clusters Score: Raw -270497.245067 + Penalty 2509.726292 = -267987.518775 nChanged 49 SP:Iteration 10Q (3311.830000 sec): 3 clusters Score: Raw -270529.999897 + Penalty 2509.726292 = -268020.273605 nChanged 38 SP:Iteration 11Q (3311.830000 sec): 3 clusters Score: Raw -270557.486928 + Penalty 2509.726292 = -268047.760636 nChanged 32 SP:Iteration 12Q (3311.840000 sec): 3 clusters Score: Raw -270577.627034 + Penalty 2509.726292 = -268067.900741 nChanged 27 SP:Iteration 13Q (3311.840000 sec): 3 clusters Score: Raw -270597.362575 + Penalty 2509.726292 = -268087.636283 nChanged 31 SP:Iteration 14Q (3311.850000 sec): 3 clusters Score: Raw -270624.595261 + Penalty 2509.726292 = -268114.868969 nChanged 38 SP:Iteration 15Q (3311.850000 sec): 3 clusters Score: Raw -270651.116730 + Penalty 2509.726292 = -268141.390438 nChanged 34 SP:Iteration 16Q (3311.860000 sec): 3 clusters Score: Raw -270685.227340 + Penalty 2509.726292 = -268175.501048 nChanged 31 SP:Iteration 17Q (3311.870000 sec): 3 clusters Score: Raw -270708.697473 + Penalty 2509.726292 = -268198.971181 nChanged 25 SP:Iteration 18Q (3311.880000 sec): 3 clusters Score: Raw -270727.698027 + Penalty 2509.726292 = -268217.971735 nChanged 23 SP:Iteration 19Q (3311.880000 sec): 3 clusters Score: Raw -270752.575972 + Penalty 2509.726292 = -268242.849680 nChanged 25 SP:Iteration 20F (3311.890000 sec): 3 clusters Score: Raw -270776.297219 + Penalty 2509.726292 = -268266.570927 nChanged 22 SP:Iteration 21Q (3311.890000 sec): 3 clusters Score: Raw -270794.813167 + Penalty 2509.726292 = -268285.086875 nChanged 19 SP:Iteration 22Q (3311.900000 sec): 3 clusters Score: Raw -270805.799320 + Penalty 2509.726292 = -268296.073028 nChanged 10 SP:Iteration 23Q (3311.900000 sec): 3 clusters Score: Raw -270811.639476 + Penalty 2509.726292 = -268301.913184 nChanged 10 SP:Iteration 24Q (3311.910000 sec): 3 clusters Score: Raw -270819.824658 + Penalty 2509.726292 = -268310.098366 nChanged 9 SP:Iteration 25Q (3311.920000 sec): 3 clusters Score: Raw -270824.605770 + Penalty 2509.726292 = -268314.879478 nChanged 5 SP:Iteration 26Q (3311.920000 sec): 3 clusters Score: Raw -270827.862541 + Penalty 2509.726292 = -268318.136249 nChanged 3 SP:Iteration 27Q (3311.920000 sec): 3 clusters Score: Raw -270830.774262 + Penalty 2509.726292 = -268321.047970 nChanged 5 SP:Iteration 28Q (3311.930000 sec): 3 clusters Score: Raw -270834.575509 + Penalty 2509.726292 = -268324.849217 nChanged 10 SP:Iteration 29Q (3311.940000 sec): 3 clusters Score: Raw -270840.103224 + Penalty 2509.726292 = -268330.376932 nChanged 7 SP:Iteration 30Q (3311.940000 sec): 3 clusters Score: Raw -270845.472727 + Penalty 2509.726292 = -268335.746435 nChanged 10 SP:Iteration 31Q (3311.940000 sec): 3 clusters Score: Raw -270852.541335 + Penalty 2509.726292 = -268342.815043 nChanged 9 SP:Iteration 32Q (3311.950000 sec): 3 clusters Score: Raw -270859.891628 + Penalty 2509.726292 = -268350.165336 nChanged 11 SP:Iteration 33Q (3311.960000 sec): 3 clusters Score: Raw -270870.210074 + Penalty 2509.726292 = -268360.483782 nChanged 9 SP:Iteration 34Q (3311.960000 sec): 3 clusters Score: Raw -270879.625002 + Penalty 2509.726292 = -268369.898710 nChanged 10 SP:Iteration 35Q (3311.960000 sec): 3 clusters Score: Raw -270886.338931 + Penalty 2509.726292 = -268376.612639 nChanged 5 SP:Iteration 36Q (3311.970000 sec): 3 clusters Score: Raw -270888.838542 + Penalty 2509.726292 = -268379.112250 nChanged 2 SP:Iteration 37Q (3311.980000 sec): 3 clusters Score: Raw -270889.703479 + Penalty 2509.726292 = -268379.977187 nChanged 1 SP:Iteration 38Q (3311.980000 sec): 3 clusters Score: Raw -270890.515406 + Penalty 2509.726292 = -268380.789114 nChanged 1 SP:Iteration 39Q (3311.980000 sec): 3 clusters Score: Raw -270890.947154 + Penalty 2509.726292 = -268381.220862 nChanged 1 SP:Iteration 40F (3311.990000 sec): 3 clusters Score: Raw -270891.521395 + Penalty 2509.726292 = -268381.795103 nChanged 2 SP:Iteration 41Q (3312.000000 sec): 3 clusters Score: Raw -270892.360836 + Penalty 2509.726292 = -268382.634544 nChanged 0 SP:Iteration 42F (3312.000000 sec): 3 clusters Score: Raw -270892.360836 + Penalty 2509.726292 = -268382.634544 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3312.020000 sec): 2 clusters Score: Raw -1020285.054422 + Penalty 1470.481143 = -1018814.573279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3312.040000 sec): 3 clusters Score: Raw -1015487.532890 + Penalty 2940.962285 = -1012546.570605 nChanged 3654 SP:Iteration 1F (3312.060000 sec): 3 clusters Score: Raw -1017435.972448 + Penalty 2940.962285 = -1014495.010163 nChanged 568 SP:Iteration 2F (3312.090000 sec): 3 clusters Score: Raw -1017686.933772 + Penalty 2940.962285 = -1014745.971487 nChanged 469 SP:Iteration 3F (3312.110000 sec): 3 clusters Score: Raw -1017911.955655 + Penalty 2940.962285 = -1014970.993370 nChanged 478 SP:Iteration 4F (3312.130000 sec): 3 clusters Score: Raw -1018170.524989 + Penalty 2940.962285 = -1015229.562704 nChanged 477 SP:Iteration 5F (3312.150000 sec): 3 clusters Score: Raw -1018466.953465 + Penalty 2940.962285 = -1015525.991179 nChanged 486 SP:Iteration 6F (3312.180000 sec): 3 clusters Score: Raw -1018804.750063 + Penalty 2940.962285 = -1015863.787778 nChanged 480 SP:Iteration 7F (3312.200000 sec): 3 clusters Score: Raw -1019193.370923 + Penalty 2940.962285 = -1016252.408638 nChanged 450 SP:Iteration 8F (3312.220000 sec): 3 clusters Score: Raw -1019617.315129 + Penalty 2940.962285 = -1016676.352844 nChanged 373 SP:Iteration 9Q (3312.240000 sec): 3 clusters Score: Raw -1019934.068887 + Penalty 2940.962285 = -1016993.106602 nChanged 302 SP:Iteration 10Q (3312.260000 sec): 3 clusters Score: Raw -1020196.968915 + Penalty 2940.962285 = -1017256.006630 nChanged 216 SP:Iteration 11Q (3312.280000 sec): 3 clusters Score: Raw -1020384.363316 + Penalty 2940.962285 = -1017443.401031 nChanged 139 SP:Iteration 12Q (3312.300000 sec): 3 clusters Score: Raw -1020477.312786 + Penalty 2940.962285 = -1017536.350501 nChanged 100 SP:Iteration 13Q (3312.320000 sec): 3 clusters Score: Raw -1020532.115559 + Penalty 2940.962285 = -1017591.153274 nChanged 88 SP:Iteration 14Q (3312.340000 sec): 3 clusters Score: Raw -1020579.721812 + Penalty 2940.962285 = -1017638.759527 nChanged 54 SP:Iteration 15Q (3312.360000 sec): 3 clusters Score: Raw -1020606.338536 + Penalty 2940.962285 = -1017665.376251 nChanged 48 SP:Iteration 16Q (3312.380000 sec): 3 clusters Score: Raw -1020623.613441 + Penalty 2940.962285 = -1017682.651156 nChanged 30 SP:Iteration 17Q (3312.400000 sec): 3 clusters Score: Raw -1020632.939495 + Penalty 2940.962285 = -1017691.977210 nChanged 22 SP:Iteration 18Q (3312.420000 sec): 3 clusters Score: Raw -1020638.422577 + Penalty 2940.962285 = -1017697.460292 nChanged 18 SP:Iteration 19Q (3312.440000 sec): 3 clusters Score: Raw -1020644.067067 + Penalty 2940.962285 = -1017703.104782 nChanged 18 SP:Iteration 20F (3312.460000 sec): 3 clusters Score: Raw -1020651.018424 + Penalty 2940.962285 = -1017710.056139 nChanged 17 SP:Iteration 21Q (3312.480000 sec): 3 clusters Score: Raw -1020655.447978 + Penalty 2940.962285 = -1017714.485693 nChanged 16 SP:Iteration 22Q (3312.500000 sec): 3 clusters Score: Raw -1020660.005102 + Penalty 2940.962285 = -1017719.042816 nChanged 13 SP:Iteration 23Q (3312.510000 sec): 3 clusters Score: Raw -1020663.711207 + Penalty 2940.962285 = -1017722.748922 nChanged 12 SP:Iteration 24Q (3312.530000 sec): 3 clusters Score: Raw -1020666.772210 + Penalty 2940.962285 = -1017725.809925 nChanged 9 SP:Iteration 25Q (3312.550000 sec): 3 clusters Score: Raw -1020669.400019 + Penalty 2940.962285 = -1017728.437734 nChanged 9 SP:Iteration 26Q (3312.570000 sec): 3 clusters Score: Raw -1020672.190546 + Penalty 2940.962285 = -1017731.228261 nChanged 4 SP:Iteration 27Q (3312.590000 sec): 3 clusters Score: Raw -1020673.152730 + Penalty 2940.962285 = -1017732.190445 nChanged 1 SP:Iteration 28Q (3312.610000 sec): 3 clusters Score: Raw -1020673.322514 + Penalty 2940.962285 = -1017732.360229 nChanged 1 SP:Iteration 29Q (3312.620000 sec): 3 clusters Score: Raw -1020673.470131 + Penalty 2940.962285 = -1017732.507846 nChanged 1 SP:Iteration 30Q (3312.640000 sec): 3 clusters Score: Raw -1020673.874630 + Penalty 2940.962285 = -1017732.912345 nChanged 0 SP:Iteration 31F (3312.660000 sec): 3 clusters Score: Raw -1020673.874630 + Penalty 2940.962285 = -1017732.912345 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3312.670000 sec): 2 clusters Score: Raw -37561.779419 + Penalty 963.125479 = -36598.653939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3312.670000 sec): 3 clusters Score: Raw -37778.385412 + Penalty 1926.250958 = -35852.134454 nChanged 109 SP:Iteration 1F (3312.670000 sec): 3 clusters Score: Raw -38117.785687 + Penalty 1926.250958 = -36191.534728 nChanged 27 SP:Iteration 2F (3312.670000 sec): 3 clusters Score: Raw -38199.359240 + Penalty 1926.250958 = -36273.108282 nChanged 19 SP:Iteration 3F (3312.680000 sec): 3 clusters Score: Raw -38297.818916 + Penalty 1926.250958 = -36371.567957 nChanged 15 SP:Iteration 4Q (3312.680000 sec): 3 clusters Score: Raw -38339.412876 + Penalty 1926.250958 = -36413.161918 nChanged 4 SP:Iteration 5Q (3312.680000 sec): 3 clusters Score: Raw -38388.034647 + Penalty 1926.250958 = -36461.783688 nChanged 2 SP:Iteration 6Q (3312.680000 sec): 3 clusters Score: Raw -38432.250968 + Penalty 1926.250958 = -36506.000010 nChanged 1 SP:Iteration 7Q (3312.680000 sec): 3 clusters Score: Raw -38489.949529 + Penalty 1926.250958 = -36563.698571 nChanged 5 SP:Iteration 8Q (3312.680000 sec): 3 clusters Score: Raw -38506.643258 + Penalty 1926.250958 = -36580.392300 nChanged 1 SP:Iteration 9Q (3312.680000 sec): 3 clusters Score: Raw -38514.839471 + Penalty 1926.250958 = -36588.588512 nChanged 2 SP:Iteration 10Q (3312.680000 sec): 3 clusters Score: Raw -38520.890549 + Penalty 1926.250958 = -36594.639591 nChanged 0 SP:Iteration 11F (3312.680000 sec): 3 clusters Score: Raw -38520.890549 + Penalty 1926.250958 = -36594.639591 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 4 (3842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3312.690000 sec): 2 clusters Score: Raw -432478.739903 + Penalty 1341.234106 = -431137.505798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3312.700000 sec): 3 clusters Score: Raw -430539.957274 + Penalty 2682.468212 = -427857.489062 nChanged 1555 SP:Iteration 1F (3312.710000 sec): 3 clusters Score: Raw -431537.809223 + Penalty 2682.468212 = -428855.341011 nChanged 342 SP:Iteration 2F (3312.720000 sec): 3 clusters Score: Raw -431867.918777 + Penalty 2682.468212 = -429185.450565 nChanged 295 SP:Iteration 3F (3312.730000 sec): 3 clusters Score: Raw -432133.975735 + Penalty 2682.468212 = -429451.507523 nChanged 241 SP:Iteration 4F (3312.740000 sec): 3 clusters Score: Raw -432312.323595 + Penalty 2682.468212 = -429629.855383 nChanged 218 SP:Iteration 5F (3312.750000 sec): 3 clusters Score: Raw -432476.386043 + Penalty 2682.468212 = -429793.917831 nChanged 179 SP:Iteration 6Q (3312.760000 sec): 3 clusters Score: Raw -432603.172611 + Penalty 2682.468212 = -429920.704400 nChanged 131 SP:Iteration 7Q (3312.770000 sec): 3 clusters Score: Raw -432695.656564 + Penalty 2682.468212 = -430013.188352 nChanged 130 SP:Iteration 8Q (3312.780000 sec): 3 clusters Score: Raw -432785.515721 + Penalty 2682.468212 = -430103.047509 nChanged 93 SP:Iteration 9Q (3312.790000 sec): 3 clusters Score: Raw -432832.696156 + Penalty 2682.468212 = -430150.227944 nChanged 44 SP:Iteration 10Q (3312.800000 sec): 3 clusters Score: Raw -432853.604019 + Penalty 2682.468212 = -430171.135807 nChanged 36 SP:Iteration 11Q (3312.810000 sec): 3 clusters Score: Raw -432868.218952 + Penalty 2682.468212 = -430185.750741 nChanged 18 SP:Iteration 12Q (3312.820000 sec): 3 clusters Score: Raw -432874.856742 + Penalty 2682.468212 = -430192.388530 nChanged 9 SP:Iteration 13Q (3312.830000 sec): 3 clusters Score: Raw -432878.338870 + Penalty 2682.468212 = -430195.870659 nChanged 6 SP:Iteration 14Q (3312.840000 sec): 3 clusters Score: Raw -432881.093952 + Penalty 2682.468212 = -430198.625741 nChanged 12 SP:Iteration 15Q (3312.850000 sec): 3 clusters Score: Raw -432887.565237 + Penalty 2682.468212 = -430205.097025 nChanged 11 SP:Iteration 16Q (3312.860000 sec): 3 clusters Score: Raw -432892.726543 + Penalty 2682.468212 = -430210.258332 nChanged 8 SP:Iteration 17Q (3312.870000 sec): 3 clusters Score: Raw -432895.188073 + Penalty 2682.468212 = -430212.719861 nChanged 5 SP:Iteration 18Q (3312.880000 sec): 3 clusters Score: Raw -432896.986809 + Penalty 2682.468212 = -430214.518597 nChanged 4 SP:Iteration 19Q (3312.890000 sec): 3 clusters Score: Raw -432898.166600 + Penalty 2682.468212 = -430215.698388 nChanged 3 SP:Iteration 20F (3312.900000 sec): 3 clusters Score: Raw -432898.784372 + Penalty 2682.468212 = -430216.316160 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3312.900000 sec): 2 clusters Score: Raw -220899.390906 + Penalty 1220.622755 = -219678.768151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3312.910000 sec): 3 clusters Score: Raw -220125.863773 + Penalty 2441.245511 = -217684.618263 nChanged 595 SP:Iteration 1F (3312.920000 sec): 3 clusters Score: Raw -220518.571115 + Penalty 2441.245511 = -218077.325604 nChanged 133 SP:Iteration 2F (3312.920000 sec): 3 clusters Score: Raw -220621.312769 + Penalty 2441.245511 = -218180.067258 nChanged 82 SP:Iteration 3Q (3312.920000 sec): 3 clusters Score: Raw -220683.691779 + Penalty 2441.245511 = -218242.446268 nChanged 56 SP:Iteration 4Q (3312.930000 sec): 3 clusters Score: Raw -220725.328429 + Penalty 2441.245511 = -218284.082919 nChanged 49 SP:Iteration 5Q (3312.940000 sec): 3 clusters Score: Raw -220756.683832 + Penalty 2441.245511 = -218315.438322 nChanged 31 SP:Iteration 6Q (3312.940000 sec): 3 clusters Score: Raw -220777.698259 + Penalty 2441.245511 = -218336.452748 nChanged 36 SP:Iteration 7Q (3312.940000 sec): 3 clusters Score: Raw -220801.709447 + Penalty 2441.245511 = -218360.463936 nChanged 26 SP:Iteration 8Q (3312.950000 sec): 3 clusters Score: Raw -220824.631458 + Penalty 2441.245511 = -218383.385948 nChanged 32 SP:Iteration 9Q (3312.950000 sec): 3 clusters Score: Raw -220852.279323 + Penalty 2441.245511 = -218411.033813 nChanged 32 SP:Iteration 10Q (3312.960000 sec): 3 clusters Score: Raw -220886.761898 + Penalty 2441.245511 = -218445.516387 nChanged 41 SP:Iteration 11Q (3312.960000 sec): 3 clusters Score: Raw -220926.469995 + Penalty 2441.245511 = -218485.224485 nChanged 38 SP:Iteration 12Q (3312.970000 sec): 3 clusters Score: Raw -220963.360123 + Penalty 2441.245511 = -218522.114612 nChanged 44 SP:Iteration 13Q (3312.970000 sec): 3 clusters Score: Raw -221012.631189 + Penalty 2441.245511 = -218571.385678 nChanged 36 SP:Iteration 14Q (3312.980000 sec): 3 clusters Score: Raw -221060.111319 + Penalty 2441.245511 = -218618.865808 nChanged 38 SP:Iteration 15Q (3312.980000 sec): 3 clusters Score: Raw -221109.099060 + Penalty 2441.245511 = -218667.853549 nChanged 39 SP:Iteration 16Q (3312.980000 sec): 3 clusters Score: Raw -221148.662868 + Penalty 2441.245511 = -218707.417357 nChanged 40 SP:Iteration 17Q (3312.990000 sec): 3 clusters Score: Raw -221177.395060 + Penalty 2441.245511 = -218736.149549 nChanged 31 SP:Iteration 18Q (3312.990000 sec): 3 clusters Score: Raw -221200.750451 + Penalty 2441.245511 = -218759.504940 nChanged 23 SP:Iteration 19Q (3313.000000 sec): 3 clusters Score: Raw -221216.368189 + Penalty 2441.245511 = -218775.122679 nChanged 14 SP:Iteration 20F (3313.000000 sec): 3 clusters Score: Raw -221226.181793 + Penalty 2441.245511 = -218784.936282 nChanged 13 SP:Iteration 21Q (3313.010000 sec): 3 clusters Score: Raw -221232.838042 + Penalty 2441.245511 = -218791.592531 nChanged 13 SP:Iteration 22Q (3313.010000 sec): 3 clusters Score: Raw -221238.736942 + Penalty 2441.245511 = -218797.491431 nChanged 7 SP:Iteration 23Q (3313.020000 sec): 3 clusters Score: Raw -221241.435604 + Penalty 2441.245511 = -218800.190093 nChanged 5 SP:Iteration 24Q (3313.020000 sec): 3 clusters Score: Raw -221244.181708 + Penalty 2441.245511 = -218802.936197 nChanged 7 SP:Iteration 25Q (3313.020000 sec): 3 clusters Score: Raw -221248.773711 + Penalty 2441.245511 = -218807.528201 nChanged 8 SP:Iteration 26Q (3313.030000 sec): 3 clusters Score: Raw -221254.304885 + Penalty 2441.245511 = -218813.059375 nChanged 8 SP:Iteration 27Q (3313.030000 sec): 3 clusters Score: Raw -221257.550869 + Penalty 2441.245511 = -218816.305359 nChanged 6 SP:Iteration 28Q (3313.040000 sec): 3 clusters Score: Raw -221259.824424 + Penalty 2441.245511 = -218818.578913 nChanged 6 SP:Iteration 29Q (3313.040000 sec): 3 clusters Score: Raw -221262.509886 + Penalty 2441.245511 = -218821.264375 nChanged 6 SP:Iteration 30Q (3313.050000 sec): 3 clusters Score: Raw -221265.529289 + Penalty 2441.245511 = -218824.283778 nChanged 6 SP:Iteration 31Q (3313.050000 sec): 3 clusters Score: Raw -221268.395940 + Penalty 2441.245511 = -218827.150429 nChanged 6 SP:Iteration 32Q (3313.060000 sec): 3 clusters Score: Raw -221272.380787 + Penalty 2441.245511 = -218831.135276 nChanged 12 SP:Iteration 33Q (3313.060000 sec): 3 clusters Score: Raw -221277.666043 + Penalty 2441.245511 = -218836.420533 nChanged 6 SP:Iteration 34Q (3313.060000 sec): 3 clusters Score: Raw -221281.102863 + Penalty 2441.245511 = -218839.857352 nChanged 6 SP:Iteration 35Q (3313.070000 sec): 3 clusters Score: Raw -221284.258508 + Penalty 2441.245511 = -218843.012997 nChanged 2 SP:Iteration 36Q (3313.070000 sec): 3 clusters Score: Raw -221285.405471 + Penalty 2441.245511 = -218844.159960 nChanged 2 SP:Iteration 37Q (3313.080000 sec): 3 clusters Score: Raw -221286.080814 + Penalty 2441.245511 = -218844.835303 nChanged 2 SP:Iteration 38Q (3313.080000 sec): 3 clusters Score: Raw -221287.042727 + Penalty 2441.245511 = -218845.797216 nChanged 4 SP:Iteration 39Q (3313.080000 sec): 3 clusters Score: Raw -221289.393612 + Penalty 2441.245511 = -218848.148102 nChanged 8 SP:Iteration 40F (3313.090000 sec): 3 clusters Score: Raw -221293.962881 + Penalty 2441.245511 = -218852.717370 nChanged 10 SP:Iteration 41Q (3313.100000 sec): 3 clusters Score: Raw -221297.616041 + Penalty 2441.245511 = -218856.370530 nChanged 5 SP:Iteration 42Q (3313.100000 sec): 3 clusters Score: Raw -221299.529070 + Penalty 2441.245511 = -218858.283560 nChanged 8 SP:Iteration 43Q (3313.100000 sec): 3 clusters Score: Raw -221303.268918 + Penalty 2441.245511 = -218862.023407 nChanged 5 SP:Iteration 44Q (3313.110000 sec): 3 clusters Score: Raw -221305.709178 + Penalty 2441.245511 = -218864.463667 nChanged 3 SP:Iteration 45Q (3313.110000 sec): 3 clusters Score: Raw -221308.397002 + Penalty 2441.245511 = -218867.151492 nChanged 5 SP:Iteration 46Q (3313.120000 sec): 3 clusters Score: Raw -221311.004404 + Penalty 2441.245511 = -218869.758894 nChanged 11 SP:Iteration 47Q (3313.120000 sec): 3 clusters Score: Raw -221317.667574 + Penalty 2441.245511 = -218876.422063 nChanged 9 SP:Iteration 48Q (3313.120000 sec): 3 clusters Score: Raw -221322.956338 + Penalty 2441.245511 = -218881.710827 nChanged 7 SP:Iteration 49Q (3313.130000 sec): 3 clusters Score: Raw -221326.189431 + Penalty 2441.245511 = -218884.943921 nChanged 4 SP:Iteration 50Q (3313.130000 sec): 3 clusters Score: Raw -221327.750334 + Penalty 2441.245511 = -218886.504823 nChanged 0 SP:Iteration 51F (3313.140000 sec): 3 clusters Score: Raw -221327.750334 + Penalty 2441.245511 = -218886.504823 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3313.140000 sec): 2 clusters Score: Raw -139389.056592 + Penalty 1151.186794 = -138237.869799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3313.140000 sec): 3 clusters Score: Raw -139021.573579 + Penalty 2302.373587 = -136719.199992 nChanged 363 SP:Iteration 1F (3313.150000 sec): 3 clusters Score: Raw -139552.212686 + Penalty 2302.373587 = -137249.839099 nChanged 143 SP:Iteration 2F (3313.150000 sec): 3 clusters Score: Raw -139864.459755 + Penalty 2302.373587 = -137562.086168 nChanged 85 SP:Iteration 3F (3313.160000 sec): 3 clusters Score: Raw -140073.258879 + Penalty 2302.373587 = -137770.885292 nChanged 60 SP:Iteration 4F (3313.160000 sec): 3 clusters Score: Raw -140185.594814 + Penalty 2302.373587 = -137883.221227 nChanged 36 SP:Iteration 5Q (3313.160000 sec): 3 clusters Score: Raw -140259.076494 + Penalty 2302.373587 = -137956.702907 nChanged 27 SP:Iteration 6Q (3313.160000 sec): 3 clusters Score: Raw -140307.697768 + Penalty 2302.373587 = -138005.324181 nChanged 16 SP:Iteration 7Q (3313.170000 sec): 3 clusters Score: Raw -140323.264628 + Penalty 2302.373587 = -138020.891041 nChanged 5 SP:Iteration 8Q (3313.170000 sec): 3 clusters Score: Raw -140329.133285 + Penalty 2302.373587 = -138026.759698 nChanged 3 SP:Iteration 9Q (3313.170000 sec): 3 clusters Score: Raw -140331.768493 + Penalty 2302.373587 = -138029.394906 nChanged 1 SP:Iteration 10Q (3313.170000 sec): 3 clusters Score: Raw -140332.819006 + Penalty 2302.373587 = -138030.445419 nChanged 2 SP:Iteration 11Q (3313.180000 sec): 3 clusters Score: Raw -140335.117197 + Penalty 2302.373587 = -138032.743610 nChanged 5 SP:Iteration 12Q (3313.180000 sec): 3 clusters Score: Raw -140339.286868 + Penalty 2302.373587 = -138036.913280 nChanged 1 SP:Iteration 13Q (3313.180000 sec): 3 clusters Score: Raw -140339.903803 + Penalty 2302.373587 = -138037.530216 nChanged 1 SP:Iteration 14Q (3313.180000 sec): 3 clusters Score: Raw -140341.056273 + Penalty 2302.373587 = -138038.682685 nChanged 1 SP:Iteration 15Q (3313.190000 sec): 3 clusters Score: Raw -140341.838715 + Penalty 2302.373587 = -138039.465127 nChanged 1 SP:Iteration 16Q (3313.190000 sec): 3 clusters Score: Raw -140342.271112 + Penalty 2302.373587 = -138039.897525 nChanged 0 SP:Iteration 17F (3313.190000 sec): 3 clusters Score: Raw -140342.271112 + Penalty 2302.373587 = -138039.897525 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3313.240000 sec): 2 clusters Score: Raw -1904585.647360 + Penalty 1577.563123 = -1903008.084237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3313.280000 sec): 3 clusters Score: Raw -1894774.194291 + Penalty 3155.126246 = -1891619.068046 nChanged 7348 SP:Iteration 1F (3313.320000 sec): 3 clusters Score: Raw -1898801.209890 + Penalty 3155.126246 = -1895646.083644 nChanged 916 SP:Iteration 2F (3313.360000 sec): 3 clusters Score: Raw -1899208.933518 + Penalty 3155.126246 = -1896053.807272 nChanged 919 SP:Iteration 3F (3313.400000 sec): 3 clusters Score: Raw -1899698.271257 + Penalty 3155.126246 = -1896543.145011 nChanged 977 SP:Iteration 4F (3313.440000 sec): 3 clusters Score: Raw -1900327.237029 + Penalty 3155.126246 = -1897172.110783 nChanged 1102 SP:Iteration 5F (3313.490000 sec): 3 clusters Score: Raw -1901151.206912 + Penalty 3155.126246 = -1897996.080667 nChanged 1154 SP:Iteration 6F (3313.530000 sec): 3 clusters Score: Raw -1902166.616535 + Penalty 3155.126246 = -1899011.490289 nChanged 1093 SP:Iteration 7F (3313.570000 sec): 3 clusters Score: Raw -1903396.137945 + Penalty 3155.126246 = -1900241.011699 nChanged 902 SP:Iteration 8F (3313.620000 sec): 3 clusters Score: Raw -1904501.989444 + Penalty 3155.126246 = -1901346.863199 nChanged 589 SP:Iteration 9Q (3313.660000 sec): 3 clusters Score: Raw -1905028.241809 + Penalty 3155.126246 = -1901873.115564 nChanged 297 SP:Iteration 10Q (3313.690000 sec): 3 clusters Score: Raw -1905184.949548 + Penalty 3155.126246 = -1902029.823302 nChanged 168 SP:Iteration 11Q (3313.730000 sec): 3 clusters Score: Raw -1905241.883778 + Penalty 3155.126246 = -1902086.757532 nChanged 122 SP:Iteration 12Q (3313.770000 sec): 3 clusters Score: Raw -1905275.557065 + Penalty 3155.126246 = -1902120.430819 nChanged 77 SP:Iteration 13Q (3313.800000 sec): 3 clusters Score: Raw -1905292.515910 + Penalty 3155.126246 = -1902137.389664 nChanged 52 SP:Iteration 14Q (3313.840000 sec): 3 clusters Score: Raw -1905302.597196 + Penalty 3155.126246 = -1902147.470950 nChanged 41 SP:Iteration 15Q (3313.880000 sec): 3 clusters Score: Raw -1905308.186657 + Penalty 3155.126246 = -1902153.060411 nChanged 22 SP:Iteration 16Q (3313.910000 sec): 3 clusters Score: Raw -1905310.588562 + Penalty 3155.126246 = -1902155.462316 nChanged 15 SP:Iteration 17Q (3313.950000 sec): 3 clusters Score: Raw -1905312.247721 + Penalty 3155.126246 = -1902157.121475 nChanged 12 SP:Iteration 18Q (3313.980000 sec): 3 clusters Score: Raw -1905313.537462 + Penalty 3155.126246 = -1902158.411216 nChanged 11 SP:Iteration 19Q (3314.020000 sec): 3 clusters Score: Raw -1905314.997518 + Penalty 3155.126246 = -1902159.871272 nChanged 8 SP:Iteration 20F (3314.060000 sec): 3 clusters Score: Raw -1905315.952652 + Penalty 3155.126246 = -1902160.826407 nChanged 8 SP:Iteration 21Q (3314.100000 sec): 3 clusters Score: Raw -1905316.873977 + Penalty 3155.126246 = -1902161.747731 nChanged 10 SP:Iteration 22Q (3314.130000 sec): 3 clusters Score: Raw -1905318.373802 + Penalty 3155.126246 = -1902163.247556 nChanged 17 SP:Iteration 23Q (3314.170000 sec): 3 clusters Score: Raw -1905320.899312 + Penalty 3155.126246 = -1902165.773066 nChanged 14 SP:Iteration 24Q (3314.200000 sec): 3 clusters Score: Raw -1905322.782248 + Penalty 3155.126246 = -1902167.656002 nChanged 8 SP:Iteration 25Q (3314.240000 sec): 3 clusters Score: Raw -1905323.650314 + Penalty 3155.126246 = -1902168.524069 nChanged 7 SP:Iteration 26Q (3314.280000 sec): 3 clusters Score: Raw -1905324.346558 + Penalty 3155.126246 = -1902169.220313 nChanged 5 SP:Iteration 27Q (3314.310000 sec): 3 clusters Score: Raw -1905324.799624 + Penalty 3155.126246 = -1902169.673378 nChanged 7 SP:Iteration 28Q (3314.350000 sec): 3 clusters Score: Raw -1905325.316655 + Penalty 3155.126246 = -1902170.190409 nChanged 3 SP:Iteration 29Q (3314.390000 sec): 3 clusters Score: Raw -1905325.453160 + Penalty 3155.126246 = -1902170.326914 nChanged 2 SP:Iteration 30Q (3314.420000 sec): 3 clusters Score: Raw -1905325.643582 + Penalty 3155.126246 = -1902170.517337 nChanged 1 SP:Iteration 31Q (3314.460000 sec): 3 clusters Score: Raw -1905325.795772 + Penalty 3155.126246 = -1902170.669526 nChanged 1 SP:Iteration 32Q (3314.500000 sec): 3 clusters Score: Raw -1905325.860306 + Penalty 3155.126246 = -1902170.734060 nChanged 0 SP:Iteration 33F (3314.540000 sec): 3 clusters Score: Raw -1905325.860306 + Penalty 3155.126246 = -1902170.734060 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.550000 sec): 2 clusters Score: Raw -324342.388334 + Penalty 1306.729598 = -323035.658736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.560000 sec): 3 clusters Score: Raw -322920.474980 + Penalty 2613.459196 = -320307.015785 nChanged 1232 SP:Iteration 1F (3314.570000 sec): 3 clusters Score: Raw -324567.736690 + Penalty 2613.459196 = -321954.277495 nChanged 444 SP:Iteration 2F (3314.580000 sec): 3 clusters Score: Raw -325911.885479 + Penalty 2613.459196 = -323298.426284 nChanged 338 SP:Iteration 3F (3314.590000 sec): 3 clusters Score: Raw -326861.759545 + Penalty 2613.459196 = -324248.300350 nChanged 169 SP:Iteration 4F (3314.590000 sec): 3 clusters Score: Raw -327233.661885 + Penalty 2613.459196 = -324620.202689 nChanged 84 SP:Iteration 5Q (3314.600000 sec): 3 clusters Score: Raw -327337.088315 + Penalty 2613.459196 = -324723.629119 nChanged 47 SP:Iteration 6Q (3314.610000 sec): 3 clusters Score: Raw -327378.451810 + Penalty 2613.459196 = -324764.992614 nChanged 25 SP:Iteration 7Q (3314.610000 sec): 3 clusters Score: Raw -327394.938490 + Penalty 2613.459196 = -324781.479294 nChanged 21 SP:Iteration 8Q (3314.620000 sec): 3 clusters Score: Raw -327406.517517 + Penalty 2613.459196 = -324793.058322 nChanged 13 SP:Iteration 9Q (3314.630000 sec): 3 clusters Score: Raw -327412.584006 + Penalty 2613.459196 = -324799.124811 nChanged 7 SP:Iteration 10Q (3314.630000 sec): 3 clusters Score: Raw -327415.263513 + Penalty 2613.459196 = -324801.804318 nChanged 11 SP:Iteration 11Q (3314.640000 sec): 3 clusters Score: Raw -327419.521058 + Penalty 2613.459196 = -324806.061863 nChanged 9 SP:Iteration 12Q (3314.650000 sec): 3 clusters Score: Raw -327427.016137 + Penalty 2613.459196 = -324813.556941 nChanged 13 SP:Iteration 13Q (3314.650000 sec): 3 clusters Score: Raw -327445.945901 + Penalty 2613.459196 = -324832.486705 nChanged 13 SP:Iteration 14Q (3314.660000 sec): 3 clusters Score: Raw -327456.776895 + Penalty 2613.459196 = -324843.317699 nChanged 13 SP:Iteration 15Q (3314.670000 sec): 3 clusters Score: Raw -327470.745159 + Penalty 2613.459196 = -324857.285964 nChanged 18 SP:Iteration 16Q (3314.670000 sec): 3 clusters Score: Raw -327520.639011 + Penalty 2613.459196 = -324907.179815 nChanged 22 SP:Iteration 17Q (3314.680000 sec): 3 clusters Score: Raw -327568.672885 + Penalty 2613.459196 = -324955.213690 nChanged 20 SP:Iteration 18Q (3314.680000 sec): 3 clusters Score: Raw -327614.083882 + Penalty 2613.459196 = -325000.624687 nChanged 29 SP:Iteration 19Q (3314.690000 sec): 3 clusters Score: Raw -327662.635701 + Penalty 2613.459196 = -325049.176506 nChanged 32 SP:Iteration 20F (3314.700000 sec): 3 clusters Score: Raw -327699.830351 + Penalty 2613.459196 = -325086.371155 nChanged 26 SP:Iteration 21Q (3314.700000 sec): 3 clusters Score: Raw -327724.106608 + Penalty 2613.459196 = -325110.647413 nChanged 24 SP:Iteration 22Q (3314.710000 sec): 3 clusters Score: Raw -327746.158999 + Penalty 2613.459196 = -325132.699804 nChanged 25 SP:Iteration 23Q (3314.710000 sec): 3 clusters Score: Raw -327772.137607 + Penalty 2613.459196 = -325158.678411 nChanged 32 SP:Iteration 24Q (3314.720000 sec): 3 clusters Score: Raw -327816.190298 + Penalty 2613.459196 = -325202.731102 nChanged 44 SP:Iteration 25Q (3314.730000 sec): 3 clusters Score: Raw -327899.132030 + Penalty 2613.459196 = -325285.672835 nChanged 69 SP:Iteration 26Q (3314.730000 sec): 3 clusters Score: Raw -328108.154427 + Penalty 2613.459196 = -325494.695232 nChanged 80 SP:Iteration 27Q (3314.740000 sec): 3 clusters Score: Raw -328463.011386 + Penalty 2613.459196 = -325849.552191 nChanged 74 SP:Iteration 28Q (3314.750000 sec): 3 clusters Score: Raw -328972.261280 + Penalty 2613.459196 = -326358.802085 nChanged 75 SP:Iteration 29Q (3314.750000 sec): 3 clusters Score: Raw -329806.945794 + Penalty 2613.459196 = -327193.486598 nChanged 65 SP:Iteration 30Q (3314.760000 sec): 3 clusters Score: Raw -332366.104550 + Penalty 2613.459196 = -329752.645354 nChanged 34 SP:Iteration 31Q (3314.760000 sec): 3 clusters Score: Raw -332587.610458 + Penalty 2613.459196 = -329974.151262 nChanged 27 SP:Iteration 32Q (3314.770000 sec): 3 clusters Score: Raw -332811.807545 + Penalty 2613.459196 = -330198.348349 nChanged 19 SP:Iteration 33Q (3314.770000 sec): 3 clusters Score: Raw -333025.456176 + Penalty 2613.459196 = -330411.996980 nChanged 15 SP:Iteration 34Q (3314.780000 sec): 3 clusters Score: Raw -333341.358090 + Penalty 2613.459196 = -330727.898895 nChanged 19 SP:Iteration 35Q (3314.790000 sec): 3 clusters Score: Raw -333619.666420 + Penalty 2613.459196 = -331006.207225 nChanged 8 SP:Iteration 36Q (3314.790000 sec): 3 clusters Score: Raw -333673.127829 + Penalty 2613.459196 = -331059.668633 nChanged 0 SP:Iteration 37F (3314.800000 sec): 3 clusters Score: Raw -333683.849483 + Penalty 2613.459196 = -331070.390288 nChanged 3 SP:Iteration 38Q (3314.810000 sec): 3 clusters Score: Raw -333689.556555 + Penalty 2613.459196 = -331076.097360 nChanged 2 SP:Iteration 39Q (3314.810000 sec): 3 clusters Score: Raw -333692.862074 + Penalty 2613.459196 = -331079.402879 nChanged 1 SP:Iteration 40F (3314.820000 sec): 3 clusters Score: Raw -333693.487717 + Penalty 2613.459196 = -331080.028522 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 8.04 GB. Trying to split cluster 9 (142524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3315.190000 sec): 2 clusters Score: Raw -17430561.621018 + Penalty 1928.430674 = -17428633.190344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3315.580000 sec): 3 clusters Score: Raw -17337070.314743 + Penalty 3856.861348 = -17333213.453395 nChanged 68681 SP:Iteration 1F (3315.960000 sec): 3 clusters Score: Raw -17378575.696458 + Penalty 3856.861348 = -17374718.835111 nChanged 5873 SP:Iteration 2Q (3316.360000 sec): 3 clusters Score: Raw -17380832.198494 + Penalty 3856.861348 = -17376975.337147 nChanged 7081 SP:Iteration 3Q (3316.760000 sec): 3 clusters Score: Raw -17384273.683483 + Penalty 3856.861348 = -17380416.822135 nChanged 8405 SP:Iteration 4F (3317.160000 sec): 3 clusters Score: Raw -17389309.506794 + Penalty 3856.861348 = -17385452.645446 nChanged 9643 SP:Iteration 5F (3317.550000 sec): 3 clusters Score: Raw -17396078.740588 + Penalty 3856.861348 = -17392221.879240 nChanged 9791 SP:Iteration 6F (3317.930000 sec): 3 clusters Score: Raw -17404024.395477 + Penalty 3856.861348 = -17400167.534129 nChanged 8814 SP:Iteration 7F (3318.330000 sec): 3 clusters Score: Raw -17412048.451685 + Penalty 3856.861348 = -17408191.590337 nChanged 6725 SP:Iteration 8Q (3318.710000 sec): 3 clusters Score: Raw -17418205.490031 + Penalty 3856.861348 = -17414348.628683 nChanged 4716 SP:Iteration 9Q (3319.080000 sec): 3 clusters Score: Raw -17421964.550588 + Penalty 3856.861348 = -17418107.689241 nChanged 3393 SP:Iteration 10Q (3319.430000 sec): 3 clusters Score: Raw -17424480.873784 + Penalty 3856.861348 = -17420624.012436 nChanged 2646 SP:Iteration 11Q (3319.770000 sec): 3 clusters Score: Raw -17426393.951222 + Penalty 3856.861348 = -17422537.089874 nChanged 2090 SP:Iteration 12Q (3320.100000 sec): 3 clusters Score: Raw -17427817.621165 + Penalty 3856.861348 = -17423960.759817 nChanged 1710 SP:Iteration 13Q (3320.410000 sec): 3 clusters Score: Raw -17428833.440416 + Penalty 3856.861348 = -17424976.579068 nChanged 1363 SP:Iteration 14Q (3320.730000 sec): 3 clusters Score: Raw -17429521.758140 + Penalty 3856.861348 = -17425664.896793 nChanged 1099 SP:Iteration 15Q (3321.040000 sec): 3 clusters Score: Raw -17429998.224875 + Penalty 3856.861348 = -17426141.363527 nChanged 923 SP:Iteration 16Q (3321.340000 sec): 3 clusters Score: Raw -17430341.660201 + Penalty 3856.861348 = -17426484.798853 nChanged 727 SP:Iteration 17Q (3321.650000 sec): 3 clusters Score: Raw -17430575.915916 + Penalty 3856.861348 = -17426719.054568 nChanged 569 SP:Iteration 18Q (3321.960000 sec): 3 clusters Score: Raw -17430728.678570 + Penalty 3856.861348 = -17426871.817222 nChanged 465 SP:Iteration 19Q (3322.260000 sec): 3 clusters Score: Raw -17430840.112449 + Penalty 3856.861348 = -17426983.251101 nChanged 388 SP:Iteration 20F (3322.660000 sec): 3 clusters Score: Raw -17430933.782637 + Penalty 3856.861348 = -17427076.921289 nChanged 353 SP:Iteration 21Q (3322.960000 sec): 3 clusters Score: Raw -17431009.480334 + Penalty 3856.861348 = -17427152.618986 nChanged 298 SP:Iteration 22Q (3323.250000 sec): 3 clusters Score: Raw -17431068.414781 + Penalty 3856.861348 = -17427211.553433 nChanged 274 SP:Iteration 23Q (3323.550000 sec): 3 clusters Score: Raw -17431115.883717 + Penalty 3856.861348 = -17427259.022369 nChanged 235 SP:Iteration 24Q (3323.840000 sec): 3 clusters Score: Raw -17431154.332624 + Penalty 3856.861348 = -17427297.471276 nChanged 182 SP:Iteration 25Q (3324.140000 sec): 3 clusters Score: Raw -17431180.731118 + Penalty 3856.861348 = -17427323.869771 nChanged 167 SP:Iteration 26Q (3324.430000 sec): 3 clusters Score: Raw -17431202.201350 + Penalty 3856.861348 = -17427345.340002 nChanged 111 SP:Iteration 27Q (3324.720000 sec): 3 clusters Score: Raw -17431214.222893 + Penalty 3856.861348 = -17427357.361546 nChanged 96 SP:Iteration 28Q (3325.010000 sec): 3 clusters Score: Raw -17431223.466447 + Penalty 3856.861348 = -17427366.605099 nChanged 78 SP:Iteration 29Q (3325.310000 sec): 3 clusters Score: Raw -17431230.966912 + Penalty 3856.861348 = -17427374.105564 nChanged 82 SP:Iteration 30Q (3325.600000 sec): 3 clusters Score: Raw -17431239.564986 + Penalty 3856.861348 = -17427382.703638 nChanged 75 SP:Iteration 31Q (3325.890000 sec): 3 clusters Score: Raw -17431245.990194 + Penalty 3856.861348 = -17427389.128846 nChanged 62 SP:Iteration 32Q (3326.190000 sec): 3 clusters Score: Raw -17431251.125252 + Penalty 3856.861348 = -17427394.263904 nChanged 66 SP:Iteration 33Q (3326.470000 sec): 3 clusters Score: Raw -17431256.283177 + Penalty 3856.861348 = -17427399.421829 nChanged 51 SP:Iteration 34Q (3326.770000 sec): 3 clusters Score: Raw -17431259.909957 + Penalty 3856.861348 = -17427403.048609 nChanged 51 SP:Iteration 35Q (3327.060000 sec): 3 clusters Score: Raw -17431263.883033 + Penalty 3856.861348 = -17427407.021685 nChanged 51 SP:Iteration 36Q (3327.350000 sec): 3 clusters Score: Raw -17431267.443095 + Penalty 3856.861348 = -17427410.581747 nChanged 43 SP:Iteration 37Q (3327.640000 sec): 3 clusters Score: Raw -17431270.610543 + Penalty 3856.861348 = -17427413.749195 nChanged 39 SP:Iteration 38Q (3327.930000 sec): 3 clusters Score: Raw -17431273.057940 + Penalty 3856.861348 = -17427416.196592 nChanged 27 SP:Iteration 39Q (3328.220000 sec): 3 clusters Score: Raw -17431274.801403 + Penalty 3856.861348 = -17427417.940056 nChanged 29 SP:Iteration 40F (3328.610000 sec): 3 clusters Score: Raw -17431276.582992 + Penalty 3856.861348 = -17427419.721644 nChanged 23 SP:Iteration 41Q (3328.890000 sec): 3 clusters Score: Raw -17431278.199570 + Penalty 3856.861348 = -17427421.338222 nChanged 23 SP:Iteration 42Q (3329.180000 sec): 3 clusters Score: Raw -17431279.772023 + Penalty 3856.861348 = -17427422.910675 nChanged 21 SP:Iteration 43Q (3329.460000 sec): 3 clusters Score: Raw -17431281.066371 + Penalty 3856.861348 = -17427424.205023 nChanged 22 SP:Iteration 44Q (3329.750000 sec): 3 clusters Score: Raw -17431282.452659 + Penalty 3856.861348 = -17427425.591312 nChanged 21 SP:Iteration 45Q (3330.040000 sec): 3 clusters Score: Raw -17431283.691782 + Penalty 3856.861348 = -17427426.830434 nChanged 20 SP:Iteration 46Q (3330.320000 sec): 3 clusters Score: Raw -17431284.675218 + Penalty 3856.861348 = -17427427.813870 nChanged 22 SP:Iteration 47Q (3330.610000 sec): 3 clusters Score: Raw -17431286.122528 + Penalty 3856.861348 = -17427429.261180 nChanged 23 SP:Iteration 48Q (3330.900000 sec): 3 clusters Score: Raw -17431287.300088 + Penalty 3856.861348 = -17427430.438740 nChanged 14 SP:Iteration 49Q (3331.190000 sec): 3 clusters Score: Raw -17431288.120173 + Penalty 3856.861348 = -17427431.258825 nChanged 15 SP:Iteration 50Q (3331.480000 sec): 3 clusters Score: Raw -17431289.425087 + Penalty 3856.861348 = -17427432.563739 nChanged 11 SP:Iteration 51Q (3331.770000 sec): 3 clusters Score: Raw -17431290.035237 + Penalty 3856.861348 = -17427433.173890 nChanged 7 SP:Iteration 52Q (3332.060000 sec): 3 clusters Score: Raw -17431290.358126 + Penalty 3856.861348 = -17427433.496778 nChanged 7 SP:Iteration 53Q (3332.350000 sec): 3 clusters Score: Raw -17431290.592903 + Penalty 3856.861348 = -17427433.731555 nChanged 6 SP:Iteration 54Q (3332.640000 sec): 3 clusters Score: Raw -17431290.826842 + Penalty 3856.861348 = -17427433.965495 nChanged 5 SP:Iteration 55Q (3332.930000 sec): 3 clusters Score: Raw -17431291.022308 + Penalty 3856.861348 = -17427434.160960 nChanged 1 SP:Iteration 56Q (3333.220000 sec): 3 clusters Score: Raw -17431291.080100 + Penalty 3856.861348 = -17427434.218752 nChanged 2 SP:Iteration 57Q (3333.510000 sec): 3 clusters Score: Raw -17431291.140781 + Penalty 3856.861348 = -17427434.279433 nChanged 1 SP:Iteration 58Q (3333.800000 sec): 3 clusters Score: Raw -17431291.187948 + Penalty 3856.861348 = -17427434.326600 nChanged 1 SP:Iteration 59Q (3334.090000 sec): 3 clusters Score: Raw -17431291.231361 + Penalty 3856.861348 = -17427434.370013 nChanged 2 SP:Iteration 60F (3334.540000 sec): 3 clusters Score: Raw -17431291.369594 + Penalty 3856.861348 = -17427434.508246 nChanged 6 SP:Iteration 61Q (3334.870000 sec): 3 clusters Score: Raw -17431291.687635 + Penalty 3856.861348 = -17427434.826287 nChanged 4 SP:Iteration 62Q (3335.190000 sec): 3 clusters Score: Raw -17431291.836215 + Penalty 3856.861348 = -17427434.974867 nChanged 2 SP:Iteration 63Q (3335.510000 sec): 3 clusters Score: Raw -17431291.900920 + Penalty 3856.861348 = -17427435.039572 nChanged 0 SP:Iteration 64F (3335.930000 sec): 3 clusters Score: Raw -17431291.900920 + Penalty 3856.861348 = -17427435.039572 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3336.000000 sec): 2 clusters Score: Raw -342880.752298 + Penalty 1293.041315 = -341587.710983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3336.010000 sec): 3 clusters Score: Raw -341511.974194 + Penalty 2586.082630 = -338925.891564 nChanged 1084 SP:Iteration 1F (3336.020000 sec): 3 clusters Score: Raw -342128.513437 + Penalty 2586.082630 = -339542.430807 nChanged 197 SP:Iteration 2F (3336.030000 sec): 3 clusters Score: Raw -342227.860996 + Penalty 2586.082630 = -339641.778366 nChanged 124 SP:Iteration 3Q (3336.030000 sec): 3 clusters Score: Raw -342296.046264 + Penalty 2586.082630 = -339709.963634 nChanged 101 SP:Iteration 4Q (3336.040000 sec): 3 clusters Score: Raw -342351.871517 + Penalty 2586.082630 = -339765.788887 nChanged 79 SP:Iteration 5Q (3336.050000 sec): 3 clusters Score: Raw -342389.498256 + Penalty 2586.082630 = -339803.415625 nChanged 57 SP:Iteration 6Q (3336.060000 sec): 3 clusters Score: Raw -342419.575415 + Penalty 2586.082630 = -339833.492785 nChanged 58 SP:Iteration 7Q (3336.070000 sec): 3 clusters Score: Raw -342447.149901 + Penalty 2586.082630 = -339861.067271 nChanged 47 SP:Iteration 8Q (3336.070000 sec): 3 clusters Score: Raw -342474.239986 + Penalty 2586.082630 = -339888.157356 nChanged 59 SP:Iteration 9Q (3336.080000 sec): 3 clusters Score: Raw -342500.803130 + Penalty 2586.082630 = -339914.720500 nChanged 44 SP:Iteration 10Q (3336.090000 sec): 3 clusters Score: Raw -342519.764443 + Penalty 2586.082630 = -339933.681813 nChanged 35 SP:Iteration 11Q (3336.090000 sec): 3 clusters Score: Raw -342534.899631 + Penalty 2586.082630 = -339948.817000 nChanged 31 SP:Iteration 12Q (3336.100000 sec): 3 clusters Score: Raw -342549.336540 + Penalty 2586.082630 = -339963.253909 nChanged 31 SP:Iteration 13Q (3336.110000 sec): 3 clusters Score: Raw -342560.596024 + Penalty 2586.082630 = -339974.513394 nChanged 20 SP:Iteration 14Q (3336.120000 sec): 3 clusters Score: Raw -342565.341312 + Penalty 2586.082630 = -339979.258681 nChanged 16 SP:Iteration 15Q (3336.130000 sec): 3 clusters Score: Raw -342570.552871 + Penalty 2586.082630 = -339984.470241 nChanged 19 SP:Iteration 16Q (3336.130000 sec): 3 clusters Score: Raw -342577.014024 + Penalty 2586.082630 = -339990.931394 nChanged 18 SP:Iteration 17Q (3336.140000 sec): 3 clusters Score: Raw -342583.075529 + Penalty 2586.082630 = -339996.992898 nChanged 21 SP:Iteration 18Q (3336.150000 sec): 3 clusters Score: Raw -342589.746363 + Penalty 2586.082630 = -340003.663733 nChanged 12 SP:Iteration 19Q (3336.150000 sec): 3 clusters Score: Raw -342594.010319 + Penalty 2586.082630 = -340007.927689 nChanged 17 SP:Iteration 20F (3336.160000 sec): 3 clusters Score: Raw -342599.652463 + Penalty 2586.082630 = -340013.569833 nChanged 15 SP:Iteration 21Q (3336.170000 sec): 3 clusters Score: Raw -342605.666255 + Penalty 2586.082630 = -340019.583625 nChanged 12 SP:Iteration 22Q (3336.180000 sec): 3 clusters Score: Raw -342609.328587 + Penalty 2586.082630 = -340023.245957 nChanged 13 SP:Iteration 23Q (3336.190000 sec): 3 clusters Score: Raw -342613.336977 + Penalty 2586.082630 = -340027.254346 nChanged 9 SP:Iteration 24Q (3336.190000 sec): 3 clusters Score: Raw -342617.171734 + Penalty 2586.082630 = -340031.089104 nChanged 9 SP:Iteration 25Q (3336.200000 sec): 3 clusters Score: Raw -342619.279588 + Penalty 2586.082630 = -340033.196958 nChanged 5 SP:Iteration 26Q (3336.210000 sec): 3 clusters Score: Raw -342620.547981 + Penalty 2586.082630 = -340034.465351 nChanged 7 SP:Iteration 27Q (3336.210000 sec): 3 clusters Score: Raw -342622.104248 + Penalty 2586.082630 = -340036.021618 nChanged 4 SP:Iteration 28Q (3336.220000 sec): 3 clusters Score: Raw -342622.832732 + Penalty 2586.082630 = -340036.750102 nChanged 3 SP:Iteration 29Q (3336.230000 sec): 3 clusters Score: Raw -342623.460664 + Penalty 2586.082630 = -340037.378034 nChanged 0 SP:Iteration 30F (3336.240000 sec): 3 clusters Score: Raw -342623.460664 + Penalty 2586.082630 = -340037.378034 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3336.240000 sec): 2 clusters Score: Raw -20836.767153 + Penalty 848.307822 = -19988.459331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3336.250000 sec): 3 clusters Score: Raw -20936.470325 + Penalty 1696.615643 = -19239.854681 nChanged 21 SP:Iteration 1F (3336.250000 sec): 3 clusters Score: Raw -21004.384239 + Penalty 1696.615643 = -19307.768596 nChanged 8 SP:Iteration 2Q (3336.250000 sec): 3 clusters Score: Raw -21031.368812 + Penalty 1696.615643 = -19334.753169 nChanged 2 SP:Iteration 3Q (3336.250000 sec): 3 clusters Score: Raw -21039.280548 + Penalty 1696.615643 = -19342.664905 nChanged 1 SP:Iteration 4Q (3336.250000 sec): 3 clusters Score: Raw -21043.952526 + Penalty 1696.615643 = -19347.336883 nChanged 0 SP:Iteration 5F (3336.250000 sec): 3 clusters Score: Raw -21043.952526 + Penalty 1696.615643 = -19347.336883 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3338.450000 sec): 2 clusters Score: Raw -95550680.087805 + Penalty 2209.355934 = -95548470.731872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.810000 sec): 3 clusters Score: Raw -95006997.767680 + Penalty 4418.711868 = -95002579.055812 nChanged 395391 SP:Iteration 1F (3343.150000 sec): 3 clusters Score: Raw -95246895.501612 + Penalty 4418.711868 = -95242476.789745 nChanged 16107 SP:Iteration 2Q (3345.580000 sec): 3 clusters Score: Raw -95249661.159107 + Penalty 4418.711868 = -95245242.447239 nChanged 18805 SP:Iteration 3Q (3348.100000 sec): 3 clusters Score: Raw -95253729.384605 + Penalty 4418.711868 = -95249310.672737 nChanged 23202 SP:Iteration 4Q (3350.560000 sec): 3 clusters Score: Raw -95260436.704466 + Penalty 4418.711868 = -95256017.992599 nChanged 30525 SP:Iteration 5Q (3352.990000 sec): 3 clusters Score: Raw -95272343.387518 + Penalty 4418.711868 = -95267924.675650 nChanged 41615 SP:Iteration 6F (3355.340000 sec): 3 clusters Score: Raw -95294240.464007 + Penalty 4418.711868 = -95289821.752139 nChanged 56089 SP:Iteration 7F (3357.650000 sec): 3 clusters Score: Raw -95332905.208407 + Penalty 4418.711868 = -95328486.496540 nChanged 67913 SP:Iteration 8F (3360.010000 sec): 3 clusters Score: Raw -95390040.928533 + Penalty 4418.711868 = -95385622.216665 nChanged 67366 SP:Iteration 9F (3362.330000 sec): 3 clusters Score: Raw -95453034.780351 + Penalty 4418.711868 = -95448616.068483 nChanged 51010 SP:Iteration 10F (3364.640000 sec): 3 clusters Score: Raw -95502191.726495 + Penalty 4418.711868 = -95497773.014627 nChanged 30409 SP:Iteration 11Q (3366.730000 sec): 3 clusters Score: Raw -95531309.139734 + Penalty 4418.711868 = -95526890.427866 nChanged 14436 SP:Iteration 12Q (3368.610000 sec): 3 clusters Score: Raw -95544703.453745 + Penalty 4418.711868 = -95540284.741877 nChanged 5022 SP:Iteration 13Q (3370.410000 sec): 3 clusters Score: Raw -95549077.777867 + Penalty 4418.711868 = -95544659.066000 nChanged 1435 SP:Iteration 14Q (3372.170000 sec): 3 clusters Score: Raw -95550309.409061 + Penalty 4418.711868 = -95545890.697193 nChanged 400 SP:Iteration 15Q (3373.840000 sec): 3 clusters Score: Raw -95550711.101941 + Penalty 4418.711868 = -95546292.390073 nChanged 145 SP:Iteration 16Q (3375.500000 sec): 3 clusters Score: Raw -95550866.311104 + Penalty 4418.711868 = -95546447.599237 nChanged 79 SP:Iteration 17Q (3377.080000 sec): 3 clusters Score: Raw -95550950.407076 + Penalty 4418.711868 = -95546531.695209 nChanged 51 SP:Iteration 18Q (3378.590000 sec): 3 clusters Score: Raw -95551003.498867 + Penalty 4418.711868 = -95546584.786999 nChanged 47 SP:Iteration 19Q (3380.120000 sec): 3 clusters Score: Raw -95551074.325210 + Penalty 4418.711868 = -95546655.613343 nChanged 36 SP:Iteration 20F (3382.270000 sec): 3 clusters Score: Raw -95551126.620657 + Penalty 4418.711868 = -95546707.908789 nChanged 28 SP:Iteration 21Q (3383.850000 sec): 3 clusters Score: Raw -95551162.489487 + Penalty 4418.711868 = -95546743.777620 nChanged 26 SP:Iteration 22Q (3385.380000 sec): 3 clusters Score: Raw -95551187.859490 + Penalty 4418.711868 = -95546769.147622 nChanged 17 SP:Iteration 23Q (3386.900000 sec): 3 clusters Score: Raw -95551202.685687 + Penalty 4418.711868 = -95546783.973820 nChanged 12 SP:Iteration 24Q (3388.420000 sec): 3 clusters Score: Raw -95551214.345275 + Penalty 4418.711868 = -95546795.633408 nChanged 6 SP:Iteration 25Q (3389.940000 sec): 3 clusters Score: Raw -95551218.740257 + Penalty 4418.711868 = -95546800.028389 nChanged 1 SP:Iteration 26Q (3392.730000 sec): 3 clusters Score: Raw -95551219.561637 + Penalty 4418.711868 = -95546800.849769 nChanged 1 SP:Iteration 27Q (3395.800000 sec): 3 clusters Score: Raw -95551220.085145 + Penalty 4418.711868 = -95546801.373277 nChanged 0 SP:Iteration 28F (3397.870000 sec): 3 clusters Score: Raw -95551220.085145 + Penalty 4418.711868 = -95546801.373277 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (112477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3398.340000 sec): 2 clusters Score: Raw -13179087.287003 + Penalty 1889.956906 = -13177197.330098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3398.640000 sec): 3 clusters Score: Raw -13105741.736109 + Penalty 3779.913811 = -13101961.822297 nChanged 53814 SP:Iteration 1F (3398.940000 sec): 3 clusters Score: Raw -13137006.014617 + Penalty 3779.913811 = -13133226.100806 nChanged 3731 SP:Iteration 2Q (3399.250000 sec): 3 clusters Score: Raw -13138042.396340 + Penalty 3779.913811 = -13134262.482529 nChanged 4619 SP:Iteration 3Q (3399.560000 sec): 3 clusters Score: Raw -13139759.240447 + Penalty 3779.913811 = -13135979.326636 nChanged 6220 SP:Iteration 4F (3399.860000 sec): 3 clusters Score: Raw -13142922.079343 + Penalty 3779.913811 = -13139142.165531 nChanged 8337 SP:Iteration 5F (3400.150000 sec): 3 clusters Score: Raw -13148684.239827 + Penalty 3779.913811 = -13144904.326016 nChanged 10311 SP:Iteration 6F (3400.450000 sec): 3 clusters Score: Raw -13157811.228380 + Penalty 3779.913811 = -13154031.314569 nChanged 10233 SP:Iteration 7F (3400.760000 sec): 3 clusters Score: Raw -13168314.586473 + Penalty 3779.913811 = -13164534.672661 nChanged 6936 SP:Iteration 8F (3401.050000 sec): 3 clusters Score: Raw -13175523.415533 + Penalty 3779.913811 = -13171743.501722 nChanged 2796 SP:Iteration 9Q (3401.320000 sec): 3 clusters Score: Raw -13178247.870924 + Penalty 3779.913811 = -13174467.957113 nChanged 783 SP:Iteration 10Q (3401.550000 sec): 3 clusters Score: Raw -13179033.420392 + Penalty 3779.913811 = -13175253.506581 nChanged 189 SP:Iteration 11Q (3401.770000 sec): 3 clusters Score: Raw -13179276.652645 + Penalty 3779.913811 = -13175496.738833 nChanged 66 SP:Iteration 12Q (3402.400000 sec): 3 clusters Score: Raw -13179362.572511 + Penalty 3779.913811 = -13175582.658700 nChanged 42 SP:Iteration 13Q (3403.570000 sec): 3 clusters Score: Raw -13179421.881890 + Penalty 3779.913811 = -13175641.968078 nChanged 32 SP:Iteration 14Q (3404.700000 sec): 3 clusters Score: Raw -13179467.748436 + Penalty 3779.913811 = -13175687.834624 nChanged 30 SP:Iteration 15Q (3405.030000 sec): 3 clusters Score: Raw -13179504.900715 + Penalty 3779.913811 = -13175724.986903 nChanged 21 SP:Iteration 16Q (3405.230000 sec): 3 clusters Score: Raw -13179527.406569 + Penalty 3779.913811 = -13175747.492757 nChanged 16 SP:Iteration 17Q (3405.440000 sec): 3 clusters Score: Raw -13179543.221373 + Penalty 3779.913811 = -13175763.307561 nChanged 9 SP:Iteration 18Q (3405.640000 sec): 3 clusters Score: Raw -13179550.289350 + Penalty 3779.913811 = -13175770.375539 nChanged 6 SP:Iteration 19Q (3405.840000 sec): 3 clusters Score: Raw -13179555.969280 + Penalty 3779.913811 = -13175776.055468 nChanged 5 SP:Iteration 20F (3406.130000 sec): 3 clusters Score: Raw -13179562.564940 + Penalty 3779.913811 = -13175782.651129 nChanged 5 SP:Iteration 21Q (3406.330000 sec): 3 clusters Score: Raw -13179566.641999 + Penalty 3779.913811 = -13175786.728188 nChanged 5 SP:Iteration 22Q (3406.530000 sec): 3 clusters Score: Raw -13179570.002364 + Penalty 3779.913811 = -13175790.088553 nChanged 2 SP:Iteration 23Q (3406.890000 sec): 3 clusters Score: Raw -13179570.948208 + Penalty 3779.913811 = -13175791.034396 nChanged 4 SP:Iteration 24Q (3407.090000 sec): 3 clusters Score: Raw -13179573.405386 + Penalty 3779.913811 = -13175793.491574 nChanged 1 SP:Iteration 25Q (3407.290000 sec): 3 clusters Score: Raw -13179573.804143 + Penalty 3779.913811 = -13175793.890331 nChanged 1 SP:Iteration 26Q (3407.740000 sec): 3 clusters Score: Raw -13179575.035285 + Penalty 3779.913811 = -13175795.121473 nChanged 0 SP:Iteration 27F (3409.050000 sec): 3 clusters Score: Raw -13179575.035285 + Penalty 3779.913811 = -13175795.121473 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3409.330000 sec): 2 clusters Score: Raw -111660.554989 + Penalty 1141.938609 = -110518.616380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3409.330000 sec): 3 clusters Score: Raw -111397.117418 + Penalty 2283.877217 = -109113.240201 nChanged 357 SP:Iteration 1F (3409.330000 sec): 3 clusters Score: Raw -112117.265675 + Penalty 2283.877217 = -109833.388458 nChanged 157 SP:Iteration 2F (3409.330000 sec): 3 clusters Score: Raw -112762.080197 + Penalty 2283.877217 = -110478.202980 nChanged 158 SP:Iteration 3F (3409.340000 sec): 3 clusters Score: Raw -113791.164322 + Penalty 2283.877217 = -111507.287105 nChanged 100 SP:Iteration 4F (3409.340000 sec): 3 clusters Score: Raw -114609.442086 + Penalty 2283.877217 = -112325.564869 nChanged 26 SP:Iteration 5Q (3409.350000 sec): 3 clusters Score: Raw -114821.638457 + Penalty 2283.877217 = -112537.761240 nChanged 27 SP:Iteration 6Q (3409.350000 sec): 3 clusters Score: Raw -115128.233335 + Penalty 2283.877217 = -112844.356118 nChanged 19 SP:Iteration 7Q (3409.350000 sec): 3 clusters Score: Raw -115455.239348 + Penalty 2283.877217 = -113171.362131 nChanged 7 SP:Iteration 8Q (3409.350000 sec): 3 clusters Score: Raw -115556.764380 + Penalty 2283.877217 = -113272.887163 nChanged 5 SP:Iteration 9Q (3409.350000 sec): 3 clusters Score: Raw -115575.853909 + Penalty 2283.877217 = -113291.976692 nChanged 6 SP:Iteration 10Q (3409.350000 sec): 3 clusters Score: Raw -115643.425171 + Penalty 2283.877217 = -113359.547954 nChanged 7 SP:Iteration 11Q (3409.360000 sec): 3 clusters Score: Raw -115812.474365 + Penalty 2283.877217 = -113528.597148 nChanged 5 SP:Iteration 12Q (3409.360000 sec): 3 clusters Score: Raw -115923.706786 + Penalty 2283.877217 = -113639.829569 nChanged 1 SP:Iteration 13Q (3409.360000 sec): 3 clusters Score: Raw -115924.364575 + Penalty 2283.877217 = -113640.487358 nChanged 1 SP:Iteration 14Q (3409.370000 sec): 3 clusters Score: Raw -115925.301202 + Penalty 2283.877217 = -113641.423985 nChanged 0 SP:Iteration 15F (3409.370000 sec): 3 clusters Score: Raw -115925.301202 + Penalty 2283.877217 = -113641.423985 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3409.420000 sec): 2 clusters Score: Raw -2166956.026692 + Penalty 1587.924016 = -2165368.102676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3409.470000 sec): 3 clusters Score: Raw -2156624.770521 + Penalty 3175.848032 = -2153448.922489 nChanged 7827 SP:Iteration 1F (3409.510000 sec): 3 clusters Score: Raw -2160759.994155 + Penalty 3175.848032 = -2157584.146123 nChanged 794 SP:Iteration 2Q (3409.560000 sec): 3 clusters Score: Raw -2160992.656688 + Penalty 3175.848032 = -2157816.808656 nChanged 633 SP:Iteration 3Q (3409.600000 sec): 3 clusters Score: Raw -2161154.439532 + Penalty 3175.848032 = -2157978.591500 nChanged 519 SP:Iteration 4Q (3409.650000 sec): 3 clusters Score: Raw -2161271.139815 + Penalty 3175.848032 = -2158095.291783 nChanged 455 SP:Iteration 5Q (3409.690000 sec): 3 clusters Score: Raw -2161365.001697 + Penalty 3175.848032 = -2158189.153665 nChanged 393 SP:Iteration 6Q (3409.740000 sec): 3 clusters Score: Raw -2161453.737796 + Penalty 3175.848032 = -2158277.889764 nChanged 400 SP:Iteration 7Q (3409.790000 sec): 3 clusters Score: Raw -2161545.120926 + Penalty 3175.848032 = -2158369.272894 nChanged 402 SP:Iteration 8Q (3409.830000 sec): 3 clusters Score: Raw -2161649.791810 + Penalty 3175.848032 = -2158473.943778 nChanged 473 SP:Iteration 9Q (3409.880000 sec): 3 clusters Score: Raw -2161778.911038 + Penalty 3175.848032 = -2158603.063006 nChanged 556 SP:Iteration 10Q (3409.930000 sec): 3 clusters Score: Raw -2161989.588124 + Penalty 3175.848032 = -2158813.740092 nChanged 680 SP:Iteration 11Q (3409.970000 sec): 3 clusters Score: Raw -2162301.297888 + Penalty 3175.848032 = -2159125.449856 nChanged 853 SP:Iteration 12Q (3410.020000 sec): 3 clusters Score: Raw -2162793.429753 + Penalty 3175.848032 = -2159617.581721 nChanged 1046 SP:Iteration 13F (3410.070000 sec): 3 clusters Score: Raw -2163547.517347 + Penalty 3175.848032 = -2160371.669315 nChanged 1196 SP:Iteration 14F (3410.110000 sec): 3 clusters Score: Raw -2164597.918856 + Penalty 3175.848032 = -2161422.070824 nChanged 1094 SP:Iteration 15F (3410.160000 sec): 3 clusters Score: Raw -2165620.312618 + Penalty 3175.848032 = -2162444.464586 nChanged 809 SP:Iteration 16Q (3410.200000 sec): 3 clusters Score: Raw -2166381.909364 + Penalty 3175.848032 = -2163206.061332 nChanged 443 SP:Iteration 17Q (3410.240000 sec): 3 clusters Score: Raw -2166810.771478 + Penalty 3175.848032 = -2163634.923446 nChanged 211 SP:Iteration 18Q (3410.280000 sec): 3 clusters Score: Raw -2166995.350882 + Penalty 3175.848032 = -2163819.502850 nChanged 107 SP:Iteration 19Q (3410.320000 sec): 3 clusters Score: Raw -2167083.153042 + Penalty 3175.848032 = -2163907.305010 nChanged 42 SP:Iteration 20F (3410.370000 sec): 3 clusters Score: Raw -2167118.137415 + Penalty 3175.848032 = -2163942.289383 nChanged 36 SP:Iteration 21Q (3410.400000 sec): 3 clusters Score: Raw -2167151.518164 + Penalty 3175.848032 = -2163975.670132 nChanged 21 SP:Iteration 22Q (3410.440000 sec): 3 clusters Score: Raw -2167172.857709 + Penalty 3175.848032 = -2163997.009677 nChanged 18 SP:Iteration 23Q (3410.470000 sec): 3 clusters Score: Raw -2167193.628006 + Penalty 3175.848032 = -2164017.779974 nChanged 18 SP:Iteration 24Q (3410.510000 sec): 3 clusters Score: Raw -2167207.783208 + Penalty 3175.848032 = -2164031.935176 nChanged 4 SP:Iteration 25Q (3410.540000 sec): 3 clusters Score: Raw -2167210.935711 + Penalty 3175.848032 = -2164035.087679 nChanged 2 SP:Iteration 26Q (3410.580000 sec): 3 clusters Score: Raw -2167212.312070 + Penalty 3175.848032 = -2164036.464038 nChanged 1 SP:Iteration 27Q (3410.610000 sec): 3 clusters Score: Raw -2167212.798605 + Penalty 3175.848032 = -2164036.950573 nChanged 2 SP:Iteration 28Q (3410.640000 sec): 3 clusters Score: Raw -2167213.768563 + Penalty 3175.848032 = -2164037.920531 nChanged 0 SP:Iteration 29F (3410.690000 sec): 3 clusters Score: Raw -2167213.768563 + Penalty 3175.848032 = -2164037.920531 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3410.700000 sec): 2 clusters Score: Raw -31432.529358 + Penalty 922.472493 = -30510.056865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3410.700000 sec): 3 clusters Score: Raw -31515.032360 + Penalty 1844.944986 = -29670.087374 nChanged 56 SP:Iteration 1F (3410.700000 sec): 3 clusters Score: Raw -31672.362665 + Penalty 1844.944986 = -29827.417680 nChanged 15 SP:Iteration 2F (3410.700000 sec): 3 clusters Score: Raw -31714.613139 + Penalty 1844.944986 = -29869.668153 nChanged 6 SP:Iteration 3Q (3410.700000 sec): 3 clusters Score: Raw -31727.651814 + Penalty 1844.944986 = -29882.706829 nChanged 6 SP:Iteration 4Q (3410.700000 sec): 3 clusters Score: Raw -31741.529106 + Penalty 1844.944986 = -29896.584120 nChanged 4 SP:Iteration 5Q (3410.700000 sec): 3 clusters Score: Raw -31756.873188 + Penalty 1844.944986 = -29911.928202 nChanged 1 SP:Iteration 6Q (3410.700000 sec): 3 clusters Score: Raw -31759.266314 + Penalty 1844.944986 = -29914.321328 nChanged 2 SP:Iteration 7Q (3410.700000 sec): 3 clusters Score: Raw -31762.230499 + Penalty 1844.944986 = -29917.285513 nChanged 1 SP:Iteration 8Q (3410.700000 sec): 3 clusters Score: Raw -31763.508187 + Penalty 1844.944986 = -29918.563201 nChanged 1 SP:Iteration 9Q (3410.700000 sec): 3 clusters Score: Raw -31764.314719 + Penalty 1844.944986 = -29919.369733 nChanged 0 SP:Iteration 10F (3410.700000 sec): 3 clusters Score: Raw -31764.314719 + Penalty 1844.944986 = -29919.369733 nChanged 0 Iteration 59Q (3416.660000 sec): 19 clusters Score: Raw -132090400.618524 + Penalty 40735.441489 = -132049665.177036 nChanged 82 Iteration 60F (3438.680000 sec): 19 clusters Score: Raw -132090523.802262 + Penalty 40735.441489 = -132049788.360773 nChanged 95 Iteration 61Q (3453.340000 sec): 19 clusters Score: Raw -132090673.961877 + Penalty 40735.441489 = -132049938.520389 nChanged 116 Iteration 62Q (3459.380000 sec): 19 clusters Score: Raw -132090715.127510 + Penalty 40735.441489 = -132049979.686021 nChanged 146 Iteration 63Q (3466.040000 sec): 19 clusters Score: Raw -132090740.786600 + Penalty 40735.441489 = -132050005.345112 nChanged 133 Iteration 64Q (3472.710000 sec): 19 clusters Score: Raw -132090750.820467 + Penalty 40735.441489 = -132050015.378978 nChanged 116 Iteration 65Q (3478.080000 sec): 19 clusters Score: Raw -132090756.594022 + Penalty 40735.441489 = -132050021.152533 nChanged 119 Iteration 66Q (3483.480000 sec): 19 clusters Score: Raw -132090761.775227 + Penalty 40735.441489 = -132050026.333739 nChanged 92 Iteration 67Q (3488.870000 sec): 19 clusters Score: Raw -132090766.449430 + Penalty 40735.441489 = -132050031.007941 nChanged 75 Iteration 68Q (3494.400000 sec): 19 clusters Score: Raw -132090770.222216 + Penalty 40735.441489 = -132050034.780727 nChanged 69 Iteration 69Q (3499.790000 sec): 19 clusters Score: Raw -132090773.186560 + Penalty 40735.441489 = -132050037.745072 nChanged 63 Iteration 70Q (3505.220000 sec): 19 clusters Score: Raw -132090775.614614 + Penalty 40735.441489 = -132050040.173126 nChanged 53 Iteration 71Q (3511.570000 sec): 19 clusters Score: Raw -132090778.295500 + Penalty 40735.441489 = -132050042.854011 nChanged 53 Iteration 72Q (3521.140000 sec): 19 clusters Score: Raw -132090779.685232 + Penalty 40735.441489 = -132050044.243743 nChanged 54 Iteration 73Q (3526.530000 sec): 19 clusters Score: Raw -132090781.838194 + Penalty 40735.441489 = -132050046.396705 nChanged 50 Iteration 74Q (3531.930000 sec): 19 clusters Score: Raw -132090784.581919 + Penalty 40735.441489 = -132050049.140431 nChanged 58 Iteration 75Q (3537.320000 sec): 19 clusters Score: Raw -132090786.561027 + Penalty 40735.441489 = -132050051.119538 nChanged 55 Iteration 76Q (3542.760000 sec): 19 clusters Score: Raw -132090788.124499 + Penalty 40735.441489 = -132050052.683010 nChanged 55 Iteration 77Q (3549.710000 sec): 19 clusters Score: Raw -132090789.075317 + Penalty 40735.441489 = -132050053.633828 nChanged 40 Iteration 78Q (3556.440000 sec): 19 clusters Score: Raw -132090789.959636 + Penalty 40735.441489 = -132050054.518148 nChanged 27 Iteration 79Q (3563.110000 sec): 19 clusters Score: Raw -132090790.529971 + Penalty 40735.441489 = -132050055.088482 nChanged 24 Iteration 80F (3582.600000 sec): 19 clusters Score: Raw -132090791.357060 + Penalty 40735.441489 = -132050055.915572 nChanged 25 Iteration 81Q (3588.040000 sec): 19 clusters Score: Raw -132090793.020482 + Penalty 40735.441489 = -132050057.578993 nChanged 28 Iteration 82Q (3597.290000 sec): 19 clusters Score: Raw -132090794.951323 + Penalty 40735.441489 = -132050059.509835 nChanged 27 Iteration 83Q (3603.930000 sec): 19 clusters Score: Raw -132090799.218285 + Penalty 40735.441489 = -132050063.776797 nChanged 31 Iteration 84Q (3609.490000 sec): 19 clusters Score: Raw -132090800.087624 + Penalty 40735.441489 = -132050064.646136 nChanged 26 Iteration 85Q (3615.700000 sec): 19 clusters Score: Raw -132090800.738767 + Penalty 40735.441489 = -132050065.297278 nChanged 24 Iteration 86Q (3622.440000 sec): 19 clusters Score: Raw -132090801.257116 + Penalty 40735.441489 = -132050065.815628 nChanged 23 Iteration 87Q (3629.230000 sec): 19 clusters Score: Raw -132090801.664454 + Penalty 40735.441489 = -132050066.222965 nChanged 13 Iteration 88Q (3636.020000 sec): 19 clusters Score: Raw -132090801.951160 + Penalty 40735.441489 = -132050066.509671 nChanged 12 Iteration 89Q (3642.670000 sec): 19 clusters Score: Raw -132090802.147446 + Penalty 40735.441489 = -132050066.705957 nChanged 10 Iteration 90Q (3649.350000 sec): 19 clusters Score: Raw -132090802.397687 + Penalty 40735.441489 = -132050066.956198 nChanged 9 Iteration 91Q (3655.890000 sec): 19 clusters Score: Raw -132090802.574857 + Penalty 40735.441489 = -132050067.133369 nChanged 9 Iteration 92Q (3662.460000 sec): 19 clusters Score: Raw -132090802.684746 + Penalty 40735.441489 = -132050067.243257 nChanged 12 Iteration 93Q (3668.980000 sec): 19 clusters Score: Raw -132090802.805449 + Penalty 40735.441489 = -132050067.363960 nChanged 9 Iteration 94Q (3675.530000 sec): 19 clusters Score: Raw -132090802.978480 + Penalty 40735.441489 = -132050067.536992 nChanged 8 Iteration 95Q (3682.150000 sec): 19 clusters Score: Raw -132090803.098841 + Penalty 40735.441489 = -132050067.657352 nChanged 13 Iteration 96Q (3688.890000 sec): 19 clusters Score: Raw -132090803.271827 + Penalty 40735.441489 = -132050067.830339 nChanged 12 Iteration 97Q (3695.590000 sec): 19 clusters Score: Raw -132090803.387657 + Penalty 40735.441489 = -132050067.946169 nChanged 12 Iteration 98Q (3702.190000 sec): 19 clusters Score: Raw -132090803.605264 + Penalty 40735.441489 = -132050068.163776 nChanged 13 Writing temp clu file Because OldScore, -132050067.946169, is greater than current (better) Score,-132050068.163776 Compute initial score before splitting: Score: Raw -132090803.605264 + Penalty 40735.441489 = -132050068.163776 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3702.360000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3702.370000 sec): 3 clusters Score: Raw -269434.530684 + Penalty 2509.726292 = -266924.804392 nChanged 805 SP:Iteration 1F (3702.370000 sec): 3 clusters Score: Raw -269939.937177 + Penalty 2509.726292 = -267430.210885 nChanged 158 SP:Iteration 2F (3702.380000 sec): 3 clusters Score: Raw -270042.824314 + Penalty 2509.726292 = -267533.098022 nChanged 95 SP:Iteration 3Q (3702.390000 sec): 3 clusters Score: Raw -270097.870400 + Penalty 2509.726292 = -267588.144108 nChanged 65 SP:Iteration 4Q (3702.390000 sec): 3 clusters Score: Raw -270139.022170 + Penalty 2509.726292 = -267629.295878 nChanged 58 SP:Iteration 5Q (3702.400000 sec): 3 clusters Score: Raw -270182.824995 + Penalty 2509.726292 = -267673.098703 nChanged 63 SP:Iteration 6Q (3702.400000 sec): 3 clusters Score: Raw -270229.749920 + Penalty 2509.726292 = -267720.023628 nChanged 55 SP:Iteration 7Q (3702.410000 sec): 3 clusters Score: Raw -270272.471478 + Penalty 2509.726292 = -267762.745186 nChanged 46 SP:Iteration 8Q (3702.410000 sec): 3 clusters Score: Raw -270297.242475 + Penalty 2509.726292 = -267787.516183 nChanged 34 SP:Iteration 9Q (3702.420000 sec): 3 clusters Score: Raw -270318.289306 + Penalty 2509.726292 = -267808.563014 nChanged 24 SP:Iteration 10Q (3702.430000 sec): 3 clusters Score: Raw -270327.071066 + Penalty 2509.726292 = -267817.344774 nChanged 15 SP:Iteration 11Q (3702.430000 sec): 3 clusters Score: Raw -270333.144869 + Penalty 2509.726292 = -267823.418577 nChanged 17 SP:Iteration 12Q (3702.440000 sec): 3 clusters Score: Raw -270344.833704 + Penalty 2509.726292 = -267835.107412 nChanged 24 SP:Iteration 13Q (3702.440000 sec): 3 clusters Score: Raw -270358.856773 + Penalty 2509.726292 = -267849.130481 nChanged 28 SP:Iteration 14Q (3702.450000 sec): 3 clusters Score: Raw -270372.916482 + Penalty 2509.726292 = -267863.190190 nChanged 31 SP:Iteration 15Q (3702.450000 sec): 3 clusters Score: Raw -270387.632741 + Penalty 2509.726292 = -267877.906449 nChanged 26 SP:Iteration 16Q (3702.460000 sec): 3 clusters Score: Raw -270400.282844 + Penalty 2509.726292 = -267890.556552 nChanged 23 SP:Iteration 17Q (3702.470000 sec): 3 clusters Score: Raw -270416.058633 + Penalty 2509.726292 = -267906.332341 nChanged 27 SP:Iteration 18Q (3702.470000 sec): 3 clusters Score: Raw -270433.478645 + Penalty 2509.726292 = -267923.752353 nChanged 30 SP:Iteration 19Q (3702.480000 sec): 3 clusters Score: Raw -270452.821743 + Penalty 2509.726292 = -267943.095451 nChanged 28 SP:Iteration 20F (3702.490000 sec): 3 clusters Score: Raw -270471.718747 + Penalty 2509.726292 = -267961.992455 nChanged 34 SP:Iteration 21Q (3702.490000 sec): 3 clusters Score: Raw -270491.890553 + Penalty 2509.726292 = -267982.164261 nChanged 34 SP:Iteration 22Q (3702.490000 sec): 3 clusters Score: Raw -270516.149269 + Penalty 2509.726292 = -268006.422977 nChanged 35 SP:Iteration 23Q (3702.500000 sec): 3 clusters Score: Raw -270543.222601 + Penalty 2509.726292 = -268033.496309 nChanged 49 SP:Iteration 24Q (3702.510000 sec): 3 clusters Score: Raw -270587.366071 + Penalty 2509.726292 = -268077.639779 nChanged 54 SP:Iteration 25Q (3702.510000 sec): 3 clusters Score: Raw -270625.815287 + Penalty 2509.726292 = -268116.088995 nChanged 52 SP:Iteration 26Q (3702.520000 sec): 3 clusters Score: Raw -270673.398848 + Penalty 2509.726292 = -268163.672556 nChanged 45 SP:Iteration 27Q (3702.520000 sec): 3 clusters Score: Raw -270718.814772 + Penalty 2509.726292 = -268209.088480 nChanged 40 SP:Iteration 28Q (3702.530000 sec): 3 clusters Score: Raw -270752.366022 + Penalty 2509.726292 = -268242.639730 nChanged 34 SP:Iteration 29Q (3702.530000 sec): 3 clusters Score: Raw -270773.440340 + Penalty 2509.726292 = -268263.714048 nChanged 25 SP:Iteration 30Q (3702.540000 sec): 3 clusters Score: Raw -270786.879464 + Penalty 2509.726292 = -268277.153172 nChanged 11 SP:Iteration 31Q (3702.550000 sec): 3 clusters Score: Raw -270793.834549 + Penalty 2509.726292 = -268284.108257 nChanged 10 SP:Iteration 32Q (3702.550000 sec): 3 clusters Score: Raw -270797.874380 + Penalty 2509.726292 = -268288.148088 nChanged 8 SP:Iteration 33Q (3702.560000 sec): 3 clusters Score: Raw -270801.619578 + Penalty 2509.726292 = -268291.893286 nChanged 8 SP:Iteration 34Q (3702.570000 sec): 3 clusters Score: Raw -270807.897473 + Penalty 2509.726292 = -268298.171181 nChanged 8 SP:Iteration 35Q (3702.570000 sec): 3 clusters Score: Raw -270813.921590 + Penalty 2509.726292 = -268304.195298 nChanged 11 SP:Iteration 36Q (3702.580000 sec): 3 clusters Score: Raw -270824.316853 + Penalty 2509.726292 = -268314.590561 nChanged 12 SP:Iteration 37Q (3702.590000 sec): 3 clusters Score: Raw -270831.224663 + Penalty 2509.726292 = -268321.498371 nChanged 9 SP:Iteration 38Q (3702.600000 sec): 3 clusters Score: Raw -270838.358905 + Penalty 2509.726292 = -268328.632613 nChanged 13 SP:Iteration 39Q (3702.600000 sec): 3 clusters Score: Raw -270846.288644 + Penalty 2509.726292 = -268336.562352 nChanged 7 SP:Iteration 40F (3702.600000 sec): 3 clusters Score: Raw -270849.520495 + Penalty 2509.726292 = -268339.794203 nChanged 4 SP:Iteration 41Q (3702.610000 sec): 3 clusters Score: Raw -270851.340726 + Penalty 2509.726292 = -268341.614434 nChanged 6 SP:Iteration 42Q (3702.620000 sec): 3 clusters Score: Raw -270854.708482 + Penalty 2509.726292 = -268344.982190 nChanged 5 SP:Iteration 43Q (3702.620000 sec): 3 clusters Score: Raw -270857.789778 + Penalty 2509.726292 = -268348.063486 nChanged 7 SP:Iteration 44Q (3702.620000 sec): 3 clusters Score: Raw -270860.176525 + Penalty 2509.726292 = -268350.450233 nChanged 3 SP:Iteration 45Q (3702.630000 sec): 3 clusters Score: Raw -270861.573783 + Penalty 2509.726292 = -268351.847491 nChanged 3 SP:Iteration 46Q (3702.640000 sec): 3 clusters Score: Raw -270862.875182 + Penalty 2509.726292 = -268353.148890 nChanged 2 SP:Iteration 47Q (3702.640000 sec): 3 clusters Score: Raw -270863.956584 + Penalty 2509.726292 = -268354.230292 nChanged 2 SP:Iteration 48Q (3702.650000 sec): 3 clusters Score: Raw -270864.771026 + Penalty 2509.726292 = -268355.044734 nChanged 1 SP:Iteration 49Q (3702.650000 sec): 3 clusters Score: Raw -270865.510948 + Penalty 2509.726292 = -268355.784656 nChanged 2 SP:Iteration 50Q (3702.660000 sec): 3 clusters Score: Raw -270868.496475 + Penalty 2509.726292 = -268358.770183 nChanged 3 SP:Iteration 51Q (3702.660000 sec): 3 clusters Score: Raw -270871.731052 + Penalty 2509.726292 = -268362.004760 nChanged 5 SP:Iteration 52Q (3702.670000 sec): 3 clusters Score: Raw -270874.880480 + Penalty 2509.726292 = -268365.154188 nChanged 2 SP:Iteration 53Q (3702.670000 sec): 3 clusters Score: Raw -270876.091877 + Penalty 2509.726292 = -268366.365584 nChanged 1 SP:Iteration 54Q (3702.680000 sec): 3 clusters Score: Raw -270876.712696 + Penalty 2509.726292 = -268366.986404 nChanged 3 SP:Iteration 55Q (3702.680000 sec): 3 clusters Score: Raw -270878.006283 + Penalty 2509.726292 = -268368.279991 nChanged 2 SP:Iteration 56Q (3702.690000 sec): 3 clusters Score: Raw -270878.547977 + Penalty 2509.726292 = -268368.821685 nChanged 1 SP:Iteration 57Q (3702.690000 sec): 3 clusters Score: Raw -270879.376694 + Penalty 2509.726292 = -268369.650402 nChanged 2 SP:Iteration 58Q (3702.700000 sec): 3 clusters Score: Raw -270880.137725 + Penalty 2509.726292 = -268370.411433 nChanged 0 SP:Iteration 59F (3702.700000 sec): 3 clusters Score: Raw -270880.137725 + Penalty 2509.726292 = -268370.411433 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3702.730000 sec): 2 clusters Score: Raw -1029167.717373 + Penalty 1471.906840 = -1027695.810533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3702.750000 sec): 3 clusters Score: Raw -1024422.820131 + Penalty 2943.813681 = -1021479.006450 nChanged 3602 SP:Iteration 1F (3702.780000 sec): 3 clusters Score: Raw -1026350.605324 + Penalty 2943.813681 = -1023406.791643 nChanged 502 SP:Iteration 2F (3702.800000 sec): 3 clusters Score: Raw -1026555.662642 + Penalty 2943.813681 = -1023611.848961 nChanged 392 SP:Iteration 3Q (3702.820000 sec): 3 clusters Score: Raw -1026731.337899 + Penalty 2943.813681 = -1023787.524218 nChanged 333 SP:Iteration 4Q (3702.840000 sec): 3 clusters Score: Raw -1026857.566275 + Penalty 2943.813681 = -1023913.752594 nChanged 271 SP:Iteration 5Q (3702.870000 sec): 3 clusters Score: Raw -1026967.411916 + Penalty 2943.813681 = -1024023.598235 nChanged 280 SP:Iteration 6Q (3702.890000 sec): 3 clusters Score: Raw -1027101.580925 + Penalty 2943.813681 = -1024157.767244 nChanged 295 SP:Iteration 7Q (3702.910000 sec): 3 clusters Score: Raw -1027263.135690 + Penalty 2943.813681 = -1024319.322009 nChanged 315 SP:Iteration 8Q (3702.940000 sec): 3 clusters Score: Raw -1027464.445633 + Penalty 2943.813681 = -1024520.631952 nChanged 350 SP:Iteration 9Q (3702.960000 sec): 3 clusters Score: Raw -1027693.443780 + Penalty 2943.813681 = -1024749.630099 nChanged 375 SP:Iteration 10Q (3702.980000 sec): 3 clusters Score: Raw -1027942.459926 + Penalty 2943.813681 = -1024998.646246 nChanged 366 SP:Iteration 11Q (3703.000000 sec): 3 clusters Score: Raw -1028197.721105 + Penalty 2943.813681 = -1025253.907424 nChanged 337 SP:Iteration 12Q (3703.020000 sec): 3 clusters Score: Raw -1028420.027044 + Penalty 2943.813681 = -1025476.213364 nChanged 353 SP:Iteration 13Q (3703.040000 sec): 3 clusters Score: Raw -1028622.087988 + Penalty 2943.813681 = -1025678.274307 nChanged 267 SP:Iteration 14Q (3703.060000 sec): 3 clusters Score: Raw -1028743.253469 + Penalty 2943.813681 = -1025799.439788 nChanged 204 SP:Iteration 15Q (3703.080000 sec): 3 clusters Score: Raw -1028825.180651 + Penalty 2943.813681 = -1025881.366970 nChanged 170 SP:Iteration 16Q (3703.110000 sec): 3 clusters Score: Raw -1028884.526940 + Penalty 2943.813681 = -1025940.713259 nChanged 135 SP:Iteration 17Q (3703.130000 sec): 3 clusters Score: Raw -1028922.726940 + Penalty 2943.813681 = -1025978.913259 nChanged 91 SP:Iteration 18Q (3703.150000 sec): 3 clusters Score: Raw -1028945.477009 + Penalty 2943.813681 = -1026001.663328 nChanged 62 SP:Iteration 19Q (3703.170000 sec): 3 clusters Score: Raw -1028961.228786 + Penalty 2943.813681 = -1026017.415106 nChanged 56 SP:Iteration 20F (3703.190000 sec): 3 clusters Score: Raw -1028974.123357 + Penalty 2943.813681 = -1026030.309676 nChanged 54 SP:Iteration 21Q (3703.210000 sec): 3 clusters Score: Raw -1028986.195290 + Penalty 2943.813681 = -1026042.381609 nChanged 52 SP:Iteration 22Q (3703.230000 sec): 3 clusters Score: Raw -1028998.719348 + Penalty 2943.813681 = -1026054.905667 nChanged 52 SP:Iteration 23Q (3703.250000 sec): 3 clusters Score: Raw -1029009.470621 + Penalty 2943.813681 = -1026065.656940 nChanged 39 SP:Iteration 24Q (3703.270000 sec): 3 clusters Score: Raw -1029018.674394 + Penalty 2943.813681 = -1026074.860713 nChanged 28 SP:Iteration 25Q (3703.290000 sec): 3 clusters Score: Raw -1029024.838867 + Penalty 2943.813681 = -1026081.025186 nChanged 33 SP:Iteration 26Q (3703.310000 sec): 3 clusters Score: Raw -1029030.814598 + Penalty 2943.813681 = -1026087.000917 nChanged 24 SP:Iteration 27Q (3703.330000 sec): 3 clusters Score: Raw -1029034.226563 + Penalty 2943.813681 = -1026090.412882 nChanged 21 SP:Iteration 28Q (3703.360000 sec): 3 clusters Score: Raw -1029037.472542 + Penalty 2943.813681 = -1026093.658861 nChanged 16 SP:Iteration 29Q (3703.380000 sec): 3 clusters Score: Raw -1029040.639875 + Penalty 2943.813681 = -1026096.826194 nChanged 20 SP:Iteration 30Q (3703.400000 sec): 3 clusters Score: Raw -1029043.697769 + Penalty 2943.813681 = -1026099.884089 nChanged 22 SP:Iteration 31Q (3703.420000 sec): 3 clusters Score: Raw -1029046.767663 + Penalty 2943.813681 = -1026102.953982 nChanged 16 SP:Iteration 32Q (3703.440000 sec): 3 clusters Score: Raw -1029048.922855 + Penalty 2943.813681 = -1026105.109174 nChanged 15 SP:Iteration 33Q (3703.460000 sec): 3 clusters Score: Raw -1029051.172878 + Penalty 2943.813681 = -1026107.359197 nChanged 9 SP:Iteration 34Q (3703.480000 sec): 3 clusters Score: Raw -1029052.396792 + Penalty 2943.813681 = -1026108.583111 nChanged 10 SP:Iteration 35Q (3703.500000 sec): 3 clusters Score: Raw -1029053.970986 + Penalty 2943.813681 = -1026110.157305 nChanged 9 SP:Iteration 36Q (3703.520000 sec): 3 clusters Score: Raw -1029054.825718 + Penalty 2943.813681 = -1026111.012038 nChanged 14 SP:Iteration 37Q (3703.540000 sec): 3 clusters Score: Raw -1029056.588379 + Penalty 2943.813681 = -1026112.774698 nChanged 11 SP:Iteration 38Q (3703.560000 sec): 3 clusters Score: Raw -1029057.883678 + Penalty 2943.813681 = -1026114.069997 nChanged 12 SP:Iteration 39Q (3703.580000 sec): 3 clusters Score: Raw -1029060.138875 + Penalty 2943.813681 = -1026116.325194 nChanged 16 SP:Iteration 40F (3703.600000 sec): 3 clusters Score: Raw -1029062.460473 + Penalty 2943.813681 = -1026118.646792 nChanged 13 SP:Iteration 41Q (3703.620000 sec): 3 clusters Score: Raw -1029064.938270 + Penalty 2943.813681 = -1026121.124589 nChanged 14 SP:Iteration 42Q (3703.640000 sec): 3 clusters Score: Raw -1029068.069966 + Penalty 2943.813681 = -1026124.256286 nChanged 21 SP:Iteration 43Q (3703.660000 sec): 3 clusters Score: Raw -1029071.929754 + Penalty 2943.813681 = -1026128.116073 nChanged 24 SP:Iteration 44Q (3703.680000 sec): 3 clusters Score: Raw -1029075.894088 + Penalty 2943.813681 = -1026132.080408 nChanged 17 SP:Iteration 45Q (3703.700000 sec): 3 clusters Score: Raw -1029078.233333 + Penalty 2943.813681 = -1026134.419653 nChanged 9 SP:Iteration 46Q (3703.720000 sec): 3 clusters Score: Raw -1029079.277657 + Penalty 2943.813681 = -1026135.463976 nChanged 3 SP:Iteration 47Q (3703.740000 sec): 3 clusters Score: Raw -1029079.668891 + Penalty 2943.813681 = -1026135.855210 nChanged 5 SP:Iteration 48Q (3703.760000 sec): 3 clusters Score: Raw -1029080.232309 + Penalty 2943.813681 = -1026136.418628 nChanged 7 SP:Iteration 49Q (3703.790000 sec): 3 clusters Score: Raw -1029081.156723 + Penalty 2943.813681 = -1026137.343043 nChanged 11 SP:Iteration 50Q (3703.810000 sec): 3 clusters Score: Raw -1029082.531635 + Penalty 2943.813681 = -1026138.717955 nChanged 10 SP:Iteration 51Q (3703.830000 sec): 3 clusters Score: Raw -1029084.322483 + Penalty 2943.813681 = -1026140.508802 nChanged 10 SP:Iteration 52Q (3703.850000 sec): 3 clusters Score: Raw -1029085.519837 + Penalty 2943.813681 = -1026141.706157 nChanged 9 SP:Iteration 53Q (3703.870000 sec): 3 clusters Score: Raw -1029086.859503 + Penalty 2943.813681 = -1026143.045822 nChanged 6 SP:Iteration 54Q (3703.890000 sec): 3 clusters Score: Raw -1029087.722125 + Penalty 2943.813681 = -1026143.908444 nChanged 9 SP:Iteration 55Q (3703.910000 sec): 3 clusters Score: Raw -1029088.683092 + Penalty 2943.813681 = -1026144.869412 nChanged 10 SP:Iteration 56Q (3703.930000 sec): 3 clusters Score: Raw -1029090.328711 + Penalty 2943.813681 = -1026146.515030 nChanged 9 SP:Iteration 57Q (3703.950000 sec): 3 clusters Score: Raw -1029091.472904 + Penalty 2943.813681 = -1026147.659223 nChanged 5 SP:Iteration 58Q (3703.970000 sec): 3 clusters Score: Raw -1029092.085315 + Penalty 2943.813681 = -1026148.271634 nChanged 2 SP:Iteration 59Q (3703.990000 sec): 3 clusters Score: Raw -1029092.333820 + Penalty 2943.813681 = -1026148.520139 nChanged 0 SP:Iteration 60F (3704.010000 sec): 3 clusters Score: Raw -1029092.333820 + Penalty 2943.813681 = -1026148.520139 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.020000 sec): 2 clusters Score: Raw -37557.897863 + Penalty 963.125479 = -36594.772384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.020000 sec): 3 clusters Score: Raw -37758.504676 + Penalty 1926.250958 = -35832.253717 nChanged 122 SP:Iteration 1F (3704.020000 sec): 3 clusters Score: Raw -38109.022273 + Penalty 1926.250958 = -36182.771314 nChanged 36 SP:Iteration 2F (3704.020000 sec): 3 clusters Score: Raw -38243.342970 + Penalty 1926.250958 = -36317.092012 nChanged 20 SP:Iteration 3F (3704.020000 sec): 3 clusters Score: Raw -38296.738861 + Penalty 1926.250958 = -36370.487902 nChanged 9 SP:Iteration 4Q (3704.020000 sec): 3 clusters Score: Raw -38331.200416 + Penalty 1926.250958 = -36404.949457 nChanged 3 SP:Iteration 5Q (3704.020000 sec): 3 clusters Score: Raw -38367.899632 + Penalty 1926.250958 = -36441.648673 nChanged 3 SP:Iteration 6Q (3704.020000 sec): 3 clusters Score: Raw -38411.509868 + Penalty 1926.250958 = -36485.258909 nChanged 2 SP:Iteration 7Q (3704.030000 sec): 3 clusters Score: Raw -38421.523078 + Penalty 1926.250958 = -36495.272120 nChanged 1 SP:Iteration 8Q (3704.030000 sec): 3 clusters Score: Raw -38422.680553 + Penalty 1926.250958 = -36496.429594 nChanged 0 SP:Iteration 9F (3704.030000 sec): 3 clusters Score: Raw -38422.680553 + Penalty 1926.250958 = -36496.429594 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 4 (4265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.040000 sec): 2 clusters Score: Raw -481177.741073 + Penalty 1358.207087 = -479819.533986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.060000 sec): 3 clusters Score: Raw -479031.090741 + Penalty 2716.414174 = -476314.676566 nChanged 1699 SP:Iteration 1F (3704.070000 sec): 3 clusters Score: Raw -479978.843330 + Penalty 2716.414174 = -477262.429156 nChanged 293 SP:Iteration 2F (3704.080000 sec): 3 clusters Score: Raw -480161.580321 + Penalty 2716.414174 = -477445.166146 nChanged 254 SP:Iteration 3F (3704.090000 sec): 3 clusters Score: Raw -480333.520009 + Penalty 2716.414174 = -477617.105834 nChanged 248 SP:Iteration 4F (3704.100000 sec): 3 clusters Score: Raw -480508.165884 + Penalty 2716.414174 = -477791.751709 nChanged 213 SP:Iteration 5Q (3704.110000 sec): 3 clusters Score: Raw -480642.575770 + Penalty 2716.414174 = -477926.161595 nChanged 174 SP:Iteration 6Q (3704.120000 sec): 3 clusters Score: Raw -480742.734753 + Penalty 2716.414174 = -478026.320579 nChanged 165 SP:Iteration 7Q (3704.130000 sec): 3 clusters Score: Raw -480852.447063 + Penalty 2716.414174 = -478136.032889 nChanged 164 SP:Iteration 8Q (3704.140000 sec): 3 clusters Score: Raw -480975.847383 + Penalty 2716.414174 = -478259.433208 nChanged 157 SP:Iteration 9Q (3704.160000 sec): 3 clusters Score: Raw -481092.658703 + Penalty 2716.414174 = -478376.244529 nChanged 149 SP:Iteration 10Q (3704.170000 sec): 3 clusters Score: Raw -481199.696129 + Penalty 2716.414174 = -478483.281954 nChanged 127 SP:Iteration 11Q (3704.180000 sec): 3 clusters Score: Raw -481286.517367 + Penalty 2716.414174 = -478570.103193 nChanged 109 SP:Iteration 12Q (3704.190000 sec): 3 clusters Score: Raw -481342.422885 + Penalty 2716.414174 = -478626.008711 nChanged 80 SP:Iteration 13Q (3704.200000 sec): 3 clusters Score: Raw -481383.538063 + Penalty 2716.414174 = -478667.123888 nChanged 58 SP:Iteration 14Q (3704.210000 sec): 3 clusters Score: Raw -481412.313175 + Penalty 2716.414174 = -478695.899001 nChanged 47 SP:Iteration 15Q (3704.220000 sec): 3 clusters Score: Raw -481432.519138 + Penalty 2716.414174 = -478716.104963 nChanged 41 SP:Iteration 16Q (3704.240000 sec): 3 clusters Score: Raw -481451.963547 + Penalty 2716.414174 = -478735.549372 nChanged 48 SP:Iteration 17Q (3704.250000 sec): 3 clusters Score: Raw -481474.000959 + Penalty 2716.414174 = -478757.586785 nChanged 39 SP:Iteration 18Q (3704.260000 sec): 3 clusters Score: Raw -481495.571331 + Penalty 2716.414174 = -478779.157157 nChanged 32 SP:Iteration 19Q (3704.270000 sec): 3 clusters Score: Raw -481510.640687 + Penalty 2716.414174 = -478794.226513 nChanged 26 SP:Iteration 20F (3704.280000 sec): 3 clusters Score: Raw -481526.513670 + Penalty 2716.414174 = -478810.099495 nChanged 20 SP:Iteration 21Q (3704.290000 sec): 3 clusters Score: Raw -481537.157102 + Penalty 2716.414174 = -478820.742927 nChanged 7 SP:Iteration 22Q (3704.300000 sec): 3 clusters Score: Raw -481539.870691 + Penalty 2716.414174 = -478823.456517 nChanged 7 SP:Iteration 23Q (3704.310000 sec): 3 clusters Score: Raw -481545.006565 + Penalty 2716.414174 = -478828.592390 nChanged 7 SP:Iteration 24Q (3704.320000 sec): 3 clusters Score: Raw -481549.418499 + Penalty 2716.414174 = -478833.004325 nChanged 8 SP:Iteration 25Q (3704.340000 sec): 3 clusters Score: Raw -481556.486544 + Penalty 2716.414174 = -478840.072370 nChanged 11 SP:Iteration 26Q (3704.350000 sec): 3 clusters Score: Raw -481564.362713 + Penalty 2716.414174 = -478847.948539 nChanged 11 SP:Iteration 27Q (3704.360000 sec): 3 clusters Score: Raw -481573.776456 + Penalty 2716.414174 = -478857.362282 nChanged 14 SP:Iteration 28Q (3704.370000 sec): 3 clusters Score: Raw -481583.710544 + Penalty 2716.414174 = -478867.296370 nChanged 5 SP:Iteration 29Q (3704.380000 sec): 3 clusters Score: Raw -481587.886108 + Penalty 2716.414174 = -478871.471934 nChanged 6 SP:Iteration 30Q (3704.390000 sec): 3 clusters Score: Raw -481591.620394 + Penalty 2716.414174 = -478875.206219 nChanged 4 SP:Iteration 31Q (3704.400000 sec): 3 clusters Score: Raw -481592.705638 + Penalty 2716.414174 = -478876.291464 nChanged 1 SP:Iteration 32Q (3704.410000 sec): 3 clusters Score: Raw -481593.312414 + Penalty 2716.414174 = -478876.898240 nChanged 2 SP:Iteration 33Q (3704.420000 sec): 3 clusters Score: Raw -481594.434613 + Penalty 2716.414174 = -478878.020439 nChanged 4 SP:Iteration 34Q (3704.440000 sec): 3 clusters Score: Raw -481596.799269 + Penalty 2716.414174 = -478880.385094 nChanged 4 SP:Iteration 35Q (3704.450000 sec): 3 clusters Score: Raw -481598.381410 + Penalty 2716.414174 = -478881.967235 nChanged 3 SP:Iteration 36Q (3704.460000 sec): 3 clusters Score: Raw -481598.879515 + Penalty 2716.414174 = -478882.465341 nChanged 0 SP:Iteration 37F (3704.470000 sec): 3 clusters Score: Raw -481598.879515 + Penalty 2716.414174 = -478882.465341 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.480000 sec): 2 clusters Score: Raw -221477.422129 + Penalty 1221.066381 = -220256.355748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.480000 sec): 3 clusters Score: Raw -220716.801465 + Penalty 2442.132762 = -218274.668703 nChanged 634 SP:Iteration 1F (3704.490000 sec): 3 clusters Score: Raw -221097.321960 + Penalty 2442.132762 = -218655.189198 nChanged 137 SP:Iteration 2F (3704.490000 sec): 3 clusters Score: Raw -221198.841573 + Penalty 2442.132762 = -218756.708811 nChanged 89 SP:Iteration 3Q (3704.500000 sec): 3 clusters Score: Raw -221268.497796 + Penalty 2442.132762 = -218826.365034 nChanged 64 SP:Iteration 4Q (3704.510000 sec): 3 clusters Score: Raw -221310.571739 + Penalty 2442.132762 = -218868.438977 nChanged 47 SP:Iteration 5Q (3704.510000 sec): 3 clusters Score: Raw -221340.706624 + Penalty 2442.132762 = -218898.573862 nChanged 42 SP:Iteration 6Q (3704.520000 sec): 3 clusters Score: Raw -221369.289113 + Penalty 2442.132762 = -218927.156351 nChanged 37 SP:Iteration 7Q (3704.520000 sec): 3 clusters Score: Raw -221392.237052 + Penalty 2442.132762 = -218950.104290 nChanged 33 SP:Iteration 8Q (3704.530000 sec): 3 clusters Score: Raw -221413.428753 + Penalty 2442.132762 = -218971.295990 nChanged 26 SP:Iteration 9Q (3704.530000 sec): 3 clusters Score: Raw -221430.100037 + Penalty 2442.132762 = -218987.967275 nChanged 22 SP:Iteration 10Q (3704.540000 sec): 3 clusters Score: Raw -221442.960878 + Penalty 2442.132762 = -219000.828115 nChanged 22 SP:Iteration 11Q (3704.540000 sec): 3 clusters Score: Raw -221454.276147 + Penalty 2442.132762 = -219012.143385 nChanged 20 SP:Iteration 12Q (3704.550000 sec): 3 clusters Score: Raw -221465.628954 + Penalty 2442.132762 = -219023.496192 nChanged 20 SP:Iteration 13Q (3704.550000 sec): 3 clusters Score: Raw -221481.373430 + Penalty 2442.132762 = -219039.240668 nChanged 28 SP:Iteration 14Q (3704.550000 sec): 3 clusters Score: Raw -221503.090405 + Penalty 2442.132762 = -219060.957643 nChanged 29 SP:Iteration 15Q (3704.560000 sec): 3 clusters Score: Raw -221522.532359 + Penalty 2442.132762 = -219080.399597 nChanged 23 SP:Iteration 16Q (3704.560000 sec): 3 clusters Score: Raw -221543.657838 + Penalty 2442.132762 = -219101.525076 nChanged 34 SP:Iteration 17Q (3704.570000 sec): 3 clusters Score: Raw -221574.430311 + Penalty 2442.132762 = -219132.297548 nChanged 34 SP:Iteration 18Q (3704.570000 sec): 3 clusters Score: Raw -221601.101858 + Penalty 2442.132762 = -219158.969096 nChanged 28 SP:Iteration 19Q (3704.570000 sec): 3 clusters Score: Raw -221634.007540 + Penalty 2442.132762 = -219191.874778 nChanged 39 SP:Iteration 20F (3704.580000 sec): 3 clusters Score: Raw -221680.136201 + Penalty 2442.132762 = -219238.003439 nChanged 46 SP:Iteration 21Q (3704.590000 sec): 3 clusters Score: Raw -221749.090083 + Penalty 2442.132762 = -219306.957321 nChanged 39 SP:Iteration 22Q (3704.590000 sec): 3 clusters Score: Raw -221792.997916 + Penalty 2442.132762 = -219350.865154 nChanged 46 SP:Iteration 23Q (3704.590000 sec): 3 clusters Score: Raw -221822.917154 + Penalty 2442.132762 = -219380.784392 nChanged 28 SP:Iteration 24Q (3704.600000 sec): 3 clusters Score: Raw -221847.455542 + Penalty 2442.132762 = -219405.322780 nChanged 30 SP:Iteration 25Q (3704.600000 sec): 3 clusters Score: Raw -221872.965662 + Penalty 2442.132762 = -219430.832900 nChanged 29 SP:Iteration 26Q (3704.610000 sec): 3 clusters Score: Raw -221898.086916 + Penalty 2442.132762 = -219455.954154 nChanged 28 SP:Iteration 27Q (3704.610000 sec): 3 clusters Score: Raw -221921.420325 + Penalty 2442.132762 = -219479.287563 nChanged 22 SP:Iteration 28Q (3704.620000 sec): 3 clusters Score: Raw -221938.898957 + Penalty 2442.132762 = -219496.766195 nChanged 24 SP:Iteration 29Q (3704.620000 sec): 3 clusters Score: Raw -221954.662989 + Penalty 2442.132762 = -219512.530227 nChanged 22 SP:Iteration 30Q (3704.630000 sec): 3 clusters Score: Raw -221974.025589 + Penalty 2442.132762 = -219531.892827 nChanged 21 SP:Iteration 31Q (3704.630000 sec): 3 clusters Score: Raw -221994.690945 + Penalty 2442.132762 = -219552.558183 nChanged 25 SP:Iteration 32Q (3704.630000 sec): 3 clusters Score: Raw -222016.374977 + Penalty 2442.132762 = -219574.242215 nChanged 27 SP:Iteration 33Q (3704.640000 sec): 3 clusters Score: Raw -222038.860948 + Penalty 2442.132762 = -219596.728186 nChanged 19 SP:Iteration 34Q (3704.640000 sec): 3 clusters Score: Raw -222059.284459 + Penalty 2442.132762 = -219617.151697 nChanged 22 SP:Iteration 35Q (3704.650000 sec): 3 clusters Score: Raw -222099.336107 + Penalty 2442.132762 = -219657.203344 nChanged 28 SP:Iteration 36Q (3704.650000 sec): 3 clusters Score: Raw -222139.442169 + Penalty 2442.132762 = -219697.309407 nChanged 20 SP:Iteration 37Q (3704.650000 sec): 3 clusters Score: Raw -222167.670465 + Penalty 2442.132762 = -219725.537703 nChanged 18 SP:Iteration 38Q (3704.660000 sec): 3 clusters Score: Raw -222185.439912 + Penalty 2442.132762 = -219743.307149 nChanged 23 SP:Iteration 39Q (3704.660000 sec): 3 clusters Score: Raw -222215.753398 + Penalty 2442.132762 = -219773.620636 nChanged 21 SP:Iteration 40F (3704.670000 sec): 3 clusters Score: Raw -222253.873324 + Penalty 2442.132762 = -219811.740562 nChanged 18 SP:Iteration 41Q (3704.670000 sec): 3 clusters Score: Raw -222288.149433 + Penalty 2442.132762 = -219846.016671 nChanged 10 SP:Iteration 42Q (3704.670000 sec): 3 clusters Score: Raw -222305.203397 + Penalty 2442.132762 = -219863.070635 nChanged 7 SP:Iteration 43Q (3704.680000 sec): 3 clusters Score: Raw -222312.907958 + Penalty 2442.132762 = -219870.775196 nChanged 6 SP:Iteration 44Q (3704.680000 sec): 3 clusters Score: Raw -222317.235644 + Penalty 2442.132762 = -219875.102882 nChanged 3 SP:Iteration 45Q (3704.690000 sec): 3 clusters Score: Raw -222319.229025 + Penalty 2442.132762 = -219877.096263 nChanged 2 SP:Iteration 46Q (3704.690000 sec): 3 clusters Score: Raw -222320.120272 + Penalty 2442.132762 = -219877.987510 nChanged 3 SP:Iteration 47Q (3704.690000 sec): 3 clusters Score: Raw -222322.588976 + Penalty 2442.132762 = -219880.456213 nChanged 2 SP:Iteration 48Q (3704.690000 sec): 3 clusters Score: Raw -222324.578889 + Penalty 2442.132762 = -219882.446127 nChanged 1 SP:Iteration 49Q (3704.700000 sec): 3 clusters Score: Raw -222326.097717 + Penalty 2442.132762 = -219883.964955 nChanged 0 SP:Iteration 50F (3704.700000 sec): 3 clusters Score: Raw -222326.097717 + Penalty 2442.132762 = -219883.964955 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.710000 sec): 2 clusters Score: Raw -138548.617476 + Penalty 1150.093434 = -137398.524042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.710000 sec): 3 clusters Score: Raw -138131.785711 + Penalty 2300.186867 = -135831.598843 nChanged 393 SP:Iteration 1F (3704.720000 sec): 3 clusters Score: Raw -138495.092457 + Penalty 2300.186867 = -136194.905589 nChanged 93 SP:Iteration 2F (3704.720000 sec): 3 clusters Score: Raw -138623.939076 + Penalty 2300.186867 = -136323.752208 nChanged 76 SP:Iteration 3F (3704.720000 sec): 3 clusters Score: Raw -138729.169408 + Penalty 2300.186867 = -136428.982541 nChanged 53 SP:Iteration 4Q (3704.730000 sec): 3 clusters Score: Raw -138790.970422 + Penalty 2300.186867 = -136490.783554 nChanged 50 SP:Iteration 5Q (3704.730000 sec): 3 clusters Score: Raw -138877.615666 + Penalty 2300.186867 = -136577.428799 nChanged 59 SP:Iteration 6Q (3704.730000 sec): 3 clusters Score: Raw -139025.310532 + Penalty 2300.186867 = -136725.123665 nChanged 66 SP:Iteration 7F (3704.730000 sec): 3 clusters Score: Raw -139181.754119 + Penalty 2300.186867 = -136881.567252 nChanged 54 SP:Iteration 8Q (3704.740000 sec): 3 clusters Score: Raw -139268.394247 + Penalty 2300.186867 = -136968.207380 nChanged 40 SP:Iteration 9Q (3704.740000 sec): 3 clusters Score: Raw -139331.093245 + Penalty 2300.186867 = -137030.906378 nChanged 26 SP:Iteration 10Q (3704.740000 sec): 3 clusters Score: Raw -139371.270687 + Penalty 2300.186867 = -137071.083819 nChanged 14 SP:Iteration 11Q (3704.750000 sec): 3 clusters Score: Raw -139394.950785 + Penalty 2300.186867 = -137094.763918 nChanged 15 SP:Iteration 12Q (3704.750000 sec): 3 clusters Score: Raw -139422.393641 + Penalty 2300.186867 = -137122.206774 nChanged 11 SP:Iteration 13Q (3704.750000 sec): 3 clusters Score: Raw -139437.010127 + Penalty 2300.186867 = -137136.823260 nChanged 6 SP:Iteration 14Q (3704.750000 sec): 3 clusters Score: Raw -139449.317408 + Penalty 2300.186867 = -137149.130541 nChanged 9 SP:Iteration 15Q (3704.760000 sec): 3 clusters Score: Raw -139464.747754 + Penalty 2300.186867 = -137164.560886 nChanged 6 SP:Iteration 16Q (3704.760000 sec): 3 clusters Score: Raw -139471.903082 + Penalty 2300.186867 = -137171.716214 nChanged 3 SP:Iteration 17Q (3704.760000 sec): 3 clusters Score: Raw -139476.213940 + Penalty 2300.186867 = -137176.027073 nChanged 1 SP:Iteration 18Q (3704.760000 sec): 3 clusters Score: Raw -139479.403156 + Penalty 2300.186867 = -137179.216289 nChanged 2 SP:Iteration 19Q (3704.770000 sec): 3 clusters Score: Raw -139480.158161 + Penalty 2300.186867 = -137179.971294 nChanged 1 SP:Iteration 20F (3704.770000 sec): 3 clusters Score: Raw -139480.447869 + Penalty 2300.186867 = -137180.261001 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3704.820000 sec): 2 clusters Score: Raw -1898863.375329 + Penalty 1576.929671 = -1897286.445658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3704.860000 sec): 3 clusters Score: Raw -1889214.671174 + Penalty 3153.859342 = -1886060.811832 nChanged 7267 SP:Iteration 1F (3704.910000 sec): 3 clusters Score: Raw -1893113.870937 + Penalty 3153.859342 = -1889960.011595 nChanged 834 SP:Iteration 2F (3704.950000 sec): 3 clusters Score: Raw -1893386.222233 + Penalty 3153.859342 = -1890232.362891 nChanged 694 SP:Iteration 3Q (3704.990000 sec): 3 clusters Score: Raw -1893640.469438 + Penalty 3153.859342 = -1890486.610096 nChanged 697 SP:Iteration 4Q (3705.030000 sec): 3 clusters Score: Raw -1893918.367168 + Penalty 3153.859342 = -1890764.507826 nChanged 748 SP:Iteration 5Q (3705.080000 sec): 3 clusters Score: Raw -1894281.339048 + Penalty 3153.859342 = -1891127.479706 nChanged 872 SP:Iteration 6F (3705.120000 sec): 3 clusters Score: Raw -1894800.328130 + Penalty 3153.859342 = -1891646.468788 nChanged 1019 SP:Iteration 7F (3705.170000 sec): 3 clusters Score: Raw -1895552.565544 + Penalty 3153.859342 = -1892398.706202 nChanged 1129 SP:Iteration 8F (3705.210000 sec): 3 clusters Score: Raw -1896510.870064 + Penalty 3153.859342 = -1893357.010722 nChanged 1047 SP:Iteration 9F (3705.250000 sec): 3 clusters Score: Raw -1897450.890974 + Penalty 3153.859342 = -1894297.031632 nChanged 762 SP:Iteration 10Q (3705.290000 sec): 3 clusters Score: Raw -1898132.612183 + Penalty 3153.859342 = -1894978.752841 nChanged 482 SP:Iteration 11Q (3705.330000 sec): 3 clusters Score: Raw -1898561.801385 + Penalty 3153.859342 = -1895407.942043 nChanged 252 SP:Iteration 12Q (3705.370000 sec): 3 clusters Score: Raw -1898791.017296 + Penalty 3153.859342 = -1895637.157954 nChanged 111 SP:Iteration 13Q (3705.400000 sec): 3 clusters Score: Raw -1898893.013860 + Penalty 3153.859342 = -1895739.154518 nChanged 56 SP:Iteration 14Q (3705.430000 sec): 3 clusters Score: Raw -1898948.671207 + Penalty 3153.859342 = -1895794.811865 nChanged 30 SP:Iteration 15Q (3705.460000 sec): 3 clusters Score: Raw -1898984.065274 + Penalty 3153.859342 = -1895830.205932 nChanged 22 SP:Iteration 16Q (3705.490000 sec): 3 clusters Score: Raw -1899017.707713 + Penalty 3153.859342 = -1895863.848371 nChanged 17 SP:Iteration 17Q (3705.530000 sec): 3 clusters Score: Raw -1899038.576542 + Penalty 3153.859342 = -1895884.717200 nChanged 9 SP:Iteration 18Q (3705.560000 sec): 3 clusters Score: Raw -1899050.602394 + Penalty 3153.859342 = -1895896.743053 nChanged 8 SP:Iteration 19Q (3705.590000 sec): 3 clusters Score: Raw -1899059.278121 + Penalty 3153.859342 = -1895905.418779 nChanged 5 SP:Iteration 20F (3705.630000 sec): 3 clusters Score: Raw -1899068.505154 + Penalty 3153.859342 = -1895914.645812 nChanged 3 SP:Iteration 21Q (3705.670000 sec): 3 clusters Score: Raw -1899074.690729 + Penalty 3153.859342 = -1895920.831387 nChanged 2 SP:Iteration 22Q (3705.700000 sec): 3 clusters Score: Raw -1899078.376300 + Penalty 3153.859342 = -1895924.516958 nChanged 2 SP:Iteration 23Q (3705.730000 sec): 3 clusters Score: Raw -1899082.211487 + Penalty 3153.859342 = -1895928.352145 nChanged 2 SP:Iteration 24Q (3705.760000 sec): 3 clusters Score: Raw -1899084.748637 + Penalty 3153.859342 = -1895930.889295 nChanged 1 SP:Iteration 25Q (3705.790000 sec): 3 clusters Score: Raw -1899087.647937 + Penalty 3153.859342 = -1895933.788595 nChanged 3 SP:Iteration 26Q (3705.830000 sec): 3 clusters Score: Raw -1899091.597634 + Penalty 3153.859342 = -1895937.738292 nChanged 2 SP:Iteration 27Q (3705.860000 sec): 3 clusters Score: Raw -1899094.356098 + Penalty 3153.859342 = -1895940.496756 nChanged 0 SP:Iteration 28F (3705.900000 sec): 3 clusters Score: Raw -1899094.356098 + Penalty 3153.859342 = -1895940.496756 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (1672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3705.910000 sec): 2 clusters Score: Raw -176625.266386 + Penalty 1206.038566 = -175419.227820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3705.920000 sec): 3 clusters Score: Raw -175990.360536 + Penalty 2412.077133 = -173578.283403 nChanged 579 SP:Iteration 1F (3705.920000 sec): 3 clusters Score: Raw -176862.441224 + Penalty 2412.077133 = -174450.364091 nChanged 222 SP:Iteration 2F (3705.930000 sec): 3 clusters Score: Raw -177555.635194 + Penalty 2412.077133 = -175143.558061 nChanged 170 SP:Iteration 3F (3705.930000 sec): 3 clusters Score: Raw -178031.697302 + Penalty 2412.077133 = -175619.620169 nChanged 143 SP:Iteration 4F (3705.940000 sec): 3 clusters Score: Raw -178383.585328 + Penalty 2412.077133 = -175971.508195 nChanged 100 SP:Iteration 5F (3705.940000 sec): 3 clusters Score: Raw -178890.083305 + Penalty 2412.077133 = -176478.006172 nChanged 86 SP:Iteration 6F (3705.950000 sec): 3 clusters Score: Raw -180014.455969 + Penalty 2412.077133 = -177602.378836 nChanged 56 SP:Iteration 7Q (3705.950000 sec): 3 clusters Score: Raw -180968.309735 + Penalty 2412.077133 = -178556.232602 nChanged 19 SP:Iteration 8Q (3705.950000 sec): 3 clusters Score: Raw -181569.704971 + Penalty 2412.077133 = -179157.627838 nChanged 1 SP:Iteration 9Q (3705.950000 sec): 3 clusters Score: Raw -181697.073297 + Penalty 2412.077133 = -179284.996164 nChanged 0 SP:Iteration 10F (3705.960000 sec): 3 clusters Score: Raw -181697.073297 + Penalty 2412.077133 = -179284.996164 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 8.04 GB. Trying to split cluster 9 (142776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3706.390000 sec): 2 clusters Score: Raw -17461120.791096 + Penalty 1928.717740 = -17459192.073356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3706.810000 sec): 3 clusters Score: Raw -17367233.458387 + Penalty 3857.435480 = -17363376.022907 nChanged 68688 SP:Iteration 1F (3707.220000 sec): 3 clusters Score: Raw -17408612.898809 + Penalty 3857.435480 = -17404755.463329 nChanged 5312 SP:Iteration 2Q (3707.650000 sec): 3 clusters Score: Raw -17410652.615549 + Penalty 3857.435480 = -17406795.180069 nChanged 6486 SP:Iteration 3Q (3708.080000 sec): 3 clusters Score: Raw -17413809.439085 + Penalty 3857.435480 = -17409952.003604 nChanged 8036 SP:Iteration 4F (3708.490000 sec): 3 clusters Score: Raw -17418654.104903 + Penalty 3857.435480 = -17414796.669423 nChanged 9824 SP:Iteration 5F (3708.890000 sec): 3 clusters Score: Raw -17425691.651580 + Penalty 3857.435480 = -17421834.216099 nChanged 10760 SP:Iteration 6F (3709.300000 sec): 3 clusters Score: Raw -17434650.266156 + Penalty 3857.435480 = -17430792.830676 nChanged 9857 SP:Iteration 7F (3709.700000 sec): 3 clusters Score: Raw -17443387.182308 + Penalty 3857.435480 = -17439529.746827 nChanged 7302 SP:Iteration 8F (3710.110000 sec): 3 clusters Score: Raw -17449800.239569 + Penalty 3857.435480 = -17445942.804089 nChanged 4772 SP:Iteration 9Q (3710.510000 sec): 3 clusters Score: Raw -17453469.896040 + Penalty 3857.435480 = -17449612.460559 nChanged 3157 SP:Iteration 10Q (3710.870000 sec): 3 clusters Score: Raw -17455407.830021 + Penalty 3857.435480 = -17451550.394541 nChanged 2236 SP:Iteration 11Q (3711.210000 sec): 3 clusters Score: Raw -17456545.322035 + Penalty 3857.435480 = -17452687.886555 nChanged 1627 SP:Iteration 12Q (3711.510000 sec): 3 clusters Score: Raw -17457259.700839 + Penalty 3857.435480 = -17453402.265359 nChanged 1284 SP:Iteration 13Q (3711.810000 sec): 3 clusters Score: Raw -17457775.616477 + Penalty 3857.435480 = -17453918.180996 nChanged 1119 SP:Iteration 14Q (3712.100000 sec): 3 clusters Score: Raw -17458202.971439 + Penalty 3857.435480 = -17454345.535959 nChanged 1013 SP:Iteration 15Q (3712.390000 sec): 3 clusters Score: Raw -17458581.937075 + Penalty 3857.435480 = -17454724.501594 nChanged 908 SP:Iteration 16Q (3712.680000 sec): 3 clusters Score: Raw -17458932.982829 + Penalty 3857.435480 = -17455075.547348 nChanged 859 SP:Iteration 17Q (3712.970000 sec): 3 clusters Score: Raw -17459257.917530 + Penalty 3857.435480 = -17455400.482050 nChanged 726 SP:Iteration 18Q (3713.310000 sec): 3 clusters Score: Raw -17459533.175090 + Penalty 3857.435480 = -17455675.739610 nChanged 703 SP:Iteration 19Q (3714.030000 sec): 3 clusters Score: Raw -17459828.476216 + Penalty 3857.435480 = -17455971.040735 nChanged 583 SP:Iteration 20F (3714.500000 sec): 3 clusters Score: Raw -17460083.934022 + Penalty 3857.435480 = -17456226.498542 nChanged 527 SP:Iteration 21Q (3715.860000 sec): 3 clusters Score: Raw -17460330.905059 + Penalty 3857.435480 = -17456473.469579 nChanged 467 SP:Iteration 22Q (3716.500000 sec): 3 clusters Score: Raw -17460567.178760 + Penalty 3857.435480 = -17456709.743280 nChanged 391 SP:Iteration 23Q (3716.780000 sec): 3 clusters Score: Raw -17460766.072772 + Penalty 3857.435480 = -17456908.637292 nChanged 318 SP:Iteration 24Q (3717.050000 sec): 3 clusters Score: Raw -17460918.620812 + Penalty 3857.435480 = -17457061.185332 nChanged 240 SP:Iteration 25Q (3717.310000 sec): 3 clusters Score: Raw -17461045.049402 + Penalty 3857.435480 = -17457187.613922 nChanged 202 SP:Iteration 26Q (3717.580000 sec): 3 clusters Score: Raw -17461152.728932 + Penalty 3857.435480 = -17457295.293451 nChanged 148 SP:Iteration 27Q (3717.840000 sec): 3 clusters Score: Raw -17461231.971685 + Penalty 3857.435480 = -17457374.536205 nChanged 99 SP:Iteration 28Q (3718.110000 sec): 3 clusters Score: Raw -17461283.751656 + Penalty 3857.435480 = -17457426.316176 nChanged 78 SP:Iteration 29Q (3718.370000 sec): 3 clusters Score: Raw -17461329.546115 + Penalty 3857.435480 = -17457472.110634 nChanged 61 SP:Iteration 30Q (3718.640000 sec): 3 clusters Score: Raw -17461367.259532 + Penalty 3857.435480 = -17457509.824052 nChanged 51 SP:Iteration 31Q (3718.900000 sec): 3 clusters Score: Raw -17461392.399698 + Penalty 3857.435480 = -17457534.964217 nChanged 39 SP:Iteration 32Q (3719.170000 sec): 3 clusters Score: Raw -17461414.429338 + Penalty 3857.435480 = -17457556.993858 nChanged 35 SP:Iteration 33Q (3719.430000 sec): 3 clusters Score: Raw -17461433.628313 + Penalty 3857.435480 = -17457576.192833 nChanged 29 SP:Iteration 34Q (3719.690000 sec): 3 clusters Score: Raw -17461456.260640 + Penalty 3857.435480 = -17457598.825160 nChanged 31 SP:Iteration 35Q (3719.950000 sec): 3 clusters Score: Raw -17461490.186652 + Penalty 3857.435480 = -17457632.751171 nChanged 29 SP:Iteration 36Q (3720.210000 sec): 3 clusters Score: Raw -17461515.050396 + Penalty 3857.435480 = -17457657.614916 nChanged 40 SP:Iteration 37Q (3720.470000 sec): 3 clusters Score: Raw -17461540.322247 + Penalty 3857.435480 = -17457682.886767 nChanged 31 SP:Iteration 38Q (3720.730000 sec): 3 clusters Score: Raw -17461557.597372 + Penalty 3857.435480 = -17457700.161891 nChanged 26 SP:Iteration 39Q (3720.990000 sec): 3 clusters Score: Raw -17461572.421686 + Penalty 3857.435480 = -17457714.986206 nChanged 25 SP:Iteration 40F (3721.360000 sec): 3 clusters Score: Raw -17461584.695070 + Penalty 3857.435480 = -17457727.259589 nChanged 17 SP:Iteration 41Q (3721.620000 sec): 3 clusters Score: Raw -17461590.370109 + Penalty 3857.435480 = -17457732.934628 nChanged 11 SP:Iteration 42Q (3721.880000 sec): 3 clusters Score: Raw -17461595.863867 + Penalty 3857.435480 = -17457738.428387 nChanged 11 SP:Iteration 43Q (3722.140000 sec): 3 clusters Score: Raw -17461600.147148 + Penalty 3857.435480 = -17457742.711668 nChanged 4 SP:Iteration 44Q (3722.410000 sec): 3 clusters Score: Raw -17461601.915195 + Penalty 3857.435480 = -17457744.479715 nChanged 7 SP:Iteration 45Q (3722.670000 sec): 3 clusters Score: Raw -17461604.601022 + Penalty 3857.435480 = -17457747.165541 nChanged 5 SP:Iteration 46Q (3722.930000 sec): 3 clusters Score: Raw -17461605.917560 + Penalty 3857.435480 = -17457748.482080 nChanged 1 SP:Iteration 47Q (3723.190000 sec): 3 clusters Score: Raw -17461606.112984 + Penalty 3857.435480 = -17457748.677504 nChanged 0 SP:Iteration 48F (3723.560000 sec): 3 clusters Score: Raw -17461606.112984 + Penalty 3857.435480 = -17457748.677504 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3723.610000 sec): 2 clusters Score: Raw -334919.035330 + Penalty 1289.183738 = -333629.851592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3723.620000 sec): 3 clusters Score: Raw -333626.204173 + Penalty 2578.367476 = -331047.836697 nChanged 1045 SP:Iteration 1F (3723.630000 sec): 3 clusters Score: Raw -334260.409235 + Penalty 2578.367476 = -331682.041759 nChanged 171 SP:Iteration 2F (3723.640000 sec): 3 clusters Score: Raw -334362.123789 + Penalty 2578.367476 = -331783.756313 nChanged 115 SP:Iteration 3Q (3723.640000 sec): 3 clusters Score: Raw -334425.881189 + Penalty 2578.367476 = -331847.513713 nChanged 81 SP:Iteration 4Q (3723.660000 sec): 3 clusters Score: Raw -334462.794706 + Penalty 2578.367476 = -331884.427230 nChanged 56 SP:Iteration 5Q (3723.660000 sec): 3 clusters Score: Raw -334489.939058 + Penalty 2578.367476 = -331911.571582 nChanged 48 SP:Iteration 6Q (3723.670000 sec): 3 clusters Score: Raw -334512.651483 + Penalty 2578.367476 = -331934.284007 nChanged 43 SP:Iteration 7Q (3723.680000 sec): 3 clusters Score: Raw -334533.171724 + Penalty 2578.367476 = -331954.804248 nChanged 36 SP:Iteration 8Q (3723.680000 sec): 3 clusters Score: Raw -334549.556505 + Penalty 2578.367476 = -331971.189029 nChanged 32 SP:Iteration 9Q (3723.690000 sec): 3 clusters Score: Raw -334561.800495 + Penalty 2578.367476 = -331983.433019 nChanged 31 SP:Iteration 10Q (3723.700000 sec): 3 clusters Score: Raw -334574.538767 + Penalty 2578.367476 = -331996.171291 nChanged 32 SP:Iteration 11Q (3723.700000 sec): 3 clusters Score: Raw -334589.638753 + Penalty 2578.367476 = -332011.271277 nChanged 33 SP:Iteration 12Q (3723.710000 sec): 3 clusters Score: Raw -334603.385095 + Penalty 2578.367476 = -332025.017619 nChanged 35 SP:Iteration 13Q (3723.720000 sec): 3 clusters Score: Raw -334619.589119 + Penalty 2578.367476 = -332041.221643 nChanged 33 SP:Iteration 14Q (3723.720000 sec): 3 clusters Score: Raw -334634.501920 + Penalty 2578.367476 = -332056.134444 nChanged 22 SP:Iteration 15Q (3723.730000 sec): 3 clusters Score: Raw -334643.794299 + Penalty 2578.367476 = -332065.426823 nChanged 22 SP:Iteration 16Q (3723.740000 sec): 3 clusters Score: Raw -334652.943715 + Penalty 2578.367476 = -332074.576239 nChanged 21 SP:Iteration 17Q (3723.740000 sec): 3 clusters Score: Raw -334660.942917 + Penalty 2578.367476 = -332082.575441 nChanged 25 SP:Iteration 18Q (3723.750000 sec): 3 clusters Score: Raw -334670.952501 + Penalty 2578.367476 = -332092.585025 nChanged 18 SP:Iteration 19Q (3723.760000 sec): 3 clusters Score: Raw -334679.339993 + Penalty 2578.367476 = -332100.972517 nChanged 22 SP:Iteration 20F (3723.760000 sec): 3 clusters Score: Raw -334688.462461 + Penalty 2578.367476 = -332110.094985 nChanged 20 SP:Iteration 21Q (3723.770000 sec): 3 clusters Score: Raw -334696.713852 + Penalty 2578.367476 = -332118.346376 nChanged 22 SP:Iteration 22Q (3723.780000 sec): 3 clusters Score: Raw -334705.142161 + Penalty 2578.367476 = -332126.774685 nChanged 19 SP:Iteration 23Q (3723.790000 sec): 3 clusters Score: Raw -334712.120116 + Penalty 2578.367476 = -332133.752640 nChanged 15 SP:Iteration 24Q (3723.790000 sec): 3 clusters Score: Raw -334717.084551 + Penalty 2578.367476 = -332138.717075 nChanged 17 SP:Iteration 25Q (3723.800000 sec): 3 clusters Score: Raw -334724.235113 + Penalty 2578.367476 = -332145.867637 nChanged 17 SP:Iteration 26Q (3723.810000 sec): 3 clusters Score: Raw -334731.055466 + Penalty 2578.367476 = -332152.687990 nChanged 11 SP:Iteration 27Q (3723.820000 sec): 3 clusters Score: Raw -334735.049940 + Penalty 2578.367476 = -332156.682464 nChanged 7 SP:Iteration 28Q (3723.820000 sec): 3 clusters Score: Raw -334736.675762 + Penalty 2578.367476 = -332158.308286 nChanged 6 SP:Iteration 29Q (3723.830000 sec): 3 clusters Score: Raw -334738.494433 + Penalty 2578.367476 = -332160.126957 nChanged 6 SP:Iteration 30Q (3723.840000 sec): 3 clusters Score: Raw -334740.823812 + Penalty 2578.367476 = -332162.456336 nChanged 8 SP:Iteration 31Q (3723.840000 sec): 3 clusters Score: Raw -334744.778405 + Penalty 2578.367476 = -332166.410929 nChanged 12 SP:Iteration 32Q (3723.850000 sec): 3 clusters Score: Raw -334749.888238 + Penalty 2578.367476 = -332171.520762 nChanged 14 SP:Iteration 33Q (3723.860000 sec): 3 clusters Score: Raw -334757.243698 + Penalty 2578.367476 = -332178.876222 nChanged 17 SP:Iteration 34Q (3723.860000 sec): 3 clusters Score: Raw -334762.814761 + Penalty 2578.367476 = -332184.447285 nChanged 12 SP:Iteration 35Q (3723.870000 sec): 3 clusters Score: Raw -334767.223201 + Penalty 2578.367476 = -332188.855725 nChanged 14 SP:Iteration 36Q (3723.880000 sec): 3 clusters Score: Raw -334772.712385 + Penalty 2578.367476 = -332194.344909 nChanged 19 SP:Iteration 37Q (3723.880000 sec): 3 clusters Score: Raw -334782.237636 + Penalty 2578.367476 = -332203.870160 nChanged 22 SP:Iteration 38Q (3723.890000 sec): 3 clusters Score: Raw -334791.459030 + Penalty 2578.367476 = -332213.091554 nChanged 17 SP:Iteration 39Q (3723.900000 sec): 3 clusters Score: Raw -334801.069862 + Penalty 2578.367476 = -332222.702386 nChanged 26 SP:Iteration 40F (3723.900000 sec): 3 clusters Score: Raw -334812.356679 + Penalty 2578.367476 = -332233.989203 nChanged 20 SP:Iteration 41Q (3723.910000 sec): 3 clusters Score: Raw -334821.569732 + Penalty 2578.367476 = -332243.202256 nChanged 18 SP:Iteration 42Q (3723.920000 sec): 3 clusters Score: Raw -334829.006612 + Penalty 2578.367476 = -332250.639136 nChanged 18 SP:Iteration 43Q (3723.920000 sec): 3 clusters Score: Raw -334838.688853 + Penalty 2578.367476 = -332260.321377 nChanged 26 SP:Iteration 44Q (3723.930000 sec): 3 clusters Score: Raw -334848.946328 + Penalty 2578.367476 = -332270.578852 nChanged 22 SP:Iteration 45Q (3723.940000 sec): 3 clusters Score: Raw -334860.331069 + Penalty 2578.367476 = -332281.963593 nChanged 32 SP:Iteration 46Q (3723.950000 sec): 3 clusters Score: Raw -334878.031332 + Penalty 2578.367476 = -332299.663856 nChanged 29 SP:Iteration 47Q (3723.950000 sec): 3 clusters Score: Raw -334893.274857 + Penalty 2578.367476 = -332314.907381 nChanged 24 SP:Iteration 48Q (3723.960000 sec): 3 clusters Score: Raw -334905.478472 + Penalty 2578.367476 = -332327.110996 nChanged 28 SP:Iteration 49Q (3723.970000 sec): 3 clusters Score: Raw -334919.003341 + Penalty 2578.367476 = -332340.635865 nChanged 32 SP:Iteration 50Q (3723.980000 sec): 3 clusters Score: Raw -334938.774836 + Penalty 2578.367476 = -332360.407360 nChanged 31 SP:Iteration 51Q (3723.980000 sec): 3 clusters Score: Raw -334955.436388 + Penalty 2578.367476 = -332377.068912 nChanged 28 SP:Iteration 52Q (3723.990000 sec): 3 clusters Score: Raw -334970.054778 + Penalty 2578.367476 = -332391.687302 nChanged 22 SP:Iteration 53Q (3724.000000 sec): 3 clusters Score: Raw -334979.721249 + Penalty 2578.367476 = -332401.353773 nChanged 21 SP:Iteration 54Q (3724.000000 sec): 3 clusters Score: Raw -334988.110600 + Penalty 2578.367476 = -332409.743124 nChanged 13 SP:Iteration 55Q (3724.010000 sec): 3 clusters Score: Raw -334993.354610 + Penalty 2578.367476 = -332414.987134 nChanged 8 SP:Iteration 56Q (3724.020000 sec): 3 clusters Score: Raw -334996.730718 + Penalty 2578.367476 = -332418.363242 nChanged 7 SP:Iteration 57Q (3724.020000 sec): 3 clusters Score: Raw -334999.704436 + Penalty 2578.367476 = -332421.336960 nChanged 6 SP:Iteration 58Q (3724.030000 sec): 3 clusters Score: Raw -335002.481985 + Penalty 2578.367476 = -332424.114509 nChanged 9 SP:Iteration 59Q (3724.040000 sec): 3 clusters Score: Raw -335004.714138 + Penalty 2578.367476 = -332426.346662 nChanged 5 SP:Iteration 60F (3724.040000 sec): 3 clusters Score: Raw -335006.323998 + Penalty 2578.367476 = -332427.956522 nChanged 3 SP:Iteration 61Q (3724.050000 sec): 3 clusters Score: Raw -335007.246839 + Penalty 2578.367476 = -332428.879363 nChanged 5 SP:Iteration 62Q (3724.060000 sec): 3 clusters Score: Raw -335008.587757 + Penalty 2578.367476 = -332430.220281 nChanged 5 SP:Iteration 63Q (3724.060000 sec): 3 clusters Score: Raw -335009.789436 + Penalty 2578.367476 = -332431.421960 nChanged 6 SP:Iteration 64Q (3724.070000 sec): 3 clusters Score: Raw -335012.464578 + Penalty 2578.367476 = -332434.097102 nChanged 3 SP:Iteration 65Q (3724.080000 sec): 3 clusters Score: Raw -335014.749739 + Penalty 2578.367476 = -332436.382263 nChanged 7 SP:Iteration 66Q (3724.080000 sec): 3 clusters Score: Raw -335017.444958 + Penalty 2578.367476 = -332439.077482 nChanged 9 SP:Iteration 67Q (3724.090000 sec): 3 clusters Score: Raw -335021.786982 + Penalty 2578.367476 = -332443.419506 nChanged 9 SP:Iteration 68Q (3724.100000 sec): 3 clusters Score: Raw -335026.182610 + Penalty 2578.367476 = -332447.815134 nChanged 7 SP:Iteration 69Q (3724.100000 sec): 3 clusters Score: Raw -335028.444748 + Penalty 2578.367476 = -332450.077272 nChanged 4 SP:Iteration 70Q (3724.110000 sec): 3 clusters Score: Raw -335029.932115 + Penalty 2578.367476 = -332451.564639 nChanged 2 SP:Iteration 71Q (3724.120000 sec): 3 clusters Score: Raw -335030.278607 + Penalty 2578.367476 = -332451.911131 nChanged 3 SP:Iteration 72Q (3724.120000 sec): 3 clusters Score: Raw -335031.395642 + Penalty 2578.367476 = -332453.028167 nChanged 3 SP:Iteration 73Q (3724.130000 sec): 3 clusters Score: Raw -335032.103372 + Penalty 2578.367476 = -332453.735896 nChanged 2 SP:Iteration 74Q (3724.140000 sec): 3 clusters Score: Raw -335032.463494 + Penalty 2578.367476 = -332454.096018 nChanged 2 SP:Iteration 75Q (3724.140000 sec): 3 clusters Score: Raw -335032.697902 + Penalty 2578.367476 = -332454.330426 nChanged 1 SP:Iteration 76Q (3724.150000 sec): 3 clusters Score: Raw -335032.751292 + Penalty 2578.367476 = -332454.383816 nChanged 0 SP:Iteration 77F (3724.160000 sec): 3 clusters Score: Raw -335032.751292 + Penalty 2578.367476 = -332454.383816 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3724.160000 sec): 2 clusters Score: Raw -20732.761105 + Penalty 847.427061 = -19885.334044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3724.160000 sec): 3 clusters Score: Raw -20852.536328 + Penalty 1694.854121 = -19157.682207 nChanged 12 SP:Iteration 1F (3724.160000 sec): 3 clusters Score: Raw -20892.652437 + Penalty 1694.854121 = -19197.798316 nChanged 5 SP:Iteration 2Q (3724.160000 sec): 3 clusters Score: Raw -20912.504316 + Penalty 1694.854121 = -19217.650194 nChanged 3 SP:Iteration 3Q (3724.160000 sec): 3 clusters Score: Raw -20925.980475 + Penalty 1694.854121 = -19231.126354 nChanged 0 SP:Iteration 4F (3724.160000 sec): 3 clusters Score: Raw -20925.980475 + Penalty 1694.854121 = -19231.126354 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3726.380000 sec): 2 clusters Score: Raw -95515034.078330 + Penalty 2209.294601 = -95512824.783729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3728.610000 sec): 3 clusters Score: Raw -94970999.323092 + Penalty 4418.589202 = -94966580.733890 nChanged 395135 SP:Iteration 1F (3731.010000 sec): 3 clusters Score: Raw -95212287.622487 + Penalty 4418.589202 = -95207869.033285 nChanged 20072 SP:Iteration 2Q (3733.500000 sec): 3 clusters Score: Raw -95216884.961133 + Penalty 4418.589202 = -95212466.371931 nChanged 24904 SP:Iteration 3Q (3735.900000 sec): 3 clusters Score: Raw -95224282.569775 + Penalty 4418.589202 = -95219863.980574 nChanged 31572 SP:Iteration 4Q (3738.360000 sec): 3 clusters Score: Raw -95236792.476078 + Penalty 4418.589202 = -95232373.886876 nChanged 41235 SP:Iteration 5F (3740.710000 sec): 3 clusters Score: Raw -95258625.314443 + Penalty 4418.589202 = -95254206.725241 nChanged 52589 SP:Iteration 6F (3743.040000 sec): 3 clusters Score: Raw -95294949.020866 + Penalty 4418.589202 = -95290530.431665 nChanged 61734 SP:Iteration 7F (3745.420000 sec): 3 clusters Score: Raw -95346779.136919 + Penalty 4418.589202 = -95342360.547717 nChanged 60675 SP:Iteration 8F (3747.680000 sec): 3 clusters Score: Raw -95402625.825433 + Penalty 4418.589202 = -95398207.236231 nChanged 47806 SP:Iteration 9F (3749.910000 sec): 3 clusters Score: Raw -95446986.724592 + Penalty 4418.589202 = -95442568.135390 nChanged 32111 SP:Iteration 10Q (3751.930000 sec): 3 clusters Score: Raw -95475285.462333 + Penalty 4418.589202 = -95470866.873131 nChanged 20564 SP:Iteration 11Q (3753.940000 sec): 3 clusters Score: Raw -95492297.907425 + Penalty 4418.589202 = -95487879.318223 nChanged 13040 SP:Iteration 12Q (3755.810000 sec): 3 clusters Score: Raw -95502292.416225 + Penalty 4418.589202 = -95497873.827023 nChanged 8100 SP:Iteration 13Q (3757.600000 sec): 3 clusters Score: Raw -95508092.662666 + Penalty 4418.589202 = -95503674.073465 nChanged 4825 SP:Iteration 14Q (3759.390000 sec): 3 clusters Score: Raw -95511331.447829 + Penalty 4418.589202 = -95506912.858628 nChanged 2759 SP:Iteration 15Q (3761.150000 sec): 3 clusters Score: Raw -95513061.473843 + Penalty 4418.589202 = -95508642.884642 nChanged 1505 SP:Iteration 16Q (3762.890000 sec): 3 clusters Score: Raw -95513976.020968 + Penalty 4418.589202 = -95509557.431767 nChanged 914 SP:Iteration 17Q (3764.630000 sec): 3 clusters Score: Raw -95514520.050020 + Penalty 4418.589202 = -95510101.460818 nChanged 540 SP:Iteration 18Q (3766.350000 sec): 3 clusters Score: Raw -95514829.434661 + Penalty 4418.589202 = -95510410.845459 nChanged 312 SP:Iteration 19Q (3768.050000 sec): 3 clusters Score: Raw -95515002.634844 + Penalty 4418.589202 = -95510584.045643 nChanged 216 SP:Iteration 20F (3770.350000 sec): 3 clusters Score: Raw -95515115.494488 + Penalty 4418.589202 = -95510696.905286 nChanged 138 SP:Iteration 21Q (3772.080000 sec): 3 clusters Score: Raw -95515184.054747 + Penalty 4418.589202 = -95510765.465546 nChanged 96 SP:Iteration 22Q (3773.760000 sec): 3 clusters Score: Raw -95515225.022322 + Penalty 4418.589202 = -95510806.433121 nChanged 82 SP:Iteration 23Q (3775.450000 sec): 3 clusters Score: Raw -95515263.340155 + Penalty 4418.589202 = -95510844.750954 nChanged 51 SP:Iteration 24Q (3777.120000 sec): 3 clusters Score: Raw -95515283.396092 + Penalty 4418.589202 = -95510864.806890 nChanged 42 SP:Iteration 25Q (3778.840000 sec): 3 clusters Score: Raw -95515302.751884 + Penalty 4418.589202 = -95510884.162682 nChanged 27 SP:Iteration 26Q (3780.550000 sec): 3 clusters Score: Raw -95515318.934082 + Penalty 4418.589202 = -95510900.344880 nChanged 27 SP:Iteration 27Q (3782.240000 sec): 3 clusters Score: Raw -95515333.986075 + Penalty 4418.589202 = -95510915.396874 nChanged 23 SP:Iteration 28Q (3783.870000 sec): 3 clusters Score: Raw -95515345.998607 + Penalty 4418.589202 = -95510927.409405 nChanged 22 SP:Iteration 29Q (3785.520000 sec): 3 clusters Score: Raw -95515357.980074 + Penalty 4418.589202 = -95510939.390872 nChanged 18 SP:Iteration 30Q (3787.200000 sec): 3 clusters Score: Raw -95515369.467696 + Penalty 4418.589202 = -95510950.878494 nChanged 23 SP:Iteration 31Q (3788.880000 sec): 3 clusters Score: Raw -95515376.756078 + Penalty 4418.589202 = -95510958.166876 nChanged 13 SP:Iteration 32Q (3790.590000 sec): 3 clusters Score: Raw -95515381.498336 + Penalty 4418.589202 = -95510962.909134 nChanged 7 SP:Iteration 33Q (3792.270000 sec): 3 clusters Score: Raw -95515383.993101 + Penalty 4418.589202 = -95510965.403899 nChanged 9 SP:Iteration 34Q (3793.980000 sec): 3 clusters Score: Raw -95515388.037904 + Penalty 4418.589202 = -95510969.448702 nChanged 9 SP:Iteration 35Q (3795.640000 sec): 3 clusters Score: Raw -95515390.811634 + Penalty 4418.589202 = -95510972.222432 nChanged 8 SP:Iteration 36Q (3797.280000 sec): 3 clusters Score: Raw -95515394.240362 + Penalty 4418.589202 = -95510975.651161 nChanged 8 SP:Iteration 37Q (3798.940000 sec): 3 clusters Score: Raw -95515397.294698 + Penalty 4418.589202 = -95510978.705497 nChanged 6 SP:Iteration 38Q (3800.620000 sec): 3 clusters Score: Raw -95515399.220398 + Penalty 4418.589202 = -95510980.631197 nChanged 5 SP:Iteration 39Q (3802.320000 sec): 3 clusters Score: Raw -95515401.029907 + Penalty 4418.589202 = -95510982.440705 nChanged 5 SP:Iteration 40F (3804.620000 sec): 3 clusters Score: Raw -95515402.621585 + Penalty 4418.589202 = -95510984.032383 nChanged 2 SP:Iteration 41Q (3806.330000 sec): 3 clusters Score: Raw -95515403.210971 + Penalty 4418.589202 = -95510984.621769 nChanged 1 SP:Iteration 42Q (3808.020000 sec): 3 clusters Score: Raw -95515403.424187 + Penalty 4418.589202 = -95510984.834986 nChanged 2 SP:Iteration 43Q (3809.680000 sec): 3 clusters Score: Raw -95515404.307090 + Penalty 4418.589202 = -95510985.717889 nChanged 3 SP:Iteration 44Q (3811.370000 sec): 3 clusters Score: Raw -95515405.290965 + Penalty 4418.589202 = -95510986.701763 nChanged 3 SP:Iteration 45Q (3813.040000 sec): 3 clusters Score: Raw -95515406.204086 + Penalty 4418.589202 = -95510987.614885 nChanged 2 SP:Iteration 46Q (3814.730000 sec): 3 clusters Score: Raw -95515406.668451 + Penalty 4418.589202 = -95510988.079250 nChanged 3 SP:Iteration 47Q (3816.420000 sec): 3 clusters Score: Raw -95515407.726654 + Penalty 4418.589202 = -95510989.137453 nChanged 3 SP:Iteration 48Q (3818.100000 sec): 3 clusters Score: Raw -95515408.822759 + Penalty 4418.589202 = -95510990.233558 nChanged 2 SP:Iteration 49Q (3819.760000 sec): 3 clusters Score: Raw -95515409.793307 + Penalty 4418.589202 = -95510991.204105 nChanged 4 SP:Iteration 50Q (3821.410000 sec): 3 clusters Score: Raw -95515411.268297 + Penalty 4418.589202 = -95510992.679096 nChanged 3 SP:Iteration 51Q (3823.060000 sec): 3 clusters Score: Raw -95515412.448939 + Penalty 4418.589202 = -95510993.859738 nChanged 3 SP:Iteration 52Q (3824.690000 sec): 3 clusters Score: Raw -95515414.088525 + Penalty 4418.589202 = -95510995.499324 nChanged 3 SP:Iteration 53Q (3826.380000 sec): 3 clusters Score: Raw -95515414.794109 + Penalty 4418.589202 = -95510996.204907 nChanged 3 SP:Iteration 54Q (3828.040000 sec): 3 clusters Score: Raw -95515415.586587 + Penalty 4418.589202 = -95510996.997385 nChanged 1 SP:Iteration 55Q (3829.720000 sec): 3 clusters Score: Raw -95515415.939212 + Penalty 4418.589202 = -95510997.350011 nChanged 3 SP:Iteration 56Q (3831.350000 sec): 3 clusters Score: Raw -95515416.791378 + Penalty 4418.589202 = -95510998.202177 nChanged 0 SP:Iteration 57F (3833.630000 sec): 3 clusters Score: Raw -95515416.791378 + Penalty 4418.589202 = -95510998.202177 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (112325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3834.200000 sec): 2 clusters Score: Raw -13162638.972765 + Penalty 1889.737157 = -13160749.235609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3834.510000 sec): 3 clusters Score: Raw -13089242.878506 + Penalty 3779.474314 = -13085463.404192 nChanged 53871 SP:Iteration 1F (3834.830000 sec): 3 clusters Score: Raw -13121310.352641 + Penalty 3779.474314 = -13117530.878327 nChanged 3815 SP:Iteration 2Q (3835.160000 sec): 3 clusters Score: Raw -13122502.025775 + Penalty 3779.474314 = -13118722.551461 nChanged 4506 SP:Iteration 3Q (3835.500000 sec): 3 clusters Score: Raw -13124222.590191 + Penalty 3779.474314 = -13120443.115877 nChanged 5163 SP:Iteration 4Q (3835.840000 sec): 3 clusters Score: Raw -13126742.370704 + Penalty 3779.474314 = -13122962.896390 nChanged 5999 SP:Iteration 5F (3836.160000 sec): 3 clusters Score: Raw -13130207.866143 + Penalty 3779.474314 = -13126428.391829 nChanged 6661 SP:Iteration 6F (3836.480000 sec): 3 clusters Score: Raw -13134152.687201 + Penalty 3779.474314 = -13130373.212887 nChanged 6590 SP:Iteration 7F (3836.810000 sec): 3 clusters Score: Raw -13137640.961715 + Penalty 3779.474314 = -13133861.487401 nChanged 5577 SP:Iteration 8Q (3837.150000 sec): 3 clusters Score: Raw -13139954.926524 + Penalty 3779.474314 = -13136175.452210 nChanged 4165 SP:Iteration 9Q (3837.490000 sec): 3 clusters Score: Raw -13141163.590790 + Penalty 3779.474314 = -13137384.116477 nChanged 2883 SP:Iteration 10Q (3837.810000 sec): 3 clusters Score: Raw -13141829.093268 + Penalty 3779.474314 = -13138049.618955 nChanged 2167 SP:Iteration 11Q (3838.150000 sec): 3 clusters Score: Raw -13142259.018601 + Penalty 3779.474314 = -13138479.544287 nChanged 1714 SP:Iteration 12Q (3838.490000 sec): 3 clusters Score: Raw -13142565.166083 + Penalty 3779.474314 = -13138785.691770 nChanged 1499 SP:Iteration 13Q (3838.820000 sec): 3 clusters Score: Raw -13142810.562176 + Penalty 3779.474314 = -13139031.087862 nChanged 1431 SP:Iteration 14Q (3839.140000 sec): 3 clusters Score: Raw -13143043.830376 + Penalty 3779.474314 = -13139264.356063 nChanged 1316 SP:Iteration 15Q (3839.470000 sec): 3 clusters Score: Raw -13143242.939433 + Penalty 3779.474314 = -13139463.465120 nChanged 1311 SP:Iteration 16Q (3839.810000 sec): 3 clusters Score: Raw -13143451.766243 + Penalty 3779.474314 = -13139672.291929 nChanged 1300 SP:Iteration 17Q (3840.150000 sec): 3 clusters Score: Raw -13143661.654761 + Penalty 3779.474314 = -13139882.180447 nChanged 1294 SP:Iteration 18Q (3840.480000 sec): 3 clusters Score: Raw -13143885.513342 + Penalty 3779.474314 = -13140106.039029 nChanged 1352 SP:Iteration 19Q (3840.820000 sec): 3 clusters Score: Raw -13144136.803077 + Penalty 3779.474314 = -13140357.328763 nChanged 1522 SP:Iteration 20F (3841.150000 sec): 3 clusters Score: Raw -13144455.141300 + Penalty 3779.474314 = -13140675.666987 nChanged 1724 SP:Iteration 21Q (3841.480000 sec): 3 clusters Score: Raw -13144841.028043 + Penalty 3779.474314 = -13141061.553729 nChanged 1852 SP:Iteration 22Q (3841.810000 sec): 3 clusters Score: Raw -13145295.747233 + Penalty 3779.474314 = -13141516.272919 nChanged 2046 SP:Iteration 23Q (3842.140000 sec): 3 clusters Score: Raw -13145839.735206 + Penalty 3779.474314 = -13142060.260893 nChanged 2204 SP:Iteration 24Q (3842.460000 sec): 3 clusters Score: Raw -13146492.944733 + Penalty 3779.474314 = -13142713.470420 nChanged 2418 SP:Iteration 25Q (3842.780000 sec): 3 clusters Score: Raw -13147271.643815 + Penalty 3779.474314 = -13143492.169501 nChanged 2493 SP:Iteration 26Q (3843.100000 sec): 3 clusters Score: Raw -13148110.054600 + Penalty 3779.474314 = -13144330.580286 nChanged 2652 SP:Iteration 27Q (3843.430000 sec): 3 clusters Score: Raw -13149088.113669 + Penalty 3779.474314 = -13145308.639355 nChanged 2843 SP:Iteration 28Q (3843.750000 sec): 3 clusters Score: Raw -13150219.603725 + Penalty 3779.474314 = -13146440.129412 nChanged 2944 SP:Iteration 29Q (3844.110000 sec): 3 clusters Score: Raw -13151466.877727 + Penalty 3779.474314 = -13147687.403414 nChanged 2942 SP:Iteration 30Q (3844.420000 sec): 3 clusters Score: Raw -13152759.219212 + Penalty 3779.474314 = -13148979.744898 nChanged 2910 SP:Iteration 31Q (3844.720000 sec): 3 clusters Score: Raw -13154094.176707 + Penalty 3779.474314 = -13150314.702393 nChanged 2778 SP:Iteration 32Q (3845.020000 sec): 3 clusters Score: Raw -13155435.562234 + Penalty 3779.474314 = -13151656.087921 nChanged 2652 SP:Iteration 33Q (3845.320000 sec): 3 clusters Score: Raw -13156729.568934 + Penalty 3779.474314 = -13152950.094620 nChanged 2300 SP:Iteration 34Q (3845.600000 sec): 3 clusters Score: Raw -13157835.973655 + Penalty 3779.474314 = -13154056.499342 nChanged 2012 SP:Iteration 35Q (3845.880000 sec): 3 clusters Score: Raw -13158806.419430 + Penalty 3779.474314 = -13155026.945116 nChanged 1793 SP:Iteration 36Q (3846.150000 sec): 3 clusters Score: Raw -13159690.673247 + Penalty 3779.474314 = -13155911.198933 nChanged 1506 SP:Iteration 37Q (3846.420000 sec): 3 clusters Score: Raw -13160416.668427 + Penalty 3779.474314 = -13156637.194113 nChanged 1172 SP:Iteration 38Q (3846.690000 sec): 3 clusters Score: Raw -13160954.849055 + Penalty 3779.474314 = -13157175.374741 nChanged 947 SP:Iteration 39Q (3846.950000 sec): 3 clusters Score: Raw -13161379.172972 + Penalty 3779.474314 = -13157599.698659 nChanged 748 SP:Iteration 40F (3847.280000 sec): 3 clusters Score: Raw -13161756.039375 + Penalty 3779.474314 = -13157976.565061 nChanged 657 SP:Iteration 41Q (3847.530000 sec): 3 clusters Score: Raw -13162066.595512 + Penalty 3779.474314 = -13158287.121199 nChanged 507 SP:Iteration 42Q (3847.790000 sec): 3 clusters Score: Raw -13162290.629471 + Penalty 3779.474314 = -13158511.155158 nChanged 378 SP:Iteration 43Q (3848.050000 sec): 3 clusters Score: Raw -13162443.357323 + Penalty 3779.474314 = -13158663.883010 nChanged 329 SP:Iteration 44Q (3848.300000 sec): 3 clusters Score: Raw -13162579.883332 + Penalty 3779.474314 = -13158800.409019 nChanged 258 SP:Iteration 45Q (3848.540000 sec): 3 clusters Score: Raw -13162691.015113 + Penalty 3779.474314 = -13158911.540800 nChanged 193 SP:Iteration 46Q (3848.790000 sec): 3 clusters Score: Raw -13162766.110882 + Penalty 3779.474314 = -13158986.636568 nChanged 153 SP:Iteration 47Q (3849.040000 sec): 3 clusters Score: Raw -13162822.753612 + Penalty 3779.474314 = -13159043.279298 nChanged 116 SP:Iteration 48Q (3849.280000 sec): 3 clusters Score: Raw -13162869.190639 + Penalty 3779.474314 = -13159089.716325 nChanged 101 SP:Iteration 49Q (3849.530000 sec): 3 clusters Score: Raw -13162913.017739 + Penalty 3779.474314 = -13159133.543425 nChanged 84 SP:Iteration 50Q (3849.770000 sec): 3 clusters Score: Raw -13162949.480751 + Penalty 3779.474314 = -13159170.006437 nChanged 81 SP:Iteration 51Q (3850.020000 sec): 3 clusters Score: Raw -13162981.571933 + Penalty 3779.474314 = -13159202.097620 nChanged 56 SP:Iteration 52Q (3850.260000 sec): 3 clusters Score: Raw -13163003.052882 + Penalty 3779.474314 = -13159223.578569 nChanged 43 SP:Iteration 53Q (3850.510000 sec): 3 clusters Score: Raw -13163017.815037 + Penalty 3779.474314 = -13159238.340724 nChanged 32 SP:Iteration 54Q (3850.760000 sec): 3 clusters Score: Raw -13163029.490649 + Penalty 3779.474314 = -13159250.016335 nChanged 34 SP:Iteration 55Q (3851.010000 sec): 3 clusters Score: Raw -13163040.799668 + Penalty 3779.474314 = -13159261.325354 nChanged 25 SP:Iteration 56Q (3851.240000 sec): 3 clusters Score: Raw -13163049.923437 + Penalty 3779.474314 = -13159270.449123 nChanged 26 SP:Iteration 57Q (3851.480000 sec): 3 clusters Score: Raw -13163057.309954 + Penalty 3779.474314 = -13159277.835641 nChanged 20 SP:Iteration 58Q (3851.710000 sec): 3 clusters Score: Raw -13163064.417684 + Penalty 3779.474314 = -13159284.943370 nChanged 18 SP:Iteration 59Q (3851.940000 sec): 3 clusters Score: Raw -13163069.176796 + Penalty 3779.474314 = -13159289.702483 nChanged 9 SP:Iteration 60F (3852.250000 sec): 3 clusters Score: Raw -13163071.206618 + Penalty 3779.474314 = -13159291.732305 nChanged 9 SP:Iteration 61Q (3852.460000 sec): 3 clusters Score: Raw -13163073.686589 + Penalty 3779.474314 = -13159294.212275 nChanged 14 SP:Iteration 62Q (3852.680000 sec): 3 clusters Score: Raw -13163076.513593 + Penalty 3779.474314 = -13159297.039279 nChanged 7 SP:Iteration 63Q (3852.900000 sec): 3 clusters Score: Raw -13163078.117842 + Penalty 3779.474314 = -13159298.643528 nChanged 8 SP:Iteration 64Q (3853.120000 sec): 3 clusters Score: Raw -13163080.092090 + Penalty 3779.474314 = -13159300.617776 nChanged 8 SP:Iteration 65Q (3853.350000 sec): 3 clusters Score: Raw -13163081.985894 + Penalty 3779.474314 = -13159302.511581 nChanged 5 SP:Iteration 66Q (3853.570000 sec): 3 clusters Score: Raw -13163082.782480 + Penalty 3779.474314 = -13159303.308166 nChanged 5 SP:Iteration 67Q (3853.790000 sec): 3 clusters Score: Raw -13163083.831511 + Penalty 3779.474314 = -13159304.357197 nChanged 1 SP:Iteration 68Q (3854.010000 sec): 3 clusters Score: Raw -13163083.913646 + Penalty 3779.474314 = -13159304.439333 nChanged 1 SP:Iteration 69Q (3854.230000 sec): 3 clusters Score: Raw -13163084.064868 + Penalty 3779.474314 = -13159304.590555 nChanged 0 SP:Iteration 70F (3854.540000 sec): 3 clusters Score: Raw -13163084.064868 + Penalty 3779.474314 = -13159304.590555 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 14 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.590000 sec): 2 clusters Score: Raw -161058.050670 + Penalty 1183.336969 = -159874.713700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.590000 sec): 3 clusters Score: Raw -160481.708884 + Penalty 2366.673939 = -158115.034946 nChanged 514 SP:Iteration 1F (3854.590000 sec): 3 clusters Score: Raw -161020.158131 + Penalty 2366.673939 = -158653.484192 nChanged 172 SP:Iteration 2F (3854.600000 sec): 3 clusters Score: Raw -161360.568100 + Penalty 2366.673939 = -158993.894161 nChanged 128 SP:Iteration 3F (3854.600000 sec): 3 clusters Score: Raw -161569.895397 + Penalty 2366.673939 = -159203.221458 nChanged 95 SP:Iteration 4F (3854.610000 sec): 3 clusters Score: Raw -161770.047535 + Penalty 2366.673939 = -159403.373596 nChanged 84 SP:Iteration 5F (3854.610000 sec): 3 clusters Score: Raw -161986.913217 + Penalty 2366.673939 = -159620.239278 nChanged 59 SP:Iteration 6Q (3854.610000 sec): 3 clusters Score: Raw -162108.439994 + Penalty 2366.673939 = -159741.766055 nChanged 33 SP:Iteration 7Q (3854.610000 sec): 3 clusters Score: Raw -162145.278817 + Penalty 2366.673939 = -159778.604878 nChanged 17 SP:Iteration 8Q (3854.620000 sec): 3 clusters Score: Raw -162170.563096 + Penalty 2366.673939 = -159803.889157 nChanged 18 SP:Iteration 9Q (3854.620000 sec): 3 clusters Score: Raw -162192.941964 + Penalty 2366.673939 = -159826.268025 nChanged 8 SP:Iteration 10Q (3854.630000 sec): 3 clusters Score: Raw -162203.352070 + Penalty 2366.673939 = -159836.678132 nChanged 5 SP:Iteration 11Q (3854.630000 sec): 3 clusters Score: Raw -162208.700100 + Penalty 2366.673939 = -159842.026161 nChanged 3 SP:Iteration 12Q (3854.630000 sec): 3 clusters Score: Raw -162210.648130 + Penalty 2366.673939 = -159843.974191 nChanged 1 SP:Iteration 13Q (3854.630000 sec): 3 clusters Score: Raw -162212.146169 + Penalty 2366.673939 = -159845.472230 nChanged 2 SP:Iteration 14Q (3854.640000 sec): 3 clusters Score: Raw -162213.495994 + Penalty 2366.673939 = -159846.822056 nChanged 0 SP:Iteration 15F (3854.640000 sec): 3 clusters Score: Raw -162213.495994 + Penalty 2366.673939 = -159846.822056 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 15 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.650000 sec): 2 clusters Score: Raw -76735.120597 + Penalty 1072.257717 = -75662.862880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.650000 sec): 3 clusters Score: Raw -76611.739955 + Penalty 2144.515434 = -74467.224520 nChanged 200 SP:Iteration 1F (3854.660000 sec): 3 clusters Score: Raw -77036.487215 + Penalty 2144.515434 = -74891.971781 nChanged 81 SP:Iteration 2F (3854.660000 sec): 3 clusters Score: Raw -77381.460010 + Penalty 2144.515434 = -75236.944575 nChanged 93 SP:Iteration 3F (3854.660000 sec): 3 clusters Score: Raw -77989.129925 + Penalty 2144.515434 = -75844.614490 nChanged 90 SP:Iteration 4F (3854.660000 sec): 3 clusters Score: Raw -79025.252135 + Penalty 2144.515434 = -76880.736701 nChanged 44 SP:Iteration 5F (3854.660000 sec): 3 clusters Score: Raw -80150.815772 + Penalty 2144.515434 = -78006.300338 nChanged 7 SP:Iteration 6Q (3854.660000 sec): 3 clusters Score: Raw -80290.336948 + Penalty 2144.515434 = -78145.821514 nChanged 2 SP:Iteration 7Q (3854.660000 sec): 3 clusters Score: Raw -80503.936621 + Penalty 2144.515434 = -78359.421187 nChanged 0 SP:Iteration 8F (3854.670000 sec): 3 clusters Score: Raw -80503.936621 + Penalty 2144.515434 = -78359.421187 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 8.04 GB. Trying to split cluster 16 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.670000 sec): 2 clusters Score: Raw -39510.760622 + Penalty 968.244013 = -38542.516609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.680000 sec): 3 clusters Score: Raw -39559.685724 + Penalty 1936.488025 = -37623.197699 nChanged 82 SP:Iteration 1F (3854.680000 sec): 3 clusters Score: Raw -39819.656504 + Penalty 1936.488025 = -37883.168479 nChanged 29 SP:Iteration 2F (3854.680000 sec): 3 clusters Score: Raw -39942.687939 + Penalty 1936.488025 = -38006.199914 nChanged 25 SP:Iteration 3F (3854.680000 sec): 3 clusters Score: Raw -40036.783277 + Penalty 1936.488025 = -38100.295252 nChanged 20 SP:Iteration 4F (3854.680000 sec): 3 clusters Score: Raw -40103.625962 + Penalty 1936.488025 = -38167.137937 nChanged 12 SP:Iteration 5Q (3854.680000 sec): 3 clusters Score: Raw -40149.535479 + Penalty 1936.488025 = -38213.047454 nChanged 11 SP:Iteration 6Q (3854.680000 sec): 3 clusters Score: Raw -40214.750317 + Penalty 1936.488025 = -38278.262292 nChanged 7 SP:Iteration 7Q (3854.680000 sec): 3 clusters Score: Raw -40252.238895 + Penalty 1936.488025 = -38315.750870 nChanged 7 SP:Iteration 8Q (3854.680000 sec): 3 clusters Score: Raw -40276.689819 + Penalty 1936.488025 = -38340.201794 nChanged 5 SP:Iteration 9Q (3854.680000 sec): 3 clusters Score: Raw -40293.204660 + Penalty 1936.488025 = -38356.716635 nChanged 5 SP:Iteration 10Q (3854.680000 sec): 3 clusters Score: Raw -40311.675558 + Penalty 1936.488025 = -38375.187533 nChanged 3 SP:Iteration 11Q (3854.680000 sec): 3 clusters Score: Raw -40320.450318 + Penalty 1936.488025 = -38383.962292 nChanged 3 SP:Iteration 12Q (3854.690000 sec): 3 clusters Score: Raw -40327.917744 + Penalty 1936.488025 = -38391.429719 nChanged 1 SP:Iteration 13Q (3854.690000 sec): 3 clusters Score: Raw -40329.591023 + Penalty 1936.488025 = -38393.102998 nChanged 0 SP:Iteration 14F (3854.690000 sec): 3 clusters Score: Raw -40329.591023 + Penalty 1936.488025 = -38393.102998 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.740000 sec): 2 clusters Score: Raw -2145510.286645 + Penalty 1586.312648 = -2143923.973997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.780000 sec): 3 clusters Score: Raw -2135248.610240 + Penalty 3172.625296 = -2132075.984944 nChanged 7744 SP:Iteration 1F (3854.820000 sec): 3 clusters Score: Raw -2139633.167450 + Penalty 3172.625296 = -2136460.542153 nChanged 862 SP:Iteration 2Q (3854.870000 sec): 3 clusters Score: Raw -2139942.221888 + Penalty 3172.625296 = -2136769.596592 nChanged 732 SP:Iteration 3Q (3854.920000 sec): 3 clusters Score: Raw -2140231.001016 + Penalty 3172.625296 = -2137058.375720 nChanged 692 SP:Iteration 4Q (3854.960000 sec): 3 clusters Score: Raw -2140528.321633 + Penalty 3172.625296 = -2137355.696336 nChanged 721 SP:Iteration 5Q (3855.010000 sec): 3 clusters Score: Raw -2140900.781969 + Penalty 3172.625296 = -2137728.156673 nChanged 780 SP:Iteration 6Q (3855.050000 sec): 3 clusters Score: Raw -2141345.751266 + Penalty 3172.625296 = -2138173.125970 nChanged 865 SP:Iteration 7Q (3855.100000 sec): 3 clusters Score: Raw -2141896.528492 + Penalty 3172.625296 = -2138723.903196 nChanged 933 SP:Iteration 8F (3855.140000 sec): 3 clusters Score: Raw -2142537.856849 + Penalty 3172.625296 = -2139365.231553 nChanged 937 SP:Iteration 9F (3855.190000 sec): 3 clusters Score: Raw -2143186.960891 + Penalty 3172.625296 = -2140014.335595 nChanged 788 SP:Iteration 10Q (3855.240000 sec): 3 clusters Score: Raw -2143612.349046 + Penalty 3172.625296 = -2140439.723750 nChanged 610 SP:Iteration 11Q (3855.280000 sec): 3 clusters Score: Raw -2143863.889655 + Penalty 3172.625296 = -2140691.264359 nChanged 435 SP:Iteration 12Q (3855.320000 sec): 3 clusters Score: Raw -2143995.457518 + Penalty 3172.625296 = -2140822.832222 nChanged 290 SP:Iteration 13Q (3855.370000 sec): 3 clusters Score: Raw -2144074.435322 + Penalty 3172.625296 = -2140901.810025 nChanged 230 SP:Iteration 14Q (3855.410000 sec): 3 clusters Score: Raw -2144137.687829 + Penalty 3172.625296 = -2140965.062533 nChanged 195 SP:Iteration 15Q (3855.460000 sec): 3 clusters Score: Raw -2144190.333875 + Penalty 3172.625296 = -2141017.708579 nChanged 180 SP:Iteration 16Q (3855.500000 sec): 3 clusters Score: Raw -2144233.727976 + Penalty 3172.625296 = -2141061.102680 nChanged 170 SP:Iteration 17Q (3855.540000 sec): 3 clusters Score: Raw -2144269.939458 + Penalty 3172.625296 = -2141097.314162 nChanged 149 SP:Iteration 18Q (3855.580000 sec): 3 clusters Score: Raw -2144300.416418 + Penalty 3172.625296 = -2141127.791121 nChanged 152 SP:Iteration 19Q (3855.620000 sec): 3 clusters Score: Raw -2144331.154373 + Penalty 3172.625296 = -2141158.529076 nChanged 130 SP:Iteration 20F (3855.670000 sec): 3 clusters Score: Raw -2144358.758241 + Penalty 3172.625296 = -2141186.132944 nChanged 141 SP:Iteration 21Q (3855.720000 sec): 3 clusters Score: Raw -2144392.713504 + Penalty 3172.625296 = -2141220.088208 nChanged 150 SP:Iteration 22Q (3855.760000 sec): 3 clusters Score: Raw -2144424.684995 + Penalty 3172.625296 = -2141252.059699 nChanged 124 SP:Iteration 23Q (3855.800000 sec): 3 clusters Score: Raw -2144447.304403 + Penalty 3172.625296 = -2141274.679106 nChanged 107 SP:Iteration 24Q (3855.840000 sec): 3 clusters Score: Raw -2144467.352512 + Penalty 3172.625296 = -2141294.727216 nChanged 119 SP:Iteration 25Q (3855.890000 sec): 3 clusters Score: Raw -2144490.865790 + Penalty 3172.625296 = -2141318.240494 nChanged 119 SP:Iteration 26Q (3855.930000 sec): 3 clusters Score: Raw -2144512.787927 + Penalty 3172.625296 = -2141340.162631 nChanged 109 SP:Iteration 27Q (3855.980000 sec): 3 clusters Score: Raw -2144531.564972 + Penalty 3172.625296 = -2141358.939675 nChanged 91 SP:Iteration 28Q (3856.020000 sec): 3 clusters Score: Raw -2144544.664741 + Penalty 3172.625296 = -2141372.039445 nChanged 73 SP:Iteration 29Q (3856.060000 sec): 3 clusters Score: Raw -2144554.636064 + Penalty 3172.625296 = -2141382.010768 nChanged 78 SP:Iteration 30Q (3856.100000 sec): 3 clusters Score: Raw -2144564.608142 + Penalty 3172.625296 = -2141391.982846 nChanged 60 SP:Iteration 31Q (3856.150000 sec): 3 clusters Score: Raw -2144572.658776 + Penalty 3172.625296 = -2141400.033480 nChanged 49 SP:Iteration 32Q (3856.190000 sec): 3 clusters Score: Raw -2144579.174804 + Penalty 3172.625296 = -2141406.549508 nChanged 62 SP:Iteration 33Q (3856.240000 sec): 3 clusters Score: Raw -2144586.989479 + Penalty 3172.625296 = -2141414.364183 nChanged 54 SP:Iteration 34Q (3856.280000 sec): 3 clusters Score: Raw -2144593.701143 + Penalty 3172.625296 = -2141421.075847 nChanged 57 SP:Iteration 35Q (3856.320000 sec): 3 clusters Score: Raw -2144601.097636 + Penalty 3172.625296 = -2141428.472340 nChanged 54 SP:Iteration 36Q (3856.370000 sec): 3 clusters Score: Raw -2144607.405214 + Penalty 3172.625296 = -2141434.779918 nChanged 41 SP:Iteration 37Q (3856.410000 sec): 3 clusters Score: Raw -2144613.026171 + Penalty 3172.625296 = -2141440.400875 nChanged 53 SP:Iteration 38Q (3856.450000 sec): 3 clusters Score: Raw -2144620.531447 + Penalty 3172.625296 = -2141447.906150 nChanged 49 SP:Iteration 39Q (3856.500000 sec): 3 clusters Score: Raw -2144625.734619 + Penalty 3172.625296 = -2141453.109322 nChanged 41 SP:Iteration 40F (3856.540000 sec): 3 clusters Score: Raw -2144629.457939 + Penalty 3172.625296 = -2141456.832642 nChanged 29 SP:Iteration 41Q (3856.590000 sec): 3 clusters Score: Raw -2144631.865444 + Penalty 3172.625296 = -2141459.240147 nChanged 32 SP:Iteration 42Q (3856.630000 sec): 3 clusters Score: Raw -2144634.652694 + Penalty 3172.625296 = -2141462.027398 nChanged 34 SP:Iteration 43Q (3856.670000 sec): 3 clusters Score: Raw -2144638.516067 + Penalty 3172.625296 = -2141465.890771 nChanged 41 SP:Iteration 44Q (3856.720000 sec): 3 clusters Score: Raw -2144643.233009 + Penalty 3172.625296 = -2141470.607713 nChanged 39 SP:Iteration 45Q (3856.760000 sec): 3 clusters Score: Raw -2144647.260196 + Penalty 3172.625296 = -2141474.634899 nChanged 48 SP:Iteration 46Q (3856.800000 sec): 3 clusters Score: Raw -2144652.714189 + Penalty 3172.625296 = -2141480.088893 nChanged 56 SP:Iteration 47Q (3856.850000 sec): 3 clusters Score: Raw -2144659.346990 + Penalty 3172.625296 = -2141486.721694 nChanged 53 SP:Iteration 48Q (3856.890000 sec): 3 clusters Score: Raw -2144666.393805 + Penalty 3172.625296 = -2141493.768509 nChanged 44 SP:Iteration 49Q (3856.940000 sec): 3 clusters Score: Raw -2144670.794991 + Penalty 3172.625296 = -2141498.169694 nChanged 38 SP:Iteration 50Q (3856.980000 sec): 3 clusters Score: Raw -2144674.541797 + Penalty 3172.625296 = -2141501.916501 nChanged 42 SP:Iteration 51Q (3857.020000 sec): 3 clusters Score: Raw -2144678.860519 + Penalty 3172.625296 = -2141506.235223 nChanged 41 SP:Iteration 52Q (3857.070000 sec): 3 clusters Score: Raw -2144684.122934 + Penalty 3172.625296 = -2141511.497638 nChanged 36 SP:Iteration 53Q (3857.110000 sec): 3 clusters Score: Raw -2144687.337218 + Penalty 3172.625296 = -2141514.711921 nChanged 33 SP:Iteration 54Q (3857.160000 sec): 3 clusters Score: Raw -2144690.124023 + Penalty 3172.625296 = -2141517.498727 nChanged 32 SP:Iteration 55Q (3857.200000 sec): 3 clusters Score: Raw -2144693.095507 + Penalty 3172.625296 = -2141520.470211 nChanged 30 SP:Iteration 56Q (3857.240000 sec): 3 clusters Score: Raw -2144695.831960 + Penalty 3172.625296 = -2141523.206664 nChanged 20 SP:Iteration 57Q (3857.290000 sec): 3 clusters Score: Raw -2144697.128500 + Penalty 3172.625296 = -2141524.503204 nChanged 16 SP:Iteration 58Q (3857.330000 sec): 3 clusters Score: Raw -2144698.366110 + Penalty 3172.625296 = -2141525.740813 nChanged 10 SP:Iteration 59Q (3857.380000 sec): 3 clusters Score: Raw -2144699.034550 + Penalty 3172.625296 = -2141526.409253 nChanged 9 SP:Iteration 60F (3857.420000 sec): 3 clusters Score: Raw -2144699.532520 + Penalty 3172.625296 = -2141526.907224 nChanged 6 SP:Iteration 61Q (3857.470000 sec): 3 clusters Score: Raw -2144699.840245 + Penalty 3172.625296 = -2141527.214949 nChanged 11 SP:Iteration 62Q (3857.510000 sec): 3 clusters Score: Raw -2144700.475033 + Penalty 3172.625296 = -2141527.849737 nChanged 9 SP:Iteration 63Q (3857.560000 sec): 3 clusters Score: Raw -2144701.016834 + Penalty 3172.625296 = -2141528.391538 nChanged 13 SP:Iteration 64Q (3857.600000 sec): 3 clusters Score: Raw -2144701.855927 + Penalty 3172.625296 = -2141529.230631 nChanged 14 SP:Iteration 65Q (3857.640000 sec): 3 clusters Score: Raw -2144702.780389 + Penalty 3172.625296 = -2141530.155092 nChanged 14 SP:Iteration 66Q (3857.680000 sec): 3 clusters Score: Raw -2144703.734441 + Penalty 3172.625296 = -2141531.109145 nChanged 12 SP:Iteration 67Q (3857.730000 sec): 3 clusters Score: Raw -2144704.608990 + Penalty 3172.625296 = -2141531.983694 nChanged 8 SP:Iteration 68Q (3857.770000 sec): 3 clusters Score: Raw -2144705.189707 + Penalty 3172.625296 = -2141532.564411 nChanged 9 SP:Iteration 69Q (3857.820000 sec): 3 clusters Score: Raw -2144705.848855 + Penalty 3172.625296 = -2141533.223558 nChanged 10 SP:Iteration 70Q (3857.860000 sec): 3 clusters Score: Raw -2144706.482589 + Penalty 3172.625296 = -2141533.857293 nChanged 7 SP:Iteration 71Q (3857.900000 sec): 3 clusters Score: Raw -2144706.903824 + Penalty 3172.625296 = -2141534.278527 nChanged 5 SP:Iteration 72Q (3857.950000 sec): 3 clusters Score: Raw -2144707.320915 + Penalty 3172.625296 = -2141534.695619 nChanged 3 SP:Iteration 73Q (3858.000000 sec): 3 clusters Score: Raw -2144707.504319 + Penalty 3172.625296 = -2141534.879023 nChanged 7 SP:Iteration 74Q (3858.040000 sec): 3 clusters Score: Raw -2144707.986785 + Penalty 3172.625296 = -2141535.361489 nChanged 7 SP:Iteration 75Q (3858.080000 sec): 3 clusters Score: Raw -2144708.488052 + Penalty 3172.625296 = -2141535.862756 nChanged 6 SP:Iteration 76Q (3858.130000 sec): 3 clusters Score: Raw -2144708.849814 + Penalty 3172.625296 = -2141536.224518 nChanged 6 SP:Iteration 77Q (3858.170000 sec): 3 clusters Score: Raw -2144709.263458 + Penalty 3172.625296 = -2141536.638161 nChanged 14 SP:Iteration 78Q (3858.220000 sec): 3 clusters Score: Raw -2144710.423957 + Penalty 3172.625296 = -2141537.798661 nChanged 16 SP:Iteration 79Q (3858.260000 sec): 3 clusters Score: Raw -2144711.397264 + Penalty 3172.625296 = -2141538.771967 nChanged 18 SP:Iteration 80F (3858.300000 sec): 3 clusters Score: Raw -2144712.300813 + Penalty 3172.625296 = -2141539.675517 nChanged 10 SP:Iteration 81Q (3858.350000 sec): 3 clusters Score: Raw -2144712.891069 + Penalty 3172.625296 = -2141540.265773 nChanged 11 SP:Iteration 82Q (3858.400000 sec): 3 clusters Score: Raw -2144713.531015 + Penalty 3172.625296 = -2141540.905718 nChanged 10 SP:Iteration 83Q (3858.440000 sec): 3 clusters Score: Raw -2144714.194550 + Penalty 3172.625296 = -2141541.569254 nChanged 16 SP:Iteration 84Q (3858.480000 sec): 3 clusters Score: Raw -2144715.646278 + Penalty 3172.625296 = -2141543.020982 nChanged 12 SP:Iteration 85Q (3858.530000 sec): 3 clusters Score: Raw -2144716.486148 + Penalty 3172.625296 = -2141543.860851 nChanged 14 SP:Iteration 86Q (3858.570000 sec): 3 clusters Score: Raw -2144717.410933 + Penalty 3172.625296 = -2141544.785637 nChanged 10 SP:Iteration 87Q (3858.620000 sec): 3 clusters Score: Raw -2144718.013303 + Penalty 3172.625296 = -2141545.388007 nChanged 6 SP:Iteration 88Q (3858.660000 sec): 3 clusters Score: Raw -2144718.422494 + Penalty 3172.625296 = -2141545.797198 nChanged 10 SP:Iteration 89Q (3858.700000 sec): 3 clusters Score: Raw -2144719.192858 + Penalty 3172.625296 = -2141546.567562 nChanged 11 SP:Iteration 90Q (3858.750000 sec): 3 clusters Score: Raw -2144719.992390 + Penalty 3172.625296 = -2141547.367094 nChanged 9 SP:Iteration 91Q (3858.800000 sec): 3 clusters Score: Raw -2144720.786057 + Penalty 3172.625296 = -2141548.160761 nChanged 14 SP:Iteration 92Q (3858.840000 sec): 3 clusters Score: Raw -2144721.896013 + Penalty 3172.625296 = -2141549.270717 nChanged 12 SP:Iteration 93Q (3858.880000 sec): 3 clusters Score: Raw -2144722.905801 + Penalty 3172.625296 = -2141550.280505 nChanged 14 SP:Iteration 94Q (3858.930000 sec): 3 clusters Score: Raw -2144723.823535 + Penalty 3172.625296 = -2141551.198239 nChanged 13 SP:Iteration 95Q (3858.970000 sec): 3 clusters Score: Raw -2144724.832360 + Penalty 3172.625296 = -2141552.207064 nChanged 10 SP:Iteration 96Q (3859.020000 sec): 3 clusters Score: Raw -2144725.498236 + Penalty 3172.625296 = -2141552.872939 nChanged 11 SP:Iteration 97Q (3859.060000 sec): 3 clusters Score: Raw -2144726.300637 + Penalty 3172.625296 = -2141553.675341 nChanged 14 SP:Iteration 98Q (3859.100000 sec): 3 clusters Score: Raw -2144727.029402 + Penalty 3172.625296 = -2141554.404106 nChanged 6 SP:Iteration 99Q (3859.140000 sec): 3 clusters Score: Raw -2144727.297732 + Penalty 3172.625296 = -2141554.672436 nChanged 11 SP:Iteration 100F (3859.190000 sec): 3 clusters Score: Raw -2144728.040933 + Penalty 3172.625296 = -2141555.415637 nChanged 11 SP:Iteration 101Q (3859.240000 sec): 3 clusters Score: Raw -2144728.899635 + Penalty 3172.625296 = -2141556.274339 nChanged 13 SP:Iteration 102Q (3859.280000 sec): 3 clusters Score: Raw -2144730.047425 + Penalty 3172.625296 = -2141557.422129 nChanged 10 SP:Iteration 103Q (3859.330000 sec): 3 clusters Score: Raw -2144730.647491 + Penalty 3172.625296 = -2141558.022195 nChanged 4 SP:Iteration 104Q (3859.370000 sec): 3 clusters Score: Raw -2144730.878598 + Penalty 3172.625296 = -2141558.253302 nChanged 4 SP:Iteration 105Q (3859.420000 sec): 3 clusters Score: Raw -2144731.057330 + Penalty 3172.625296 = -2141558.432034 nChanged 6 SP:Iteration 106Q (3859.460000 sec): 3 clusters Score: Raw -2144731.523280 + Penalty 3172.625296 = -2141558.897984 nChanged 12 SP:Iteration 107Q (3859.510000 sec): 3 clusters Score: Raw -2144732.359046 + Penalty 3172.625296 = -2141559.733750 nChanged 12 SP:Iteration 108Q (3859.550000 sec): 3 clusters Score: Raw -2144733.039905 + Penalty 3172.625296 = -2141560.414609 nChanged 12 SP:Iteration 109Q (3859.600000 sec): 3 clusters Score: Raw -2144733.735541 + Penalty 3172.625296 = -2141561.110245 nChanged 13 SP:Iteration 110Q (3859.640000 sec): 3 clusters Score: Raw -2144734.453070 + Penalty 3172.625296 = -2141561.827774 nChanged 11 SP:Iteration 111Q (3859.690000 sec): 3 clusters Score: Raw -2144735.145956 + Penalty 3172.625296 = -2141562.520660 nChanged 8 SP:Iteration 112Q (3859.730000 sec): 3 clusters Score: Raw -2144735.720868 + Penalty 3172.625296 = -2141563.095572 nChanged 9 SP:Iteration 113Q (3859.780000 sec): 3 clusters Score: Raw -2144736.287389 + Penalty 3172.625296 = -2141563.662093 nChanged 10 SP:Iteration 114Q (3859.820000 sec): 3 clusters Score: Raw -2144737.063078 + Penalty 3172.625296 = -2141564.437782 nChanged 6 SP:Iteration 115Q (3859.870000 sec): 3 clusters Score: Raw -2144737.596774 + Penalty 3172.625296 = -2141564.971478 nChanged 5 SP:Iteration 116Q (3859.910000 sec): 3 clusters Score: Raw -2144737.899713 + Penalty 3172.625296 = -2141565.274417 nChanged 6 SP:Iteration 117Q (3859.950000 sec): 3 clusters Score: Raw -2144738.242142 + Penalty 3172.625296 = -2141565.616846 nChanged 4 SP:Iteration 118Q (3860.000000 sec): 3 clusters Score: Raw -2144738.449795 + Penalty 3172.625296 = -2141565.824499 nChanged 6 SP:Iteration 119Q (3860.040000 sec): 3 clusters Score: Raw -2144738.889814 + Penalty 3172.625296 = -2141566.264518 nChanged 7 SP:Iteration 120F (3860.090000 sec): 3 clusters Score: Raw -2144739.391265 + Penalty 3172.625296 = -2141566.765969 nChanged 4 SP:Iteration 121Q (3860.130000 sec): 3 clusters Score: Raw -2144739.593188 + Penalty 3172.625296 = -2141566.967892 nChanged 3 SP:Iteration 122Q (3860.180000 sec): 3 clusters Score: Raw -2144739.736229 + Penalty 3172.625296 = -2141567.110932 nChanged 7 SP:Iteration 123Q (3860.220000 sec): 3 clusters Score: Raw -2144740.193713 + Penalty 3172.625296 = -2141567.568417 nChanged 6 SP:Iteration 124Q (3860.270000 sec): 3 clusters Score: Raw -2144740.555535 + Penalty 3172.625296 = -2141567.930238 nChanged 8 SP:Iteration 125Q (3860.310000 sec): 3 clusters Score: Raw -2144741.184813 + Penalty 3172.625296 = -2141568.559517 nChanged 10 SP:Iteration 126Q (3860.350000 sec): 3 clusters Score: Raw -2144741.961683 + Penalty 3172.625296 = -2141569.336387 nChanged 17 SP:Iteration 127Q (3860.400000 sec): 3 clusters Score: Raw -2144743.515818 + Penalty 3172.625296 = -2141570.890521 nChanged 15 SP:Iteration 128Q (3860.440000 sec): 3 clusters Score: Raw -2144744.541953 + Penalty 3172.625296 = -2141571.916657 nChanged 16 SP:Iteration 129Q (3860.490000 sec): 3 clusters Score: Raw -2144745.618784 + Penalty 3172.625296 = -2141572.993487 nChanged 15 SP:Iteration 130Q (3860.530000 sec): 3 clusters Score: Raw -2144746.732683 + Penalty 3172.625296 = -2141574.107387 nChanged 17 SP:Iteration 131Q (3860.580000 sec): 3 clusters Score: Raw -2144748.270778 + Penalty 3172.625296 = -2141575.645482 nChanged 24 SP:Iteration 132Q (3860.620000 sec): 3 clusters Score: Raw -2144750.829371 + Penalty 3172.625296 = -2141578.204075 nChanged 23 SP:Iteration 133Q (3860.670000 sec): 3 clusters Score: Raw -2144753.238179 + Penalty 3172.625296 = -2141580.612882 nChanged 23 SP:Iteration 134Q (3860.710000 sec): 3 clusters Score: Raw -2144755.856981 + Penalty 3172.625296 = -2141583.231685 nChanged 29 SP:Iteration 135Q (3860.750000 sec): 3 clusters Score: Raw -2144759.038111 + Penalty 3172.625296 = -2141586.412814 nChanged 32 SP:Iteration 136Q (3860.800000 sec): 3 clusters Score: Raw -2144762.089889 + Penalty 3172.625296 = -2141589.464593 nChanged 26 SP:Iteration 137Q (3860.840000 sec): 3 clusters Score: Raw -2144764.689648 + Penalty 3172.625296 = -2141592.064352 nChanged 31 SP:Iteration 138Q (3860.890000 sec): 3 clusters Score: Raw -2144767.940121 + Penalty 3172.625296 = -2141595.314825 nChanged 34 SP:Iteration 139Q (3860.930000 sec): 3 clusters Score: Raw -2144771.370777 + Penalty 3172.625296 = -2141598.745481 nChanged 36 SP:Iteration 140F (3860.970000 sec): 3 clusters Score: Raw -2144775.513271 + Penalty 3172.625296 = -2141602.887975 nChanged 43 SP:Iteration 141Q (3861.020000 sec): 3 clusters Score: Raw -2144780.444389 + Penalty 3172.625296 = -2141607.819093 nChanged 46 SP:Iteration 142Q (3861.060000 sec): 3 clusters Score: Raw -2144786.127639 + Penalty 3172.625296 = -2141613.502343 nChanged 53 SP:Iteration 143Q (3861.110000 sec): 3 clusters Score: Raw -2144791.012501 + Penalty 3172.625296 = -2141618.387204 nChanged 39 SP:Iteration 144Q (3861.150000 sec): 3 clusters Score: Raw -2144794.705150 + Penalty 3172.625296 = -2141622.079854 nChanged 41 SP:Iteration 145Q (3861.200000 sec): 3 clusters Score: Raw -2144798.350331 + Penalty 3172.625296 = -2141625.725035 nChanged 26 SP:Iteration 146Q (3861.240000 sec): 3 clusters Score: Raw -2144800.621817 + Penalty 3172.625296 = -2141627.996521 nChanged 27 SP:Iteration 147Q (3861.290000 sec): 3 clusters Score: Raw -2144803.940774 + Penalty 3172.625296 = -2141631.315477 nChanged 39 SP:Iteration 148Q (3861.330000 sec): 3 clusters Score: Raw -2144808.633285 + Penalty 3172.625296 = -2141636.007989 nChanged 42 SP:Iteration 149Q (3861.370000 sec): 3 clusters Score: Raw -2144813.215201 + Penalty 3172.625296 = -2141640.589905 nChanged 36 SP:Iteration 150Q (3861.420000 sec): 3 clusters Score: Raw -2144817.125498 + Penalty 3172.625296 = -2141644.500202 nChanged 35 SP:Iteration 151Q (3861.460000 sec): 3 clusters Score: Raw -2144820.172995 + Penalty 3172.625296 = -2141647.547699 nChanged 38 SP:Iteration 152Q (3861.510000 sec): 3 clusters Score: Raw -2144824.105751 + Penalty 3172.625296 = -2141651.480455 nChanged 37 SP:Iteration 153Q (3861.550000 sec): 3 clusters Score: Raw -2144828.388402 + Penalty 3172.625296 = -2141655.763106 nChanged 29 SP:Iteration 154Q (3861.600000 sec): 3 clusters Score: Raw -2144830.959850 + Penalty 3172.625296 = -2141658.334554 nChanged 24 SP:Iteration 155Q (3861.640000 sec): 3 clusters Score: Raw -2144832.935757 + Penalty 3172.625296 = -2141660.310461 nChanged 26 SP:Iteration 156Q (3861.690000 sec): 3 clusters Score: Raw -2144835.343857 + Penalty 3172.625296 = -2141662.718561 nChanged 22 SP:Iteration 157Q (3861.730000 sec): 3 clusters Score: Raw -2144837.972572 + Penalty 3172.625296 = -2141665.347276 nChanged 24 SP:Iteration 158Q (3861.770000 sec): 3 clusters Score: Raw -2144841.174626 + Penalty 3172.625296 = -2141668.549329 nChanged 32 SP:Iteration 159Q (3861.820000 sec): 3 clusters Score: Raw -2144845.069626 + Penalty 3172.625296 = -2141672.444330 nChanged 33 SP:Iteration 160F (3861.870000 sec): 3 clusters Score: Raw -2144848.442711 + Penalty 3172.625296 = -2141675.817415 nChanged 28 SP:Iteration 161Q (3861.910000 sec): 3 clusters Score: Raw -2144851.171539 + Penalty 3172.625296 = -2141678.546243 nChanged 34 SP:Iteration 162Q (3861.950000 sec): 3 clusters Score: Raw -2144854.654960 + Penalty 3172.625296 = -2141682.029664 nChanged 30 SP:Iteration 163Q (3862.000000 sec): 3 clusters Score: Raw -2144857.798022 + Penalty 3172.625296 = -2141685.172726 nChanged 31 SP:Iteration 164Q (3862.040000 sec): 3 clusters Score: Raw -2144861.311548 + Penalty 3172.625296 = -2141688.686252 nChanged 30 SP:Iteration 165Q (3862.090000 sec): 3 clusters Score: Raw -2144864.175559 + Penalty 3172.625296 = -2141691.550263 nChanged 24 SP:Iteration 166Q (3862.130000 sec): 3 clusters Score: Raw -2144867.205690 + Penalty 3172.625296 = -2141694.580394 nChanged 36 SP:Iteration 167Q (3862.170000 sec): 3 clusters Score: Raw -2144872.331623 + Penalty 3172.625296 = -2141699.706326 nChanged 51 SP:Iteration 168Q (3862.220000 sec): 3 clusters Score: Raw -2144878.817140 + Penalty 3172.625296 = -2141706.191844 nChanged 51 SP:Iteration 169Q (3862.260000 sec): 3 clusters Score: Raw -2144885.761606 + Penalty 3172.625296 = -2141713.136309 nChanged 48 SP:Iteration 170Q (3862.310000 sec): 3 clusters Score: Raw -2144892.750795 + Penalty 3172.625296 = -2141720.125499 nChanged 65 SP:Iteration 171Q (3862.350000 sec): 3 clusters Score: Raw -2144902.482519 + Penalty 3172.625296 = -2141729.857223 nChanged 65 SP:Iteration 172Q (3862.390000 sec): 3 clusters Score: Raw -2144912.414458 + Penalty 3172.625296 = -2141739.789162 nChanged 59 SP:Iteration 173Q (3862.430000 sec): 3 clusters Score: Raw -2144921.307501 + Penalty 3172.625296 = -2141748.682205 nChanged 69 SP:Iteration 174Q (3862.480000 sec): 3 clusters Score: Raw -2144933.571989 + Penalty 3172.625296 = -2141760.946693 nChanged 74 SP:Iteration 175Q (3862.520000 sec): 3 clusters Score: Raw -2144946.472119 + Penalty 3172.625296 = -2141773.846823 nChanged 80 SP:Iteration 176Q (3862.570000 sec): 3 clusters Score: Raw -2144959.805617 + Penalty 3172.625296 = -2141787.180320 nChanged 71 SP:Iteration 177Q (3862.610000 sec): 3 clusters Score: Raw -2144971.871736 + Penalty 3172.625296 = -2141799.246440 nChanged 65 SP:Iteration 178Q (3862.660000 sec): 3 clusters Score: Raw -2144982.101570 + Penalty 3172.625296 = -2141809.476274 nChanged 58 SP:Iteration 179Q (3862.700000 sec): 3 clusters Score: Raw -2144990.482956 + Penalty 3172.625296 = -2141817.857660 nChanged 59 SP:Iteration 180F (3862.740000 sec): 3 clusters Score: Raw -2144998.737374 + Penalty 3172.625296 = -2141826.112078 nChanged 63 SP:Iteration 181Q (3862.790000 sec): 3 clusters Score: Raw -2145010.514553 + Penalty 3172.625296 = -2141837.889257 nChanged 63 SP:Iteration 182Q (3862.830000 sec): 3 clusters Score: Raw -2145019.976196 + Penalty 3172.625296 = -2141847.350900 nChanged 46 SP:Iteration 183Q (3862.870000 sec): 3 clusters Score: Raw -2145026.360060 + Penalty 3172.625296 = -2141853.734764 nChanged 46 SP:Iteration 184Q (3862.920000 sec): 3 clusters Score: Raw -2145032.502506 + Penalty 3172.625296 = -2141859.877210 nChanged 38 SP:Iteration 185Q (3862.960000 sec): 3 clusters Score: Raw -2145038.482475 + Penalty 3172.625296 = -2141865.857178 nChanged 51 SP:Iteration 186Q (3863.000000 sec): 3 clusters Score: Raw -2145046.075897 + Penalty 3172.625296 = -2141873.450601 nChanged 51 SP:Iteration 187Q (3863.040000 sec): 3 clusters Score: Raw -2145052.966507 + Penalty 3172.625296 = -2141880.341211 nChanged 49 SP:Iteration 188Q (3863.080000 sec): 3 clusters Score: Raw -2145061.319153 + Penalty 3172.625296 = -2141888.693857 nChanged 49 SP:Iteration 189Q (3863.120000 sec): 3 clusters Score: Raw -2145071.058730 + Penalty 3172.625296 = -2141898.433434 nChanged 57 SP:Iteration 190Q (3863.170000 sec): 3 clusters Score: Raw -2145080.401800 + Penalty 3172.625296 = -2141907.776504 nChanged 50 SP:Iteration 191Q (3863.210000 sec): 3 clusters Score: Raw -2145088.200309 + Penalty 3172.625296 = -2141915.575013 nChanged 51 SP:Iteration 192Q (3863.250000 sec): 3 clusters Score: Raw -2145096.474889 + Penalty 3172.625296 = -2141923.849593 nChanged 63 SP:Iteration 193Q (3863.290000 sec): 3 clusters Score: Raw -2145106.190386 + Penalty 3172.625296 = -2141933.565090 nChanged 68 SP:Iteration 194Q (3863.330000 sec): 3 clusters Score: Raw -2145118.469351 + Penalty 3172.625296 = -2141945.844055 nChanged 62 SP:Iteration 195Q (3863.380000 sec): 3 clusters Score: Raw -2145129.110337 + Penalty 3172.625296 = -2141956.485040 nChanged 65 SP:Iteration 196Q (3863.420000 sec): 3 clusters Score: Raw -2145141.635680 + Penalty 3172.625296 = -2141969.010384 nChanged 76 SP:Iteration 197Q (3863.460000 sec): 3 clusters Score: Raw -2145155.772582 + Penalty 3172.625296 = -2141983.147286 nChanged 74 SP:Iteration 198Q (3863.500000 sec): 3 clusters Score: Raw -2145168.636945 + Penalty 3172.625296 = -2141996.011649 nChanged 65 SP:Iteration 199Q (3863.540000 sec): 3 clusters Score: Raw -2145180.997362 + Penalty 3172.625296 = -2142008.372066 nChanged 64 SP:Iteration 200F (3863.590000 sec): 3 clusters Score: Raw -2145192.940273 + Penalty 3172.625296 = -2142020.314977 nChanged 65 SP:Iteration 201Q (3863.630000 sec): 3 clusters Score: Raw -2145206.341847 + Penalty 3172.625296 = -2142033.716551 nChanged 69 SP:Iteration 202Q (3863.670000 sec): 3 clusters Score: Raw -2145220.806272 + Penalty 3172.625296 = -2142048.180976 nChanged 73 SP:Iteration 203Q (3863.720000 sec): 3 clusters Score: Raw -2145233.880885 + Penalty 3172.625296 = -2142061.255589 nChanged 66 SP:Iteration 204Q (3863.760000 sec): 3 clusters Score: Raw -2145245.759846 + Penalty 3172.625296 = -2142073.134550 nChanged 65 SP:Iteration 205Q (3863.800000 sec): 3 clusters Score: Raw -2145256.855252 + Penalty 3172.625296 = -2142084.229956 nChanged 65 SP:Iteration 206Q (3863.840000 sec): 3 clusters Score: Raw -2145269.562198 + Penalty 3172.625296 = -2142096.936902 nChanged 71 SP:Iteration 207Q (3863.880000 sec): 3 clusters Score: Raw -2145284.128203 + Penalty 3172.625296 = -2142111.502907 nChanged 82 SP:Iteration 208Q (3863.920000 sec): 3 clusters Score: Raw -2145302.963027 + Penalty 3172.625296 = -2142130.337731 nChanged 77 SP:Iteration 209Q (3863.960000 sec): 3 clusters Score: Raw -2145318.965237 + Penalty 3172.625296 = -2142146.339941 nChanged 60 SP:Iteration 210Q (3864.000000 sec): 3 clusters Score: Raw -2145330.790502 + Penalty 3172.625296 = -2142158.165206 nChanged 61 SP:Iteration 211Q (3864.040000 sec): 3 clusters Score: Raw -2145344.655917 + Penalty 3172.625296 = -2142172.030621 nChanged 63 SP:Iteration 212Q (3864.080000 sec): 3 clusters Score: Raw -2145357.588150 + Penalty 3172.625296 = -2142184.962854 nChanged 64 SP:Iteration 213Q (3864.120000 sec): 3 clusters Score: Raw -2145371.878059 + Penalty 3172.625296 = -2142199.252763 nChanged 64 SP:Iteration 214Q (3864.160000 sec): 3 clusters Score: Raw -2145384.481574 + Penalty 3172.625296 = -2142211.856278 nChanged 59 SP:Iteration 215Q (3864.200000 sec): 3 clusters Score: Raw -2145396.423746 + Penalty 3172.625296 = -2142223.798450 nChanged 70 SP:Iteration 216Q (3864.240000 sec): 3 clusters Score: Raw -2145412.565707 + Penalty 3172.625296 = -2142239.940410 nChanged 64 SP:Iteration 217Q (3864.280000 sec): 3 clusters Score: Raw -2145429.652205 + Penalty 3172.625296 = -2142257.026909 nChanged 75 SP:Iteration 218Q (3864.320000 sec): 3 clusters Score: Raw -2145446.641273 + Penalty 3172.625296 = -2142274.015977 nChanged 69 SP:Iteration 219Q (3864.360000 sec): 3 clusters Score: Raw -2145463.142912 + Penalty 3172.625296 = -2142290.517616 nChanged 68 SP:Iteration 220F (3864.400000 sec): 3 clusters Score: Raw -2145478.522446 + Penalty 3172.625296 = -2142305.897150 nChanged 65 SP:Iteration 221Q (3864.440000 sec): 3 clusters Score: Raw -2145494.220669 + Penalty 3172.625296 = -2142321.595373 nChanged 67 SP:Iteration 222Q (3864.480000 sec): 3 clusters Score: Raw -2145510.614144 + Penalty 3172.625296 = -2142337.988848 nChanged 67 SP:Iteration 223Q (3864.520000 sec): 3 clusters Score: Raw -2145525.894530 + Penalty 3172.625296 = -2142353.269234 nChanged 62 SP:Iteration 224Q (3864.560000 sec): 3 clusters Score: Raw -2145541.956204 + Penalty 3172.625296 = -2142369.330908 nChanged 54 SP:Iteration 225Q (3864.600000 sec): 3 clusters Score: Raw -2145554.460734 + Penalty 3172.625296 = -2142381.835438 nChanged 50 SP:Iteration 226Q (3864.630000 sec): 3 clusters Score: Raw -2145567.364664 + Penalty 3172.625296 = -2142394.739367 nChanged 47 SP:Iteration 227Q (3864.670000 sec): 3 clusters Score: Raw -2145578.947523 + Penalty 3172.625296 = -2142406.322227 nChanged 40 SP:Iteration 228Q (3864.710000 sec): 3 clusters Score: Raw -2145589.882683 + Penalty 3172.625296 = -2142417.257387 nChanged 46 SP:Iteration 229Q (3864.740000 sec): 3 clusters Score: Raw -2145603.047102 + Penalty 3172.625296 = -2142430.421806 nChanged 43 SP:Iteration 230Q (3864.780000 sec): 3 clusters Score: Raw -2145613.246111 + Penalty 3172.625296 = -2142440.620815 nChanged 37 SP:Iteration 231Q (3864.820000 sec): 3 clusters Score: Raw -2145623.693055 + Penalty 3172.625296 = -2142451.067759 nChanged 37 SP:Iteration 232Q (3864.860000 sec): 3 clusters Score: Raw -2145633.937805 + Penalty 3172.625296 = -2142461.312509 nChanged 34 SP:Iteration 233Q (3864.890000 sec): 3 clusters Score: Raw -2145642.713702 + Penalty 3172.625296 = -2142470.088406 nChanged 39 SP:Iteration 234Q (3864.930000 sec): 3 clusters Score: Raw -2145653.302013 + Penalty 3172.625296 = -2142480.676717 nChanged 38 SP:Iteration 235Q (3864.960000 sec): 3 clusters Score: Raw -2145662.418943 + Penalty 3172.625296 = -2142489.793647 nChanged 35 SP:Iteration 236Q (3865.000000 sec): 3 clusters Score: Raw -2145669.999734 + Penalty 3172.625296 = -2142497.374438 nChanged 25 SP:Iteration 237Q (3865.040000 sec): 3 clusters Score: Raw -2145675.488504 + Penalty 3172.625296 = -2142502.863208 nChanged 21 SP:Iteration 238Q (3865.080000 sec): 3 clusters Score: Raw -2145680.803903 + Penalty 3172.625296 = -2142508.178607 nChanged 20 SP:Iteration 239Q (3865.110000 sec): 3 clusters Score: Raw -2145685.125923 + Penalty 3172.625296 = -2142512.500626 nChanged 23 SP:Iteration 240F (3865.160000 sec): 3 clusters Score: Raw -2145689.957461 + Penalty 3172.625296 = -2142517.332165 nChanged 17 SP:Iteration 241Q (3865.190000 sec): 3 clusters Score: Raw -2145694.228502 + Penalty 3172.625296 = -2142521.603206 nChanged 16 SP:Iteration 242Q (3865.230000 sec): 3 clusters Score: Raw -2145697.121095 + Penalty 3172.625296 = -2142524.495799 nChanged 15 SP:Iteration 243Q (3865.260000 sec): 3 clusters Score: Raw -2145700.708695 + Penalty 3172.625296 = -2142528.083398 nChanged 21 SP:Iteration 244Q (3865.300000 sec): 3 clusters Score: Raw -2145705.477778 + Penalty 3172.625296 = -2142532.852482 nChanged 16 SP:Iteration 245Q (3865.340000 sec): 3 clusters Score: Raw -2145708.881561 + Penalty 3172.625296 = -2142536.256265 nChanged 16 SP:Iteration 246Q (3865.370000 sec): 3 clusters Score: Raw -2145712.747523 + Penalty 3172.625296 = -2142540.122227 nChanged 11 SP:Iteration 247Q (3865.410000 sec): 3 clusters Score: Raw -2145714.752534 + Penalty 3172.625296 = -2142542.127238 nChanged 7 SP:Iteration 248Q (3865.440000 sec): 3 clusters Score: Raw -2145715.696121 + Penalty 3172.625296 = -2142543.070825 nChanged 8 SP:Iteration 249Q (3865.480000 sec): 3 clusters Score: Raw -2145716.932350 + Penalty 3172.625296 = -2142544.307053 nChanged 8 SP:Iteration 250Q (3865.520000 sec): 3 clusters Score: Raw -2145718.246777 + Penalty 3172.625296 = -2142545.621481 nChanged 6 SP:Iteration 251Q (3865.550000 sec): 3 clusters Score: Raw -2145719.198263 + Penalty 3172.625296 = -2142546.572966 nChanged 8 SP:Iteration 252Q (3865.590000 sec): 3 clusters Score: Raw -2145720.670535 + Penalty 3172.625296 = -2142548.045238 nChanged 8 SP:Iteration 253Q (3865.620000 sec): 3 clusters Score: Raw -2145722.230887 + Penalty 3172.625296 = -2142549.605591 nChanged 7 SP:Iteration 254Q (3865.660000 sec): 3 clusters Score: Raw -2145723.143913 + Penalty 3172.625296 = -2142550.518616 nChanged 6 SP:Iteration 255Q (3865.700000 sec): 3 clusters Score: Raw -2145724.008465 + Penalty 3172.625296 = -2142551.383169 nChanged 5 SP:Iteration 256Q (3865.730000 sec): 3 clusters Score: Raw -2145724.949865 + Penalty 3172.625296 = -2142552.324569 nChanged 4 SP:Iteration 257Q (3865.760000 sec): 3 clusters Score: Raw -2145725.666682 + Penalty 3172.625296 = -2142553.041385 nChanged 5 SP:Iteration 258Q (3865.800000 sec): 3 clusters Score: Raw -2145726.259397 + Penalty 3172.625296 = -2142553.634101 nChanged 6 SP:Iteration 259Q (3865.840000 sec): 3 clusters Score: Raw -2145726.992346 + Penalty 3172.625296 = -2142554.367050 nChanged 5 SP:Iteration 260F (3865.880000 sec): 3 clusters Score: Raw -2145727.630097 + Penalty 3172.625296 = -2142555.004800 nChanged 3 SP:Iteration 261Q (3865.920000 sec): 3 clusters Score: Raw -2145728.012417 + Penalty 3172.625296 = -2142555.387120 nChanged 5 SP:Iteration 262Q (3865.960000 sec): 3 clusters Score: Raw -2145728.787539 + Penalty 3172.625296 = -2142556.162243 nChanged 3 SP:Iteration 263Q (3865.990000 sec): 3 clusters Score: Raw -2145729.167614 + Penalty 3172.625296 = -2142556.542318 nChanged 5 SP:Iteration 264Q (3866.030000 sec): 3 clusters Score: Raw -2145729.969230 + Penalty 3172.625296 = -2142557.343934 nChanged 3 SP:Iteration 265Q (3866.060000 sec): 3 clusters Score: Raw -2145730.635749 + Penalty 3172.625296 = -2142558.010453 nChanged 8 SP:Iteration 266Q (3866.100000 sec): 3 clusters Score: Raw -2145731.986279 + Penalty 3172.625296 = -2142559.360983 nChanged 10 SP:Iteration 267Q (3866.130000 sec): 3 clusters Score: Raw -2145733.889183 + Penalty 3172.625296 = -2142561.263887 nChanged 7 SP:Iteration 268Q (3866.170000 sec): 3 clusters Score: Raw -2145735.218232 + Penalty 3172.625296 = -2142562.592936 nChanged 5 SP:Iteration 269Q (3866.200000 sec): 3 clusters Score: Raw -2145736.879126 + Penalty 3172.625296 = -2142564.253830 nChanged 8 SP:Iteration 270Q (3866.240000 sec): 3 clusters Score: Raw -2145738.315944 + Penalty 3172.625296 = -2142565.690647 nChanged 6 SP:Iteration 271Q (3866.270000 sec): 3 clusters Score: Raw -2145740.027135 + Penalty 3172.625296 = -2142567.401839 nChanged 9 SP:Iteration 272Q (3866.310000 sec): 3 clusters Score: Raw -2145741.914289 + Penalty 3172.625296 = -2142569.288992 nChanged 9 SP:Iteration 273Q (3866.340000 sec): 3 clusters Score: Raw -2145744.157575 + Penalty 3172.625296 = -2142571.532279 nChanged 5 SP:Iteration 274Q (3866.380000 sec): 3 clusters Score: Raw -2145745.944067 + Penalty 3172.625296 = -2142573.318771 nChanged 6 SP:Iteration 275Q (3866.420000 sec): 3 clusters Score: Raw -2145747.123625 + Penalty 3172.625296 = -2142574.498328 nChanged 4 SP:Iteration 276Q (3866.450000 sec): 3 clusters Score: Raw -2145748.156659 + Penalty 3172.625296 = -2142575.531363 nChanged 8 SP:Iteration 277Q (3866.490000 sec): 3 clusters Score: Raw -2145750.385222 + Penalty 3172.625296 = -2142577.759926 nChanged 7 SP:Iteration 278Q (3866.520000 sec): 3 clusters Score: Raw -2145751.538636 + Penalty 3172.625296 = -2142578.913340 nChanged 2 SP:Iteration 279Q (3866.560000 sec): 3 clusters Score: Raw -2145751.790735 + Penalty 3172.625296 = -2142579.165438 nChanged 3 SP:Iteration 280F (3866.600000 sec): 3 clusters Score: Raw -2145752.965328 + Penalty 3172.625296 = -2142580.340032 nChanged 4 SP:Iteration 281Q (3866.640000 sec): 3 clusters Score: Raw -2145753.737890 + Penalty 3172.625296 = -2142581.112594 nChanged 3 SP:Iteration 282Q (3866.670000 sec): 3 clusters Score: Raw -2145754.091507 + Penalty 3172.625296 = -2142581.466211 nChanged 2 SP:Iteration 283Q (3866.710000 sec): 3 clusters Score: Raw -2145754.376996 + Penalty 3172.625296 = -2142581.751699 nChanged 1 SP:Iteration 284Q (3866.740000 sec): 3 clusters Score: Raw -2145754.457117 + Penalty 3172.625296 = -2142581.831821 nChanged 1 SP:Iteration 285Q (3866.780000 sec): 3 clusters Score: Raw -2145754.571294 + Penalty 3172.625296 = -2142581.945998 nChanged 0 SP:Iteration 286F (3866.820000 sec): 3 clusters Score: Raw -2145754.571294 + Penalty 3172.625296 = -2142581.945998 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.830000 sec): 2 clusters Score: Raw -31336.334443 + Penalty 923.581712 = -30412.752731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.830000 sec): 3 clusters Score: Raw -31413.552495 + Penalty 1847.163424 = -29566.389071 nChanged 58 SP:Iteration 1F (3866.840000 sec): 3 clusters Score: Raw -31532.921776 + Penalty 1847.163424 = -29685.758352 nChanged 17 SP:Iteration 2F (3866.840000 sec): 3 clusters Score: Raw -31568.328870 + Penalty 1847.163424 = -29721.165446 nChanged 7 SP:Iteration 3Q (3866.840000 sec): 3 clusters Score: Raw -31585.567976 + Penalty 1847.163424 = -29738.404551 nChanged 1 SP:Iteration 4Q (3866.840000 sec): 3 clusters Score: Raw -31587.177086 + Penalty 1847.163424 = -29740.013661 nChanged 3 SP:Iteration 5Q (3866.840000 sec): 3 clusters Score: Raw -31591.556005 + Penalty 1847.163424 = -29744.392581 nChanged 0 SP:Iteration 6F (3866.840000 sec): 3 clusters Score: Raw -31591.556005 + Penalty 1847.163424 = -29744.392581 nChanged 0 Iteration 99Q (3872.980000 sec): 21 clusters Score: Raw -132099710.588105 + Penalty 45261.601654 = -132054448.986451 nChanged 22 Iteration 100F (3896.700000 sec): 21 clusters Score: Raw -132099801.034984 + Penalty 45261.601654 = -132054539.433330 nChanged 32 Iteration 101Q (3903.920000 sec): 21 clusters Score: Raw -132099824.252396 + Penalty 45261.601654 = -132054562.650742 nChanged 18 Iteration 102Q (3911.200000 sec): 21 clusters Score: Raw -132099827.938852 + Penalty 45261.601654 = -132054566.337198 nChanged 14 Iteration 103Q (3918.350000 sec): 21 clusters Score: Raw -132099828.131312 + Penalty 45261.601654 = -132054566.529658 nChanged 10 Iteration 104Q (3925.460000 sec): 21 clusters Score: Raw -132099828.252375 + Penalty 45261.601654 = -132054566.650721 nChanged 10 Iteration 105Q (3932.500000 sec): 21 clusters Score: Raw -132099828.394861 + Penalty 45261.601654 = -132054566.793207 nChanged 13 Iteration 106Q (3939.570000 sec): 21 clusters Score: Raw -132099828.587256 + Penalty 45261.601654 = -132054566.985602 nChanged 9 Iteration 107Q (3946.570000 sec): 21 clusters Score: Raw -132099828.668412 + Penalty 45261.601654 = -132054567.066758 nChanged 5 Iteration 108Q (3953.530000 sec): 21 clusters Score: Raw -132099828.750160 + Penalty 45261.601654 = -132054567.148506 nChanged 9 Iteration 109Q (3960.480000 sec): 21 clusters Score: Raw -132099828.901102 + Penalty 45261.601654 = -132054567.299449 nChanged 7 Iteration 110Q (3967.540000 sec): 21 clusters Score: Raw -132099829.003212 + Penalty 45261.601654 = -132054567.401558 nChanged 6 Iteration 111Q (3974.670000 sec): 21 clusters Score: Raw -132099829.053401 + Penalty 45261.601654 = -132054567.451747 nChanged 4 Iteration 112Q (3981.750000 sec): 21 clusters Score: Raw -132099829.097952 + Penalty 45261.601654 = -132054567.496298 nChanged 3 Iteration 113Q (3988.870000 sec): 21 clusters Score: Raw -132099829.115902 + Penalty 45261.601654 = -132054567.514248 nChanged 2 Iteration 114Q (3996.000000 sec): 21 clusters Score: Raw -132099829.141526 + Penalty 45261.601654 = -132054567.539872 nChanged 4 Iteration 115Q (4003.190000 sec): 21 clusters Score: Raw -132099829.242161 + Penalty 45261.601654 = -132054567.640507 nChanged 2 Iteration 116Q (4010.380000 sec): 21 clusters Score: Raw -132099829.278457 + Penalty 45261.601654 = -132054567.676803 nChanged 0 Iteration 117F (4032.780000 sec): 21 clusters Score: Raw -132099829.278457 + Penalty 45261.601654 = -132054567.676803 nChanged 0 Compute initial score before splitting: Score: Raw -132099829.278457 + Penalty 45261.601654 = -132054567.676803 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4032.840000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4032.850000 sec): 3 clusters Score: Raw -269416.025941 + Penalty 2509.726292 = -266906.299649 nChanged 803 SP:Iteration 1F (4032.860000 sec): 3 clusters Score: Raw -269912.327091 + Penalty 2509.726292 = -267402.600799 nChanged 175 SP:Iteration 2F (4032.860000 sec): 3 clusters Score: Raw -270017.744458 + Penalty 2509.726292 = -267508.018166 nChanged 103 SP:Iteration 3Q (4032.860000 sec): 3 clusters Score: Raw -270085.105086 + Penalty 2509.726292 = -267575.378794 nChanged 67 SP:Iteration 4Q (4032.870000 sec): 3 clusters Score: Raw -270128.682879 + Penalty 2509.726292 = -267618.956587 nChanged 46 SP:Iteration 5Q (4032.880000 sec): 3 clusters Score: Raw -270150.623898 + Penalty 2509.726292 = -267640.897606 nChanged 35 SP:Iteration 6Q (4032.880000 sec): 3 clusters Score: Raw -270168.137833 + Penalty 2509.726292 = -267658.411541 nChanged 28 SP:Iteration 7Q (4032.880000 sec): 3 clusters Score: Raw -270183.780467 + Penalty 2509.726292 = -267674.054175 nChanged 30 SP:Iteration 8Q (4032.890000 sec): 3 clusters Score: Raw -270200.022282 + Penalty 2509.726292 = -267690.295990 nChanged 29 SP:Iteration 9Q (4032.900000 sec): 3 clusters Score: Raw -270219.661346 + Penalty 2509.726292 = -267709.935054 nChanged 36 SP:Iteration 10Q (4032.900000 sec): 3 clusters Score: Raw -270242.647621 + Penalty 2509.726292 = -267732.921329 nChanged 34 SP:Iteration 11Q (4032.910000 sec): 3 clusters Score: Raw -270261.732332 + Penalty 2509.726292 = -267752.006040 nChanged 39 SP:Iteration 12Q (4032.920000 sec): 3 clusters Score: Raw -270288.899819 + Penalty 2509.726292 = -267779.173527 nChanged 44 SP:Iteration 13Q (4032.920000 sec): 3 clusters Score: Raw -270320.010331 + Penalty 2509.726292 = -267810.284039 nChanged 39 SP:Iteration 14Q (4032.930000 sec): 3 clusters Score: Raw -270363.254297 + Penalty 2509.726292 = -267853.528005 nChanged 58 SP:Iteration 15Q (4032.930000 sec): 3 clusters Score: Raw -270409.833934 + Penalty 2509.726292 = -267900.107642 nChanged 54 SP:Iteration 16Q (4032.940000 sec): 3 clusters Score: Raw -270450.731550 + Penalty 2509.726292 = -267941.005258 nChanged 51 SP:Iteration 17Q (4032.940000 sec): 3 clusters Score: Raw -270487.254900 + Penalty 2509.726292 = -267977.528608 nChanged 50 SP:Iteration 18Q (4032.950000 sec): 3 clusters Score: Raw -270529.076088 + Penalty 2509.726292 = -268019.349796 nChanged 47 SP:Iteration 19Q (4032.960000 sec): 3 clusters Score: Raw -270560.721804 + Penalty 2509.726292 = -268050.995512 nChanged 43 SP:Iteration 20F (4032.960000 sec): 3 clusters Score: Raw -270598.567962 + Penalty 2509.726292 = -268088.841670 nChanged 49 SP:Iteration 21Q (4032.970000 sec): 3 clusters Score: Raw -270643.671317 + Penalty 2509.726292 = -268133.945025 nChanged 37 SP:Iteration 22Q (4032.970000 sec): 3 clusters Score: Raw -270669.417858 + Penalty 2509.726292 = -268159.691566 nChanged 35 SP:Iteration 23Q (4032.980000 sec): 3 clusters Score: Raw -270689.462329 + Penalty 2509.726292 = -268179.736037 nChanged 24 SP:Iteration 24Q (4032.980000 sec): 3 clusters Score: Raw -270704.148599 + Penalty 2509.726292 = -268194.422307 nChanged 23 SP:Iteration 25Q (4032.990000 sec): 3 clusters Score: Raw -270716.011759 + Penalty 2509.726292 = -268206.285467 nChanged 11 SP:Iteration 26Q (4033.010000 sec): 3 clusters Score: Raw -270721.134984 + Penalty 2509.726292 = -268211.408692 nChanged 9 SP:Iteration 27Q (4033.010000 sec): 3 clusters Score: Raw -270724.707013 + Penalty 2509.726292 = -268214.980721 nChanged 9 SP:Iteration 28Q (4033.020000 sec): 3 clusters Score: Raw -270729.478802 + Penalty 2509.726292 = -268219.752510 nChanged 8 SP:Iteration 29Q (4033.020000 sec): 3 clusters Score: Raw -270735.528490 + Penalty 2509.726292 = -268225.802198 nChanged 14 SP:Iteration 30Q (4033.030000 sec): 3 clusters Score: Raw -270743.126097 + Penalty 2509.726292 = -268233.399805 nChanged 12 SP:Iteration 31Q (4033.030000 sec): 3 clusters Score: Raw -270748.758890 + Penalty 2509.726292 = -268239.032598 nChanged 15 SP:Iteration 32Q (4033.040000 sec): 3 clusters Score: Raw -270758.742253 + Penalty 2509.726292 = -268249.015961 nChanged 19 SP:Iteration 33Q (4033.040000 sec): 3 clusters Score: Raw -270773.625610 + Penalty 2509.726292 = -268263.899318 nChanged 13 SP:Iteration 34Q (4033.050000 sec): 3 clusters Score: Raw -270782.127475 + Penalty 2509.726292 = -268272.401183 nChanged 15 SP:Iteration 35Q (4033.060000 sec): 3 clusters Score: Raw -270792.075429 + Penalty 2509.726292 = -268282.349137 nChanged 9 SP:Iteration 36Q (4033.060000 sec): 3 clusters Score: Raw -270797.180244 + Penalty 2509.726292 = -268287.453952 nChanged 7 SP:Iteration 37Q (4033.070000 sec): 3 clusters Score: Raw -270800.496756 + Penalty 2509.726292 = -268290.770464 nChanged 5 SP:Iteration 38Q (4033.070000 sec): 3 clusters Score: Raw -270801.796319 + Penalty 2509.726292 = -268292.070027 nChanged 1 SP:Iteration 39Q (4033.080000 sec): 3 clusters Score: Raw -270801.853404 + Penalty 2509.726292 = -268292.127112 nChanged 0 SP:Iteration 40F (4033.080000 sec): 3 clusters Score: Raw -270801.853404 + Penalty 2509.726292 = -268292.127112 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.110000 sec): 2 clusters Score: Raw -1030196.171443 + Penalty 1472.077087 = -1028724.094356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.130000 sec): 3 clusters Score: Raw -1025439.068383 + Penalty 2944.154173 = -1022494.914210 nChanged 3631 SP:Iteration 1F (4033.150000 sec): 3 clusters Score: Raw -1027407.096567 + Penalty 2944.154173 = -1024462.942394 nChanged 519 SP:Iteration 2F (4033.170000 sec): 3 clusters Score: Raw -1027659.151908 + Penalty 2944.154173 = -1024714.997734 nChanged 490 SP:Iteration 3F (4033.200000 sec): 3 clusters Score: Raw -1027920.772192 + Penalty 2944.154173 = -1024976.618019 nChanged 465 SP:Iteration 4F (4033.220000 sec): 3 clusters Score: Raw -1028161.940710 + Penalty 2944.154173 = -1025217.786537 nChanged 436 SP:Iteration 5F (4033.240000 sec): 3 clusters Score: Raw -1028410.108704 + Penalty 2944.154173 = -1025465.954530 nChanged 431 SP:Iteration 6F (4033.260000 sec): 3 clusters Score: Raw -1028673.843199 + Penalty 2944.154173 = -1025729.689026 nChanged 419 SP:Iteration 7Q (4033.280000 sec): 3 clusters Score: Raw -1028961.334705 + Penalty 2944.154173 = -1026017.180532 nChanged 409 SP:Iteration 8Q (4033.310000 sec): 3 clusters Score: Raw -1029273.834670 + Penalty 2944.154173 = -1026329.680497 nChanged 363 SP:Iteration 9Q (4033.330000 sec): 3 clusters Score: Raw -1029599.937476 + Penalty 2944.154173 = -1026655.783302 nChanged 327 SP:Iteration 10Q (4033.350000 sec): 3 clusters Score: Raw -1029875.601373 + Penalty 2944.154173 = -1026931.447199 nChanged 209 SP:Iteration 11Q (4033.370000 sec): 3 clusters Score: Raw -1030047.310428 + Penalty 2944.154173 = -1027103.156255 nChanged 146 SP:Iteration 12Q (4033.390000 sec): 3 clusters Score: Raw -1030157.126263 + Penalty 2944.154173 = -1027212.972089 nChanged 121 SP:Iteration 13Q (4033.410000 sec): 3 clusters Score: Raw -1030238.364670 + Penalty 2944.154173 = -1027294.210497 nChanged 75 SP:Iteration 14Q (4033.420000 sec): 3 clusters Score: Raw -1030281.029534 + Penalty 2944.154173 = -1027336.875360 nChanged 56 SP:Iteration 15Q (4033.440000 sec): 3 clusters Score: Raw -1030308.473443 + Penalty 2944.154173 = -1027364.319270 nChanged 41 SP:Iteration 16Q (4033.460000 sec): 3 clusters Score: Raw -1030325.111328 + Penalty 2944.154173 = -1027380.957155 nChanged 20 SP:Iteration 17Q (4033.480000 sec): 3 clusters Score: Raw -1030334.249362 + Penalty 2944.154173 = -1027390.095189 nChanged 30 SP:Iteration 18Q (4033.500000 sec): 3 clusters Score: Raw -1030345.518028 + Penalty 2944.154173 = -1027401.363855 nChanged 21 SP:Iteration 19Q (4033.510000 sec): 3 clusters Score: Raw -1030357.254397 + Penalty 2944.154173 = -1027413.100224 nChanged 22 SP:Iteration 20F (4033.530000 sec): 3 clusters Score: Raw -1030367.175346 + Penalty 2944.154173 = -1027423.021173 nChanged 15 SP:Iteration 21Q (4033.550000 sec): 3 clusters Score: Raw -1030371.819307 + Penalty 2944.154173 = -1027427.665133 nChanged 7 SP:Iteration 22Q (4033.570000 sec): 3 clusters Score: Raw -1030375.008262 + Penalty 2944.154173 = -1027430.854089 nChanged 12 SP:Iteration 23Q (4033.580000 sec): 3 clusters Score: Raw -1030379.899810 + Penalty 2944.154173 = -1027435.745636 nChanged 13 SP:Iteration 24Q (4033.600000 sec): 3 clusters Score: Raw -1030383.776376 + Penalty 2944.154173 = -1027439.622203 nChanged 11 SP:Iteration 25Q (4033.620000 sec): 3 clusters Score: Raw -1030387.270382 + Penalty 2944.154173 = -1027443.116209 nChanged 6 SP:Iteration 26Q (4033.630000 sec): 3 clusters Score: Raw -1030389.547117 + Penalty 2944.154173 = -1027445.392944 nChanged 4 SP:Iteration 27Q (4033.650000 sec): 3 clusters Score: Raw -1030391.221204 + Penalty 2944.154173 = -1027447.067031 nChanged 2 SP:Iteration 28Q (4033.670000 sec): 3 clusters Score: Raw -1030392.864874 + Penalty 2944.154173 = -1027448.710700 nChanged 5 SP:Iteration 29Q (4033.680000 sec): 3 clusters Score: Raw -1030394.544863 + Penalty 2944.154173 = -1027450.390690 nChanged 4 SP:Iteration 30Q (4033.700000 sec): 3 clusters Score: Raw -1030395.688606 + Penalty 2944.154173 = -1027451.534433 nChanged 2 SP:Iteration 31Q (4033.720000 sec): 3 clusters Score: Raw -1030396.087857 + Penalty 2944.154173 = -1027451.933684 nChanged 2 SP:Iteration 32Q (4033.730000 sec): 3 clusters Score: Raw -1030396.451939 + Penalty 2944.154173 = -1027452.297766 nChanged 0 SP:Iteration 33F (4033.750000 sec): 3 clusters Score: Raw -1030396.451939 + Penalty 2944.154173 = -1027452.297766 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.760000 sec): 2 clusters Score: Raw -37637.787166 + Penalty 963.558236 = -36674.228930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.760000 sec): 3 clusters Score: Raw -37806.242339 + Penalty 1927.116472 = -35879.125867 nChanged 95 SP:Iteration 1F (4033.760000 sec): 3 clusters Score: Raw -38142.149812 + Penalty 1927.116472 = -36215.033341 nChanged 34 SP:Iteration 2F (4033.760000 sec): 3 clusters Score: Raw -38285.370483 + Penalty 1927.116472 = -36358.254011 nChanged 20 SP:Iteration 3F (4033.760000 sec): 3 clusters Score: Raw -38346.973304 + Penalty 1927.116472 = -36419.856833 nChanged 14 SP:Iteration 4Q (4033.760000 sec): 3 clusters Score: Raw -38383.648573 + Penalty 1927.116472 = -36456.532102 nChanged 4 SP:Iteration 5Q (4033.770000 sec): 3 clusters Score: Raw -38408.490212 + Penalty 1927.116472 = -36481.373740 nChanged 2 SP:Iteration 6Q (4033.770000 sec): 3 clusters Score: Raw -38422.171629 + Penalty 1927.116472 = -36495.055157 nChanged 2 SP:Iteration 7Q (4033.770000 sec): 3 clusters Score: Raw -38428.460194 + Penalty 1927.116472 = -36501.343723 nChanged 1 SP:Iteration 8Q (4033.770000 sec): 3 clusters Score: Raw -38437.063886 + Penalty 1927.116472 = -36509.947414 nChanged 2 SP:Iteration 9Q (4033.770000 sec): 3 clusters Score: Raw -38441.915767 + Penalty 1927.116472 = -36514.799295 nChanged 0 SP:Iteration 10F (4033.770000 sec): 3 clusters Score: Raw -38441.915767 + Penalty 1927.116472 = -36514.799295 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 4 (4268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.780000 sec): 2 clusters Score: Raw -481506.504114 + Penalty 1358.321350 = -480148.182764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.800000 sec): 3 clusters Score: Raw -479307.021621 + Penalty 2716.642699 = -476590.378922 nChanged 1702 SP:Iteration 1F (4033.800000 sec): 3 clusters Score: Raw -480236.049112 + Penalty 2716.642699 = -477519.406412 nChanged 330 SP:Iteration 2F (4033.820000 sec): 3 clusters Score: Raw -480445.441806 + Penalty 2716.642699 = -477728.799107 nChanged 240 SP:Iteration 3F (4033.830000 sec): 3 clusters Score: Raw -480585.493200 + Penalty 2716.642699 = -477868.850501 nChanged 202 SP:Iteration 4Q (4033.840000 sec): 3 clusters Score: Raw -480725.472511 + Penalty 2716.642699 = -478008.829812 nChanged 212 SP:Iteration 5Q (4033.850000 sec): 3 clusters Score: Raw -480893.096663 + Penalty 2716.642699 = -478176.453964 nChanged 219 SP:Iteration 6F (4033.860000 sec): 3 clusters Score: Raw -481071.862397 + Penalty 2716.642699 = -478355.219698 nChanged 229 SP:Iteration 7F (4033.870000 sec): 3 clusters Score: Raw -481232.321266 + Penalty 2716.642699 = -478515.678567 nChanged 220 SP:Iteration 8F (4033.880000 sec): 3 clusters Score: Raw -481376.372998 + Penalty 2716.642699 = -478659.730299 nChanged 212 SP:Iteration 9Q (4033.890000 sec): 3 clusters Score: Raw -481510.826072 + Penalty 2716.642699 = -478794.183373 nChanged 157 SP:Iteration 10Q (4033.900000 sec): 3 clusters Score: Raw -481593.202108 + Penalty 2716.642699 = -478876.559409 nChanged 128 SP:Iteration 11Q (4033.910000 sec): 3 clusters Score: Raw -481653.662381 + Penalty 2716.642699 = -478937.019682 nChanged 108 SP:Iteration 12Q (4033.920000 sec): 3 clusters Score: Raw -481707.505312 + Penalty 2716.642699 = -478990.862613 nChanged 84 SP:Iteration 13Q (4033.930000 sec): 3 clusters Score: Raw -481749.399618 + Penalty 2716.642699 = -479032.756919 nChanged 72 SP:Iteration 14Q (4033.940000 sec): 3 clusters Score: Raw -481788.748639 + Penalty 2716.642699 = -479072.105940 nChanged 68 SP:Iteration 15Q (4033.950000 sec): 3 clusters Score: Raw -481821.539557 + Penalty 2716.642699 = -479104.896858 nChanged 45 SP:Iteration 16Q (4033.970000 sec): 3 clusters Score: Raw -481841.169490 + Penalty 2716.642699 = -479124.526791 nChanged 37 SP:Iteration 17Q (4033.970000 sec): 3 clusters Score: Raw -481855.305837 + Penalty 2716.642699 = -479138.663138 nChanged 32 SP:Iteration 18Q (4033.990000 sec): 3 clusters Score: Raw -481867.967003 + Penalty 2716.642699 = -479151.324304 nChanged 26 SP:Iteration 19Q (4033.990000 sec): 3 clusters Score: Raw -481879.011923 + Penalty 2716.642699 = -479162.369224 nChanged 27 SP:Iteration 20F (4034.010000 sec): 3 clusters Score: Raw -481888.283284 + Penalty 2716.642699 = -479171.640585 nChanged 17 SP:Iteration 21Q (4034.010000 sec): 3 clusters Score: Raw -481893.776832 + Penalty 2716.642699 = -479177.134133 nChanged 13 SP:Iteration 22Q (4034.030000 sec): 3 clusters Score: Raw -481897.470583 + Penalty 2716.642699 = -479180.827884 nChanged 13 SP:Iteration 23Q (4034.030000 sec): 3 clusters Score: Raw -481901.436197 + Penalty 2716.642699 = -479184.793498 nChanged 15 SP:Iteration 24Q (4034.050000 sec): 3 clusters Score: Raw -481906.399423 + Penalty 2716.642699 = -479189.756724 nChanged 16 SP:Iteration 25Q (4034.050000 sec): 3 clusters Score: Raw -481912.452940 + Penalty 2716.642699 = -479195.810241 nChanged 19 SP:Iteration 26Q (4034.070000 sec): 3 clusters Score: Raw -481920.368727 + Penalty 2716.642699 = -479203.726028 nChanged 24 SP:Iteration 27Q (4034.080000 sec): 3 clusters Score: Raw -481929.006315 + Penalty 2716.642699 = -479212.363616 nChanged 23 SP:Iteration 28Q (4034.090000 sec): 3 clusters Score: Raw -481938.377851 + Penalty 2716.642699 = -479221.735152 nChanged 24 SP:Iteration 29Q (4034.100000 sec): 3 clusters Score: Raw -481949.825044 + Penalty 2716.642699 = -479233.182345 nChanged 31 SP:Iteration 30Q (4034.110000 sec): 3 clusters Score: Raw -481964.671402 + Penalty 2716.642699 = -479248.028703 nChanged 27 SP:Iteration 31Q (4034.120000 sec): 3 clusters Score: Raw -481974.836962 + Penalty 2716.642699 = -479258.194263 nChanged 18 SP:Iteration 32Q (4034.130000 sec): 3 clusters Score: Raw -481979.454749 + Penalty 2716.642699 = -479262.812050 nChanged 15 SP:Iteration 33Q (4034.140000 sec): 3 clusters Score: Raw -481984.607512 + Penalty 2716.642699 = -479267.964813 nChanged 20 SP:Iteration 34Q (4034.150000 sec): 3 clusters Score: Raw -481991.660995 + Penalty 2716.642699 = -479275.018296 nChanged 14 SP:Iteration 35Q (4034.160000 sec): 3 clusters Score: Raw -481995.185412 + Penalty 2716.642699 = -479278.542713 nChanged 8 SP:Iteration 36Q (4034.170000 sec): 3 clusters Score: Raw -481997.130700 + Penalty 2716.642699 = -479280.488001 nChanged 5 SP:Iteration 37Q (4034.180000 sec): 3 clusters Score: Raw -481998.335804 + Penalty 2716.642699 = -479281.693105 nChanged 8 SP:Iteration 38Q (4034.190000 sec): 3 clusters Score: Raw -482000.052827 + Penalty 2716.642699 = -479283.410128 nChanged 8 SP:Iteration 39Q (4034.200000 sec): 3 clusters Score: Raw -482001.786589 + Penalty 2716.642699 = -479285.143890 nChanged 4 SP:Iteration 40F (4034.210000 sec): 3 clusters Score: Raw -482002.196363 + Penalty 2716.642699 = -479285.553664 nChanged 1 SP:Iteration 41Q (4034.220000 sec): 3 clusters Score: Raw -482002.392668 + Penalty 2716.642699 = -479285.749969 nChanged 3 SP:Iteration 42Q (4034.230000 sec): 3 clusters Score: Raw -482003.139520 + Penalty 2716.642699 = -479286.496821 nChanged 0 SP:Iteration 43F (4034.240000 sec): 3 clusters Score: Raw -482003.139520 + Penalty 2716.642699 = -479286.496821 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4034.250000 sec): 2 clusters Score: Raw -221477.422129 + Penalty 1221.066381 = -220256.355748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4034.250000 sec): 3 clusters Score: Raw -220700.817984 + Penalty 2442.132762 = -218258.685222 nChanged 630 SP:Iteration 1F (4034.260000 sec): 3 clusters Score: Raw -221078.644284 + Penalty 2442.132762 = -218636.511521 nChanged 148 SP:Iteration 2F (4034.260000 sec): 3 clusters Score: Raw -221180.844844 + Penalty 2442.132762 = -218738.712082 nChanged 76 SP:Iteration 3Q (4034.270000 sec): 3 clusters Score: Raw -221243.455897 + Penalty 2442.132762 = -218801.323135 nChanged 63 SP:Iteration 4Q (4034.270000 sec): 3 clusters Score: Raw -221282.975227 + Penalty 2442.132762 = -218840.842465 nChanged 33 SP:Iteration 5Q (4034.280000 sec): 3 clusters Score: Raw -221302.832236 + Penalty 2442.132762 = -218860.699474 nChanged 30 SP:Iteration 6Q (4034.280000 sec): 3 clusters Score: Raw -221319.187286 + Penalty 2442.132762 = -218877.054523 nChanged 19 SP:Iteration 7Q (4034.290000 sec): 3 clusters Score: Raw -221328.388594 + Penalty 2442.132762 = -218886.255832 nChanged 18 SP:Iteration 8Q (4034.290000 sec): 3 clusters Score: Raw -221338.602976 + Penalty 2442.132762 = -218896.470214 nChanged 16 SP:Iteration 9Q (4034.290000 sec): 3 clusters Score: Raw -221348.396199 + Penalty 2442.132762 = -218906.263437 nChanged 17 SP:Iteration 10Q (4034.300000 sec): 3 clusters Score: Raw -221356.792758 + Penalty 2442.132762 = -218914.659996 nChanged 8 SP:Iteration 11Q (4034.300000 sec): 3 clusters Score: Raw -221359.169617 + Penalty 2442.132762 = -218917.036855 nChanged 5 SP:Iteration 12Q (4034.310000 sec): 3 clusters Score: Raw -221361.889745 + Penalty 2442.132762 = -218919.756983 nChanged 4 SP:Iteration 13Q (4034.310000 sec): 3 clusters Score: Raw -221363.983094 + Penalty 2442.132762 = -218921.850332 nChanged 7 SP:Iteration 14Q (4034.320000 sec): 3 clusters Score: Raw -221366.958733 + Penalty 2442.132762 = -218924.825971 nChanged 5 SP:Iteration 15Q (4034.320000 sec): 3 clusters Score: Raw -221368.870395 + Penalty 2442.132762 = -218926.737633 nChanged 5 SP:Iteration 16Q (4034.330000 sec): 3 clusters Score: Raw -221370.336381 + Penalty 2442.132762 = -218928.203619 nChanged 1 SP:Iteration 17Q (4034.330000 sec): 3 clusters Score: Raw -221370.912738 + Penalty 2442.132762 = -218928.779976 nChanged 4 SP:Iteration 18Q (4034.330000 sec): 3 clusters Score: Raw -221372.737056 + Penalty 2442.132762 = -218930.604294 nChanged 6 SP:Iteration 19Q (4034.340000 sec): 3 clusters Score: Raw -221376.038653 + Penalty 2442.132762 = -218933.905891 nChanged 6 SP:Iteration 20F (4034.340000 sec): 3 clusters Score: Raw -221379.063743 + Penalty 2442.132762 = -218936.930981 nChanged 9 SP:Iteration 21Q (4034.350000 sec): 3 clusters Score: Raw -221382.470408 + Penalty 2442.132762 = -218940.337646 nChanged 6 SP:Iteration 22Q (4034.350000 sec): 3 clusters Score: Raw -221385.021072 + Penalty 2442.132762 = -218942.888310 nChanged 5 SP:Iteration 23Q (4034.360000 sec): 3 clusters Score: Raw -221386.870435 + Penalty 2442.132762 = -218944.737672 nChanged 4 SP:Iteration 24Q (4034.360000 sec): 3 clusters Score: Raw -221389.519946 + Penalty 2442.132762 = -218947.387184 nChanged 10 SP:Iteration 25Q (4034.370000 sec): 3 clusters Score: Raw -221392.822886 + Penalty 2442.132762 = -218950.690124 nChanged 6 SP:Iteration 26Q (4034.370000 sec): 3 clusters Score: Raw -221396.127398 + Penalty 2442.132762 = -218953.994636 nChanged 4 SP:Iteration 27Q (4034.380000 sec): 3 clusters Score: Raw -221398.311083 + Penalty 2442.132762 = -218956.178321 nChanged 3 SP:Iteration 28Q (4034.380000 sec): 3 clusters Score: Raw -221399.457840 + Penalty 2442.132762 = -218957.325078 nChanged 3 SP:Iteration 29Q (4034.390000 sec): 3 clusters Score: Raw -221400.300034 + Penalty 2442.132762 = -218958.167272 nChanged 4 SP:Iteration 30Q (4034.390000 sec): 3 clusters Score: Raw -221401.811700 + Penalty 2442.132762 = -218959.678938 nChanged 3 SP:Iteration 31Q (4034.400000 sec): 3 clusters Score: Raw -221402.540775 + Penalty 2442.132762 = -218960.408013 nChanged 2 SP:Iteration 32Q (4034.400000 sec): 3 clusters Score: Raw -221402.949256 + Penalty 2442.132762 = -218960.816494 nChanged 2 SP:Iteration 33Q (4034.410000 sec): 3 clusters Score: Raw -221403.890186 + Penalty 2442.132762 = -218961.757424 nChanged 1 SP:Iteration 34Q (4034.410000 sec): 3 clusters Score: Raw -221404.319009 + Penalty 2442.132762 = -218962.186247 nChanged 0 SP:Iteration 35F (4034.420000 sec): 3 clusters Score: Raw -221404.319009 + Penalty 2442.132762 = -218962.186247 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4034.420000 sec): 2 clusters Score: Raw -138437.045654 + Penalty 1149.956245 = -137287.089409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4034.430000 sec): 3 clusters Score: Raw -138017.530462 + Penalty 2299.912490 = -135717.617972 nChanged 370 SP:Iteration 1F (4034.430000 sec): 3 clusters Score: Raw -138399.267386 + Penalty 2299.912490 = -136099.354896 nChanged 113 SP:Iteration 2F (4034.430000 sec): 3 clusters Score: Raw -138617.711284 + Penalty 2299.912490 = -136317.798794 nChanged 72 SP:Iteration 3F (4034.430000 sec): 3 clusters Score: Raw -138721.663222 + Penalty 2299.912490 = -136421.750732 nChanged 50 SP:Iteration 4Q (4034.440000 sec): 3 clusters Score: Raw -138779.106128 + Penalty 2299.912490 = -136479.193638 nChanged 25 SP:Iteration 5Q (4034.440000 sec): 3 clusters Score: Raw -138798.905027 + Penalty 2299.912490 = -136498.992537 nChanged 16 SP:Iteration 6Q (4034.440000 sec): 3 clusters Score: Raw -138813.452337 + Penalty 2299.912490 = -136513.539847 nChanged 12 SP:Iteration 7Q (4034.450000 sec): 3 clusters Score: Raw -138823.432420 + Penalty 2299.912490 = -136523.519930 nChanged 6 SP:Iteration 8Q (4034.450000 sec): 3 clusters Score: Raw -138826.784687 + Penalty 2299.912490 = -136526.872197 nChanged 5 SP:Iteration 9Q (4034.450000 sec): 3 clusters Score: Raw -138831.500885 + Penalty 2299.912490 = -136531.588395 nChanged 4 SP:Iteration 10Q (4034.450000 sec): 3 clusters Score: Raw -138834.925567 + Penalty 2299.912490 = -136535.013077 nChanged 4 SP:Iteration 11Q (4034.460000 sec): 3 clusters Score: Raw -138837.473328 + Penalty 2299.912490 = -136537.560838 nChanged 2 SP:Iteration 12Q (4034.460000 sec): 3 clusters Score: Raw -138838.502421 + Penalty 2299.912490 = -136538.589931 nChanged 0 SP:Iteration 13F (4034.460000 sec): 3 clusters Score: Raw -138838.502421 + Penalty 2299.912490 = -136538.589931 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4034.510000 sec): 2 clusters Score: Raw -1900966.043468 + Penalty 1577.108079 = -1899388.935389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4034.560000 sec): 3 clusters Score: Raw -1891172.992649 + Penalty 3154.216158 = -1888018.776491 nChanged 7310 SP:Iteration 1F (4034.600000 sec): 3 clusters Score: Raw -1895145.982478 + Penalty 3154.216158 = -1891991.766320 nChanged 768 SP:Iteration 2Q (4034.640000 sec): 3 clusters Score: Raw -1895398.359145 + Penalty 3154.216158 = -1892244.142987 nChanged 677 SP:Iteration 3Q (4034.680000 sec): 3 clusters Score: Raw -1895650.136276 + Penalty 3154.216158 = -1892495.920118 nChanged 722 SP:Iteration 4Q (4034.730000 sec): 3 clusters Score: Raw -1895944.289938 + Penalty 3154.216158 = -1892790.073780 nChanged 759 SP:Iteration 5Q (4034.770000 sec): 3 clusters Score: Raw -1896320.516501 + Penalty 3154.216158 = -1893166.300343 nChanged 901 SP:Iteration 6F (4034.810000 sec): 3 clusters Score: Raw -1896842.330651 + Penalty 3154.216158 = -1893688.114493 nChanged 995 SP:Iteration 7F (4034.850000 sec): 3 clusters Score: Raw -1897542.222297 + Penalty 3154.216158 = -1894388.006139 nChanged 1108 SP:Iteration 8F (4034.890000 sec): 3 clusters Score: Raw -1898478.958862 + Penalty 3154.216158 = -1895324.742704 nChanged 1048 SP:Iteration 9F (4034.930000 sec): 3 clusters Score: Raw -1899399.732893 + Penalty 3154.216158 = -1896245.516735 nChanged 811 SP:Iteration 10Q (4034.970000 sec): 3 clusters Score: Raw -1900136.331139 + Penalty 3154.216158 = -1896982.114981 nChanged 523 SP:Iteration 11Q (4035.010000 sec): 3 clusters Score: Raw -1900601.560910 + Penalty 3154.216158 = -1897447.344752 nChanged 277 SP:Iteration 12Q (4035.050000 sec): 3 clusters Score: Raw -1900855.438446 + Penalty 3154.216158 = -1897701.222288 nChanged 135 SP:Iteration 13Q (4035.090000 sec): 3 clusters Score: Raw -1900987.003459 + Penalty 3154.216158 = -1897832.787301 nChanged 65 SP:Iteration 14Q (4035.120000 sec): 3 clusters Score: Raw -1901061.997071 + Penalty 3154.216158 = -1897907.780913 nChanged 32 SP:Iteration 15Q (4035.150000 sec): 3 clusters Score: Raw -1901089.831139 + Penalty 3154.216158 = -1897935.614981 nChanged 13 SP:Iteration 16Q (4035.180000 sec): 3 clusters Score: Raw -1901107.302391 + Penalty 3154.216158 = -1897953.086233 nChanged 18 SP:Iteration 17Q (4035.210000 sec): 3 clusters Score: Raw -1901135.474179 + Penalty 3154.216158 = -1897981.258021 nChanged 14 SP:Iteration 18Q (4035.250000 sec): 3 clusters Score: Raw -1901153.951505 + Penalty 3154.216158 = -1897999.735347 nChanged 7 SP:Iteration 19Q (4035.280000 sec): 3 clusters Score: Raw -1901162.172722 + Penalty 3154.216158 = -1898007.956564 nChanged 5 SP:Iteration 20F (4035.350000 sec): 3 clusters Score: Raw -1901168.956794 + Penalty 3154.216158 = -1898014.740636 nChanged 4 SP:Iteration 21Q (4035.380000 sec): 3 clusters Score: Raw -1901171.761738 + Penalty 3154.216158 = -1898017.545580 nChanged 2 SP:Iteration 22Q (4035.410000 sec): 3 clusters Score: Raw -1901173.648093 + Penalty 3154.216158 = -1898019.431935 nChanged 2 SP:Iteration 23Q (4035.440000 sec): 3 clusters Score: Raw -1901176.481897 + Penalty 3154.216158 = -1898022.265739 nChanged 4 SP:Iteration 24Q (4035.470000 sec): 3 clusters Score: Raw -1901180.021996 + Penalty 3154.216158 = -1898025.805838 nChanged 3 SP:Iteration 25Q (4035.510000 sec): 3 clusters Score: Raw -1901183.232689 + Penalty 3154.216158 = -1898029.016531 nChanged 0 SP:Iteration 26F (4035.550000 sec): 3 clusters Score: Raw -1901183.232689 + Penalty 3154.216158 = -1898029.016531 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.560000 sec): 2 clusters Score: Raw -147093.641814 + Penalty 1171.757999 = -145921.883815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4035.560000 sec): 3 clusters Score: Raw -146646.235932 + Penalty 2343.515997 = -144302.719934 nChanged 420 SP:Iteration 1F (4035.570000 sec): 3 clusters Score: Raw -147215.041584 + Penalty 2343.515997 = -144871.525586 nChanged 119 SP:Iteration 2F (4035.570000 sec): 3 clusters Score: Raw -147415.740177 + Penalty 2343.515997 = -145072.224180 nChanged 111 SP:Iteration 3F (4035.570000 sec): 3 clusters Score: Raw -147545.935415 + Penalty 2343.515997 = -145202.419418 nChanged 80 SP:Iteration 4F (4035.580000 sec): 3 clusters Score: Raw -147689.271773 + Penalty 2343.515997 = -145345.755775 nChanged 59 SP:Iteration 5Q (4035.580000 sec): 3 clusters Score: Raw -147778.038724 + Penalty 2343.515997 = -145434.522726 nChanged 38 SP:Iteration 6Q (4035.590000 sec): 3 clusters Score: Raw -147835.862798 + Penalty 2343.515997 = -145492.346800 nChanged 35 SP:Iteration 7Q (4035.590000 sec): 3 clusters Score: Raw -147890.233135 + Penalty 2343.515997 = -145546.717138 nChanged 26 SP:Iteration 8Q (4035.590000 sec): 3 clusters Score: Raw -147918.481115 + Penalty 2343.515997 = -145574.965117 nChanged 21 SP:Iteration 9Q (4035.590000 sec): 3 clusters Score: Raw -147941.394806 + Penalty 2343.515997 = -145597.878808 nChanged 20 SP:Iteration 10Q (4035.600000 sec): 3 clusters Score: Raw -147967.863485 + Penalty 2343.515997 = -145624.347488 nChanged 13 SP:Iteration 11Q (4035.600000 sec): 3 clusters Score: Raw -147981.666032 + Penalty 2343.515997 = -145638.150035 nChanged 13 SP:Iteration 12Q (4035.600000 sec): 3 clusters Score: Raw -147997.547986 + Penalty 2343.515997 = -145654.031989 nChanged 11 SP:Iteration 13Q (4035.610000 sec): 3 clusters Score: Raw -148003.530159 + Penalty 2343.515997 = -145660.014162 nChanged 6 SP:Iteration 14Q (4035.610000 sec): 3 clusters Score: Raw -148010.261434 + Penalty 2343.515997 = -145666.745437 nChanged 7 SP:Iteration 15Q (4035.610000 sec): 3 clusters Score: Raw -148015.036471 + Penalty 2343.515997 = -145671.520473 nChanged 5 SP:Iteration 16Q (4035.610000 sec): 3 clusters Score: Raw -148019.522456 + Penalty 2343.515997 = -145676.006459 nChanged 5 SP:Iteration 17Q (4035.620000 sec): 3 clusters Score: Raw -148024.418056 + Penalty 2343.515997 = -145680.902059 nChanged 4 SP:Iteration 18Q (4035.620000 sec): 3 clusters Score: Raw -148027.754800 + Penalty 2343.515997 = -145684.238803 nChanged 6 SP:Iteration 19Q (4035.630000 sec): 3 clusters Score: Raw -148033.865690 + Penalty 2343.515997 = -145690.349693 nChanged 5 SP:Iteration 20F (4035.630000 sec): 3 clusters Score: Raw -148039.916834 + Penalty 2343.515997 = -145696.400837 nChanged 8 SP:Iteration 21Q (4035.630000 sec): 3 clusters Score: Raw -148050.024332 + Penalty 2343.515997 = -145706.508335 nChanged 9 SP:Iteration 22Q (4035.630000 sec): 3 clusters Score: Raw -148061.791267 + Penalty 2343.515997 = -145718.275270 nChanged 7 SP:Iteration 23Q (4035.640000 sec): 3 clusters Score: Raw -148071.338262 + Penalty 2343.515997 = -145727.822265 nChanged 10 SP:Iteration 24Q (4035.640000 sec): 3 clusters Score: Raw -148083.173757 + Penalty 2343.515997 = -145739.657760 nChanged 10 SP:Iteration 25Q (4035.640000 sec): 3 clusters Score: Raw -148092.428611 + Penalty 2343.515997 = -145748.912614 nChanged 3 SP:Iteration 26Q (4035.650000 sec): 3 clusters Score: Raw -148096.759504 + Penalty 2343.515997 = -145753.243506 nChanged 4 SP:Iteration 27Q (4035.650000 sec): 3 clusters Score: Raw -148101.179409 + Penalty 2343.515997 = -145757.663412 nChanged 4 SP:Iteration 28Q (4035.650000 sec): 3 clusters Score: Raw -148107.148610 + Penalty 2343.515997 = -145763.632613 nChanged 7 SP:Iteration 29Q (4035.650000 sec): 3 clusters Score: Raw -148114.783396 + Penalty 2343.515997 = -145771.267399 nChanged 5 SP:Iteration 30Q (4035.660000 sec): 3 clusters Score: Raw -148119.761918 + Penalty 2343.515997 = -145776.245920 nChanged 3 SP:Iteration 31Q (4035.660000 sec): 3 clusters Score: Raw -148122.030744 + Penalty 2343.515997 = -145778.514747 nChanged 4 SP:Iteration 32Q (4035.660000 sec): 3 clusters Score: Raw -148125.942955 + Penalty 2343.515997 = -145782.426958 nChanged 6 SP:Iteration 33Q (4035.670000 sec): 3 clusters Score: Raw -148130.807418 + Penalty 2343.515997 = -145787.291421 nChanged 5 SP:Iteration 34Q (4035.670000 sec): 3 clusters Score: Raw -148137.851797 + Penalty 2343.515997 = -145794.335800 nChanged 5 SP:Iteration 35Q (4035.670000 sec): 3 clusters Score: Raw -148141.246706 + Penalty 2343.515997 = -145797.730709 nChanged 3 SP:Iteration 36Q (4035.670000 sec): 3 clusters Score: Raw -148144.163868 + Penalty 2343.515997 = -145800.647870 nChanged 6 SP:Iteration 37Q (4035.680000 sec): 3 clusters Score: Raw -148151.649158 + Penalty 2343.515997 = -145808.133161 nChanged 7 SP:Iteration 38Q (4035.680000 sec): 3 clusters Score: Raw -148159.356357 + Penalty 2343.515997 = -145815.840359 nChanged 2 SP:Iteration 39Q (4035.690000 sec): 3 clusters Score: Raw -148161.251838 + Penalty 2343.515997 = -145817.735840 nChanged 3 SP:Iteration 40F (4035.690000 sec): 3 clusters Score: Raw -148165.004344 + Penalty 2343.515997 = -145821.488347 nChanged 5 SP:Iteration 41Q (4035.690000 sec): 3 clusters Score: Raw -148170.847105 + Penalty 2343.515997 = -145827.331108 nChanged 6 SP:Iteration 42Q (4035.690000 sec): 3 clusters Score: Raw -148179.714116 + Penalty 2343.515997 = -145836.198119 nChanged 11 SP:Iteration 43Q (4035.700000 sec): 3 clusters Score: Raw -148198.282970 + Penalty 2343.515997 = -145854.766973 nChanged 13 SP:Iteration 44Q (4035.700000 sec): 3 clusters Score: Raw -148212.012324 + Penalty 2343.515997 = -145868.496326 nChanged 7 SP:Iteration 45Q (4035.700000 sec): 3 clusters Score: Raw -148217.396300 + Penalty 2343.515997 = -145873.880303 nChanged 1 SP:Iteration 46Q (4035.710000 sec): 3 clusters Score: Raw -148218.558766 + Penalty 2343.515997 = -145875.042769 nChanged 0 SP:Iteration 47F (4035.710000 sec): 3 clusters Score: Raw -148218.558766 + Penalty 2343.515997 = -145875.042769 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 9 (142797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4036.130000 sec): 2 clusters Score: Raw -17463701.135961 + Penalty 1928.741640 = -17461772.394322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4036.540000 sec): 3 clusters Score: Raw -17369715.611209 + Penalty 3857.483279 = -17365858.127930 nChanged 68890 SP:Iteration 1F (4036.940000 sec): 3 clusters Score: Raw -17410177.553912 + Penalty 3857.483279 = -17406320.070633 nChanged 4596 SP:Iteration 2Q (4037.370000 sec): 3 clusters Score: Raw -17411500.982681 + Penalty 3857.483279 = -17407643.499402 nChanged 5370 SP:Iteration 3Q (4037.790000 sec): 3 clusters Score: Raw -17413475.203814 + Penalty 3857.483279 = -17409617.720535 nChanged 6410 SP:Iteration 4Q (4038.240000 sec): 3 clusters Score: Raw -17416493.487655 + Penalty 3857.483279 = -17412636.004376 nChanged 7747 SP:Iteration 5F (4038.650000 sec): 3 clusters Score: Raw -17420934.173583 + Penalty 3857.483279 = -17417076.690304 nChanged 8961 SP:Iteration 6F (4039.060000 sec): 3 clusters Score: Raw -17426960.937821 + Penalty 3857.483279 = -17423103.454542 nChanged 9433 SP:Iteration 7F (4039.470000 sec): 3 clusters Score: Raw -17433658.970128 + Penalty 3857.483279 = -17429801.486849 nChanged 8656 SP:Iteration 8F (4039.880000 sec): 3 clusters Score: Raw -17438925.877097 + Penalty 3857.483279 = -17435068.393818 nChanged 6401 SP:Iteration 9Q (4040.300000 sec): 3 clusters Score: Raw -17441475.137789 + Penalty 3857.483279 = -17437617.654510 nChanged 3972 SP:Iteration 10Q (4040.710000 sec): 3 clusters Score: Raw -17442483.151480 + Penalty 3857.483279 = -17438625.668201 nChanged 2466 SP:Iteration 11Q (4041.120000 sec): 3 clusters Score: Raw -17443009.311497 + Penalty 3857.483279 = -17439151.828218 nChanged 1953 SP:Iteration 12Q (4041.550000 sec): 3 clusters Score: Raw -17443444.893548 + Penalty 3857.483279 = -17439587.410269 nChanged 1867 SP:Iteration 13Q (4041.950000 sec): 3 clusters Score: Raw -17443893.601070 + Penalty 3857.483279 = -17440036.117790 nChanged 1911 SP:Iteration 14Q (4042.350000 sec): 3 clusters Score: Raw -17444365.517996 + Penalty 3857.483279 = -17440508.034717 nChanged 1979 SP:Iteration 15Q (4042.750000 sec): 3 clusters Score: Raw -17444871.584362 + Penalty 3857.483279 = -17441014.101083 nChanged 2034 SP:Iteration 16Q (4043.150000 sec): 3 clusters Score: Raw -17445406.649189 + Penalty 3857.483279 = -17441549.165909 nChanged 2165 SP:Iteration 17Q (4043.550000 sec): 3 clusters Score: Raw -17445996.554959 + Penalty 3857.483279 = -17442139.071679 nChanged 2285 SP:Iteration 18Q (4043.940000 sec): 3 clusters Score: Raw -17446661.672588 + Penalty 3857.483279 = -17442804.189309 nChanged 2412 SP:Iteration 19Q (4044.330000 sec): 3 clusters Score: Raw -17447430.845671 + Penalty 3857.483279 = -17443573.362392 nChanged 2526 SP:Iteration 20F (4044.720000 sec): 3 clusters Score: Raw -17448310.246938 + Penalty 3857.483279 = -17444452.763659 nChanged 2731 SP:Iteration 21Q (4045.110000 sec): 3 clusters Score: Raw -17449350.106935 + Penalty 3857.483279 = -17445492.623656 nChanged 2840 SP:Iteration 22Q (4045.500000 sec): 3 clusters Score: Raw -17450545.245961 + Penalty 3857.483279 = -17446687.762682 nChanged 2935 SP:Iteration 23Q (4045.880000 sec): 3 clusters Score: Raw -17451874.913241 + Penalty 3857.483279 = -17448017.429962 nChanged 2846 SP:Iteration 24Q (4046.250000 sec): 3 clusters Score: Raw -17453270.486771 + Penalty 3857.483279 = -17449413.003492 nChanged 2794 SP:Iteration 25Q (4046.640000 sec): 3 clusters Score: Raw -17454701.884920 + Penalty 3857.483279 = -17450844.401641 nChanged 2606 SP:Iteration 26Q (4047.020000 sec): 3 clusters Score: Raw -17455987.928851 + Penalty 3857.483279 = -17452130.445572 nChanged 2349 SP:Iteration 27Q (4047.400000 sec): 3 clusters Score: Raw -17457040.342427 + Penalty 3857.483279 = -17453182.859148 nChanged 2146 SP:Iteration 28Q (4047.760000 sec): 3 clusters Score: Raw -17457930.922556 + Penalty 3857.483279 = -17454073.439277 nChanged 1861 SP:Iteration 29Q (4048.120000 sec): 3 clusters Score: Raw -17458636.228207 + Penalty 3857.483279 = -17454778.744928 nChanged 1635 SP:Iteration 30Q (4048.470000 sec): 3 clusters Score: Raw -17459190.793003 + Penalty 3857.483279 = -17455333.309724 nChanged 1452 SP:Iteration 31Q (4048.820000 sec): 3 clusters Score: Raw -17459653.934901 + Penalty 3857.483279 = -17455796.451622 nChanged 1317 SP:Iteration 32Q (4049.160000 sec): 3 clusters Score: Raw -17460053.668299 + Penalty 3857.483279 = -17456196.185020 nChanged 1193 SP:Iteration 33Q (4049.500000 sec): 3 clusters Score: Raw -17460399.845639 + Penalty 3857.483279 = -17456542.362360 nChanged 1066 SP:Iteration 34Q (4049.840000 sec): 3 clusters Score: Raw -17460695.206991 + Penalty 3857.483279 = -17456837.723712 nChanged 969 SP:Iteration 35Q (4050.170000 sec): 3 clusters Score: Raw -17460950.523009 + Penalty 3857.483279 = -17457093.039729 nChanged 918 SP:Iteration 36Q (4050.500000 sec): 3 clusters Score: Raw -17461196.682293 + Penalty 3857.483279 = -17457339.199014 nChanged 840 SP:Iteration 37Q (4050.840000 sec): 3 clusters Score: Raw -17461416.852800 + Penalty 3857.483279 = -17457559.369521 nChanged 759 SP:Iteration 38Q (4051.170000 sec): 3 clusters Score: Raw -17461618.390296 + Penalty 3857.483279 = -17457760.907017 nChanged 704 SP:Iteration 39Q (4051.500000 sec): 3 clusters Score: Raw -17461793.745151 + Penalty 3857.483279 = -17457936.261872 nChanged 610 SP:Iteration 40F (4051.910000 sec): 3 clusters Score: Raw -17461940.269338 + Penalty 3857.483279 = -17458082.786059 nChanged 569 SP:Iteration 41Q (4052.230000 sec): 3 clusters Score: Raw -17462080.125586 + Penalty 3857.483279 = -17458222.642307 nChanged 482 SP:Iteration 42Q (4052.550000 sec): 3 clusters Score: Raw -17462211.588672 + Penalty 3857.483279 = -17458354.105393 nChanged 455 SP:Iteration 43Q (4052.880000 sec): 3 clusters Score: Raw -17462355.069868 + Penalty 3857.483279 = -17458497.586589 nChanged 433 SP:Iteration 44Q (4053.210000 sec): 3 clusters Score: Raw -17462493.863122 + Penalty 3857.483279 = -17458636.379843 nChanged 381 SP:Iteration 45Q (4053.530000 sec): 3 clusters Score: Raw -17462630.551311 + Penalty 3857.483279 = -17458773.068032 nChanged 365 SP:Iteration 46Q (4053.850000 sec): 3 clusters Score: Raw -17462805.241570 + Penalty 3857.483279 = -17458947.758291 nChanged 370 SP:Iteration 47Q (4054.170000 sec): 3 clusters Score: Raw -17463013.487290 + Penalty 3857.483279 = -17459156.004010 nChanged 354 SP:Iteration 48Q (4054.490000 sec): 3 clusters Score: Raw -17463235.624882 + Penalty 3857.483279 = -17459378.141603 nChanged 342 SP:Iteration 49Q (4054.810000 sec): 3 clusters Score: Raw -17463476.707338 + Penalty 3857.483279 = -17459619.224059 nChanged 357 SP:Iteration 50Q (4055.120000 sec): 3 clusters Score: Raw -17463765.230321 + Penalty 3857.483279 = -17459907.747042 nChanged 387 SP:Iteration 51Q (4055.430000 sec): 3 clusters Score: Raw -17464031.064634 + Penalty 3857.483279 = -17460173.581355 nChanged 350 SP:Iteration 52Q (4055.740000 sec): 3 clusters Score: Raw -17464206.517508 + Penalty 3857.483279 = -17460349.034229 nChanged 275 SP:Iteration 53Q (4056.050000 sec): 3 clusters Score: Raw -17464307.803380 + Penalty 3857.483279 = -17460450.320101 nChanged 188 SP:Iteration 54Q (4056.350000 sec): 3 clusters Score: Raw -17464353.958042 + Penalty 3857.483279 = -17460496.474763 nChanged 152 SP:Iteration 55Q (4056.660000 sec): 3 clusters Score: Raw -17464383.668139 + Penalty 3857.483279 = -17460526.184860 nChanged 133 SP:Iteration 56Q (4056.970000 sec): 3 clusters Score: Raw -17464407.080604 + Penalty 3857.483279 = -17460549.597325 nChanged 101 SP:Iteration 57Q (4057.270000 sec): 3 clusters Score: Raw -17464419.631327 + Penalty 3857.483279 = -17460562.148048 nChanged 66 SP:Iteration 58Q (4057.580000 sec): 3 clusters Score: Raw -17464426.645690 + Penalty 3857.483279 = -17460569.162411 nChanged 48 SP:Iteration 59Q (4057.880000 sec): 3 clusters Score: Raw -17464431.396491 + Penalty 3857.483279 = -17460573.913212 nChanged 41 SP:Iteration 60F (4058.280000 sec): 3 clusters Score: Raw -17464435.346402 + Penalty 3857.483279 = -17460577.863123 nChanged 31 SP:Iteration 61Q (4058.580000 sec): 3 clusters Score: Raw -17464437.679143 + Penalty 3857.483279 = -17460580.195864 nChanged 22 SP:Iteration 62Q (4058.880000 sec): 3 clusters Score: Raw -17464439.428887 + Penalty 3857.483279 = -17460581.945608 nChanged 17 SP:Iteration 63Q (4059.180000 sec): 3 clusters Score: Raw -17464440.361009 + Penalty 3857.483279 = -17460582.877730 nChanged 10 SP:Iteration 64Q (4059.480000 sec): 3 clusters Score: Raw -17464440.893589 + Penalty 3857.483279 = -17460583.410310 nChanged 7 SP:Iteration 65Q (4059.790000 sec): 3 clusters Score: Raw -17464441.255308 + Penalty 3857.483279 = -17460583.772029 nChanged 4 SP:Iteration 66Q (4060.100000 sec): 3 clusters Score: Raw -17464441.455520 + Penalty 3857.483279 = -17460583.972241 nChanged 1 SP:Iteration 67Q (4060.400000 sec): 3 clusters Score: Raw -17464441.499330 + Penalty 3857.483279 = -17460584.016050 nChanged 0 SP:Iteration 68F (4060.800000 sec): 3 clusters Score: Raw -17464441.499330 + Penalty 3857.483279 = -17460584.016050 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4060.870000 sec): 2 clusters Score: Raw -334919.035330 + Penalty 1289.183738 = -333629.851592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4060.880000 sec): 3 clusters Score: Raw -333617.594625 + Penalty 2578.367476 = -331039.227149 nChanged 1039 SP:Iteration 1F (4060.890000 sec): 3 clusters Score: Raw -334183.287124 + Penalty 2578.367476 = -331604.919648 nChanged 219 SP:Iteration 2F (4060.900000 sec): 3 clusters Score: Raw -334318.208077 + Penalty 2578.367476 = -331739.840601 nChanged 140 SP:Iteration 3F (4060.900000 sec): 3 clusters Score: Raw -334404.579461 + Penalty 2578.367476 = -331826.211985 nChanged 114 SP:Iteration 4Q (4060.910000 sec): 3 clusters Score: Raw -334472.377524 + Penalty 2578.367476 = -331894.010048 nChanged 85 SP:Iteration 5Q (4060.920000 sec): 3 clusters Score: Raw -334519.895893 + Penalty 2578.367476 = -331941.528417 nChanged 69 SP:Iteration 6Q (4060.920000 sec): 3 clusters Score: Raw -334555.707854 + Penalty 2578.367476 = -331977.340378 nChanged 58 SP:Iteration 7Q (4060.930000 sec): 3 clusters Score: Raw -334587.066438 + Penalty 2578.367476 = -332008.698962 nChanged 55 SP:Iteration 8Q (4060.940000 sec): 3 clusters Score: Raw -334613.455050 + Penalty 2578.367476 = -332035.087574 nChanged 42 SP:Iteration 9Q (4060.950000 sec): 3 clusters Score: Raw -334634.494786 + Penalty 2578.367476 = -332056.127310 nChanged 49 SP:Iteration 10Q (4060.960000 sec): 3 clusters Score: Raw -334660.701878 + Penalty 2578.367476 = -332082.334403 nChanged 43 SP:Iteration 11Q (4060.960000 sec): 3 clusters Score: Raw -334680.099455 + Penalty 2578.367476 = -332101.731979 nChanged 41 SP:Iteration 12Q (4060.970000 sec): 3 clusters Score: Raw -334698.673928 + Penalty 2578.367476 = -332120.306452 nChanged 35 SP:Iteration 13Q (4060.980000 sec): 3 clusters Score: Raw -334712.850641 + Penalty 2578.367476 = -332134.483165 nChanged 31 SP:Iteration 14Q (4060.980000 sec): 3 clusters Score: Raw -334725.997530 + Penalty 2578.367476 = -332147.630054 nChanged 21 SP:Iteration 15Q (4060.990000 sec): 3 clusters Score: Raw -334736.772300 + Penalty 2578.367476 = -332158.404824 nChanged 24 SP:Iteration 16Q (4061.000000 sec): 3 clusters Score: Raw -334745.899803 + Penalty 2578.367476 = -332167.532327 nChanged 24 SP:Iteration 17Q (4061.000000 sec): 3 clusters Score: Raw -334754.816575 + Penalty 2578.367476 = -332176.449099 nChanged 22 SP:Iteration 18Q (4061.010000 sec): 3 clusters Score: Raw -334764.071548 + Penalty 2578.367476 = -332185.704072 nChanged 17 SP:Iteration 19Q (4061.020000 sec): 3 clusters Score: Raw -334772.659156 + Penalty 2578.367476 = -332194.291680 nChanged 17 SP:Iteration 20F (4061.020000 sec): 3 clusters Score: Raw -334778.649915 + Penalty 2578.367476 = -332200.282439 nChanged 16 SP:Iteration 21Q (4061.030000 sec): 3 clusters Score: Raw -334785.821868 + Penalty 2578.367476 = -332207.454392 nChanged 13 SP:Iteration 22Q (4061.040000 sec): 3 clusters Score: Raw -334791.817962 + Penalty 2578.367476 = -332213.450486 nChanged 16 SP:Iteration 23Q (4061.050000 sec): 3 clusters Score: Raw -334797.183626 + Penalty 2578.367476 = -332218.816150 nChanged 9 SP:Iteration 24Q (4061.060000 sec): 3 clusters Score: Raw -334801.179823 + Penalty 2578.367476 = -332222.812347 nChanged 6 SP:Iteration 25Q (4061.060000 sec): 3 clusters Score: Raw -334803.217568 + Penalty 2578.367476 = -332224.850092 nChanged 3 SP:Iteration 26Q (4061.070000 sec): 3 clusters Score: Raw -334804.449600 + Penalty 2578.367476 = -332226.082124 nChanged 6 SP:Iteration 27Q (4061.080000 sec): 3 clusters Score: Raw -334807.218773 + Penalty 2578.367476 = -332228.851297 nChanged 7 SP:Iteration 28Q (4061.080000 sec): 3 clusters Score: Raw -334809.999080 + Penalty 2578.367476 = -332231.631604 nChanged 9 SP:Iteration 29Q (4061.090000 sec): 3 clusters Score: Raw -334812.967173 + Penalty 2578.367476 = -332234.599697 nChanged 10 SP:Iteration 30Q (4061.100000 sec): 3 clusters Score: Raw -334816.195417 + Penalty 2578.367476 = -332237.827941 nChanged 7 SP:Iteration 31Q (4061.100000 sec): 3 clusters Score: Raw -334818.288474 + Penalty 2578.367476 = -332239.920998 nChanged 4 SP:Iteration 32Q (4061.110000 sec): 3 clusters Score: Raw -334819.758397 + Penalty 2578.367476 = -332241.390921 nChanged 7 SP:Iteration 33Q (4061.120000 sec): 3 clusters Score: Raw -334823.495173 + Penalty 2578.367476 = -332245.127697 nChanged 13 SP:Iteration 34Q (4061.120000 sec): 3 clusters Score: Raw -334828.809294 + Penalty 2578.367476 = -332250.441818 nChanged 15 SP:Iteration 35Q (4061.130000 sec): 3 clusters Score: Raw -334833.831283 + Penalty 2578.367476 = -332255.463807 nChanged 6 SP:Iteration 36Q (4061.140000 sec): 3 clusters Score: Raw -334836.760315 + Penalty 2578.367476 = -332258.392839 nChanged 10 SP:Iteration 37Q (4061.150000 sec): 3 clusters Score: Raw -334840.179352 + Penalty 2578.367476 = -332261.811876 nChanged 8 SP:Iteration 38Q (4061.160000 sec): 3 clusters Score: Raw -334843.469646 + Penalty 2578.367476 = -332265.102170 nChanged 8 SP:Iteration 39Q (4061.160000 sec): 3 clusters Score: Raw -334846.335050 + Penalty 2578.367476 = -332267.967574 nChanged 7 SP:Iteration 40F (4061.170000 sec): 3 clusters Score: Raw -334849.249000 + Penalty 2578.367476 = -332270.881524 nChanged 5 SP:Iteration 41Q (4061.180000 sec): 3 clusters Score: Raw -334850.651757 + Penalty 2578.367476 = -332272.284281 nChanged 4 SP:Iteration 42Q (4061.180000 sec): 3 clusters Score: Raw -334851.824456 + Penalty 2578.367476 = -332273.456980 nChanged 6 SP:Iteration 43Q (4061.190000 sec): 3 clusters Score: Raw -334854.141837 + Penalty 2578.367476 = -332275.774361 nChanged 6 SP:Iteration 44Q (4061.200000 sec): 3 clusters Score: Raw -334857.313210 + Penalty 2578.367476 = -332278.945734 nChanged 8 SP:Iteration 45Q (4061.200000 sec): 3 clusters Score: Raw -334861.999684 + Penalty 2578.367476 = -332283.632208 nChanged 13 SP:Iteration 46Q (4061.210000 sec): 3 clusters Score: Raw -334868.214765 + Penalty 2578.367476 = -332289.847289 nChanged 11 SP:Iteration 47Q (4061.220000 sec): 3 clusters Score: Raw -334872.678159 + Penalty 2578.367476 = -332294.310683 nChanged 9 SP:Iteration 48Q (4061.220000 sec): 3 clusters Score: Raw -334875.515698 + Penalty 2578.367476 = -332297.148222 nChanged 10 SP:Iteration 49Q (4061.230000 sec): 3 clusters Score: Raw -334879.222585 + Penalty 2578.367476 = -332300.855109 nChanged 7 SP:Iteration 50Q (4061.240000 sec): 3 clusters Score: Raw -334881.471737 + Penalty 2578.367476 = -332303.104261 nChanged 5 SP:Iteration 51Q (4061.250000 sec): 3 clusters Score: Raw -334884.317268 + Penalty 2578.367476 = -332305.949792 nChanged 9 SP:Iteration 52Q (4061.250000 sec): 3 clusters Score: Raw -334887.434168 + Penalty 2578.367476 = -332309.066692 nChanged 6 SP:Iteration 53Q (4061.260000 sec): 3 clusters Score: Raw -334889.172478 + Penalty 2578.367476 = -332310.805002 nChanged 5 SP:Iteration 54Q (4061.270000 sec): 3 clusters Score: Raw -334890.893370 + Penalty 2578.367476 = -332312.525894 nChanged 2 SP:Iteration 55Q (4061.280000 sec): 3 clusters Score: Raw -334891.500997 + Penalty 2578.367476 = -332313.133521 nChanged 3 SP:Iteration 56Q (4061.280000 sec): 3 clusters Score: Raw -334892.128311 + Penalty 2578.367476 = -332313.760835 nChanged 3 SP:Iteration 57Q (4061.290000 sec): 3 clusters Score: Raw -334892.850471 + Penalty 2578.367476 = -332314.482995 nChanged 2 SP:Iteration 58Q (4061.300000 sec): 3 clusters Score: Raw -334893.639793 + Penalty 2578.367476 = -332315.272317 nChanged 2 SP:Iteration 59Q (4061.300000 sec): 3 clusters Score: Raw -334893.997115 + Penalty 2578.367476 = -332315.629639 nChanged 1 SP:Iteration 60F (4061.310000 sec): 3 clusters Score: Raw -334894.187040 + Penalty 2578.367476 = -332315.819564 nChanged 1 SP:Iteration 61Q (4061.320000 sec): 3 clusters Score: Raw -334894.349495 + Penalty 2578.367476 = -332315.982019 nChanged 1 SP:Iteration 62Q (4061.320000 sec): 3 clusters Score: Raw -334894.405716 + Penalty 2578.367476 = -332316.038240 nChanged 0 SP:Iteration 63F (4061.330000 sec): 3 clusters Score: Raw -334894.405716 + Penalty 2578.367476 = -332316.038240 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4061.340000 sec): 2 clusters Score: Raw -20732.761105 + Penalty 847.427061 = -19885.334044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4061.340000 sec): 3 clusters Score: Raw -20823.781590 + Penalty 1694.854121 = -19128.927469 nChanged 14 SP:Iteration 1F (4061.340000 sec): 3 clusters Score: Raw -20862.111209 + Penalty 1694.854121 = -19167.257087 nChanged 6 SP:Iteration 2Q (4061.340000 sec): 3 clusters Score: Raw -20892.239497 + Penalty 1694.854121 = -19197.385376 nChanged 3 SP:Iteration 3Q (4061.340000 sec): 3 clusters Score: Raw -20910.566346 + Penalty 1694.854121 = -19215.712225 nChanged 2 SP:Iteration 4Q (4061.340000 sec): 3 clusters Score: Raw -20920.581249 + Penalty 1694.854121 = -19225.727128 nChanged 1 SP:Iteration 5Q (4061.340000 sec): 3 clusters Score: Raw -20924.164605 + Penalty 1694.854121 = -19229.310484 nChanged 0 SP:Iteration 6F (4061.340000 sec): 3 clusters Score: Raw -20924.164605 + Penalty 1694.854121 = -19229.310484 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4063.560000 sec): 2 clusters Score: Raw -95511126.122958 + Penalty 2209.287920 = -95508916.835039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4065.920000 sec): 3 clusters Score: Raw -94966887.857468 + Penalty 4418.575839 = -94962469.281629 nChanged 394962 SP:Iteration 1F (4068.250000 sec): 3 clusters Score: Raw -95208441.239492 + Penalty 4418.575839 = -95204022.663653 nChanged 21345 SP:Iteration 2Q (4070.650000 sec): 3 clusters Score: Raw -95213866.450255 + Penalty 4418.575839 = -95209447.874416 nChanged 29547 SP:Iteration 3Q (4073.100000 sec): 3 clusters Score: Raw -95224775.526969 + Penalty 4418.575839 = -95220356.951130 nChanged 43007 SP:Iteration 4F (4075.420000 sec): 3 clusters Score: Raw -95247394.355085 + Penalty 4418.575839 = -95242975.779246 nChanged 61032 SP:Iteration 5F (4077.780000 sec): 3 clusters Score: Raw -95291529.685441 + Penalty 4418.575839 = -95287111.109602 nChanged 76298 SP:Iteration 6F (4080.090000 sec): 3 clusters Score: Raw -95361165.073013 + Penalty 4418.575839 = -95356746.497174 nChanged 73916 SP:Iteration 7F (4082.410000 sec): 3 clusters Score: Raw -95436469.846768 + Penalty 4418.575839 = -95432051.270928 nChanged 48365 SP:Iteration 8F (4084.710000 sec): 3 clusters Score: Raw -95485692.712179 + Penalty 4418.575839 = -95481274.136340 nChanged 20038 SP:Iteration 9Q (4086.770000 sec): 3 clusters Score: Raw -95504900.264459 + Penalty 4418.575839 = -95500481.688619 nChanged 5473 SP:Iteration 10Q (4088.620000 sec): 3 clusters Score: Raw -95509806.418833 + Penalty 4418.575839 = -95505387.842994 nChanged 1249 SP:Iteration 11Q (4090.360000 sec): 3 clusters Score: Raw -95510933.053566 + Penalty 4418.575839 = -95506514.477727 nChanged 270 SP:Iteration 12Q (4092.070000 sec): 3 clusters Score: Raw -95511242.695758 + Penalty 4418.575839 = -95506824.119918 nChanged 92 SP:Iteration 13Q (4093.760000 sec): 3 clusters Score: Raw -95511361.324181 + Penalty 4418.575839 = -95506942.748342 nChanged 46 SP:Iteration 14Q (4095.420000 sec): 3 clusters Score: Raw -95511418.234203 + Penalty 4418.575839 = -95506999.658363 nChanged 19 SP:Iteration 15Q (4097.120000 sec): 3 clusters Score: Raw -95511439.111844 + Penalty 4418.575839 = -95507020.536005 nChanged 15 SP:Iteration 16Q (4098.810000 sec): 3 clusters Score: Raw -95511452.489409 + Penalty 4418.575839 = -95507033.913570 nChanged 12 SP:Iteration 17Q (4100.460000 sec): 3 clusters Score: Raw -95511466.817003 + Penalty 4418.575839 = -95507048.241164 nChanged 7 SP:Iteration 18Q (4102.120000 sec): 3 clusters Score: Raw -95511472.990774 + Penalty 4418.575839 = -95507054.414935 nChanged 5 SP:Iteration 19Q (4103.810000 sec): 3 clusters Score: Raw -95511479.807653 + Penalty 4418.575839 = -95507061.231814 nChanged 3 SP:Iteration 20F (4106.110000 sec): 3 clusters Score: Raw -95511483.531282 + Penalty 4418.575839 = -95507064.955443 nChanged 3 SP:Iteration 21Q (4107.770000 sec): 3 clusters Score: Raw -95511486.865323 + Penalty 4418.575839 = -95507068.289484 nChanged 3 SP:Iteration 22Q (4109.450000 sec): 3 clusters Score: Raw -95511491.282605 + Penalty 4418.575839 = -95507072.706766 nChanged 3 SP:Iteration 23Q (4111.130000 sec): 3 clusters Score: Raw -95511493.008788 + Penalty 4418.575839 = -95507074.432949 nChanged 4 SP:Iteration 24Q (4112.820000 sec): 3 clusters Score: Raw -95511496.119430 + Penalty 4418.575839 = -95507077.543591 nChanged 3 SP:Iteration 25Q (4114.440000 sec): 3 clusters Score: Raw -95511497.916422 + Penalty 4418.575839 = -95507079.340583 nChanged 2 SP:Iteration 26Q (4116.080000 sec): 3 clusters Score: Raw -95511499.621843 + Penalty 4418.575839 = -95507081.046004 nChanged 1 SP:Iteration 27Q (4117.730000 sec): 3 clusters Score: Raw -95511500.116054 + Penalty 4418.575839 = -95507081.540214 nChanged 0 SP:Iteration 28F (4120.060000 sec): 3 clusters Score: Raw -95511500.116054 + Penalty 4418.575839 = -95507081.540214 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (112301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4120.650000 sec): 2 clusters Score: Raw -13159979.772537 + Penalty 1889.702432 = -13158090.070105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4120.980000 sec): 3 clusters Score: Raw -13086473.898635 + Penalty 3779.404865 = -13082694.493770 nChanged 53870 SP:Iteration 1F (4121.310000 sec): 3 clusters Score: Raw -13118472.508841 + Penalty 3779.404865 = -13114693.103976 nChanged 4871 SP:Iteration 2Q (4121.650000 sec): 3 clusters Score: Raw -13120201.795688 + Penalty 3779.404865 = -13116422.390823 nChanged 6153 SP:Iteration 3F (4121.970000 sec): 3 clusters Score: Raw -13123337.017285 + Penalty 3779.404865 = -13119557.612421 nChanged 8409 SP:Iteration 4F (4122.290000 sec): 3 clusters Score: Raw -13129345.602958 + Penalty 3779.404865 = -13125566.198093 nChanged 10459 SP:Iteration 5F (4122.620000 sec): 3 clusters Score: Raw -13138881.981840 + Penalty 3779.404865 = -13135102.576975 nChanged 10213 SP:Iteration 6F (4122.940000 sec): 3 clusters Score: Raw -13149635.402994 + Penalty 3779.404865 = -13145855.998129 nChanged 6675 SP:Iteration 7F (4123.270000 sec): 3 clusters Score: Raw -13156705.832868 + Penalty 3779.404865 = -13152926.428003 nChanged 2583 SP:Iteration 8Q (4123.570000 sec): 3 clusters Score: Raw -13159269.320074 + Penalty 3779.404865 = -13155489.915209 nChanged 652 SP:Iteration 9Q (4123.830000 sec): 3 clusters Score: Raw -13159893.197097 + Penalty 3779.404865 = -13156113.792233 nChanged 157 SP:Iteration 10Q (4124.070000 sec): 3 clusters Score: Raw -13160076.650576 + Penalty 3779.404865 = -13156297.245711 nChanged 48 SP:Iteration 11Q (4124.310000 sec): 3 clusters Score: Raw -13160127.085038 + Penalty 3779.404865 = -13156347.680173 nChanged 22 SP:Iteration 12Q (4124.550000 sec): 3 clusters Score: Raw -13160153.774593 + Penalty 3779.404865 = -13156374.369729 nChanged 8 SP:Iteration 13Q (4124.780000 sec): 3 clusters Score: Raw -13160164.644709 + Penalty 3779.404865 = -13156385.239844 nChanged 2 SP:Iteration 14Q (4125.020000 sec): 3 clusters Score: Raw -13160167.904970 + Penalty 3779.404865 = -13156388.500105 nChanged 3 SP:Iteration 15Q (4125.260000 sec): 3 clusters Score: Raw -13160171.853952 + Penalty 3779.404865 = -13156392.449087 nChanged 3 SP:Iteration 16Q (4125.490000 sec): 3 clusters Score: Raw -13160175.472784 + Penalty 3779.404865 = -13156396.067919 nChanged 2 SP:Iteration 17Q (4125.730000 sec): 3 clusters Score: Raw -13160178.319667 + Penalty 3779.404865 = -13156398.914802 nChanged 1 SP:Iteration 18Q (4125.960000 sec): 3 clusters Score: Raw -13160180.495531 + Penalty 3779.404865 = -13156401.090667 nChanged 3 SP:Iteration 19Q (4126.200000 sec): 3 clusters Score: Raw -13160188.207960 + Penalty 3779.404865 = -13156408.803095 nChanged 2 SP:Iteration 20F (4126.520000 sec): 3 clusters Score: Raw -13160190.321472 + Penalty 3779.404865 = -13156410.916607 nChanged 1 SP:Iteration 21Q (4126.760000 sec): 3 clusters Score: Raw -13160191.417650 + Penalty 3779.404865 = -13156412.012785 nChanged 1 SP:Iteration 22Q (4126.990000 sec): 3 clusters Score: Raw -13160192.287842 + Penalty 3779.404865 = -13156412.882977 nChanged 0 SP:Iteration 23F (4127.320000 sec): 3 clusters Score: Raw -13160192.287842 + Penalty 3779.404865 = -13156412.882977 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 14 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.380000 sec): 2 clusters Score: Raw -160654.701018 + Penalty 1182.889311 = -159471.811708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.390000 sec): 3 clusters Score: Raw -160091.875635 + Penalty 2365.778622 = -157726.097014 nChanged 498 SP:Iteration 1F (4127.390000 sec): 3 clusters Score: Raw -160467.810660 + Penalty 2365.778622 = -158102.032039 nChanged 125 SP:Iteration 2F (4127.390000 sec): 3 clusters Score: Raw -160629.317194 + Penalty 2365.778622 = -158263.538573 nChanged 99 SP:Iteration 3F (4127.390000 sec): 3 clusters Score: Raw -160786.633184 + Penalty 2365.778622 = -158420.854562 nChanged 88 SP:Iteration 4F (4127.400000 sec): 3 clusters Score: Raw -160949.891528 + Penalty 2365.778622 = -158584.112907 nChanged 89 SP:Iteration 5F (4127.400000 sec): 3 clusters Score: Raw -161087.676860 + Penalty 2365.778622 = -158721.898238 nChanged 77 SP:Iteration 6F (4127.410000 sec): 3 clusters Score: Raw -161209.941238 + Penalty 2365.778622 = -158844.162617 nChanged 79 SP:Iteration 7F (4127.410000 sec): 3 clusters Score: Raw -161320.121250 + Penalty 2365.778622 = -158954.342628 nChanged 66 SP:Iteration 8Q (4127.410000 sec): 3 clusters Score: Raw -161424.570483 + Penalty 2365.778622 = -159058.791861 nChanged 59 SP:Iteration 9Q (4127.420000 sec): 3 clusters Score: Raw -161548.968533 + Penalty 2365.778622 = -159183.189912 nChanged 46 SP:Iteration 10Q (4127.420000 sec): 3 clusters Score: Raw -161628.164086 + Penalty 2365.778622 = -159262.385464 nChanged 28 SP:Iteration 11Q (4127.430000 sec): 3 clusters Score: Raw -161667.078013 + Penalty 2365.778622 = -159301.299392 nChanged 14 SP:Iteration 12Q (4127.430000 sec): 3 clusters Score: Raw -161699.785772 + Penalty 2365.778622 = -159334.007150 nChanged 10 SP:Iteration 13Q (4127.430000 sec): 3 clusters Score: Raw -161713.246264 + Penalty 2365.778622 = -159347.467643 nChanged 11 SP:Iteration 14Q (4127.430000 sec): 3 clusters Score: Raw -161724.662848 + Penalty 2365.778622 = -159358.884226 nChanged 5 SP:Iteration 15Q (4127.440000 sec): 3 clusters Score: Raw -161729.888975 + Penalty 2365.778622 = -159364.110354 nChanged 3 SP:Iteration 16Q (4127.440000 sec): 3 clusters Score: Raw -161735.503433 + Penalty 2365.778622 = -159369.724811 nChanged 8 SP:Iteration 17Q (4127.440000 sec): 3 clusters Score: Raw -161744.215149 + Penalty 2365.778622 = -159378.436528 nChanged 14 SP:Iteration 18Q (4127.450000 sec): 3 clusters Score: Raw -161759.652159 + Penalty 2365.778622 = -159393.873538 nChanged 10 SP:Iteration 19Q (4127.450000 sec): 3 clusters Score: Raw -161768.829508 + Penalty 2365.778622 = -159403.050887 nChanged 8 SP:Iteration 20F (4127.450000 sec): 3 clusters Score: Raw -161776.682531 + Penalty 2365.778622 = -159410.903909 nChanged 6 SP:Iteration 21Q (4127.460000 sec): 3 clusters Score: Raw -161784.035786 + Penalty 2365.778622 = -159418.257165 nChanged 8 SP:Iteration 22Q (4127.460000 sec): 3 clusters Score: Raw -161792.512962 + Penalty 2365.778622 = -159426.734340 nChanged 7 SP:Iteration 23Q (4127.460000 sec): 3 clusters Score: Raw -161802.354927 + Penalty 2365.778622 = -159436.576305 nChanged 4 SP:Iteration 24Q (4127.470000 sec): 3 clusters Score: Raw -161807.538223 + Penalty 2365.778622 = -159441.759602 nChanged 6 SP:Iteration 25Q (4127.470000 sec): 3 clusters Score: Raw -161814.729216 + Penalty 2365.778622 = -159448.950594 nChanged 3 SP:Iteration 26Q (4127.470000 sec): 3 clusters Score: Raw -161819.964693 + Penalty 2365.778622 = -159454.186072 nChanged 4 SP:Iteration 27Q (4127.470000 sec): 3 clusters Score: Raw -161824.711923 + Penalty 2365.778622 = -159458.933301 nChanged 2 SP:Iteration 28Q (4127.480000 sec): 3 clusters Score: Raw -161825.887975 + Penalty 2365.778622 = -159460.109353 nChanged 0 SP:Iteration 29F (4127.480000 sec): 3 clusters Score: Raw -161825.887975 + Penalty 2365.778622 = -159460.109353 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 15 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.490000 sec): 2 clusters Score: Raw -30086.741140 + Penalty 916.232634 = -29170.508507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.490000 sec): 3 clusters Score: Raw -30128.073608 + Penalty 1832.465268 = -28295.608340 nChanged 45 SP:Iteration 1F (4127.490000 sec): 3 clusters Score: Raw -30239.207449 + Penalty 1832.465268 = -28406.742181 nChanged 8 SP:Iteration 2Q (4127.490000 sec): 3 clusters Score: Raw -30255.504433 + Penalty 1832.465268 = -28423.039165 nChanged 3 SP:Iteration 3Q (4127.490000 sec): 3 clusters Score: Raw -30262.354664 + Penalty 1832.465268 = -28429.889396 nChanged 1 SP:Iteration 4Q (4127.490000 sec): 3 clusters Score: Raw -30264.572969 + Penalty 1832.465268 = -28432.107701 nChanged 1 SP:Iteration 5Q (4127.490000 sec): 3 clusters Score: Raw -30266.264042 + Penalty 1832.465268 = -28433.798775 nChanged 0 SP:Iteration 6F (4127.490000 sec): 3 clusters Score: Raw -30266.264042 + Penalty 1832.465268 = -28433.798775 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.500000 sec): 2 clusters Score: Raw -38895.367846 + Penalty 965.704898 = -37929.662948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.500000 sec): 3 clusters Score: Raw -38924.172687 + Penalty 1931.409797 = -36992.762890 nChanged 87 SP:Iteration 1F (4127.500000 sec): 3 clusters Score: Raw -39128.665800 + Penalty 1931.409797 = -37197.256003 nChanged 28 SP:Iteration 2F (4127.500000 sec): 3 clusters Score: Raw -39264.339159 + Penalty 1931.409797 = -37332.929362 nChanged 19 SP:Iteration 3Q (4127.500000 sec): 3 clusters Score: Raw -39363.314414 + Penalty 1931.409797 = -37431.904617 nChanged 15 SP:Iteration 4Q (4127.500000 sec): 3 clusters Score: Raw -39415.408885 + Penalty 1931.409797 = -37483.999088 nChanged 11 SP:Iteration 5Q (4127.500000 sec): 3 clusters Score: Raw -39451.766991 + Penalty 1931.409797 = -37520.357194 nChanged 8 SP:Iteration 6Q (4127.500000 sec): 3 clusters Score: Raw -39499.280502 + Penalty 1931.409797 = -37567.870705 nChanged 10 SP:Iteration 7Q (4127.510000 sec): 3 clusters Score: Raw -39541.032763 + Penalty 1931.409797 = -37609.622967 nChanged 4 SP:Iteration 8Q (4127.510000 sec): 3 clusters Score: Raw -39551.855445 + Penalty 1931.409797 = -37620.445648 nChanged 5 SP:Iteration 9Q (4127.510000 sec): 3 clusters Score: Raw -39584.720835 + Penalty 1931.409797 = -37653.311038 nChanged 7 SP:Iteration 10Q (4127.510000 sec): 3 clusters Score: Raw -39629.000143 + Penalty 1931.409797 = -37697.590346 nChanged 8 SP:Iteration 11Q (4127.510000 sec): 3 clusters Score: Raw -39678.547608 + Penalty 1931.409797 = -37747.137811 nChanged 7 SP:Iteration 12Q (4127.510000 sec): 3 clusters Score: Raw -39725.074207 + Penalty 1931.409797 = -37793.664410 nChanged 9 SP:Iteration 13Q (4127.510000 sec): 3 clusters Score: Raw -39824.720899 + Penalty 1931.409797 = -37893.311102 nChanged 3 SP:Iteration 14Q (4127.510000 sec): 3 clusters Score: Raw -39857.094688 + Penalty 1931.409797 = -37925.684891 nChanged 1 SP:Iteration 15Q (4127.510000 sec): 3 clusters Score: Raw -39858.561566 + Penalty 1931.409797 = -37927.151769 nChanged 2 SP:Iteration 16Q (4127.510000 sec): 3 clusters Score: Raw -39861.760158 + Penalty 1931.409797 = -37930.350361 nChanged 0 SP:Iteration 17F (4127.510000 sec): 3 clusters Score: Raw -39861.760158 + Penalty 1931.409797 = -37930.350361 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 8.04 GB. Trying to split cluster 17 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.520000 sec): 2 clusters Score: Raw -35860.658950 + Penalty 938.364626 = -34922.294323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.520000 sec): 3 clusters Score: Raw -35924.724616 + Penalty 1876.729252 = -34047.995363 nChanged 52 SP:Iteration 1F (4127.520000 sec): 3 clusters Score: Raw -36027.317679 + Penalty 1876.729252 = -34150.588427 nChanged 16 SP:Iteration 2Q (4127.530000 sec): 3 clusters Score: Raw -36070.720282 + Penalty 1876.729252 = -34193.991029 nChanged 9 SP:Iteration 3Q (4127.530000 sec): 3 clusters Score: Raw -36112.738512 + Penalty 1876.729252 = -34236.009260 nChanged 10 SP:Iteration 4Q (4127.530000 sec): 3 clusters Score: Raw -36149.924233 + Penalty 1876.729252 = -34273.194981 nChanged 6 SP:Iteration 5Q (4127.530000 sec): 3 clusters Score: Raw -36176.787855 + Penalty 1876.729252 = -34300.058602 nChanged 5 SP:Iteration 6Q (4127.530000 sec): 3 clusters Score: Raw -36203.218958 + Penalty 1876.729252 = -34326.489705 nChanged 4 SP:Iteration 7Q (4127.530000 sec): 3 clusters Score: Raw -36214.894851 + Penalty 1876.729252 = -34338.165599 nChanged 2 SP:Iteration 8Q (4127.530000 sec): 3 clusters Score: Raw -36220.972335 + Penalty 1876.729252 = -34344.243083 nChanged 0 SP:Iteration 9F (4127.530000 sec): 3 clusters Score: Raw -36220.972335 + Penalty 1876.729252 = -34344.243083 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.580000 sec): 2 clusters Score: Raw -2145510.286645 + Penalty 1586.312648 = -2143923.973997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.630000 sec): 3 clusters Score: Raw -2135176.602001 + Penalty 3172.625296 = -2132003.976705 nChanged 7772 SP:Iteration 1F (4127.680000 sec): 3 clusters Score: Raw -2139314.208343 + Penalty 3172.625296 = -2136141.583047 nChanged 778 SP:Iteration 2Q (4127.720000 sec): 3 clusters Score: Raw -2139543.685192 + Penalty 3172.625296 = -2136371.059896 nChanged 704 SP:Iteration 3Q (4127.770000 sec): 3 clusters Score: Raw -2139776.998081 + Penalty 3172.625296 = -2136604.372785 nChanged 671 SP:Iteration 4Q (4127.820000 sec): 3 clusters Score: Raw -2140013.767060 + Penalty 3172.625296 = -2136841.141764 nChanged 734 SP:Iteration 5Q (4127.870000 sec): 3 clusters Score: Raw -2140297.721217 + Penalty 3172.625296 = -2137125.095921 nChanged 782 SP:Iteration 6Q (4127.910000 sec): 3 clusters Score: Raw -2140663.319317 + Penalty 3172.625296 = -2137490.694021 nChanged 912 SP:Iteration 7F (4127.960000 sec): 3 clusters Score: Raw -2141169.724143 + Penalty 3172.625296 = -2137997.098847 nChanged 1102 SP:Iteration 8F (4128.000000 sec): 3 clusters Score: Raw -2141934.236346 + Penalty 3172.625296 = -2138761.611050 nChanged 1249 SP:Iteration 9F (4128.050000 sec): 3 clusters Score: Raw -2143019.095206 + Penalty 3172.625296 = -2139846.469910 nChanged 1189 SP:Iteration 10F (4128.090000 sec): 3 clusters Score: Raw -2144151.704162 + Penalty 3172.625296 = -2140979.078866 nChanged 812 SP:Iteration 11Q (4128.140000 sec): 3 clusters Score: Raw -2144951.215393 + Penalty 3172.625296 = -2141778.590097 nChanged 405 SP:Iteration 12Q (4128.180000 sec): 3 clusters Score: Raw -2145352.281186 + Penalty 3172.625296 = -2142179.655890 nChanged 165 SP:Iteration 13Q (4128.220000 sec): 3 clusters Score: Raw -2145527.463670 + Penalty 3172.625296 = -2142354.838374 nChanged 61 SP:Iteration 14Q (4128.260000 sec): 3 clusters Score: Raw -2145606.986909 + Penalty 3172.625296 = -2142434.361613 nChanged 18 SP:Iteration 15Q (4128.290000 sec): 3 clusters Score: Raw -2145635.845834 + Penalty 3172.625296 = -2142463.220538 nChanged 14 SP:Iteration 16Q (4128.330000 sec): 3 clusters Score: Raw -2145655.215807 + Penalty 3172.625296 = -2142482.590510 nChanged 7 SP:Iteration 17Q (4128.360000 sec): 3 clusters Score: Raw -2145669.137229 + Penalty 3172.625296 = -2142496.511933 nChanged 3 SP:Iteration 18Q (4128.390000 sec): 3 clusters Score: Raw -2145676.181072 + Penalty 3172.625296 = -2142503.555776 nChanged 2 SP:Iteration 19Q (4128.430000 sec): 3 clusters Score: Raw -2145679.079912 + Penalty 3172.625296 = -2142506.454616 nChanged 1 SP:Iteration 20F (4128.470000 sec): 3 clusters Score: Raw -2145682.870344 + Penalty 3172.625296 = -2142510.245048 nChanged 2 SP:Iteration 21Q (4128.510000 sec): 3 clusters Score: Raw -2145684.458765 + Penalty 3172.625296 = -2142511.833469 nChanged 1 SP:Iteration 22Q (4128.540000 sec): 3 clusters Score: Raw -2145687.458491 + Penalty 3172.625296 = -2142514.833195 nChanged 0 SP:Iteration 23F (4128.590000 sec): 3 clusters Score: Raw -2145687.458491 + Penalty 3172.625296 = -2142514.833195 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4128.600000 sec): 2 clusters Score: Raw -31434.312399 + Penalty 924.133495 = -30510.178903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4128.600000 sec): 3 clusters Score: Raw -31506.947462 + Penalty 1848.266991 = -29658.680471 nChanged 58 SP:Iteration 1F (4128.600000 sec): 3 clusters Score: Raw -31659.893643 + Penalty 1848.266991 = -29811.626652 nChanged 16 SP:Iteration 2F (4128.600000 sec): 3 clusters Score: Raw -31699.710296 + Penalty 1848.266991 = -29851.443305 nChanged 3 SP:Iteration 3Q (4128.600000 sec): 3 clusters Score: Raw -31710.062432 + Penalty 1848.266991 = -29861.795441 nChanged 4 SP:Iteration 4Q (4128.600000 sec): 3 clusters Score: Raw -31723.279711 + Penalty 1848.266991 = -29875.012720 nChanged 8 SP:Iteration 5Q (4128.600000 sec): 3 clusters Score: Raw -31747.900971 + Penalty 1848.266991 = -29899.633980 nChanged 3 SP:Iteration 6Q (4128.610000 sec): 3 clusters Score: Raw -31773.694068 + Penalty 1848.266991 = -29925.427077 nChanged 2 SP:Iteration 7Q (4128.610000 sec): 3 clusters Score: Raw -31779.829820 + Penalty 1848.266991 = -29931.562829 nChanged 3 SP:Iteration 8Q (4128.610000 sec): 3 clusters Score: Raw -31819.304220 + Penalty 1848.266991 = -29971.037229 nChanged 5 SP:Iteration 9Q (4128.610000 sec): 3 clusters Score: Raw -31837.207080 + Penalty 1848.266991 = -29988.940089 nChanged 3 SP:Iteration 10Q (4128.610000 sec): 3 clusters Score: Raw -31848.009846 + Penalty 1848.266991 = -29999.742856 nChanged 1 SP:Iteration 11Q (4128.610000 sec): 3 clusters Score: Raw -31853.565180 + Penalty 1848.266991 = -30005.298189 nChanged 0 SP:Iteration 12F (4128.610000 sec): 3 clusters Score: Raw -31853.565180 + Penalty 1848.266991 = -30005.298189 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 20 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4128.610000 sec): 2 clusters Score: Raw -52291.153404 + Penalty 997.731240 = -51293.422164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4128.610000 sec): 3 clusters Score: Raw -52282.290392 + Penalty 1995.462479 = -50286.827913 nChanged 115 SP:Iteration 1F (4128.620000 sec): 3 clusters Score: Raw -52523.094948 + Penalty 1995.462479 = -50527.632469 nChanged 51 SP:Iteration 2F (4128.620000 sec): 3 clusters Score: Raw -52638.798845 + Penalty 1995.462479 = -50643.336365 nChanged 30 SP:Iteration 3F (4128.620000 sec): 3 clusters Score: Raw -52731.676788 + Penalty 1995.462479 = -50736.214308 nChanged 24 SP:Iteration 4F (4128.620000 sec): 3 clusters Score: Raw -52929.566565 + Penalty 1995.462479 = -50934.104085 nChanged 19 SP:Iteration 5Q (4128.620000 sec): 3 clusters Score: Raw -53094.273079 + Penalty 1995.462479 = -51098.810600 nChanged 19 SP:Iteration 6Q (4128.620000 sec): 3 clusters Score: Raw -53145.553319 + Penalty 1995.462479 = -51150.090839 nChanged 10 SP:Iteration 7Q (4128.630000 sec): 3 clusters Score: Raw -53175.872616 + Penalty 1995.462479 = -51180.410137 nChanged 5 SP:Iteration 8Q (4128.630000 sec): 3 clusters Score: Raw -53190.220461 + Penalty 1995.462479 = -51194.757982 nChanged 4 SP:Iteration 9Q (4128.630000 sec): 3 clusters Score: Raw -53197.641698 + Penalty 1995.462479 = -51202.179219 nChanged 4 SP:Iteration 10Q (4128.630000 sec): 3 clusters Score: Raw -53205.606567 + Penalty 1995.462479 = -51210.144088 nChanged 3 SP:Iteration 11Q (4128.630000 sec): 3 clusters Score: Raw -53212.514500 + Penalty 1995.462479 = -51217.052021 nChanged 3 SP:Iteration 12Q (4128.630000 sec): 3 clusters Score: Raw -53221.019087 + Penalty 1995.462479 = -51225.556607 nChanged 1 SP:Iteration 13Q (4128.630000 sec): 3 clusters Score: Raw -53223.382586 + Penalty 1995.462479 = -51227.920107 nChanged 0 SP:Iteration 14F (4128.630000 sec): 3 clusters Score: Raw -53223.382586 + Penalty 1995.462479 = -51227.920107 nChanged 0 Iteration 118F (4152.280000 sec): 22 clusters Score: Raw -132100796.756248 + Penalty 47524.681737 = -132053272.074512 nChanged 1 Iteration 119F (4175.410000 sec): 22 clusters Score: Raw -132100802.101804 + Penalty 47524.681737 = -132053277.420067 nChanged 2 Iteration 120F (4198.550000 sec): 22 clusters Score: Raw -132100824.648499 + Penalty 47524.681737 = -132053299.966763 nChanged 1 Iteration 121Q (4205.950000 sec): 22 clusters Score: Raw -132100835.848183 + Penalty 47524.681737 = -132053311.166447 nChanged 0 Iteration 122F (4230.110000 sec): 22 clusters Score: Raw -132100835.848183 + Penalty 47524.681737 = -132053311.166447 nChanged 0 Compute initial score before splitting: Score: Raw -132100835.848183 + Penalty 47524.681737 = -132053311.166447 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.150000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.150000 sec): 3 clusters Score: Raw -269390.644350 + Penalty 2509.726292 = -266880.918058 nChanged 822 SP:Iteration 1F (4230.160000 sec): 3 clusters Score: Raw -269873.977630 + Penalty 2509.726292 = -267364.251338 nChanged 178 SP:Iteration 2F (4230.160000 sec): 3 clusters Score: Raw -269998.031501 + Penalty 2509.726292 = -267488.305209 nChanged 112 SP:Iteration 3Q (4230.170000 sec): 3 clusters Score: Raw -270099.284940 + Penalty 2509.726292 = -267589.558648 nChanged 110 SP:Iteration 4Q (4230.170000 sec): 3 clusters Score: Raw -270183.769105 + Penalty 2509.726292 = -267674.042813 nChanged 81 SP:Iteration 5Q (4230.180000 sec): 3 clusters Score: Raw -270243.399004 + Penalty 2509.726292 = -267733.672712 nChanged 69 SP:Iteration 6Q (4230.190000 sec): 3 clusters Score: Raw -270310.804630 + Penalty 2509.726292 = -267801.078338 nChanged 78 SP:Iteration 7Q (4230.190000 sec): 3 clusters Score: Raw -270379.035024 + Penalty 2509.726292 = -267869.308732 nChanged 83 SP:Iteration 8Q (4230.200000 sec): 3 clusters Score: Raw -270455.493007 + Penalty 2509.726292 = -267945.766715 nChanged 82 SP:Iteration 9Q (4230.200000 sec): 3 clusters Score: Raw -270520.079417 + Penalty 2509.726292 = -268010.353125 nChanged 67 SP:Iteration 10Q (4230.210000 sec): 3 clusters Score: Raw -270573.828072 + Penalty 2509.726292 = -268064.101780 nChanged 52 SP:Iteration 11Q (4230.210000 sec): 3 clusters Score: Raw -270617.005631 + Penalty 2509.726292 = -268107.279339 nChanged 50 SP:Iteration 12Q (4230.220000 sec): 3 clusters Score: Raw -270661.579119 + Penalty 2509.726292 = -268151.852827 nChanged 47 SP:Iteration 13Q (4230.220000 sec): 3 clusters Score: Raw -270703.961455 + Penalty 2509.726292 = -268194.235163 nChanged 41 SP:Iteration 14Q (4230.230000 sec): 3 clusters Score: Raw -270731.943611 + Penalty 2509.726292 = -268222.217319 nChanged 27 SP:Iteration 15Q (4230.230000 sec): 3 clusters Score: Raw -270749.719680 + Penalty 2509.726292 = -268239.993388 nChanged 28 SP:Iteration 16Q (4230.240000 sec): 3 clusters Score: Raw -270769.602370 + Penalty 2509.726292 = -268259.876078 nChanged 32 SP:Iteration 17Q (4230.250000 sec): 3 clusters Score: Raw -270792.462648 + Penalty 2509.726292 = -268282.736356 nChanged 21 SP:Iteration 18Q (4230.250000 sec): 3 clusters Score: Raw -270808.101480 + Penalty 2509.726292 = -268298.375188 nChanged 19 SP:Iteration 19Q (4230.250000 sec): 3 clusters Score: Raw -270817.418435 + Penalty 2509.726292 = -268307.692143 nChanged 9 SP:Iteration 20F (4230.260000 sec): 3 clusters Score: Raw -270823.859153 + Penalty 2509.726292 = -268314.132861 nChanged 15 SP:Iteration 21Q (4230.270000 sec): 3 clusters Score: Raw -270831.749744 + Penalty 2509.726292 = -268322.023452 nChanged 13 SP:Iteration 22Q (4230.270000 sec): 3 clusters Score: Raw -270837.242305 + Penalty 2509.726292 = -268327.516013 nChanged 8 SP:Iteration 23Q (4230.270000 sec): 3 clusters Score: Raw -270840.545120 + Penalty 2509.726292 = -268330.818828 nChanged 5 SP:Iteration 24Q (4230.280000 sec): 3 clusters Score: Raw -270842.627950 + Penalty 2509.726292 = -268332.901658 nChanged 6 SP:Iteration 25Q (4230.290000 sec): 3 clusters Score: Raw -270845.186776 + Penalty 2509.726292 = -268335.460484 nChanged 3 SP:Iteration 26Q (4230.290000 sec): 3 clusters Score: Raw -270846.105140 + Penalty 2509.726292 = -268336.378848 nChanged 2 SP:Iteration 27Q (4230.300000 sec): 3 clusters Score: Raw -270846.700466 + Penalty 2509.726292 = -268336.974174 nChanged 2 SP:Iteration 28Q (4230.300000 sec): 3 clusters Score: Raw -270847.181105 + Penalty 2509.726292 = -268337.454812 nChanged 0 SP:Iteration 29F (4230.310000 sec): 3 clusters Score: Raw -270847.181105 + Penalty 2509.726292 = -268337.454812 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.330000 sec): 2 clusters Score: Raw -1030196.171443 + Penalty 1472.077087 = -1028724.094356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.350000 sec): 3 clusters Score: Raw -1025379.473404 + Penalty 2944.154173 = -1022435.319231 nChanged 3615 SP:Iteration 1F (4230.370000 sec): 3 clusters Score: Raw -1027263.501819 + Penalty 2944.154173 = -1024319.347645 nChanged 532 SP:Iteration 2F (4230.390000 sec): 3 clusters Score: Raw -1027503.149390 + Penalty 2944.154173 = -1024558.995217 nChanged 447 SP:Iteration 3F (4230.410000 sec): 3 clusters Score: Raw -1027722.821189 + Penalty 2944.154173 = -1024778.667016 nChanged 436 SP:Iteration 4F (4230.430000 sec): 3 clusters Score: Raw -1027945.720398 + Penalty 2944.154173 = -1025001.566225 nChanged 442 SP:Iteration 5F (4230.450000 sec): 3 clusters Score: Raw -1028211.456729 + Penalty 2944.154173 = -1025267.302556 nChanged 486 SP:Iteration 6F (4230.470000 sec): 3 clusters Score: Raw -1028547.442309 + Penalty 2944.154173 = -1025603.288135 nChanged 510 SP:Iteration 7F (4230.490000 sec): 3 clusters Score: Raw -1028947.808327 + Penalty 2944.154173 = -1026003.654153 nChanged 501 SP:Iteration 8F (4230.510000 sec): 3 clusters Score: Raw -1029359.084908 + Penalty 2944.154173 = -1026414.930734 nChanged 409 SP:Iteration 9Q (4230.530000 sec): 3 clusters Score: Raw -1029719.353210 + Penalty 2944.154173 = -1026775.199036 nChanged 267 SP:Iteration 10Q (4230.560000 sec): 3 clusters Score: Raw -1029956.742651 + Penalty 2944.154173 = -1027012.588478 nChanged 178 SP:Iteration 11Q (4230.580000 sec): 3 clusters Score: Raw -1030114.322555 + Penalty 2944.154173 = -1027170.168382 nChanged 115 SP:Iteration 12Q (4230.590000 sec): 3 clusters Score: Raw -1030236.192485 + Penalty 2944.154173 = -1027292.038311 nChanged 86 SP:Iteration 13Q (4230.610000 sec): 3 clusters Score: Raw -1030331.797869 + Penalty 2944.154173 = -1027387.643696 nChanged 53 SP:Iteration 14Q (4230.630000 sec): 3 clusters Score: Raw -1030382.960505 + Penalty 2944.154173 = -1027438.806332 nChanged 38 SP:Iteration 15Q (4230.650000 sec): 3 clusters Score: Raw -1030415.425862 + Penalty 2944.154173 = -1027471.271689 nChanged 24 SP:Iteration 16Q (4230.660000 sec): 3 clusters Score: Raw -1030430.970548 + Penalty 2944.154173 = -1027486.816374 nChanged 15 SP:Iteration 17Q (4230.680000 sec): 3 clusters Score: Raw -1030441.108714 + Penalty 2944.154173 = -1027496.954541 nChanged 14 SP:Iteration 18Q (4230.690000 sec): 3 clusters Score: Raw -1030452.919080 + Penalty 2944.154173 = -1027508.764907 nChanged 3 SP:Iteration 19Q (4230.710000 sec): 3 clusters Score: Raw -1030455.110500 + Penalty 2944.154173 = -1027510.956327 nChanged 2 SP:Iteration 20F (4230.730000 sec): 3 clusters Score: Raw -1030455.856850 + Penalty 2944.154173 = -1027511.702677 nChanged 3 SP:Iteration 21Q (4230.750000 sec): 3 clusters Score: Raw -1030457.816849 + Penalty 2944.154173 = -1027513.662676 nChanged 2 SP:Iteration 22Q (4230.760000 sec): 3 clusters Score: Raw -1030458.467346 + Penalty 2944.154173 = -1027514.313173 nChanged 4 SP:Iteration 23Q (4230.780000 sec): 3 clusters Score: Raw -1030460.037615 + Penalty 2944.154173 = -1027515.883441 nChanged 1 SP:Iteration 24Q (4230.800000 sec): 3 clusters Score: Raw -1030460.699794 + Penalty 2944.154173 = -1027516.545621 nChanged 1 SP:Iteration 25Q (4230.810000 sec): 3 clusters Score: Raw -1030462.717885 + Penalty 2944.154173 = -1027518.563712 nChanged 1 SP:Iteration 26Q (4230.830000 sec): 3 clusters Score: Raw -1030462.878650 + Penalty 2944.154173 = -1027518.724477 nChanged 0 SP:Iteration 27F (4230.850000 sec): 3 clusters Score: Raw -1030462.878650 + Penalty 2944.154173 = -1027518.724477 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.860000 sec): 2 clusters Score: Raw -37637.787166 + Penalty 963.558236 = -36674.228930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.860000 sec): 3 clusters Score: Raw -37871.934230 + Penalty 1927.116472 = -35944.817758 nChanged 96 SP:Iteration 1F (4230.860000 sec): 3 clusters Score: Raw -38318.903194 + Penalty 1927.116472 = -36391.786722 nChanged 42 SP:Iteration 2F (4230.860000 sec): 3 clusters Score: Raw -38574.630935 + Penalty 1927.116472 = -36647.514464 nChanged 18 SP:Iteration 3Q (4230.860000 sec): 3 clusters Score: Raw -38623.700947 + Penalty 1927.116472 = -36696.584475 nChanged 5 SP:Iteration 4Q (4230.860000 sec): 3 clusters Score: Raw -38633.957734 + Penalty 1927.116472 = -36706.841262 nChanged 1 SP:Iteration 5Q (4230.860000 sec): 3 clusters Score: Raw -38641.117718 + Penalty 1927.116472 = -36714.001246 nChanged 0 SP:Iteration 6F (4230.860000 sec): 3 clusters Score: Raw -38641.117718 + Penalty 1927.116472 = -36714.001246 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 8.04 GB. Trying to split cluster 4 (4268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.880000 sec): 2 clusters Score: Raw -481506.504114 + Penalty 1358.321350 = -480148.182764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.890000 sec): 3 clusters Score: Raw -479374.621423 + Penalty 2716.642699 = -476657.978724 nChanged 1676 SP:Iteration 1F (4230.900000 sec): 3 clusters Score: Raw -480319.523902 + Penalty 2716.642699 = -477602.881203 nChanged 317 SP:Iteration 2F (4230.910000 sec): 3 clusters Score: Raw -480545.433585 + Penalty 2716.642699 = -477828.790886 nChanged 272 SP:Iteration 3F (4230.930000 sec): 3 clusters Score: Raw -480793.485878 + Penalty 2716.642699 = -478076.843179 nChanged 245 SP:Iteration 4F (4230.930000 sec): 3 clusters Score: Raw -480991.459691 + Penalty 2716.642699 = -478274.816991 nChanged 211 SP:Iteration 5Q (4230.950000 sec): 3 clusters Score: Raw -481136.431066 + Penalty 2716.642699 = -478419.788367 nChanged 178 SP:Iteration 6Q (4230.960000 sec): 3 clusters Score: Raw -481248.035270 + Penalty 2716.642699 = -478531.392571 nChanged 157 SP:Iteration 7Q (4230.970000 sec): 3 clusters Score: Raw -481338.560291 + Penalty 2716.642699 = -478621.917592 nChanged 122 SP:Iteration 8Q (4230.980000 sec): 3 clusters Score: Raw -481397.548825 + Penalty 2716.642699 = -478680.906126 nChanged 103 SP:Iteration 9Q (4230.990000 sec): 3 clusters Score: Raw -481449.153978 + Penalty 2716.642699 = -478732.511279 nChanged 107 SP:Iteration 10Q (4231.000000 sec): 3 clusters Score: Raw -481507.505530 + Penalty 2716.642699 = -478790.862831 nChanged 123 SP:Iteration 11Q (4231.010000 sec): 3 clusters Score: Raw -481578.229583 + Penalty 2716.642699 = -478861.586884 nChanged 110 SP:Iteration 12Q (4231.020000 sec): 3 clusters Score: Raw -481637.106463 + Penalty 2716.642699 = -478920.463764 nChanged 84 SP:Iteration 13Q (4231.030000 sec): 3 clusters Score: Raw -481678.817420 + Penalty 2716.642699 = -478962.174721 nChanged 83 SP:Iteration 14Q (4231.040000 sec): 3 clusters Score: Raw -481721.614235 + Penalty 2716.642699 = -479004.971536 nChanged 74 SP:Iteration 15Q (4231.050000 sec): 3 clusters Score: Raw -481770.393722 + Penalty 2716.642699 = -479053.751023 nChanged 71 SP:Iteration 16Q (4231.060000 sec): 3 clusters Score: Raw -481804.219179 + Penalty 2716.642699 = -479087.576480 nChanged 48 SP:Iteration 17Q (4231.070000 sec): 3 clusters Score: Raw -481828.334613 + Penalty 2716.642699 = -479111.691914 nChanged 43 SP:Iteration 18Q (4231.080000 sec): 3 clusters Score: Raw -481849.962999 + Penalty 2716.642699 = -479133.320300 nChanged 35 SP:Iteration 19Q (4231.090000 sec): 3 clusters Score: Raw -481870.834168 + Penalty 2716.642699 = -479154.191469 nChanged 24 SP:Iteration 20F (4231.100000 sec): 3 clusters Score: Raw -481882.064526 + Penalty 2716.642699 = -479165.421827 nChanged 12 SP:Iteration 21Q (4231.110000 sec): 3 clusters Score: Raw -481887.780513 + Penalty 2716.642699 = -479171.137814 nChanged 9 SP:Iteration 22Q (4231.120000 sec): 3 clusters Score: Raw -481892.307215 + Penalty 2716.642699 = -479175.664516 nChanged 7 SP:Iteration 23Q (4231.130000 sec): 3 clusters Score: Raw -481895.456281 + Penalty 2716.642699 = -479178.813582 nChanged 8 SP:Iteration 24Q (4231.140000 sec): 3 clusters Score: Raw -481898.535453 + Penalty 2716.642699 = -479181.892754 nChanged 5 SP:Iteration 25Q (4231.150000 sec): 3 clusters Score: Raw -481900.222553 + Penalty 2716.642699 = -479183.579854 nChanged 1 SP:Iteration 26Q (4231.160000 sec): 3 clusters Score: Raw -481900.725474 + Penalty 2716.642699 = -479184.082775 nChanged 1 SP:Iteration 27Q (4231.170000 sec): 3 clusters Score: Raw -481901.379767 + Penalty 2716.642699 = -479184.737068 nChanged 2 SP:Iteration 28Q (4231.180000 sec): 3 clusters Score: Raw -481902.204592 + Penalty 2716.642699 = -479185.561893 nChanged 2 SP:Iteration 29Q (4231.190000 sec): 3 clusters Score: Raw -481903.170432 + Penalty 2716.642699 = -479186.527733 nChanged 1 SP:Iteration 30Q (4231.200000 sec): 3 clusters Score: Raw -481903.572843 + Penalty 2716.642699 = -479186.930144 nChanged 0 SP:Iteration 31F (4231.210000 sec): 3 clusters Score: Raw -481903.572843 + Penalty 2716.642699 = -479186.930144 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4231.220000 sec): 2 clusters Score: Raw -221477.422129 + Penalty 1221.066381 = -220256.355748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.230000 sec): 3 clusters Score: Raw -220726.668779 + Penalty 2442.132762 = -218284.536017 nChanged 607 SP:Iteration 1F (4231.230000 sec): 3 clusters Score: Raw -221091.466901 + Penalty 2442.132762 = -218649.334138 nChanged 116 SP:Iteration 2F (4231.230000 sec): 3 clusters Score: Raw -221156.409147 + Penalty 2442.132762 = -218714.276384 nChanged 55 SP:Iteration 3Q (4231.240000 sec): 3 clusters Score: Raw -221183.172929 + Penalty 2442.132762 = -218741.040167 nChanged 34 SP:Iteration 4Q (4231.240000 sec): 3 clusters Score: Raw -221204.908635 + Penalty 2442.132762 = -218762.775873 nChanged 31 SP:Iteration 5Q (4231.250000 sec): 3 clusters Score: Raw -221221.814049 + Penalty 2442.132762 = -218779.681287 nChanged 27 SP:Iteration 6Q (4231.250000 sec): 3 clusters Score: Raw -221237.644510 + Penalty 2442.132762 = -218795.511748 nChanged 16 SP:Iteration 7Q (4231.260000 sec): 3 clusters Score: Raw -221243.895774 + Penalty 2442.132762 = -218801.763012 nChanged 8 SP:Iteration 8Q (4231.260000 sec): 3 clusters Score: Raw -221247.796815 + Penalty 2442.132762 = -218805.664053 nChanged 8 SP:Iteration 9Q (4231.270000 sec): 3 clusters Score: Raw -221251.069340 + Penalty 2442.132762 = -218808.936578 nChanged 8 SP:Iteration 10Q (4231.270000 sec): 3 clusters Score: Raw -221254.812211 + Penalty 2442.132762 = -218812.679449 nChanged 8 SP:Iteration 11Q (4231.280000 sec): 3 clusters Score: Raw -221258.870527 + Penalty 2442.132762 = -218816.737764 nChanged 7 SP:Iteration 12Q (4231.280000 sec): 3 clusters Score: Raw -221262.676241 + Penalty 2442.132762 = -218820.543479 nChanged 6 SP:Iteration 13Q (4231.290000 sec): 3 clusters Score: Raw -221264.282737 + Penalty 2442.132762 = -218822.149975 nChanged 5 SP:Iteration 14Q (4231.290000 sec): 3 clusters Score: Raw -221266.307315 + Penalty 2442.132762 = -218824.174553 nChanged 9 SP:Iteration 15Q (4231.290000 sec): 3 clusters Score: Raw -221270.087496 + Penalty 2442.132762 = -218827.954734 nChanged 6 SP:Iteration 16Q (4231.300000 sec): 3 clusters Score: Raw -221272.885141 + Penalty 2442.132762 = -218830.752379 nChanged 5 SP:Iteration 17Q (4231.310000 sec): 3 clusters Score: Raw -221274.783653 + Penalty 2442.132762 = -218832.650891 nChanged 4 SP:Iteration 18Q (4231.310000 sec): 3 clusters Score: Raw -221276.821838 + Penalty 2442.132762 = -218834.689076 nChanged 4 SP:Iteration 19Q (4231.310000 sec): 3 clusters Score: Raw -221279.766454 + Penalty 2442.132762 = -218837.633692 nChanged 5 SP:Iteration 20F (4231.320000 sec): 3 clusters Score: Raw -221281.370688 + Penalty 2442.132762 = -218839.237926 nChanged 2 SP:Iteration 21Q (4231.330000 sec): 3 clusters Score: Raw -221281.953960 + Penalty 2442.132762 = -218839.821198 nChanged 2 SP:Iteration 22Q (4231.330000 sec): 3 clusters Score: Raw -221283.255716 + Penalty 2442.132762 = -218841.122954 nChanged 3 SP:Iteration 23Q (4231.330000 sec): 3 clusters Score: Raw -221284.162265 + Penalty 2442.132762 = -218842.029503 nChanged 2 SP:Iteration 24Q (4231.340000 sec): 3 clusters Score: Raw -221284.982606 + Penalty 2442.132762 = -218842.849844 nChanged 2 SP:Iteration 25Q (4231.350000 sec): 3 clusters Score: Raw -221285.947050 + Penalty 2442.132762 = -218843.814288 nChanged 4 SP:Iteration 26Q (4231.350000 sec): 3 clusters Score: Raw -221288.375061 + Penalty 2442.132762 = -218846.242299 nChanged 2 SP:Iteration 27Q (4231.350000 sec): 3 clusters Score: Raw -221289.687386 + Penalty 2442.132762 = -218847.554624 nChanged 2 SP:Iteration 28Q (4231.360000 sec): 3 clusters Score: Raw -221290.924192 + Penalty 2442.132762 = -218848.791430 nChanged 3 SP:Iteration 29Q (4231.360000 sec): 3 clusters Score: Raw -221292.121694 + Penalty 2442.132762 = -218849.988932 nChanged 4 SP:Iteration 30Q (4231.370000 sec): 3 clusters Score: Raw -221293.482258 + Penalty 2442.132762 = -218851.349496 nChanged 1 SP:Iteration 31Q (4231.370000 sec): 3 clusters Score: Raw -221293.754095 + Penalty 2442.132762 = -218851.621333 nChanged 0 SP:Iteration 32F (4231.380000 sec): 3 clusters Score: Raw -221293.754095 + Penalty 2442.132762 = -218851.621333 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4231.380000 sec): 2 clusters Score: Raw -138437.045654 + Penalty 1149.956245 = -137287.089409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.390000 sec): 3 clusters Score: Raw -137993.676741 + Penalty 2299.912490 = -135693.764251 nChanged 370 SP:Iteration 1F (4231.390000 sec): 3 clusters Score: Raw -138312.858202 + Penalty 2299.912490 = -136012.945712 nChanged 83 SP:Iteration 2F (4231.390000 sec): 3 clusters Score: Raw -138430.491117 + Penalty 2299.912490 = -136130.578627 nChanged 68 SP:Iteration 3F (4231.390000 sec): 3 clusters Score: Raw -138514.582565 + Penalty 2299.912490 = -136214.670075 nChanged 55 SP:Iteration 4Q (4231.400000 sec): 3 clusters Score: Raw -138580.796271 + Penalty 2299.912490 = -136280.883781 nChanged 34 SP:Iteration 5Q (4231.400000 sec): 3 clusters Score: Raw -138616.725878 + Penalty 2299.912490 = -136316.813388 nChanged 32 SP:Iteration 6Q (4231.410000 sec): 3 clusters Score: Raw -138663.037184 + Penalty 2299.912490 = -136363.124694 nChanged 24 SP:Iteration 7Q (4231.410000 sec): 3 clusters Score: Raw -138705.454711 + Penalty 2299.912490 = -136405.542221 nChanged 27 SP:Iteration 8Q (4231.410000 sec): 3 clusters Score: Raw -138738.736961 + Penalty 2299.912490 = -136438.824471 nChanged 24 SP:Iteration 9Q (4231.410000 sec): 3 clusters Score: Raw -138761.967602 + Penalty 2299.912490 = -136462.055112 nChanged 17 SP:Iteration 10Q (4231.420000 sec): 3 clusters Score: Raw -138774.547459 + Penalty 2299.912490 = -136474.634969 nChanged 6 SP:Iteration 11Q (4231.420000 sec): 3 clusters Score: Raw -138779.473276 + Penalty 2299.912490 = -136479.560786 nChanged 8 SP:Iteration 12Q (4231.420000 sec): 3 clusters Score: Raw -138785.720218 + Penalty 2299.912490 = -136485.807728 nChanged 8 SP:Iteration 13Q (4231.430000 sec): 3 clusters Score: Raw -138790.560213 + Penalty 2299.912490 = -136490.647723 nChanged 5 SP:Iteration 14Q (4231.430000 sec): 3 clusters Score: Raw -138794.683176 + Penalty 2299.912490 = -136494.770686 nChanged 6 SP:Iteration 15Q (4231.430000 sec): 3 clusters Score: Raw -138799.187764 + Penalty 2299.912490 = -136499.275274 nChanged 8 SP:Iteration 16Q (4231.430000 sec): 3 clusters Score: Raw -138805.177907 + Penalty 2299.912490 = -136505.265417 nChanged 7 SP:Iteration 17Q (4231.430000 sec): 3 clusters Score: Raw -138809.974295 + Penalty 2299.912490 = -136510.061805 nChanged 4 SP:Iteration 18Q (4231.440000 sec): 3 clusters Score: Raw -138812.240873 + Penalty 2299.912490 = -136512.328383 nChanged 0 SP:Iteration 19F (4231.440000 sec): 3 clusters Score: Raw -138812.240873 + Penalty 2299.912490 = -136512.328383 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4231.490000 sec): 2 clusters Score: Raw -1900966.043468 + Penalty 1577.108079 = -1899388.935389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.530000 sec): 3 clusters Score: Raw -1891235.462518 + Penalty 3154.216158 = -1888081.246360 nChanged 7321 SP:Iteration 1F (4231.570000 sec): 3 clusters Score: Raw -1895066.720536 + Penalty 3154.216158 = -1891912.504378 nChanged 791 SP:Iteration 2Q (4231.610000 sec): 3 clusters Score: Raw -1895313.764904 + Penalty 3154.216158 = -1892159.548746 nChanged 698 SP:Iteration 3Q (4231.650000 sec): 3 clusters Score: Raw -1895537.470751 + Penalty 3154.216158 = -1892383.254593 nChanged 650 SP:Iteration 4Q (4231.690000 sec): 3 clusters Score: Raw -1895765.528641 + Penalty 3154.216158 = -1892611.312483 nChanged 677 SP:Iteration 5Q (4231.730000 sec): 3 clusters Score: Raw -1896050.707330 + Penalty 3154.216158 = -1892896.491172 nChanged 801 SP:Iteration 6Q (4231.770000 sec): 3 clusters Score: Raw -1896482.491020 + Penalty 3154.216158 = -1893328.274862 nChanged 968 SP:Iteration 7F (4231.820000 sec): 3 clusters Score: Raw -1897150.986281 + Penalty 3154.216158 = -1893996.770123 nChanged 1095 SP:Iteration 8F (4231.870000 sec): 3 clusters Score: Raw -1898013.048892 + Penalty 3154.216158 = -1894858.832734 nChanged 1117 SP:Iteration 9F (4231.920000 sec): 3 clusters Score: Raw -1899019.172557 + Penalty 3154.216158 = -1895864.956399 nChanged 948 SP:Iteration 10F (4231.960000 sec): 3 clusters Score: Raw -1899912.875483 + Penalty 3154.216158 = -1896758.659325 nChanged 588 SP:Iteration 11Q (4232.000000 sec): 3 clusters Score: Raw -1900488.867376 + Penalty 3154.216158 = -1897334.651218 nChanged 322 SP:Iteration 12Q (4232.040000 sec): 3 clusters Score: Raw -1900815.290749 + Penalty 3154.216158 = -1897661.074591 nChanged 148 SP:Iteration 13Q (4232.070000 sec): 3 clusters Score: Raw -1900980.445311 + Penalty 3154.216158 = -1897826.229153 nChanged 61 SP:Iteration 14Q (4232.110000 sec): 3 clusters Score: Raw -1901049.050789 + Penalty 3154.216158 = -1897894.834631 nChanged 26 SP:Iteration 15Q (4232.140000 sec): 3 clusters Score: Raw -1901073.526674 + Penalty 3154.216158 = -1897919.310516 nChanged 15 SP:Iteration 16Q (4232.170000 sec): 3 clusters Score: Raw -1901092.280586 + Penalty 3154.216158 = -1897938.064428 nChanged 13 SP:Iteration 17Q (4232.200000 sec): 3 clusters Score: Raw -1901116.114373 + Penalty 3154.216158 = -1897961.898215 nChanged 9 SP:Iteration 18Q (4232.230000 sec): 3 clusters Score: Raw -1901133.210969 + Penalty 3154.216158 = -1897978.994811 nChanged 8 SP:Iteration 19Q (4232.260000 sec): 3 clusters Score: Raw -1901144.067798 + Penalty 3154.216158 = -1897989.851640 nChanged 6 SP:Iteration 20F (4232.300000 sec): 3 clusters Score: Raw -1901148.685041 + Penalty 3154.216158 = -1897994.468883 nChanged 3 SP:Iteration 21Q (4232.340000 sec): 3 clusters Score: Raw -1901151.753139 + Penalty 3154.216158 = -1897997.536980 nChanged 3 SP:Iteration 22Q (4232.370000 sec): 3 clusters Score: Raw -1901155.206983 + Penalty 3154.216158 = -1898000.990825 nChanged 3 SP:Iteration 23Q (4232.400000 sec): 3 clusters Score: Raw -1901158.005588 + Penalty 3154.216158 = -1898003.789430 nChanged 0 SP:Iteration 24F (4232.440000 sec): 3 clusters Score: Raw -1901158.005588 + Penalty 3154.216158 = -1898003.789430 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4232.450000 sec): 2 clusters Score: Raw -147093.641814 + Penalty 1171.757999 = -145921.883815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4232.460000 sec): 3 clusters Score: Raw -146639.378615 + Penalty 2343.515997 = -144295.862617 nChanged 456 SP:Iteration 1F (4232.460000 sec): 3 clusters Score: Raw -147078.358226 + Penalty 2343.515997 = -144734.842229 nChanged 125 SP:Iteration 2F (4232.460000 sec): 3 clusters Score: Raw -147288.587285 + Penalty 2343.515997 = -144945.071288 nChanged 102 SP:Iteration 3F (4232.460000 sec): 3 clusters Score: Raw -147659.303002 + Penalty 2343.515997 = -145315.787005 nChanged 96 SP:Iteration 4F (4232.470000 sec): 3 clusters Score: Raw -147940.746702 + Penalty 2343.515997 = -145597.230704 nChanged 116 SP:Iteration 5F (4232.470000 sec): 3 clusters Score: Raw -148154.878303 + Penalty 2343.515997 = -145811.362306 nChanged 98 SP:Iteration 6F (4232.480000 sec): 3 clusters Score: Raw -148359.467226 + Penalty 2343.515997 = -146015.951229 nChanged 83 SP:Iteration 7F (4232.480000 sec): 3 clusters Score: Raw -148664.451797 + Penalty 2343.515997 = -146320.935800 nChanged 53 SP:Iteration 8Q (4232.480000 sec): 3 clusters Score: Raw -148804.924785 + Penalty 2343.515997 = -146461.408788 nChanged 28 SP:Iteration 9Q (4232.480000 sec): 3 clusters Score: Raw -148859.600227 + Penalty 2343.515997 = -146516.084230 nChanged 22 SP:Iteration 10Q (4232.490000 sec): 3 clusters Score: Raw -148898.411974 + Penalty 2343.515997 = -146554.895977 nChanged 14 SP:Iteration 11Q (4232.490000 sec): 3 clusters Score: Raw -148926.754675 + Penalty 2343.515997 = -146583.238678 nChanged 9 SP:Iteration 12Q (4232.490000 sec): 3 clusters Score: Raw -148949.705464 + Penalty 2343.515997 = -146606.189466 nChanged 8 SP:Iteration 13Q (4232.500000 sec): 3 clusters Score: Raw -148966.179070 + Penalty 2343.515997 = -146622.663073 nChanged 2 SP:Iteration 14Q (4232.500000 sec): 3 clusters Score: Raw -148970.600658 + Penalty 2343.515997 = -146627.084661 nChanged 1 SP:Iteration 15Q (4232.500000 sec): 3 clusters Score: Raw -148971.579599 + Penalty 2343.515997 = -146628.063602 nChanged 0 SP:Iteration 16F (4232.500000 sec): 3 clusters Score: Raw -148971.579599 + Penalty 2343.515997 = -146628.063602 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 8.04 GB. Trying to split cluster 9 (142797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4232.890000 sec): 2 clusters Score: Raw -17463701.135961 + Penalty 1928.741640 = -17461772.394322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4233.290000 sec): 3 clusters Score: Raw -17369789.975629 + Penalty 3857.483279 = -17365932.492350 nChanged 68813 SP:Iteration 1F (4233.680000 sec): 3 clusters Score: Raw -17410338.176556 + Penalty 3857.483279 = -17406480.693277 nChanged 4423 SP:Iteration 2Q (4234.090000 sec): 3 clusters Score: Raw -17411523.242514 + Penalty 3857.483279 = -17407665.759235 nChanged 4995 SP:Iteration 3Q (4234.490000 sec): 3 clusters Score: Raw -17413228.990737 + Penalty 3857.483279 = -17409371.507458 nChanged 6016 SP:Iteration 4Q (4234.900000 sec): 3 clusters Score: Raw -17415794.013506 + Penalty 3857.483279 = -17411936.530227 nChanged 7159 SP:Iteration 5F (4235.300000 sec): 3 clusters Score: Raw -17419633.639188 + Penalty 3857.483279 = -17415776.155909 nChanged 8563 SP:Iteration 6F (4235.700000 sec): 3 clusters Score: Raw -17425028.641682 + Penalty 3857.483279 = -17421171.158403 nChanged 9386 SP:Iteration 7F (4236.090000 sec): 3 clusters Score: Raw -17432086.488333 + Penalty 3857.483279 = -17428229.005054 nChanged 9333 SP:Iteration 8F (4236.480000 sec): 3 clusters Score: Raw -17439810.474497 + Penalty 3857.483279 = -17435952.991218 nChanged 7891 SP:Iteration 9F (4236.880000 sec): 3 clusters Score: Raw -17445837.933034 + Penalty 3857.483279 = -17441980.449755 nChanged 5669 SP:Iteration 10Q (4237.260000 sec): 3 clusters Score: Raw -17449422.661922 + Penalty 3857.483279 = -17445565.178643 nChanged 4083 SP:Iteration 11Q (4237.630000 sec): 3 clusters Score: Raw -17451832.838700 + Penalty 3857.483279 = -17447975.355421 nChanged 3201 SP:Iteration 12Q (4238.000000 sec): 3 clusters Score: Raw -17453709.578931 + Penalty 3857.483279 = -17449852.095652 nChanged 2733 SP:Iteration 13Q (4238.360000 sec): 3 clusters Score: Raw -17455196.208428 + Penalty 3857.483279 = -17451338.725148 nChanged 2394 SP:Iteration 14Q (4238.720000 sec): 3 clusters Score: Raw -17456351.679349 + Penalty 3857.483279 = -17452494.196070 nChanged 2144 SP:Iteration 15Q (4239.060000 sec): 3 clusters Score: Raw -17457286.133346 + Penalty 3857.483279 = -17453428.650067 nChanged 1859 SP:Iteration 16Q (4239.400000 sec): 3 clusters Score: Raw -17457977.994405 + Penalty 3857.483279 = -17454120.511126 nChanged 1641 SP:Iteration 17Q (4239.740000 sec): 3 clusters Score: Raw -17458546.937345 + Penalty 3857.483279 = -17454689.454066 nChanged 1489 SP:Iteration 18Q (4240.060000 sec): 3 clusters Score: Raw -17459032.967848 + Penalty 3857.483279 = -17455175.484569 nChanged 1402 SP:Iteration 19Q (4240.390000 sec): 3 clusters Score: Raw -17459474.613799 + Penalty 3857.483279 = -17455617.130520 nChanged 1271 SP:Iteration 20F (4240.790000 sec): 3 clusters Score: Raw -17459870.384932 + Penalty 3857.483279 = -17456012.901653 nChanged 1232 SP:Iteration 21Q (4241.110000 sec): 3 clusters Score: Raw -17460248.320422 + Penalty 3857.483279 = -17456390.837143 nChanged 1138 SP:Iteration 22Q (4241.420000 sec): 3 clusters Score: Raw -17460592.221665 + Penalty 3857.483279 = -17456734.738386 nChanged 1086 SP:Iteration 23Q (4241.730000 sec): 3 clusters Score: Raw -17460925.124218 + Penalty 3857.483279 = -17457067.640939 nChanged 1027 SP:Iteration 24Q (4242.040000 sec): 3 clusters Score: Raw -17461249.550532 + Penalty 3857.483279 = -17457392.067253 nChanged 941 SP:Iteration 25Q (4242.360000 sec): 3 clusters Score: Raw -17461544.983955 + Penalty 3857.483279 = -17457687.500676 nChanged 893 SP:Iteration 26Q (4242.660000 sec): 3 clusters Score: Raw -17461819.273856 + Penalty 3857.483279 = -17457961.790577 nChanged 805 SP:Iteration 27Q (4242.970000 sec): 3 clusters Score: Raw -17462064.017982 + Penalty 3857.483279 = -17458206.534703 nChanged 709 SP:Iteration 28Q (4243.270000 sec): 3 clusters Score: Raw -17462265.525427 + Penalty 3857.483279 = -17458408.042148 nChanged 642 SP:Iteration 29Q (4243.570000 sec): 3 clusters Score: Raw -17462454.669636 + Penalty 3857.483279 = -17458597.186357 nChanged 591 SP:Iteration 30Q (4243.870000 sec): 3 clusters Score: Raw -17462629.727069 + Penalty 3857.483279 = -17458772.243790 nChanged 510 SP:Iteration 31Q (4244.180000 sec): 3 clusters Score: Raw -17462779.030923 + Penalty 3857.483279 = -17458921.547644 nChanged 496 SP:Iteration 32Q (4244.480000 sec): 3 clusters Score: Raw -17462920.262029 + Penalty 3857.483279 = -17459062.778750 nChanged 408 SP:Iteration 33Q (4244.770000 sec): 3 clusters Score: Raw -17463025.391501 + Penalty 3857.483279 = -17459167.908222 nChanged 357 SP:Iteration 34Q (4245.060000 sec): 3 clusters Score: Raw -17463128.138685 + Penalty 3857.483279 = -17459270.655406 nChanged 327 SP:Iteration 35Q (4245.350000 sec): 3 clusters Score: Raw -17463220.256031 + Penalty 3857.483279 = -17459362.772752 nChanged 310 SP:Iteration 36Q (4245.650000 sec): 3 clusters Score: Raw -17463309.437839 + Penalty 3857.483279 = -17459451.954560 nChanged 261 SP:Iteration 37Q (4245.930000 sec): 3 clusters Score: Raw -17463382.689051 + Penalty 3857.483279 = -17459525.205772 nChanged 219 SP:Iteration 38Q (4246.230000 sec): 3 clusters Score: Raw -17463437.251429 + Penalty 3857.483279 = -17459579.768150 nChanged 176 SP:Iteration 39Q (4246.510000 sec): 3 clusters Score: Raw -17463486.208746 + Penalty 3857.483279 = -17459628.725467 nChanged 183 SP:Iteration 40F (4246.900000 sec): 3 clusters Score: Raw -17463547.492983 + Penalty 3857.483279 = -17459690.009704 nChanged 194 SP:Iteration 41Q (4247.180000 sec): 3 clusters Score: Raw -17463612.038318 + Penalty 3857.483279 = -17459754.555039 nChanged 171 SP:Iteration 42Q (4247.460000 sec): 3 clusters Score: Raw -17463667.333102 + Penalty 3857.483279 = -17459809.849823 nChanged 165 SP:Iteration 43Q (4247.740000 sec): 3 clusters Score: Raw -17463718.948844 + Penalty 3857.483279 = -17459861.465565 nChanged 132 SP:Iteration 44Q (4248.010000 sec): 3 clusters Score: Raw -17463764.257386 + Penalty 3857.483279 = -17459906.774107 nChanged 114 SP:Iteration 45Q (4248.290000 sec): 3 clusters Score: Raw -17463802.866729 + Penalty 3857.483279 = -17459945.383450 nChanged 100 SP:Iteration 46Q (4248.570000 sec): 3 clusters Score: Raw -17463832.494695 + Penalty 3857.483279 = -17459975.011416 nChanged 93 SP:Iteration 47Q (4248.850000 sec): 3 clusters Score: Raw -17463864.435083 + Penalty 3857.483279 = -17460006.951804 nChanged 92 SP:Iteration 48Q (4249.150000 sec): 3 clusters Score: Raw -17463895.018344 + Penalty 3857.483279 = -17460037.535065 nChanged 70 SP:Iteration 49Q (4249.430000 sec): 3 clusters Score: Raw -17463920.214898 + Penalty 3857.483279 = -17460062.731619 nChanged 64 SP:Iteration 50Q (4249.710000 sec): 3 clusters Score: Raw -17463940.497107 + Penalty 3857.483279 = -17460083.013828 nChanged 51 SP:Iteration 51Q (4250.000000 sec): 3 clusters Score: Raw -17463954.339903 + Penalty 3857.483279 = -17460096.856624 nChanged 41 SP:Iteration 52Q (4250.290000 sec): 3 clusters Score: Raw -17463964.690755 + Penalty 3857.483279 = -17460107.207476 nChanged 36 SP:Iteration 53Q (4250.570000 sec): 3 clusters Score: Raw -17463975.575304 + Penalty 3857.483279 = -17460118.092025 nChanged 35 SP:Iteration 54Q (4250.850000 sec): 3 clusters Score: Raw -17463984.862933 + Penalty 3857.483279 = -17460127.379654 nChanged 33 SP:Iteration 55Q (4251.130000 sec): 3 clusters Score: Raw -17463992.429088 + Penalty 3857.483279 = -17460134.945809 nChanged 29 SP:Iteration 56Q (4251.410000 sec): 3 clusters Score: Raw -17464000.000151 + Penalty 3857.483279 = -17460142.516872 nChanged 27 SP:Iteration 57Q (4251.690000 sec): 3 clusters Score: Raw -17464008.779917 + Penalty 3857.483279 = -17460151.296638 nChanged 37 SP:Iteration 58Q (4251.970000 sec): 3 clusters Score: Raw -17464021.827376 + Penalty 3857.483279 = -17460164.344097 nChanged 29 SP:Iteration 59Q (4252.250000 sec): 3 clusters Score: Raw -17464034.645079 + Penalty 3857.483279 = -17460177.161799 nChanged 31 SP:Iteration 60F (4252.630000 sec): 3 clusters Score: Raw -17464044.412619 + Penalty 3857.483279 = -17460186.929339 nChanged 22 SP:Iteration 61Q (4252.910000 sec): 3 clusters Score: Raw -17464051.206193 + Penalty 3857.483279 = -17460193.722914 nChanged 23 SP:Iteration 62Q (4253.180000 sec): 3 clusters Score: Raw -17464056.797707 + Penalty 3857.483279 = -17460199.314428 nChanged 19 SP:Iteration 63Q (4253.450000 sec): 3 clusters Score: Raw -17464060.883760 + Penalty 3857.483279 = -17460203.400481 nChanged 15 SP:Iteration 64Q (4253.730000 sec): 3 clusters Score: Raw -17464065.502698 + Penalty 3857.483279 = -17460208.019419 nChanged 14 SP:Iteration 65Q (4254.000000 sec): 3 clusters Score: Raw -17464069.152914 + Penalty 3857.483279 = -17460211.669635 nChanged 8 SP:Iteration 66Q (4254.280000 sec): 3 clusters Score: Raw -17464071.144322 + Penalty 3857.483279 = -17460213.661043 nChanged 9 SP:Iteration 67Q (4254.560000 sec): 3 clusters Score: Raw -17464074.323137 + Penalty 3857.483279 = -17460216.839858 nChanged 9 SP:Iteration 68Q (4254.850000 sec): 3 clusters Score: Raw -17464076.701142 + Penalty 3857.483279 = -17460219.217863 nChanged 9 SP:Iteration 69Q (4255.140000 sec): 3 clusters Score: Raw -17464079.822653 + Penalty 3857.483279 = -17460222.339374 nChanged 9 SP:Iteration 70Q (4255.420000 sec): 3 clusters Score: Raw -17464082.323329 + Penalty 3857.483279 = -17460224.840050 nChanged 8 SP:Iteration 71Q (4255.710000 sec): 3 clusters Score: Raw -17464084.357472 + Penalty 3857.483279 = -17460226.874192 nChanged 6 SP:Iteration 72Q (4255.990000 sec): 3 clusters Score: Raw -17464085.530985 + Penalty 3857.483279 = -17460228.047706 nChanged 8 SP:Iteration 73Q (4256.270000 sec): 3 clusters Score: Raw -17464087.272308 + Penalty 3857.483279 = -17460229.789029 nChanged 2 SP:Iteration 74Q (4256.540000 sec): 3 clusters Score: Raw -17464087.874146 + Penalty 3857.483279 = -17460230.390867 nChanged 5 SP:Iteration 75Q (4256.820000 sec): 3 clusters Score: Raw -17464088.894696 + Penalty 3857.483279 = -17460231.411417 nChanged 3 SP:Iteration 76Q (4257.110000 sec): 3 clusters Score: Raw -17464090.205167 + Penalty 3857.483279 = -17460232.721888 nChanged 6 SP:Iteration 77Q (4257.380000 sec): 3 clusters Score: Raw -17464092.252254 + Penalty 3857.483279 = -17460234.768975 nChanged 6 SP:Iteration 78Q (4257.660000 sec): 3 clusters Score: Raw -17464094.776057 + Penalty 3857.483279 = -17460237.292778 nChanged 6 SP:Iteration 79Q (4257.940000 sec): 3 clusters Score: Raw -17464097.103436 + Penalty 3857.483279 = -17460239.620157 nChanged 6 SP:Iteration 80F (4258.330000 sec): 3 clusters Score: Raw -17464099.272166 + Penalty 3857.483279 = -17460241.788887 nChanged 8 SP:Iteration 81Q (4258.610000 sec): 3 clusters Score: Raw -17464100.943383 + Penalty 3857.483279 = -17460243.460104 nChanged 4 SP:Iteration 82Q (4258.880000 sec): 3 clusters Score: Raw -17464101.748629 + Penalty 3857.483279 = -17460244.265349 nChanged 4 SP:Iteration 83Q (4259.160000 sec): 3 clusters Score: Raw -17464102.675280 + Penalty 3857.483279 = -17460245.192001 nChanged 5 SP:Iteration 84Q (4259.420000 sec): 3 clusters Score: Raw -17464104.397493 + Penalty 3857.483279 = -17460246.914214 nChanged 4 SP:Iteration 85Q (4259.700000 sec): 3 clusters Score: Raw -17464105.196612 + Penalty 3857.483279 = -17460247.713333 nChanged 4 SP:Iteration 86Q (4259.980000 sec): 3 clusters Score: Raw -17464106.163583 + Penalty 3857.483279 = -17460248.680303 nChanged 3 SP:Iteration 87Q (4260.260000 sec): 3 clusters Score: Raw -17464107.629375 + Penalty 3857.483279 = -17460250.146096 nChanged 1 SP:Iteration 88Q (4260.540000 sec): 3 clusters Score: Raw -17464107.910989 + Penalty 3857.483279 = -17460250.427710 nChanged 0 SP:Iteration 89F (4260.930000 sec): 3 clusters Score: Raw -17464107.910989 + Penalty 3857.483279 = -17460250.427710 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4260.990000 sec): 2 clusters Score: Raw -334919.035330 + Penalty 1289.183738 = -333629.851592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4261.000000 sec): 3 clusters Score: Raw -333587.257828 + Penalty 2578.367476 = -331008.890352 nChanged 1064 SP:Iteration 1F (4261.000000 sec): 3 clusters Score: Raw -334200.301007 + Penalty 2578.367476 = -331621.933531 nChanged 193 SP:Iteration 2F (4261.010000 sec): 3 clusters Score: Raw -334314.206803 + Penalty 2578.367476 = -331735.839327 nChanged 137 SP:Iteration 3Q (4261.020000 sec): 3 clusters Score: Raw -334390.421429 + Penalty 2578.367476 = -331812.053953 nChanged 98 SP:Iteration 4Q (4261.030000 sec): 3 clusters Score: Raw -334446.237145 + Penalty 2578.367476 = -331867.869669 nChanged 69 SP:Iteration 5Q (4261.030000 sec): 3 clusters Score: Raw -334476.279362 + Penalty 2578.367476 = -331897.911886 nChanged 43 SP:Iteration 6Q (4261.040000 sec): 3 clusters Score: Raw -334490.759548 + Penalty 2578.367476 = -331912.392072 nChanged 38 SP:Iteration 7Q (4261.050000 sec): 3 clusters Score: Raw -334506.214164 + Penalty 2578.367476 = -331927.846689 nChanged 28 SP:Iteration 8Q (4261.060000 sec): 3 clusters Score: Raw -334519.290162 + Penalty 2578.367476 = -331940.922686 nChanged 31 SP:Iteration 9Q (4261.060000 sec): 3 clusters Score: Raw -334531.717507 + Penalty 2578.367476 = -331953.350031 nChanged 30 SP:Iteration 10Q (4261.070000 sec): 3 clusters Score: Raw -334540.558879 + Penalty 2578.367476 = -331962.191403 nChanged 22 SP:Iteration 11Q (4261.080000 sec): 3 clusters Score: Raw -334548.806212 + Penalty 2578.367476 = -331970.438736 nChanged 21 SP:Iteration 12Q (4261.080000 sec): 3 clusters Score: Raw -334557.453581 + Penalty 2578.367476 = -331979.086105 nChanged 19 SP:Iteration 13Q (4261.090000 sec): 3 clusters Score: Raw -334563.586413 + Penalty 2578.367476 = -331985.218937 nChanged 18 SP:Iteration 14Q (4261.100000 sec): 3 clusters Score: Raw -334569.682594 + Penalty 2578.367476 = -331991.315118 nChanged 16 SP:Iteration 15Q (4261.110000 sec): 3 clusters Score: Raw -334575.390542 + Penalty 2578.367476 = -331997.023066 nChanged 14 SP:Iteration 16Q (4261.120000 sec): 3 clusters Score: Raw -334580.890607 + Penalty 2578.367476 = -332002.523131 nChanged 14 SP:Iteration 17Q (4261.120000 sec): 3 clusters Score: Raw -334586.760182 + Penalty 2578.367476 = -332008.392706 nChanged 13 SP:Iteration 18Q (4261.130000 sec): 3 clusters Score: Raw -334592.125158 + Penalty 2578.367476 = -332013.757682 nChanged 17 SP:Iteration 19Q (4261.140000 sec): 3 clusters Score: Raw -334598.346420 + Penalty 2578.367476 = -332019.978944 nChanged 13 SP:Iteration 20F (4261.140000 sec): 3 clusters Score: Raw -334601.628958 + Penalty 2578.367476 = -332023.261482 nChanged 5 SP:Iteration 21Q (4261.150000 sec): 3 clusters Score: Raw -334603.140855 + Penalty 2578.367476 = -332024.773379 nChanged 9 SP:Iteration 22Q (4261.160000 sec): 3 clusters Score: Raw -334606.056056 + Penalty 2578.367476 = -332027.688580 nChanged 12 SP:Iteration 23Q (4261.160000 sec): 3 clusters Score: Raw -334608.957245 + Penalty 2578.367476 = -332030.589769 nChanged 8 SP:Iteration 24Q (4261.170000 sec): 3 clusters Score: Raw -334611.631170 + Penalty 2578.367476 = -332033.263694 nChanged 9 SP:Iteration 25Q (4261.180000 sec): 3 clusters Score: Raw -334615.638964 + Penalty 2578.367476 = -332037.271488 nChanged 12 SP:Iteration 26Q (4261.190000 sec): 3 clusters Score: Raw -334620.110234 + Penalty 2578.367476 = -332041.742758 nChanged 12 SP:Iteration 27Q (4261.190000 sec): 3 clusters Score: Raw -334623.536690 + Penalty 2578.367476 = -332045.169214 nChanged 14 SP:Iteration 28Q (4261.200000 sec): 3 clusters Score: Raw -334628.862117 + Penalty 2578.367476 = -332050.494641 nChanged 13 SP:Iteration 29Q (4261.210000 sec): 3 clusters Score: Raw -334633.520198 + Penalty 2578.367476 = -332055.152722 nChanged 10 SP:Iteration 30Q (4261.220000 sec): 3 clusters Score: Raw -334636.757698 + Penalty 2578.367476 = -332058.390222 nChanged 8 SP:Iteration 31Q (4261.220000 sec): 3 clusters Score: Raw -334639.042665 + Penalty 2578.367476 = -332060.675189 nChanged 5 SP:Iteration 32Q (4261.230000 sec): 3 clusters Score: Raw -334640.372894 + Penalty 2578.367476 = -332062.005418 nChanged 4 SP:Iteration 33Q (4261.240000 sec): 3 clusters Score: Raw -334641.929790 + Penalty 2578.367476 = -332063.562314 nChanged 6 SP:Iteration 34Q (4261.240000 sec): 3 clusters Score: Raw -334644.167057 + Penalty 2578.367476 = -332065.799581 nChanged 5 SP:Iteration 35Q (4261.250000 sec): 3 clusters Score: Raw -334646.348636 + Penalty 2578.367476 = -332067.981160 nChanged 8 SP:Iteration 36Q (4261.260000 sec): 3 clusters Score: Raw -334649.877338 + Penalty 2578.367476 = -332071.509863 nChanged 10 SP:Iteration 37Q (4261.260000 sec): 3 clusters Score: Raw -334652.229012 + Penalty 2578.367476 = -332073.861536 nChanged 8 SP:Iteration 38Q (4261.270000 sec): 3 clusters Score: Raw -334654.648268 + Penalty 2578.367476 = -332076.280792 nChanged 5 SP:Iteration 39Q (4261.280000 sec): 3 clusters Score: Raw -334656.149926 + Penalty 2578.367476 = -332077.782450 nChanged 2 SP:Iteration 40F (4261.290000 sec): 3 clusters Score: Raw -334656.503945 + Penalty 2578.367476 = -332078.136469 nChanged 1 SP:Iteration 41Q (4261.300000 sec): 3 clusters Score: Raw -334656.781783 + Penalty 2578.367476 = -332078.414307 nChanged 3 SP:Iteration 42Q (4261.300000 sec): 3 clusters Score: Raw -334657.408023 + Penalty 2578.367476 = -332079.040547 nChanged 1 SP:Iteration 43Q (4261.310000 sec): 3 clusters Score: Raw -334657.928873 + Penalty 2578.367476 = -332079.561397 nChanged 2 SP:Iteration 44Q (4261.320000 sec): 3 clusters Score: Raw -334658.392335 + Penalty 2578.367476 = -332080.024859 nChanged 2 SP:Iteration 45Q (4261.320000 sec): 3 clusters Score: Raw -334659.132333 + Penalty 2578.367476 = -332080.764857 nChanged 3 SP:Iteration 46Q (4261.330000 sec): 3 clusters Score: Raw -334660.047175 + Penalty 2578.367476 = -332081.679699 nChanged 3 SP:Iteration 47Q (4261.340000 sec): 3 clusters Score: Raw -334660.392686 + Penalty 2578.367476 = -332082.025210 nChanged 0 SP:Iteration 48F (4261.340000 sec): 3 clusters Score: Raw -334660.392686 + Penalty 2578.367476 = -332082.025210 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4261.350000 sec): 2 clusters Score: Raw -20732.761105 + Penalty 847.427061 = -19885.334044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4261.350000 sec): 3 clusters Score: Raw -20820.427950 + Penalty 1694.854121 = -19125.573829 nChanged 15 SP:Iteration 1F (4261.350000 sec): 3 clusters Score: Raw -20884.591007 + Penalty 1694.854121 = -19189.736886 nChanged 9 SP:Iteration 2Q (4261.350000 sec): 3 clusters Score: Raw -20917.063468 + Penalty 1694.854121 = -19222.209346 nChanged 2 SP:Iteration 3Q (4261.350000 sec): 3 clusters Score: Raw -20928.483065 + Penalty 1694.854121 = -19233.628944 nChanged 1 SP:Iteration 4Q (4261.350000 sec): 3 clusters Score: Raw -20934.313110 + Penalty 1694.854121 = -19239.458989 nChanged 0 SP:Iteration 5F (4261.350000 sec): 3 clusters Score: Raw -20934.313110 + Penalty 1694.854121 = -19239.458989 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4263.390000 sec): 2 clusters Score: Raw -95511126.122958 + Penalty 2209.287920 = -95508916.835039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4265.520000 sec): 3 clusters Score: Raw -94966698.965438 + Penalty 4418.575839 = -94962280.389599 nChanged 395530 SP:Iteration 1F (4269.850000 sec): 3 clusters Score: Raw -95207477.000751 + Penalty 4418.575839 = -95203058.424912 nChanged 17745 SP:Iteration 2Q (4272.730000 sec): 3 clusters Score: Raw -95210636.572375 + Penalty 4418.575839 = -95206217.996535 nChanged 20651 SP:Iteration 3Q (4276.270000 sec): 3 clusters Score: Raw -95214982.770374 + Penalty 4418.575839 = -95210564.194535 nChanged 24053 SP:Iteration 4Q (4283.540000 sec): 3 clusters Score: Raw -95221049.046822 + Penalty 4418.575839 = -95216630.470983 nChanged 28865 SP:Iteration 5Q (4290.050000 sec): 3 clusters Score: Raw -95230088.397986 + Penalty 4418.575839 = -95225669.822147 nChanged 34550 SP:Iteration 6Q (4293.820000 sec): 3 clusters Score: Raw -95243976.340871 + Penalty 4418.575839 = -95239557.765032 nChanged 41142 SP:Iteration 7F (4295.970000 sec): 3 clusters Score: Raw -95266242.502148 + Penalty 4418.575839 = -95261823.926309 nChanged 47854 SP:Iteration 8F (4298.100000 sec): 3 clusters Score: Raw -95301453.302422 + Penalty 4418.575839 = -95297034.726583 nChanged 51588 SP:Iteration 9F (4300.250000 sec): 3 clusters Score: Raw -95346991.775210 + Penalty 4418.575839 = -95342573.199371 nChanged 47414 SP:Iteration 10F (4302.390000 sec): 3 clusters Score: Raw -95384377.526067 + Penalty 4418.575839 = -95379958.950228 nChanged 34192 SP:Iteration 11Q (4304.510000 sec): 3 clusters Score: Raw -95401974.718599 + Penalty 4418.575839 = -95397556.142760 nChanged 20893 SP:Iteration 12Q (4306.560000 sec): 3 clusters Score: Raw -95410099.438036 + Penalty 4418.575839 = -95405680.862197 nChanged 15916 SP:Iteration 13Q (4308.600000 sec): 3 clusters Score: Raw -95416378.510238 + Penalty 4418.575839 = -95411959.934399 nChanged 15879 SP:Iteration 14Q (4310.620000 sec): 3 clusters Score: Raw -95422841.350601 + Penalty 4418.575839 = -95418422.774762 nChanged 15796 SP:Iteration 15Q (4312.810000 sec): 3 clusters Score: Raw -95429578.022932 + Penalty 4418.575839 = -95425159.447093 nChanged 15830 SP:Iteration 16Q (4314.880000 sec): 3 clusters Score: Raw -95436713.208089 + Penalty 4418.575839 = -95432294.632250 nChanged 15431 SP:Iteration 17Q (4316.770000 sec): 3 clusters Score: Raw -95444043.056824 + Penalty 4418.575839 = -95439624.480985 nChanged 14911 SP:Iteration 18Q (4318.630000 sec): 3 clusters Score: Raw -95451335.278746 + Penalty 4418.575839 = -95446916.702907 nChanged 13980 SP:Iteration 19Q (4320.460000 sec): 3 clusters Score: Raw -95458369.683050 + Penalty 4418.575839 = -95453951.107211 nChanged 13134 SP:Iteration 20F (4322.600000 sec): 3 clusters Score: Raw -95465133.814627 + Penalty 4418.575839 = -95460715.238788 nChanged 12122 SP:Iteration 21Q (4324.360000 sec): 3 clusters Score: Raw -95471458.915151 + Penalty 4418.575839 = -95467040.339312 nChanged 11209 SP:Iteration 22Q (4326.080000 sec): 3 clusters Score: Raw -95477438.289978 + Penalty 4418.575839 = -95473019.714138 nChanged 10180 SP:Iteration 23Q (4327.770000 sec): 3 clusters Score: Raw -95482949.596331 + Penalty 4418.575839 = -95478531.020492 nChanged 9073 SP:Iteration 24Q (4329.440000 sec): 3 clusters Score: Raw -95487882.769863 + Penalty 4418.575839 = -95483464.194024 nChanged 7917 SP:Iteration 25Q (4331.410000 sec): 3 clusters Score: Raw -95492208.608707 + Penalty 4418.575839 = -95487790.032867 nChanged 6920 SP:Iteration 26Q (4334.530000 sec): 3 clusters Score: Raw -95496039.946255 + Penalty 4418.575839 = -95491621.370415 nChanged 6026 SP:Iteration 27Q (4336.140000 sec): 3 clusters Score: Raw -95499294.337064 + Penalty 4418.575839 = -95494875.761225 nChanged 5123 SP:Iteration 28Q (4337.740000 sec): 3 clusters Score: Raw -95501970.969405 + Penalty 4418.575839 = -95497552.393566 nChanged 4198 SP:Iteration 29Q (4339.300000 sec): 3 clusters Score: Raw -95504054.126722 + Penalty 4418.575839 = -95499635.550883 nChanged 3476 SP:Iteration 30Q (4340.840000 sec): 3 clusters Score: Raw -95505745.060611 + Penalty 4418.575839 = -95501326.484772 nChanged 2827 SP:Iteration 31Q (4342.390000 sec): 3 clusters Score: Raw -95507068.573138 + Penalty 4418.575839 = -95502649.997298 nChanged 2197 SP:Iteration 32Q (4343.900000 sec): 3 clusters Score: Raw -95508086.193558 + Penalty 4418.575839 = -95503667.617719 nChanged 1778 SP:Iteration 33Q (4345.400000 sec): 3 clusters Score: Raw -95508922.476710 + Penalty 4418.575839 = -95504503.900871 nChanged 1383 SP:Iteration 34Q (4346.910000 sec): 3 clusters Score: Raw -95509580.727676 + Penalty 4418.575839 = -95505162.151837 nChanged 1019 SP:Iteration 35Q (4348.420000 sec): 3 clusters Score: Raw -95510044.652898 + Penalty 4418.575839 = -95505626.077059 nChanged 757 SP:Iteration 36Q (4349.920000 sec): 3 clusters Score: Raw -95510405.911595 + Penalty 4418.575839 = -95505987.335756 nChanged 605 SP:Iteration 37Q (4351.450000 sec): 3 clusters Score: Raw -95510703.404219 + Penalty 4418.575839 = -95506284.828380 nChanged 445 SP:Iteration 38Q (4353.000000 sec): 3 clusters Score: Raw -95510918.095833 + Penalty 4418.575839 = -95506499.519994 nChanged 277 SP:Iteration 39Q (4354.560000 sec): 3 clusters Score: Raw -95511043.352299 + Penalty 4418.575839 = -95506624.776460 nChanged 208 SP:Iteration 40F (4356.750000 sec): 3 clusters Score: Raw -95511135.339010 + Penalty 4418.575839 = -95506716.763171 nChanged 150 SP:Iteration 41Q (4358.290000 sec): 3 clusters Score: Raw -95511200.658974 + Penalty 4418.575839 = -95506782.083134 nChanged 118 SP:Iteration 42Q (4359.820000 sec): 3 clusters Score: Raw -95511254.692980 + Penalty 4418.575839 = -95506836.117141 nChanged 97 SP:Iteration 43Q (4361.400000 sec): 3 clusters Score: Raw -95511297.783152 + Penalty 4418.575839 = -95506879.207313 nChanged 71 SP:Iteration 44Q (4362.940000 sec): 3 clusters Score: Raw -95511332.122019 + Penalty 4418.575839 = -95506913.546179 nChanged 58 SP:Iteration 45Q (4364.630000 sec): 3 clusters Score: Raw -95511358.388023 + Penalty 4418.575839 = -95506939.812184 nChanged 56 SP:Iteration 46Q (4366.180000 sec): 3 clusters Score: Raw -95511381.328865 + Penalty 4418.575839 = -95506962.753026 nChanged 45 SP:Iteration 47Q (4367.710000 sec): 3 clusters Score: Raw -95511401.224913 + Penalty 4418.575839 = -95506982.649074 nChanged 35 SP:Iteration 48Q (4369.250000 sec): 3 clusters Score: Raw -95511418.181141 + Penalty 4418.575839 = -95506999.605301 nChanged 31 SP:Iteration 49Q (4370.800000 sec): 3 clusters Score: Raw -95511432.549405 + Penalty 4418.575839 = -95507013.973565 nChanged 30 SP:Iteration 50Q (4372.350000 sec): 3 clusters Score: Raw -95511446.044292 + Penalty 4418.575839 = -95507027.468453 nChanged 23 SP:Iteration 51Q (4373.950000 sec): 3 clusters Score: Raw -95511457.504397 + Penalty 4418.575839 = -95507038.928558 nChanged 19 SP:Iteration 52Q (4375.500000 sec): 3 clusters Score: Raw -95511469.066984 + Penalty 4418.575839 = -95507050.491145 nChanged 24 SP:Iteration 53Q (4377.050000 sec): 3 clusters Score: Raw -95511478.292613 + Penalty 4418.575839 = -95507059.716774 nChanged 13 SP:Iteration 54Q (4378.630000 sec): 3 clusters Score: Raw -95511481.781816 + Penalty 4418.575839 = -95507063.205976 nChanged 8 SP:Iteration 55Q (4380.190000 sec): 3 clusters Score: Raw -95511484.820331 + Penalty 4418.575839 = -95507066.244492 nChanged 5 SP:Iteration 56Q (4381.740000 sec): 3 clusters Score: Raw -95511486.306044 + Penalty 4418.575839 = -95507067.730205 nChanged 6 SP:Iteration 57Q (4383.290000 sec): 3 clusters Score: Raw -95511489.002877 + Penalty 4418.575839 = -95507070.427037 nChanged 9 SP:Iteration 58Q (4384.840000 sec): 3 clusters Score: Raw -95511493.532035 + Penalty 4418.575839 = -95507074.956196 nChanged 5 SP:Iteration 59Q (4386.380000 sec): 3 clusters Score: Raw -95511494.962406 + Penalty 4418.575839 = -95507076.386567 nChanged 3 SP:Iteration 60F (4388.560000 sec): 3 clusters Score: Raw -95511495.765646 + Penalty 4418.575839 = -95507077.189807 nChanged 7 SP:Iteration 61Q (4390.110000 sec): 3 clusters Score: Raw -95511498.401297 + Penalty 4418.575839 = -95507079.825458 nChanged 5 SP:Iteration 62Q (4391.660000 sec): 3 clusters Score: Raw -95511499.767836 + Penalty 4418.575839 = -95507081.191997 nChanged 1 SP:Iteration 63Q (4393.200000 sec): 3 clusters Score: Raw -95511500.076630 + Penalty 4418.575839 = -95507081.500790 nChanged 0 SP:Iteration 64F (4395.350000 sec): 3 clusters Score: Raw -95511500.076630 + Penalty 4418.575839 = -95507081.500790 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (112301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.830000 sec): 2 clusters Score: Raw -13159979.772537 + Penalty 1889.702432 = -13158090.070105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4396.130000 sec): 3 clusters Score: Raw -13086347.367853 + Penalty 3779.404865 = -13082567.962989 nChanged 54089 SP:Iteration 1F (4396.450000 sec): 3 clusters Score: Raw -13117587.341640 + Penalty 3779.404865 = -13113807.936775 nChanged 2923 SP:Iteration 2Q (4396.760000 sec): 3 clusters Score: Raw -13118092.250486 + Penalty 3779.404865 = -13114312.845621 nChanged 2782 SP:Iteration 3Q (4397.080000 sec): 3 clusters Score: Raw -13118654.448361 + Penalty 3779.404865 = -13114875.043496 nChanged 3004 SP:Iteration 4Q (4397.390000 sec): 3 clusters Score: Raw -13119431.897420 + Penalty 3779.404865 = -13115652.492555 nChanged 3556 SP:Iteration 5Q (4397.710000 sec): 3 clusters Score: Raw -13120648.389277 + Penalty 3779.404865 = -13116868.984412 nChanged 4552 SP:Iteration 6Q (4398.020000 sec): 3 clusters Score: Raw -13122813.893015 + Penalty 3779.404865 = -13119034.488151 nChanged 6451 SP:Iteration 7F (4398.330000 sec): 3 clusters Score: Raw -13126928.452220 + Penalty 3779.404865 = -13123149.047355 nChanged 8518 SP:Iteration 8F (4398.640000 sec): 3 clusters Score: Raw -13133736.948416 + Penalty 3779.404865 = -13129957.543551 nChanged 9505 SP:Iteration 9F (4398.940000 sec): 3 clusters Score: Raw -13142511.845553 + Penalty 3779.404865 = -13138732.440688 nChanged 8318 SP:Iteration 10F (4399.240000 sec): 3 clusters Score: Raw -13150443.512244 + Penalty 3779.404865 = -13146664.107380 nChanged 5455 SP:Iteration 11Q (4399.520000 sec): 3 clusters Score: Raw -13155413.339375 + Penalty 3779.404865 = -13151633.934510 nChanged 2992 SP:Iteration 12Q (4399.780000 sec): 3 clusters Score: Raw -13157967.260721 + Penalty 3779.404865 = -13154187.855857 nChanged 1438 SP:Iteration 13Q (4400.030000 sec): 3 clusters Score: Raw -13159088.771375 + Penalty 3779.404865 = -13155309.366511 nChanged 749 SP:Iteration 14Q (4400.260000 sec): 3 clusters Score: Raw -13159602.432942 + Penalty 3779.404865 = -13155823.028077 nChanged 374 SP:Iteration 15Q (4400.480000 sec): 3 clusters Score: Raw -13159855.306836 + Penalty 3779.404865 = -13156075.901971 nChanged 222 SP:Iteration 16Q (4400.700000 sec): 3 clusters Score: Raw -13160025.344397 + Penalty 3779.404865 = -13156245.939533 nChanged 169 SP:Iteration 17Q (4400.920000 sec): 3 clusters Score: Raw -13160157.626690 + Penalty 3779.404865 = -13156378.221826 nChanged 115 SP:Iteration 18Q (4401.130000 sec): 3 clusters Score: Raw -13160231.365072 + Penalty 3779.404865 = -13156451.960207 nChanged 60 SP:Iteration 19Q (4401.350000 sec): 3 clusters Score: Raw -13160274.259757 + Penalty 3779.404865 = -13156494.854893 nChanged 49 SP:Iteration 20F (4401.660000 sec): 3 clusters Score: Raw -13160303.504150 + Penalty 3779.404865 = -13156524.099285 nChanged 43 SP:Iteration 21Q (4401.870000 sec): 3 clusters Score: Raw -13160334.507829 + Penalty 3779.404865 = -13156555.102965 nChanged 29 SP:Iteration 22Q (4402.090000 sec): 3 clusters Score: Raw -13160353.652379 + Penalty 3779.404865 = -13156574.247515 nChanged 21 SP:Iteration 23Q (4402.300000 sec): 3 clusters Score: Raw -13160365.668296 + Penalty 3779.404865 = -13156586.263431 nChanged 15 SP:Iteration 24Q (4402.520000 sec): 3 clusters Score: Raw -13160370.904482 + Penalty 3779.404865 = -13156591.499617 nChanged 9 SP:Iteration 25Q (4402.730000 sec): 3 clusters Score: Raw -13160374.335960 + Penalty 3779.404865 = -13156594.931095 nChanged 4 SP:Iteration 26Q (4402.940000 sec): 3 clusters Score: Raw -13160375.983781 + Penalty 3779.404865 = -13156596.578916 nChanged 3 SP:Iteration 27Q (4403.160000 sec): 3 clusters Score: Raw -13160377.517434 + Penalty 3779.404865 = -13156598.112569 nChanged 2 SP:Iteration 28Q (4403.370000 sec): 3 clusters Score: Raw -13160378.955601 + Penalty 3779.404865 = -13156599.550736 nChanged 2 SP:Iteration 29Q (4403.580000 sec): 3 clusters Score: Raw -13160380.410414 + Penalty 3779.404865 = -13156601.005549 nChanged 3 SP:Iteration 30Q (4403.790000 sec): 3 clusters Score: Raw -13160381.418292 + Penalty 3779.404865 = -13156602.013428 nChanged 3 SP:Iteration 31Q (4404.000000 sec): 3 clusters Score: Raw -13160383.503752 + Penalty 3779.404865 = -13156604.098888 nChanged 6 SP:Iteration 32Q (4404.220000 sec): 3 clusters Score: Raw -13160386.938198 + Penalty 3779.404865 = -13156607.533334 nChanged 8 SP:Iteration 33Q (4404.430000 sec): 3 clusters Score: Raw -13160390.800998 + Penalty 3779.404865 = -13156611.396133 nChanged 8 SP:Iteration 34Q (4404.650000 sec): 3 clusters Score: Raw -13160396.071568 + Penalty 3779.404865 = -13156616.666704 nChanged 9 SP:Iteration 35Q (4404.860000 sec): 3 clusters Score: Raw -13160402.206017 + Penalty 3779.404865 = -13156622.801153 nChanged 8 SP:Iteration 36Q (4405.070000 sec): 3 clusters Score: Raw -13160406.115367 + Penalty 3779.404865 = -13156626.710502 nChanged 9 SP:Iteration 37Q (4405.280000 sec): 3 clusters Score: Raw -13160416.143799 + Penalty 3779.404865 = -13156636.738934 nChanged 11 SP:Iteration 38Q (4405.490000 sec): 3 clusters Score: Raw -13160422.099188 + Penalty 3779.404865 = -13156642.694323 nChanged 9 SP:Iteration 39Q (4405.710000 sec): 3 clusters Score: Raw -13160426.905362 + Penalty 3779.404865 = -13156647.500497 nChanged 6 SP:Iteration 40F (4406.010000 sec): 3 clusters Score: Raw -13160429.554742 + Penalty 3779.404865 = -13156650.149877 nChanged 6 SP:Iteration 41Q (4406.210000 sec): 3 clusters Score: Raw -13160433.361375 + Penalty 3779.404865 = -13156653.956511 nChanged 6 SP:Iteration 42Q (4406.420000 sec): 3 clusters Score: Raw -13160436.224308 + Penalty 3779.404865 = -13156656.819444 nChanged 2 SP:Iteration 43Q (4406.630000 sec): 3 clusters Score: Raw -13160437.075019 + Penalty 3779.404865 = -13156657.670154 nChanged 2 SP:Iteration 44Q (4406.840000 sec): 3 clusters Score: Raw -13160437.528579 + Penalty 3779.404865 = -13156658.123714 nChanged 2 SP:Iteration 45Q (4407.050000 sec): 3 clusters Score: Raw -13160438.665409 + Penalty 3779.404865 = -13156659.260544 nChanged 1 SP:Iteration 46Q (4407.260000 sec): 3 clusters Score: Raw -13160439.057356 + Penalty 3779.404865 = -13156659.652491 nChanged 0 SP:Iteration 47F (4407.570000 sec): 3 clusters Score: Raw -13160439.057356 + Penalty 3779.404865 = -13156659.652491 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 14 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.610000 sec): 2 clusters Score: Raw -160654.701018 + Penalty 1182.889311 = -159471.811708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.620000 sec): 3 clusters Score: Raw -160092.494945 + Penalty 2365.778622 = -157726.716323 nChanged 488 SP:Iteration 1F (4407.620000 sec): 3 clusters Score: Raw -160480.393928 + Penalty 2365.778622 = -158114.615307 nChanged 131 SP:Iteration 2F (4407.630000 sec): 3 clusters Score: Raw -160629.643952 + Penalty 2365.778622 = -158263.865330 nChanged 88 SP:Iteration 3F (4407.630000 sec): 3 clusters Score: Raw -160749.688679 + Penalty 2365.778622 = -158383.910058 nChanged 74 SP:Iteration 4F (4407.630000 sec): 3 clusters Score: Raw -160851.083724 + Penalty 2365.778622 = -158485.305102 nChanged 66 SP:Iteration 5Q (4407.630000 sec): 3 clusters Score: Raw -160933.872603 + Penalty 2365.778622 = -158568.093982 nChanged 58 SP:Iteration 6Q (4407.640000 sec): 3 clusters Score: Raw -161016.672822 + Penalty 2365.778622 = -158650.894201 nChanged 52 SP:Iteration 7Q (4407.640000 sec): 3 clusters Score: Raw -161089.258562 + Penalty 2365.778622 = -158723.479941 nChanged 66 SP:Iteration 8Q (4407.650000 sec): 3 clusters Score: Raw -161236.067933 + Penalty 2365.778622 = -158870.289312 nChanged 71 SP:Iteration 9Q (4407.650000 sec): 3 clusters Score: Raw -161502.268345 + Penalty 2365.778622 = -159136.489723 nChanged 79 SP:Iteration 10F (4407.650000 sec): 3 clusters Score: Raw -161831.999083 + Penalty 2365.778622 = -159466.220461 nChanged 65 SP:Iteration 11Q (4407.660000 sec): 3 clusters Score: Raw -162029.627059 + Penalty 2365.778622 = -159663.848438 nChanged 35 SP:Iteration 12Q (4407.660000 sec): 3 clusters Score: Raw -162094.264582 + Penalty 2365.778622 = -159728.485960 nChanged 24 SP:Iteration 13Q (4407.660000 sec): 3 clusters Score: Raw -162143.092029 + Penalty 2365.778622 = -159777.313408 nChanged 4 SP:Iteration 14Q (4407.670000 sec): 3 clusters Score: Raw -162148.070061 + Penalty 2365.778622 = -159782.291439 nChanged 1 SP:Iteration 15Q (4407.670000 sec): 3 clusters Score: Raw -162148.809631 + Penalty 2365.778622 = -159783.031009 nChanged 0 SP:Iteration 16F (4407.670000 sec): 3 clusters Score: Raw -162148.809631 + Penalty 2365.778622 = -159783.031009 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 8.04 GB. Trying to split cluster 15 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.680000 sec): 2 clusters Score: Raw -30086.741140 + Penalty 916.232634 = -29170.508507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.680000 sec): 3 clusters Score: Raw -30136.209368 + Penalty 1832.465268 = -28303.744101 nChanged 37 SP:Iteration 1F (4407.680000 sec): 3 clusters Score: Raw -30225.209083 + Penalty 1832.465268 = -28392.743816 nChanged 11 SP:Iteration 2Q (4407.680000 sec): 3 clusters Score: Raw -30247.285637 + Penalty 1832.465268 = -28414.820369 nChanged 2 SP:Iteration 3Q (4407.680000 sec): 3 clusters Score: Raw -30250.168951 + Penalty 1832.465268 = -28417.703684 nChanged 1 SP:Iteration 4Q (4407.680000 sec): 3 clusters Score: Raw -30255.550242 + Penalty 1832.465268 = -28423.084975 nChanged 2 SP:Iteration 5Q (4407.690000 sec): 3 clusters Score: Raw -30263.419425 + Penalty 1832.465268 = -28430.954158 nChanged 0 SP:Iteration 6F (4407.690000 sec): 3 clusters Score: Raw -30263.419425 + Penalty 1832.465268 = -28430.954158 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.690000 sec): 2 clusters Score: Raw -17770.798052 + Penalty 834.567246 = -16936.230806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.690000 sec): 3 clusters Score: Raw -17900.944132 + Penalty 1669.134492 = -16231.809640 nChanged 20 SP:Iteration 1F (4407.690000 sec): 3 clusters Score: Raw -17963.412958 + Penalty 1669.134492 = -16294.278466 nChanged 3 SP:Iteration 2Q (4407.690000 sec): 3 clusters Score: Raw -17992.268588 + Penalty 1669.134492 = -16323.134096 nChanged 1 SP:Iteration 3Q (4407.690000 sec): 3 clusters Score: Raw -17996.096117 + Penalty 1669.134492 = -16326.961625 nChanged 0 SP:Iteration 4F (4407.690000 sec): 3 clusters Score: Raw -17996.096117 + Penalty 1669.134492 = -16326.961625 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 17 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.690000 sec): 2 clusters Score: Raw -35860.658950 + Penalty 938.364626 = -34922.294323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.690000 sec): 3 clusters Score: Raw -35895.248685 + Penalty 1876.729252 = -34018.519432 nChanged 54 SP:Iteration 1F (4407.690000 sec): 3 clusters Score: Raw -36002.201634 + Penalty 1876.729252 = -34125.472382 nChanged 16 SP:Iteration 2Q (4407.700000 sec): 3 clusters Score: Raw -36051.375769 + Penalty 1876.729252 = -34174.646516 nChanged 11 SP:Iteration 3Q (4407.700000 sec): 3 clusters Score: Raw -36084.899303 + Penalty 1876.729252 = -34208.170050 nChanged 8 SP:Iteration 4Q (4407.700000 sec): 3 clusters Score: Raw -36106.385472 + Penalty 1876.729252 = -34229.656220 nChanged 6 SP:Iteration 5Q (4407.700000 sec): 3 clusters Score: Raw -36119.337934 + Penalty 1876.729252 = -34242.608681 nChanged 1 SP:Iteration 6Q (4407.700000 sec): 3 clusters Score: Raw -36121.695303 + Penalty 1876.729252 = -34244.966051 nChanged 0 SP:Iteration 7F (4407.700000 sec): 3 clusters Score: Raw -36121.695303 + Penalty 1876.729252 = -34244.966051 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.750000 sec): 2 clusters Score: Raw -2145510.286645 + Penalty 1586.312648 = -2143923.973997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.800000 sec): 3 clusters Score: Raw -2135129.541339 + Penalty 3172.625296 = -2131956.916043 nChanged 7795 SP:Iteration 1F (4407.840000 sec): 3 clusters Score: Raw -2139747.125470 + Penalty 3172.625296 = -2136574.500174 nChanged 1014 SP:Iteration 2F (4407.890000 sec): 3 clusters Score: Raw -2140317.811319 + Penalty 3172.625296 = -2137145.186023 nChanged 1089 SP:Iteration 3F (4407.930000 sec): 3 clusters Score: Raw -2141011.214087 + Penalty 3172.625296 = -2137838.588790 nChanged 1228 SP:Iteration 4F (4407.980000 sec): 3 clusters Score: Raw -2141914.561076 + Penalty 3172.625296 = -2138741.935780 nChanged 1282 SP:Iteration 5F (4408.030000 sec): 3 clusters Score: Raw -2143010.281467 + Penalty 3172.625296 = -2139837.656170 nChanged 1111 SP:Iteration 6F (4408.070000 sec): 3 clusters Score: Raw -2143914.865469 + Penalty 3172.625296 = -2140742.240173 nChanged 790 SP:Iteration 7Q (4408.120000 sec): 3 clusters Score: Raw -2144415.295777 + Penalty 3172.625296 = -2141242.670480 nChanged 490 SP:Iteration 8Q (4408.160000 sec): 3 clusters Score: Raw -2144636.210032 + Penalty 3172.625296 = -2141463.584736 nChanged 299 SP:Iteration 9Q (4408.210000 sec): 3 clusters Score: Raw -2144756.013032 + Penalty 3172.625296 = -2141583.387736 nChanged 216 SP:Iteration 10Q (4408.250000 sec): 3 clusters Score: Raw -2144829.444875 + Penalty 3172.625296 = -2141656.819579 nChanged 197 SP:Iteration 11Q (4408.290000 sec): 3 clusters Score: Raw -2144892.923863 + Penalty 3172.625296 = -2141720.298567 nChanged 171 SP:Iteration 12Q (4408.340000 sec): 3 clusters Score: Raw -2144941.517719 + Penalty 3172.625296 = -2141768.892423 nChanged 131 SP:Iteration 13Q (4408.380000 sec): 3 clusters Score: Raw -2144971.996193 + Penalty 3172.625296 = -2141799.370897 nChanged 107 SP:Iteration 14Q (4408.420000 sec): 3 clusters Score: Raw -2144993.891625 + Penalty 3172.625296 = -2141821.266328 nChanged 104 SP:Iteration 15Q (4408.470000 sec): 3 clusters Score: Raw -2145015.913377 + Penalty 3172.625296 = -2141843.288080 nChanged 101 SP:Iteration 16Q (4408.510000 sec): 3 clusters Score: Raw -2145036.841272 + Penalty 3172.625296 = -2141864.215976 nChanged 101 SP:Iteration 17Q (4408.550000 sec): 3 clusters Score: Raw -2145057.766919 + Penalty 3172.625296 = -2141885.141623 nChanged 92 SP:Iteration 18Q (4408.590000 sec): 3 clusters Score: Raw -2145079.233562 + Penalty 3172.625296 = -2141906.608266 nChanged 94 SP:Iteration 19Q (4408.630000 sec): 3 clusters Score: Raw -2145101.402104 + Penalty 3172.625296 = -2141928.776808 nChanged 106 SP:Iteration 20F (4408.680000 sec): 3 clusters Score: Raw -2145126.477120 + Penalty 3172.625296 = -2141953.851824 nChanged 96 SP:Iteration 21Q (4408.720000 sec): 3 clusters Score: Raw -2145147.553730 + Penalty 3172.625296 = -2141974.928434 nChanged 89 SP:Iteration 22Q (4408.760000 sec): 3 clusters Score: Raw -2145165.601480 + Penalty 3172.625296 = -2141992.976184 nChanged 89 SP:Iteration 23Q (4408.800000 sec): 3 clusters Score: Raw -2145185.583586 + Penalty 3172.625296 = -2142012.958290 nChanged 95 SP:Iteration 24Q (4408.850000 sec): 3 clusters Score: Raw -2145206.554295 + Penalty 3172.625296 = -2142033.928999 nChanged 86 SP:Iteration 25Q (4408.890000 sec): 3 clusters Score: Raw -2145225.780696 + Penalty 3172.625296 = -2142053.155400 nChanged 93 SP:Iteration 26Q (4408.930000 sec): 3 clusters Score: Raw -2145248.533809 + Penalty 3172.625296 = -2142075.908513 nChanged 96 SP:Iteration 27Q (4408.970000 sec): 3 clusters Score: Raw -2145270.810609 + Penalty 3172.625296 = -2142098.185313 nChanged 81 SP:Iteration 28Q (4409.010000 sec): 3 clusters Score: Raw -2145286.050935 + Penalty 3172.625296 = -2142113.425638 nChanged 80 SP:Iteration 29Q (4409.050000 sec): 3 clusters Score: Raw -2145302.422373 + Penalty 3172.625296 = -2142129.797077 nChanged 77 SP:Iteration 30Q (4409.090000 sec): 3 clusters Score: Raw -2145318.187987 + Penalty 3172.625296 = -2142145.562691 nChanged 57 SP:Iteration 31Q (4409.130000 sec): 3 clusters Score: Raw -2145329.024381 + Penalty 3172.625296 = -2142156.399085 nChanged 65 SP:Iteration 32Q (4409.170000 sec): 3 clusters Score: Raw -2145342.586341 + Penalty 3172.625296 = -2142169.961045 nChanged 66 SP:Iteration 33Q (4409.210000 sec): 3 clusters Score: Raw -2145356.085832 + Penalty 3172.625296 = -2142183.460536 nChanged 52 SP:Iteration 34Q (4409.240000 sec): 3 clusters Score: Raw -2145367.128421 + Penalty 3172.625296 = -2142194.503125 nChanged 56 SP:Iteration 35Q (4409.280000 sec): 3 clusters Score: Raw -2145379.105022 + Penalty 3172.625296 = -2142206.479726 nChanged 61 SP:Iteration 36Q (4409.320000 sec): 3 clusters Score: Raw -2145392.852290 + Penalty 3172.625296 = -2142220.226994 nChanged 64 SP:Iteration 37Q (4409.360000 sec): 3 clusters Score: Raw -2145408.347578 + Penalty 3172.625296 = -2142235.722282 nChanged 62 SP:Iteration 38Q (4409.390000 sec): 3 clusters Score: Raw -2145422.487956 + Penalty 3172.625296 = -2142249.862660 nChanged 58 SP:Iteration 39Q (4409.430000 sec): 3 clusters Score: Raw -2145436.508193 + Penalty 3172.625296 = -2142263.882897 nChanged 50 SP:Iteration 40F (4409.480000 sec): 3 clusters Score: Raw -2145447.182070 + Penalty 3172.625296 = -2142274.556774 nChanged 48 SP:Iteration 41Q (4409.520000 sec): 3 clusters Score: Raw -2145457.982700 + Penalty 3172.625296 = -2142285.357403 nChanged 60 SP:Iteration 42Q (4409.550000 sec): 3 clusters Score: Raw -2145470.812120 + Penalty 3172.625296 = -2142298.186823 nChanged 51 SP:Iteration 43Q (4409.590000 sec): 3 clusters Score: Raw -2145482.064078 + Penalty 3172.625296 = -2142309.438782 nChanged 55 SP:Iteration 44Q (4409.630000 sec): 3 clusters Score: Raw -2145494.298675 + Penalty 3172.625296 = -2142321.673379 nChanged 52 SP:Iteration 45Q (4409.670000 sec): 3 clusters Score: Raw -2145506.730126 + Penalty 3172.625296 = -2142334.104830 nChanged 55 SP:Iteration 46Q (4409.710000 sec): 3 clusters Score: Raw -2145520.523423 + Penalty 3172.625296 = -2142347.898126 nChanged 51 SP:Iteration 47Q (4409.740000 sec): 3 clusters Score: Raw -2145532.870492 + Penalty 3172.625296 = -2142360.245196 nChanged 48 SP:Iteration 48Q (4409.780000 sec): 3 clusters Score: Raw -2145544.889568 + Penalty 3172.625296 = -2142372.264272 nChanged 46 SP:Iteration 49Q (4409.820000 sec): 3 clusters Score: Raw -2145556.199190 + Penalty 3172.625296 = -2142383.573893 nChanged 44 SP:Iteration 50Q (4409.850000 sec): 3 clusters Score: Raw -2145566.969487 + Penalty 3172.625296 = -2142394.344190 nChanged 41 SP:Iteration 51Q (4409.890000 sec): 3 clusters Score: Raw -2145578.837947 + Penalty 3172.625296 = -2142406.212651 nChanged 53 SP:Iteration 52Q (4409.930000 sec): 3 clusters Score: Raw -2145592.484098 + Penalty 3172.625296 = -2142419.858801 nChanged 45 SP:Iteration 53Q (4409.970000 sec): 3 clusters Score: Raw -2145604.539307 + Penalty 3172.625296 = -2142431.914011 nChanged 38 SP:Iteration 54Q (4410.000000 sec): 3 clusters Score: Raw -2145614.476168 + Penalty 3172.625296 = -2142441.850872 nChanged 37 SP:Iteration 55Q (4410.040000 sec): 3 clusters Score: Raw -2145623.131707 + Penalty 3172.625296 = -2142450.506410 nChanged 35 SP:Iteration 56Q (4410.070000 sec): 3 clusters Score: Raw -2145633.152213 + Penalty 3172.625296 = -2142460.526917 nChanged 34 SP:Iteration 57Q (4410.110000 sec): 3 clusters Score: Raw -2145642.487880 + Penalty 3172.625296 = -2142469.862583 nChanged 37 SP:Iteration 58Q (4410.150000 sec): 3 clusters Score: Raw -2145651.872348 + Penalty 3172.625296 = -2142479.247052 nChanged 36 SP:Iteration 59Q (4410.180000 sec): 3 clusters Score: Raw -2145660.961939 + Penalty 3172.625296 = -2142488.336643 nChanged 34 SP:Iteration 60F (4410.230000 sec): 3 clusters Score: Raw -2145670.117567 + Penalty 3172.625296 = -2142497.492271 nChanged 32 SP:Iteration 61Q (4410.260000 sec): 3 clusters Score: Raw -2145678.197480 + Penalty 3172.625296 = -2142505.572184 nChanged 23 SP:Iteration 62Q (4410.300000 sec): 3 clusters Score: Raw -2145682.567744 + Penalty 3172.625296 = -2142509.942447 nChanged 17 SP:Iteration 63Q (4410.330000 sec): 3 clusters Score: Raw -2145687.492672 + Penalty 3172.625296 = -2142514.867376 nChanged 19 SP:Iteration 64Q (4410.370000 sec): 3 clusters Score: Raw -2145692.278519 + Penalty 3172.625296 = -2142519.653223 nChanged 11 SP:Iteration 65Q (4410.400000 sec): 3 clusters Score: Raw -2145694.145549 + Penalty 3172.625296 = -2142521.520252 nChanged 11 SP:Iteration 66Q (4410.440000 sec): 3 clusters Score: Raw -2145696.406329 + Penalty 3172.625296 = -2142523.781033 nChanged 15 SP:Iteration 67Q (4410.470000 sec): 3 clusters Score: Raw -2145700.488087 + Penalty 3172.625296 = -2142527.862791 nChanged 16 SP:Iteration 68Q (4410.510000 sec): 3 clusters Score: Raw -2145703.903061 + Penalty 3172.625296 = -2142531.277765 nChanged 17 SP:Iteration 69Q (4410.550000 sec): 3 clusters Score: Raw -2145707.955622 + Penalty 3172.625296 = -2142535.330326 nChanged 14 SP:Iteration 70Q (4410.580000 sec): 3 clusters Score: Raw -2145711.107545 + Penalty 3172.625296 = -2142538.482249 nChanged 16 SP:Iteration 71Q (4410.620000 sec): 3 clusters Score: Raw -2145713.896725 + Penalty 3172.625296 = -2142541.271429 nChanged 8 SP:Iteration 72Q (4410.660000 sec): 3 clusters Score: Raw -2145715.078484 + Penalty 3172.625296 = -2142542.453188 nChanged 10 SP:Iteration 73Q (4410.690000 sec): 3 clusters Score: Raw -2145717.008274 + Penalty 3172.625296 = -2142544.382977 nChanged 7 SP:Iteration 74Q (4410.730000 sec): 3 clusters Score: Raw -2145718.214787 + Penalty 3172.625296 = -2142545.589491 nChanged 9 SP:Iteration 75Q (4410.760000 sec): 3 clusters Score: Raw -2145719.689254 + Penalty 3172.625296 = -2142547.063958 nChanged 9 SP:Iteration 76Q (4410.800000 sec): 3 clusters Score: Raw -2145721.468631 + Penalty 3172.625296 = -2142548.843335 nChanged 13 SP:Iteration 77Q (4410.830000 sec): 3 clusters Score: Raw -2145723.644663 + Penalty 3172.625296 = -2142551.019366 nChanged 8 SP:Iteration 78Q (4410.860000 sec): 3 clusters Score: Raw -2145725.177284 + Penalty 3172.625296 = -2142552.551988 nChanged 9 SP:Iteration 79Q (4410.900000 sec): 3 clusters Score: Raw -2145726.761566 + Penalty 3172.625296 = -2142554.136270 nChanged 11 SP:Iteration 80F (4410.950000 sec): 3 clusters Score: Raw -2145729.041095 + Penalty 3172.625296 = -2142556.415799 nChanged 10 SP:Iteration 81Q (4410.990000 sec): 3 clusters Score: Raw -2145730.524836 + Penalty 3172.625296 = -2142557.899539 nChanged 6 SP:Iteration 82Q (4411.020000 sec): 3 clusters Score: Raw -2145731.196864 + Penalty 3172.625296 = -2142558.571568 nChanged 3 SP:Iteration 83Q (4411.050000 sec): 3 clusters Score: Raw -2145731.997311 + Penalty 3172.625296 = -2142559.372014 nChanged 6 SP:Iteration 84Q (4411.090000 sec): 3 clusters Score: Raw -2145733.169314 + Penalty 3172.625296 = -2142560.544018 nChanged 6 SP:Iteration 85Q (4411.130000 sec): 3 clusters Score: Raw -2145734.046057 + Penalty 3172.625296 = -2142561.420761 nChanged 7 SP:Iteration 86Q (4411.160000 sec): 3 clusters Score: Raw -2145735.095173 + Penalty 3172.625296 = -2142562.469877 nChanged 5 SP:Iteration 87Q (4411.190000 sec): 3 clusters Score: Raw -2145735.620494 + Penalty 3172.625296 = -2142562.995198 nChanged 4 SP:Iteration 88Q (4411.230000 sec): 3 clusters Score: Raw -2145736.294887 + Penalty 3172.625296 = -2142563.669591 nChanged 4 SP:Iteration 89Q (4411.270000 sec): 3 clusters Score: Raw -2145736.817989 + Penalty 3172.625296 = -2142564.192693 nChanged 6 SP:Iteration 90Q (4411.300000 sec): 3 clusters Score: Raw -2145737.698652 + Penalty 3172.625296 = -2142565.073356 nChanged 2 SP:Iteration 91Q (4411.330000 sec): 3 clusters Score: Raw -2145738.367953 + Penalty 3172.625296 = -2142565.742656 nChanged 2 SP:Iteration 92Q (4411.370000 sec): 3 clusters Score: Raw -2145738.555194 + Penalty 3172.625296 = -2142565.929897 nChanged 3 SP:Iteration 93Q (4411.400000 sec): 3 clusters Score: Raw -2145738.863904 + Penalty 3172.625296 = -2142566.238608 nChanged 2 SP:Iteration 94Q (4411.440000 sec): 3 clusters Score: Raw -2145739.130679 + Penalty 3172.625296 = -2142566.505383 nChanged 3 SP:Iteration 95Q (4411.470000 sec): 3 clusters Score: Raw -2145739.502178 + Penalty 3172.625296 = -2142566.876882 nChanged 3 SP:Iteration 96Q (4411.510000 sec): 3 clusters Score: Raw -2145739.924566 + Penalty 3172.625296 = -2142567.299270 nChanged 1 SP:Iteration 97Q (4411.540000 sec): 3 clusters Score: Raw -2145740.507780 + Penalty 3172.625296 = -2142567.882484 nChanged 1 SP:Iteration 98Q (4411.570000 sec): 3 clusters Score: Raw -2145740.888301 + Penalty 3172.625296 = -2142568.263005 nChanged 2 SP:Iteration 99Q (4411.610000 sec): 3 clusters Score: Raw -2145741.548137 + Penalty 3172.625296 = -2142568.922841 nChanged 3 SP:Iteration 100F (4411.650000 sec): 3 clusters Score: Raw -2145742.522606 + Penalty 3172.625296 = -2142569.897310 nChanged 4 SP:Iteration 101Q (4411.690000 sec): 3 clusters Score: Raw -2145743.749618 + Penalty 3172.625296 = -2142571.124322 nChanged 6 SP:Iteration 102Q (4411.720000 sec): 3 clusters Score: Raw -2145745.213647 + Penalty 3172.625296 = -2142572.588351 nChanged 4 SP:Iteration 103Q (4411.760000 sec): 3 clusters Score: Raw -2145746.462233 + Penalty 3172.625296 = -2142573.836937 nChanged 7 SP:Iteration 104Q (4411.790000 sec): 3 clusters Score: Raw -2145748.360273 + Penalty 3172.625296 = -2142575.734976 nChanged 5 SP:Iteration 105Q (4411.830000 sec): 3 clusters Score: Raw -2145749.616122 + Penalty 3172.625296 = -2142576.990826 nChanged 4 SP:Iteration 106Q (4411.860000 sec): 3 clusters Score: Raw -2145750.488190 + Penalty 3172.625296 = -2142577.862894 nChanged 4 SP:Iteration 107Q (4411.890000 sec): 3 clusters Score: Raw -2145750.940884 + Penalty 3172.625296 = -2142578.315588 nChanged 0 SP:Iteration 108F (4411.940000 sec): 3 clusters Score: Raw -2145750.940884 + Penalty 3172.625296 = -2142578.315588 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4411.950000 sec): 2 clusters Score: Raw -31638.649100 + Penalty 925.231473 = -30713.417628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4411.950000 sec): 3 clusters Score: Raw -31703.553985 + Penalty 1850.462945 = -29853.091040 nChanged 54 SP:Iteration 1F (4411.950000 sec): 3 clusters Score: Raw -31816.010691 + Penalty 1850.462945 = -29965.547746 nChanged 18 SP:Iteration 2F (4411.950000 sec): 3 clusters Score: Raw -31857.463976 + Penalty 1850.462945 = -30007.001031 nChanged 7 SP:Iteration 3Q (4411.950000 sec): 3 clusters Score: Raw -31875.618017 + Penalty 1850.462945 = -30025.155072 nChanged 5 SP:Iteration 4Q (4411.950000 sec): 3 clusters Score: Raw -31888.680509 + Penalty 1850.462945 = -30038.217563 nChanged 4 SP:Iteration 5Q (4411.950000 sec): 3 clusters Score: Raw -31900.511100 + Penalty 1850.462945 = -30050.048155 nChanged 3 SP:Iteration 6Q (4411.950000 sec): 3 clusters Score: Raw -31906.878829 + Penalty 1850.462945 = -30056.415883 nChanged 1 SP:Iteration 7Q (4411.950000 sec): 3 clusters Score: Raw -31907.855760 + Penalty 1850.462945 = -30057.392815 nChanged 0 SP:Iteration 8F (4411.950000 sec): 3 clusters Score: Raw -31907.855760 + Penalty 1850.462945 = -30057.392815 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 20 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4411.960000 sec): 2 clusters Score: Raw -52291.153404 + Penalty 997.731240 = -51293.422164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4411.960000 sec): 3 clusters Score: Raw -52316.141093 + Penalty 1995.462479 = -50320.678613 nChanged 107 SP:Iteration 1F (4411.960000 sec): 3 clusters Score: Raw -52554.139311 + Penalty 1995.462479 = -50558.676832 nChanged 37 SP:Iteration 2F (4411.960000 sec): 3 clusters Score: Raw -52676.957504 + Penalty 1995.462479 = -50681.495024 nChanged 30 SP:Iteration 3F (4411.960000 sec): 3 clusters Score: Raw -52732.371228 + Penalty 1995.462479 = -50736.908749 nChanged 16 SP:Iteration 4Q (4411.970000 sec): 3 clusters Score: Raw -52767.097600 + Penalty 1995.462479 = -50771.635121 nChanged 13 SP:Iteration 5Q (4411.970000 sec): 3 clusters Score: Raw -52790.894839 + Penalty 1995.462479 = -50795.432359 nChanged 5 SP:Iteration 6Q (4411.970000 sec): 3 clusters Score: Raw -52801.631303 + Penalty 1995.462479 = -50806.168824 nChanged 6 SP:Iteration 7Q (4411.970000 sec): 3 clusters Score: Raw -52808.983224 + Penalty 1995.462479 = -50813.520744 nChanged 2 SP:Iteration 8Q (4411.970000 sec): 3 clusters Score: Raw -52811.992867 + Penalty 1995.462479 = -50816.530388 nChanged 3 SP:Iteration 9Q (4411.970000 sec): 3 clusters Score: Raw -52818.546760 + Penalty 1995.462479 = -50823.084280 nChanged 4 SP:Iteration 10Q (4411.970000 sec): 3 clusters Score: Raw -52826.908405 + Penalty 1995.462479 = -50831.445926 nChanged 4 SP:Iteration 11Q (4411.970000 sec): 3 clusters Score: Raw -52834.481182 + Penalty 1995.462479 = -50839.018702 nChanged 1 SP:Iteration 12Q (4411.970000 sec): 3 clusters Score: Raw -52837.577312 + Penalty 1995.462479 = -50842.114833 nChanged 3 SP:Iteration 13Q (4411.970000 sec): 3 clusters Score: Raw -52844.490580 + Penalty 1995.462479 = -50849.028100 nChanged 2 SP:Iteration 14Q (4411.970000 sec): 3 clusters Score: Raw -52852.398684 + Penalty 1995.462479 = -50856.936205 nChanged 1 SP:Iteration 15Q (4411.980000 sec): 3 clusters Score: Raw -52854.229783 + Penalty 1995.462479 = -50858.767304 nChanged 2 SP:Iteration 16Q (4411.980000 sec): 3 clusters Score: Raw -52858.296923 + Penalty 1995.462479 = -50862.834444 nChanged 3 SP:Iteration 17Q (4411.980000 sec): 3 clusters Score: Raw -52863.315083 + Penalty 1995.462479 = -50867.852603 nChanged 0 SP:Iteration 18F (4411.980000 sec): 3 clusters Score: Raw -52863.315083 + Penalty 1995.462479 = -50867.852603 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 21 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4411.980000 sec): 2 clusters Score: Raw -22186.999066 + Penalty 868.129316 = -21318.869750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4411.980000 sec): 3 clusters Score: Raw -22257.215726 + Penalty 1736.258632 = -20520.957094 nChanged 24 SP:Iteration 1F (4411.980000 sec): 3 clusters Score: Raw -22382.706529 + Penalty 1736.258632 = -20646.447897 nChanged 12 SP:Iteration 2F (4411.990000 sec): 3 clusters Score: Raw -22446.106687 + Penalty 1736.258632 = -20709.848056 nChanged 2 SP:Iteration 3Q (4411.990000 sec): 3 clusters Score: Raw -22453.835272 + Penalty 1736.258632 = -20717.576640 nChanged 3 SP:Iteration 4Q (4411.990000 sec): 3 clusters Score: Raw -22476.851759 + Penalty 1736.258632 = -20740.593127 nChanged 2 SP:Iteration 5Q (4411.990000 sec): 3 clusters Score: Raw -22491.801477 + Penalty 1736.258632 = -20755.542845 nChanged 1 SP:Iteration 6Q (4411.990000 sec): 3 clusters Score: Raw -22501.993676 + Penalty 1736.258632 = -20765.735044 nChanged 1 SP:Iteration 7Q (4411.990000 sec): 3 clusters Score: Raw -22515.670828 + Penalty 1736.258632 = -20779.412196 nChanged 2 SP:Iteration 8Q (4411.990000 sec): 3 clusters Score: Raw -22527.306661 + Penalty 1736.258632 = -20791.048029 nChanged 1 SP:Iteration 9Q (4411.990000 sec): 3 clusters Score: Raw -22530.325675 + Penalty 1736.258632 = -20794.067043 nChanged 0 SP:Iteration 10F (4411.990000 sec): 3 clusters Score: Raw -22530.325675 + Penalty 1736.258632 = -20794.067043 nChanged 0 Iteration 123F (4438.160000 sec): 25 clusters Score: Raw -132105318.518423 + Penalty 54313.921985 = -132051004.596439 nChanged 63 Iteration 124F (4464.540000 sec): 25 clusters Score: Raw -132105542.785773 + Penalty 54313.921985 = -132051228.863789 nChanged 52 Iteration 125Q (4471.580000 sec): 25 clusters Score: Raw -132105648.935232 + Penalty 54313.921985 = -132051335.013247 nChanged 36 Iteration 126Q (4485.250000 sec): 25 clusters Score: Raw -132105665.556220 + Penalty 54313.921985 = -132051351.634235 nChanged 15 Iteration 127Q (4505.530000 sec): 25 clusters Score: Raw -132105667.842756 + Penalty 54313.921985 = -132051353.920772 nChanged 16 Iteration 128Q (4522.510000 sec): 25 clusters Score: Raw -132105668.803244 + Penalty 54313.921985 = -132051354.881259 nChanged 16 Iteration 129Q (4529.050000 sec): 25 clusters Score: Raw -132105670.168319 + Penalty 54313.921985 = -132051356.246335 nChanged 16 Iteration 130Q (4539.290000 sec): 25 clusters Score: Raw -132105670.566907 + Penalty 54313.921985 = -132051356.644922 nChanged 20 Iteration 131Q (4545.750000 sec): 25 clusters Score: Raw -132105671.092098 + Penalty 54313.921985 = -132051357.170113 nChanged 24 Iteration 132Q (4552.270000 sec): 25 clusters Score: Raw -132105671.816579 + Penalty 54313.921985 = -132051357.894594 nChanged 28 Iteration 133Q (4558.780000 sec): 25 clusters Score: Raw -132105672.368070 + Penalty 54313.921985 = -132051358.446086 nChanged 17 Iteration 134Q (4565.210000 sec): 25 clusters Score: Raw -132105672.770295 + Penalty 54313.921985 = -132051358.848311 nChanged 10 Iteration 135Q (4571.580000 sec): 25 clusters Score: Raw -132105673.130092 + Penalty 54313.921985 = -132051359.208107 nChanged 6 Iteration 136Q (4578.110000 sec): 25 clusters Score: Raw -132105673.234249 + Penalty 54313.921985 = -132051359.312265 nChanged 4 Iteration 137Q (4584.510000 sec): 25 clusters Score: Raw -132105673.273152 + Penalty 54313.921985 = -132051359.351167 nChanged 3 Iteration 138Q (4590.760000 sec): 25 clusters Score: Raw -132105673.296165 + Penalty 54313.921985 = -132051359.374180 nChanged 2 Writing temp clu file Because OldScore, -132051359.351167, is greater than current (better) Score,-132051359.374180 Compute initial score before splitting: Score: Raw -132105673.296165 + Penalty 54313.921985 = -132051359.374180 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.920000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.930000 sec): 3 clusters Score: Raw -269402.649944 + Penalty 2509.726292 = -266892.923652 nChanged 819 SP:Iteration 1F (4590.940000 sec): 3 clusters Score: Raw -269894.303291 + Penalty 2509.726292 = -267384.576999 nChanged 169 SP:Iteration 2F (4590.950000 sec): 3 clusters Score: Raw -270006.009913 + Penalty 2509.726292 = -267496.283621 nChanged 112 SP:Iteration 3Q (4590.960000 sec): 3 clusters Score: Raw -270069.792397 + Penalty 2509.726292 = -267560.066105 nChanged 72 SP:Iteration 4Q (4590.960000 sec): 3 clusters Score: Raw -270108.815590 + Penalty 2509.726292 = -267599.089298 nChanged 64 SP:Iteration 5Q (4590.970000 sec): 3 clusters Score: Raw -270148.870009 + Penalty 2509.726292 = -267639.143717 nChanged 47 SP:Iteration 6Q (4590.970000 sec): 3 clusters Score: Raw -270175.788803 + Penalty 2509.726292 = -267666.062511 nChanged 34 SP:Iteration 7Q (4590.980000 sec): 3 clusters Score: Raw -270192.520515 + Penalty 2509.726292 = -267682.794223 nChanged 27 SP:Iteration 8Q (4590.980000 sec): 3 clusters Score: Raw -270207.734511 + Penalty 2509.726292 = -267698.008219 nChanged 21 SP:Iteration 9Q (4590.990000 sec): 3 clusters Score: Raw -270216.425493 + Penalty 2509.726292 = -267706.699201 nChanged 21 SP:Iteration 10Q (4591.000000 sec): 3 clusters Score: Raw -270226.710882 + Penalty 2509.726292 = -267716.984590 nChanged 26 SP:Iteration 11Q (4591.000000 sec): 3 clusters Score: Raw -270236.976496 + Penalty 2509.726292 = -267727.250204 nChanged 17 SP:Iteration 12Q (4591.010000 sec): 3 clusters Score: Raw -270246.014225 + Penalty 2509.726292 = -267736.287933 nChanged 17 SP:Iteration 13Q (4591.010000 sec): 3 clusters Score: Raw -270254.833995 + Penalty 2509.726292 = -267745.107703 nChanged 15 SP:Iteration 14Q (4591.020000 sec): 3 clusters Score: Raw -270261.406210 + Penalty 2509.726292 = -267751.679917 nChanged 8 SP:Iteration 15Q (4591.020000 sec): 3 clusters Score: Raw -270265.033255 + Penalty 2509.726292 = -267755.306963 nChanged 10 SP:Iteration 16Q (4591.030000 sec): 3 clusters Score: Raw -270271.157719 + Penalty 2509.726292 = -267761.431427 nChanged 13 SP:Iteration 17Q (4591.040000 sec): 3 clusters Score: Raw -270277.605629 + Penalty 2509.726292 = -267767.879337 nChanged 14 SP:Iteration 18Q (4591.040000 sec): 3 clusters Score: Raw -270281.599289 + Penalty 2509.726292 = -267771.872997 nChanged 7 SP:Iteration 19Q (4591.050000 sec): 3 clusters Score: Raw -270284.836083 + Penalty 2509.726292 = -267775.109791 nChanged 4 SP:Iteration 20F (4591.050000 sec): 3 clusters Score: Raw -270285.922723 + Penalty 2509.726292 = -267776.196431 nChanged 4 SP:Iteration 21Q (4591.060000 sec): 3 clusters Score: Raw -270287.282202 + Penalty 2509.726292 = -267777.555910 nChanged 4 SP:Iteration 22Q (4591.060000 sec): 3 clusters Score: Raw -270288.883673 + Penalty 2509.726292 = -267779.157381 nChanged 6 SP:Iteration 23Q (4591.070000 sec): 3 clusters Score: Raw -270291.261333 + Penalty 2509.726292 = -267781.535041 nChanged 11 SP:Iteration 24Q (4591.080000 sec): 3 clusters Score: Raw -270295.124815 + Penalty 2509.726292 = -267785.398523 nChanged 4 SP:Iteration 25Q (4591.080000 sec): 3 clusters Score: Raw -270296.110426 + Penalty 2509.726292 = -267786.384134 nChanged 6 SP:Iteration 26Q (4591.090000 sec): 3 clusters Score: Raw -270297.752196 + Penalty 2509.726292 = -267788.025904 nChanged 3 SP:Iteration 27Q (4591.090000 sec): 3 clusters Score: Raw -270298.942632 + Penalty 2509.726292 = -267789.216340 nChanged 1 SP:Iteration 28Q (4591.100000 sec): 3 clusters Score: Raw -270299.308958 + Penalty 2509.726292 = -267789.582666 nChanged 0 SP:Iteration 29F (4591.100000 sec): 3 clusters Score: Raw -270299.308958 + Penalty 2509.726292 = -267789.582666 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.130000 sec): 2 clusters Score: Raw -1037881.465009 + Penalty 1473.282610 = -1036408.182399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.150000 sec): 3 clusters Score: Raw -1033084.455579 + Penalty 2946.565219 = -1030137.890360 nChanged 3618 SP:Iteration 1F (4591.170000 sec): 3 clusters Score: Raw -1035000.492107 + Penalty 2946.565219 = -1032053.926887 nChanged 525 SP:Iteration 2F (4591.190000 sec): 3 clusters Score: Raw -1035242.745047 + Penalty 2946.565219 = -1032296.179828 nChanged 473 SP:Iteration 3F (4591.220000 sec): 3 clusters Score: Raw -1035462.829748 + Penalty 2946.565219 = -1032516.264528 nChanged 427 SP:Iteration 4Q (4591.240000 sec): 3 clusters Score: Raw -1035683.563047 + Penalty 2946.565219 = -1032736.997828 nChanged 426 SP:Iteration 5Q (4591.260000 sec): 3 clusters Score: Raw -1035911.107466 + Penalty 2946.565219 = -1032964.542246 nChanged 434 SP:Iteration 6F (4591.280000 sec): 3 clusters Score: Raw -1036167.293012 + Penalty 2946.565219 = -1033220.727792 nChanged 445 SP:Iteration 7F (4591.300000 sec): 3 clusters Score: Raw -1036482.351329 + Penalty 2946.565219 = -1033535.786110 nChanged 453 SP:Iteration 8F (4591.320000 sec): 3 clusters Score: Raw -1036846.205346 + Penalty 2946.565219 = -1033899.640127 nChanged 452 SP:Iteration 9F (4591.340000 sec): 3 clusters Score: Raw -1037247.226659 + Penalty 2946.565219 = -1034300.661439 nChanged 353 SP:Iteration 10Q (4591.360000 sec): 3 clusters Score: Raw -1037576.057377 + Penalty 2946.565219 = -1034629.492157 nChanged 259 SP:Iteration 11Q (4591.380000 sec): 3 clusters Score: Raw -1037777.798434 + Penalty 2946.565219 = -1034831.233215 nChanged 209 SP:Iteration 12Q (4591.400000 sec): 3 clusters Score: Raw -1037893.957271 + Penalty 2946.565219 = -1034947.392052 nChanged 136 SP:Iteration 13Q (4591.420000 sec): 3 clusters Score: Raw -1037970.913922 + Penalty 2946.565219 = -1035024.348702 nChanged 91 SP:Iteration 14Q (4591.440000 sec): 3 clusters Score: Raw -1038013.880991 + Penalty 2946.565219 = -1035067.315772 nChanged 65 SP:Iteration 15Q (4591.460000 sec): 3 clusters Score: Raw -1038040.180877 + Penalty 2946.565219 = -1035093.615658 nChanged 54 SP:Iteration 16Q (4591.480000 sec): 3 clusters Score: Raw -1038061.925414 + Penalty 2946.565219 = -1035115.360195 nChanged 54 SP:Iteration 17Q (4591.500000 sec): 3 clusters Score: Raw -1038084.014772 + Penalty 2946.565219 = -1035137.449552 nChanged 43 SP:Iteration 18Q (4591.520000 sec): 3 clusters Score: Raw -1038095.766376 + Penalty 2946.565219 = -1035149.201156 nChanged 32 SP:Iteration 19Q (4591.540000 sec): 3 clusters Score: Raw -1038106.268488 + Penalty 2946.565219 = -1035159.703268 nChanged 26 SP:Iteration 20F (4591.560000 sec): 3 clusters Score: Raw -1038114.689398 + Penalty 2946.565219 = -1035168.124179 nChanged 25 SP:Iteration 21Q (4591.580000 sec): 3 clusters Score: Raw -1038120.964836 + Penalty 2946.565219 = -1035174.399616 nChanged 19 SP:Iteration 22Q (4591.600000 sec): 3 clusters Score: Raw -1038125.821243 + Penalty 2946.565219 = -1035179.256024 nChanged 18 SP:Iteration 23Q (4591.620000 sec): 3 clusters Score: Raw -1038130.533146 + Penalty 2946.565219 = -1035183.967927 nChanged 13 SP:Iteration 24Q (4591.630000 sec): 3 clusters Score: Raw -1038133.644474 + Penalty 2946.565219 = -1035187.079255 nChanged 11 SP:Iteration 25Q (4591.650000 sec): 3 clusters Score: Raw -1038136.235838 + Penalty 2946.565219 = -1035189.670618 nChanged 15 SP:Iteration 26Q (4591.670000 sec): 3 clusters Score: Raw -1038139.866613 + Penalty 2946.565219 = -1035193.301393 nChanged 15 SP:Iteration 27Q (4591.690000 sec): 3 clusters Score: Raw -1038144.323278 + Penalty 2946.565219 = -1035197.758059 nChanged 13 SP:Iteration 28Q (4591.700000 sec): 3 clusters Score: Raw -1038147.984450 + Penalty 2946.565219 = -1035201.419231 nChanged 15 SP:Iteration 29Q (4591.720000 sec): 3 clusters Score: Raw -1038152.293335 + Penalty 2946.565219 = -1035205.728116 nChanged 25 SP:Iteration 30Q (4591.740000 sec): 3 clusters Score: Raw -1038162.377928 + Penalty 2946.565219 = -1035215.812709 nChanged 33 SP:Iteration 31Q (4591.760000 sec): 3 clusters Score: Raw -1038178.786851 + Penalty 2946.565219 = -1035232.221632 nChanged 34 SP:Iteration 32Q (4591.780000 sec): 3 clusters Score: Raw -1038192.367069 + Penalty 2946.565219 = -1035245.801850 nChanged 27 SP:Iteration 33Q (4591.800000 sec): 3 clusters Score: Raw -1038202.233051 + Penalty 2946.565219 = -1035255.667832 nChanged 23 SP:Iteration 34Q (4591.820000 sec): 3 clusters Score: Raw -1038212.278225 + Penalty 2946.565219 = -1035265.713006 nChanged 29 SP:Iteration 35Q (4591.830000 sec): 3 clusters Score: Raw -1038221.937926 + Penalty 2946.565219 = -1035275.372706 nChanged 27 SP:Iteration 36Q (4591.850000 sec): 3 clusters Score: Raw -1038231.365663 + Penalty 2946.565219 = -1035284.800443 nChanged 18 SP:Iteration 37Q (4591.870000 sec): 3 clusters Score: Raw -1038237.053113 + Penalty 2946.565219 = -1035290.487893 nChanged 20 SP:Iteration 38Q (4591.890000 sec): 3 clusters Score: Raw -1038242.372129 + Penalty 2946.565219 = -1035295.806910 nChanged 15 SP:Iteration 39Q (4591.900000 sec): 3 clusters Score: Raw -1038247.683627 + Penalty 2946.565219 = -1035301.118408 nChanged 20 SP:Iteration 40F (4591.930000 sec): 3 clusters Score: Raw -1038252.986193 + Penalty 2946.565219 = -1035306.420974 nChanged 15 SP:Iteration 41Q (4591.940000 sec): 3 clusters Score: Raw -1038257.034149 + Penalty 2946.565219 = -1035310.468930 nChanged 16 SP:Iteration 42Q (4591.960000 sec): 3 clusters Score: Raw -1038260.975186 + Penalty 2946.565219 = -1035314.409966 nChanged 16 SP:Iteration 43Q (4591.980000 sec): 3 clusters Score: Raw -1038264.877030 + Penalty 2946.565219 = -1035318.311811 nChanged 11 SP:Iteration 44Q (4592.000000 sec): 3 clusters Score: Raw -1038266.647751 + Penalty 2946.565219 = -1035320.082532 nChanged 7 SP:Iteration 45Q (4592.020000 sec): 3 clusters Score: Raw -1038268.443360 + Penalty 2946.565219 = -1035321.878140 nChanged 5 SP:Iteration 46Q (4592.030000 sec): 3 clusters Score: Raw -1038270.564347 + Penalty 2946.565219 = -1035323.999127 nChanged 6 SP:Iteration 47Q (4592.050000 sec): 3 clusters Score: Raw -1038272.001333 + Penalty 2946.565219 = -1035325.436114 nChanged 5 SP:Iteration 48Q (4592.070000 sec): 3 clusters Score: Raw -1038272.725949 + Penalty 2946.565219 = -1035326.160730 nChanged 4 SP:Iteration 49Q (4592.080000 sec): 3 clusters Score: Raw -1038273.655245 + Penalty 2946.565219 = -1035327.090026 nChanged 9 SP:Iteration 50Q (4592.100000 sec): 3 clusters Score: Raw -1038275.973852 + Penalty 2946.565219 = -1035329.408633 nChanged 10 SP:Iteration 51Q (4592.120000 sec): 3 clusters Score: Raw -1038277.778089 + Penalty 2946.565219 = -1035331.212870 nChanged 7 SP:Iteration 52Q (4592.140000 sec): 3 clusters Score: Raw -1038278.926842 + Penalty 2946.565219 = -1035332.361622 nChanged 3 SP:Iteration 53Q (4592.160000 sec): 3 clusters Score: Raw -1038279.636406 + Penalty 2946.565219 = -1035333.071186 nChanged 3 SP:Iteration 54Q (4592.170000 sec): 3 clusters Score: Raw -1038280.265575 + Penalty 2946.565219 = -1035333.700356 nChanged 5 SP:Iteration 55Q (4592.190000 sec): 3 clusters Score: Raw -1038281.622501 + Penalty 2946.565219 = -1035335.057281 nChanged 6 SP:Iteration 56Q (4592.210000 sec): 3 clusters Score: Raw -1038283.744627 + Penalty 2946.565219 = -1035337.179407 nChanged 8 SP:Iteration 57Q (4592.220000 sec): 3 clusters Score: Raw -1038285.490220 + Penalty 2946.565219 = -1035338.925000 nChanged 4 SP:Iteration 58Q (4592.240000 sec): 3 clusters Score: Raw -1038286.327988 + Penalty 2946.565219 = -1035339.762768 nChanged 4 SP:Iteration 59Q (4592.260000 sec): 3 clusters Score: Raw -1038287.163687 + Penalty 2946.565219 = -1035340.598467 nChanged 2 SP:Iteration 60F (4592.280000 sec): 3 clusters Score: Raw -1038287.508359 + Penalty 2946.565219 = -1035340.943140 nChanged 2 SP:Iteration 61Q (4592.300000 sec): 3 clusters Score: Raw -1038287.786900 + Penalty 2946.565219 = -1035341.221681 nChanged 2 SP:Iteration 62Q (4592.320000 sec): 3 clusters Score: Raw -1038288.030926 + Penalty 2946.565219 = -1035341.465707 nChanged 0 SP:Iteration 63F (4592.340000 sec): 3 clusters Score: Raw -1038288.030926 + Penalty 2946.565219 = -1035341.465707 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.340000 sec): 2 clusters Score: Raw -10437.840053 + Penalty 760.846324 = -9676.993728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.340000 sec): 3 clusters Score: Raw -10676.929262 + Penalty 1521.692649 = -9155.236613 nChanged 3 SP:Iteration 1Q (4592.340000 sec): 3 clusters Score: Raw -10689.376641 + Penalty 1521.692649 = -9167.683992 nChanged 0 SP:Iteration 2F (4592.340000 sec): 3 clusters Score: Raw -10689.376641 + Penalty 1521.692649 = -9167.683992 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 4 (4291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.360000 sec): 2 clusters Score: Raw -483969.439618 + Penalty 1359.194701 = -482610.244916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.370000 sec): 3 clusters Score: Raw -481783.760386 + Penalty 2718.389403 = -479065.370984 nChanged 1708 SP:Iteration 1F (4592.380000 sec): 3 clusters Score: Raw -482716.043753 + Penalty 2718.389403 = -479997.654350 nChanged 307 SP:Iteration 2F (4592.390000 sec): 3 clusters Score: Raw -482885.384688 + Penalty 2718.389403 = -480166.995286 nChanged 216 SP:Iteration 3F (4592.400000 sec): 3 clusters Score: Raw -483004.543174 + Penalty 2718.389403 = -480286.153771 nChanged 171 SP:Iteration 4Q (4592.410000 sec): 3 clusters Score: Raw -483121.922861 + Penalty 2718.389403 = -480403.533459 nChanged 188 SP:Iteration 5Q (4592.420000 sec): 3 clusters Score: Raw -483263.765358 + Penalty 2718.389403 = -480545.375956 nChanged 181 SP:Iteration 6Q (4592.430000 sec): 3 clusters Score: Raw -483414.000702 + Penalty 2718.389403 = -480695.611299 nChanged 191 SP:Iteration 7Q (4592.440000 sec): 3 clusters Score: Raw -483568.243436 + Penalty 2718.389403 = -480849.854033 nChanged 201 SP:Iteration 8Q (4592.450000 sec): 3 clusters Score: Raw -483736.571981 + Penalty 2718.389403 = -481018.182579 nChanged 196 SP:Iteration 9Q (4592.460000 sec): 3 clusters Score: Raw -483907.333311 + Penalty 2718.389403 = -481188.943908 nChanged 149 SP:Iteration 10Q (4592.470000 sec): 3 clusters Score: Raw -484040.016437 + Penalty 2718.389403 = -481321.627034 nChanged 111 SP:Iteration 11Q (4592.480000 sec): 3 clusters Score: Raw -484142.409560 + Penalty 2718.389403 = -481424.020157 nChanged 78 SP:Iteration 12Q (4592.490000 sec): 3 clusters Score: Raw -484207.886780 + Penalty 2718.389403 = -481489.497377 nChanged 32 SP:Iteration 13Q (4592.500000 sec): 3 clusters Score: Raw -484236.067216 + Penalty 2718.389403 = -481517.677813 nChanged 23 SP:Iteration 14Q (4592.510000 sec): 3 clusters Score: Raw -484256.958556 + Penalty 2718.389403 = -481538.569153 nChanged 18 SP:Iteration 15Q (4592.520000 sec): 3 clusters Score: Raw -484278.156825 + Penalty 2718.389403 = -481559.767423 nChanged 18 SP:Iteration 16Q (4592.530000 sec): 3 clusters Score: Raw -484300.846337 + Penalty 2718.389403 = -481582.456935 nChanged 14 SP:Iteration 17Q (4592.540000 sec): 3 clusters Score: Raw -484320.494097 + Penalty 2718.389403 = -481602.104694 nChanged 12 SP:Iteration 18Q (4592.550000 sec): 3 clusters Score: Raw -484349.547136 + Penalty 2718.389403 = -481631.157734 nChanged 13 SP:Iteration 19Q (4592.560000 sec): 3 clusters Score: Raw -484380.840784 + Penalty 2718.389403 = -481662.451381 nChanged 10 SP:Iteration 20F (4592.570000 sec): 3 clusters Score: Raw -484394.164358 + Penalty 2718.389403 = -481675.774955 nChanged 16 SP:Iteration 21Q (4592.580000 sec): 3 clusters Score: Raw -484413.284671 + Penalty 2718.389403 = -481694.895269 nChanged 11 SP:Iteration 22Q (4592.580000 sec): 3 clusters Score: Raw -484425.080296 + Penalty 2718.389403 = -481706.690893 nChanged 8 SP:Iteration 23Q (4592.590000 sec): 3 clusters Score: Raw -484441.192738 + Penalty 2718.389403 = -481722.803335 nChanged 8 SP:Iteration 24Q (4592.600000 sec): 3 clusters Score: Raw -484455.407284 + Penalty 2718.389403 = -481737.017882 nChanged 8 SP:Iteration 25Q (4592.610000 sec): 3 clusters Score: Raw -484462.951372 + Penalty 2718.389403 = -481744.561969 nChanged 5 SP:Iteration 26Q (4592.620000 sec): 3 clusters Score: Raw -484466.620558 + Penalty 2718.389403 = -481748.231155 nChanged 2 SP:Iteration 27Q (4592.620000 sec): 3 clusters Score: Raw -484467.785766 + Penalty 2718.389403 = -481749.396364 nChanged 1 SP:Iteration 28Q (4592.630000 sec): 3 clusters Score: Raw -484467.979818 + Penalty 2718.389403 = -481749.590415 nChanged 0 SP:Iteration 29F (4592.640000 sec): 3 clusters Score: Raw -484467.979818 + Penalty 2718.389403 = -481749.590415 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.650000 sec): 2 clusters Score: Raw -221477.422129 + Penalty 1221.066381 = -220256.355748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.650000 sec): 3 clusters Score: Raw -220702.117566 + Penalty 2442.132762 = -218259.984804 nChanged 612 SP:Iteration 1F (4592.660000 sec): 3 clusters Score: Raw -221097.466511 + Penalty 2442.132762 = -218655.333749 nChanged 144 SP:Iteration 2F (4592.660000 sec): 3 clusters Score: Raw -221204.698561 + Penalty 2442.132762 = -218762.565799 nChanged 95 SP:Iteration 3F (4592.670000 sec): 3 clusters Score: Raw -221288.234957 + Penalty 2442.132762 = -218846.102195 nChanged 70 SP:Iteration 4Q (4592.670000 sec): 3 clusters Score: Raw -221341.478436 + Penalty 2442.132762 = -218899.345673 nChanged 54 SP:Iteration 5Q (4592.680000 sec): 3 clusters Score: Raw -221383.228469 + Penalty 2442.132762 = -218941.095707 nChanged 49 SP:Iteration 6Q (4592.680000 sec): 3 clusters Score: Raw -221423.562780 + Penalty 2442.132762 = -218981.430018 nChanged 48 SP:Iteration 7Q (4592.680000 sec): 3 clusters Score: Raw -221475.301420 + Penalty 2442.132762 = -219033.168657 nChanged 50 SP:Iteration 8Q (4592.690000 sec): 3 clusters Score: Raw -221533.149941 + Penalty 2442.132762 = -219091.017179 nChanged 55 SP:Iteration 9Q (4592.690000 sec): 3 clusters Score: Raw -221601.601770 + Penalty 2442.132762 = -219159.469008 nChanged 55 SP:Iteration 10Q (4592.700000 sec): 3 clusters Score: Raw -221660.405621 + Penalty 2442.132762 = -219218.272859 nChanged 45 SP:Iteration 11Q (4592.700000 sec): 3 clusters Score: Raw -221703.280979 + Penalty 2442.132762 = -219261.148217 nChanged 39 SP:Iteration 12Q (4592.710000 sec): 3 clusters Score: Raw -221734.289690 + Penalty 2442.132762 = -219292.156928 nChanged 41 SP:Iteration 13Q (4592.710000 sec): 3 clusters Score: Raw -221758.471561 + Penalty 2442.132762 = -219316.338799 nChanged 28 SP:Iteration 14Q (4592.720000 sec): 3 clusters Score: Raw -221773.643841 + Penalty 2442.132762 = -219331.511079 nChanged 20 SP:Iteration 15Q (4592.720000 sec): 3 clusters Score: Raw -221783.800323 + Penalty 2442.132762 = -219341.667560 nChanged 18 SP:Iteration 16Q (4592.720000 sec): 3 clusters Score: Raw -221793.704106 + Penalty 2442.132762 = -219351.571344 nChanged 17 SP:Iteration 17Q (4592.730000 sec): 3 clusters Score: Raw -221805.153341 + Penalty 2442.132762 = -219363.020579 nChanged 23 SP:Iteration 18Q (4592.730000 sec): 3 clusters Score: Raw -221820.117910 + Penalty 2442.132762 = -219377.985148 nChanged 28 SP:Iteration 19Q (4592.740000 sec): 3 clusters Score: Raw -221840.183710 + Penalty 2442.132762 = -219398.050948 nChanged 20 SP:Iteration 20F (4592.740000 sec): 3 clusters Score: Raw -221849.181938 + Penalty 2442.132762 = -219407.049176 nChanged 11 SP:Iteration 21Q (4592.740000 sec): 3 clusters Score: Raw -221854.796016 + Penalty 2442.132762 = -219412.663254 nChanged 10 SP:Iteration 22Q (4592.750000 sec): 3 clusters Score: Raw -221861.061397 + Penalty 2442.132762 = -219418.928635 nChanged 17 SP:Iteration 23Q (4592.750000 sec): 3 clusters Score: Raw -221872.637827 + Penalty 2442.132762 = -219430.505064 nChanged 17 SP:Iteration 24Q (4592.760000 sec): 3 clusters Score: Raw -221884.315443 + Penalty 2442.132762 = -219442.182681 nChanged 19 SP:Iteration 25Q (4592.760000 sec): 3 clusters Score: Raw -221896.574974 + Penalty 2442.132762 = -219454.442212 nChanged 16 SP:Iteration 26Q (4592.760000 sec): 3 clusters Score: Raw -221906.128293 + Penalty 2442.132762 = -219463.995530 nChanged 14 SP:Iteration 27Q (4592.770000 sec): 3 clusters Score: Raw -221912.509425 + Penalty 2442.132762 = -219470.376663 nChanged 10 SP:Iteration 28Q (4592.770000 sec): 3 clusters Score: Raw -221917.056472 + Penalty 2442.132762 = -219474.923710 nChanged 10 SP:Iteration 29Q (4592.780000 sec): 3 clusters Score: Raw -221922.544174 + Penalty 2442.132762 = -219480.411412 nChanged 11 SP:Iteration 30Q (4592.780000 sec): 3 clusters Score: Raw -221927.543952 + Penalty 2442.132762 = -219485.411190 nChanged 12 SP:Iteration 31Q (4592.780000 sec): 3 clusters Score: Raw -221932.795017 + Penalty 2442.132762 = -219490.662255 nChanged 10 SP:Iteration 32Q (4592.790000 sec): 3 clusters Score: Raw -221938.480519 + Penalty 2442.132762 = -219496.347757 nChanged 5 SP:Iteration 33Q (4592.790000 sec): 3 clusters Score: Raw -221940.893517 + Penalty 2442.132762 = -219498.760755 nChanged 6 SP:Iteration 34Q (4592.800000 sec): 3 clusters Score: Raw -221943.824360 + Penalty 2442.132762 = -219501.691598 nChanged 7 SP:Iteration 35Q (4592.800000 sec): 3 clusters Score: Raw -221946.684071 + Penalty 2442.132762 = -219504.551309 nChanged 2 SP:Iteration 36Q (4592.800000 sec): 3 clusters Score: Raw -221947.385068 + Penalty 2442.132762 = -219505.252306 nChanged 3 SP:Iteration 37Q (4592.810000 sec): 3 clusters Score: Raw -221948.502957 + Penalty 2442.132762 = -219506.370194 nChanged 1 SP:Iteration 38Q (4592.810000 sec): 3 clusters Score: Raw -221948.823837 + Penalty 2442.132762 = -219506.691075 nChanged 0 SP:Iteration 39F (4592.820000 sec): 3 clusters Score: Raw -221948.823837 + Penalty 2442.132762 = -219506.691075 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.820000 sec): 2 clusters Score: Raw -138243.984056 + Penalty 1149.681520 = -137094.302537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.820000 sec): 3 clusters Score: Raw -137840.945485 + Penalty 2299.363039 = -135541.582446 nChanged 360 SP:Iteration 1F (4592.830000 sec): 3 clusters Score: Raw -138151.552555 + Penalty 2299.363039 = -135852.189516 nChanged 89 SP:Iteration 2F (4592.830000 sec): 3 clusters Score: Raw -138281.700951 + Penalty 2299.363039 = -135982.337911 nChanged 76 SP:Iteration 3F (4592.840000 sec): 3 clusters Score: Raw -138407.694237 + Penalty 2299.363039 = -136108.331198 nChanged 72 SP:Iteration 4F (4592.840000 sec): 3 clusters Score: Raw -138582.551352 + Penalty 2299.363039 = -136283.188313 nChanged 77 SP:Iteration 5F (4592.840000 sec): 3 clusters Score: Raw -138735.958694 + Penalty 2299.363039 = -136436.595654 nChanged 72 SP:Iteration 6F (4592.840000 sec): 3 clusters Score: Raw -138843.361624 + Penalty 2299.363039 = -136543.998585 nChanged 59 SP:Iteration 7Q (4592.840000 sec): 3 clusters Score: Raw -138931.758558 + Penalty 2299.363039 = -136632.395519 nChanged 44 SP:Iteration 8Q (4592.850000 sec): 3 clusters Score: Raw -138993.739756 + Penalty 2299.363039 = -136694.376717 nChanged 27 SP:Iteration 9Q (4592.850000 sec): 3 clusters Score: Raw -139034.633520 + Penalty 2299.363039 = -136735.270481 nChanged 17 SP:Iteration 10Q (4592.850000 sec): 3 clusters Score: Raw -139067.839892 + Penalty 2299.363039 = -136768.476853 nChanged 16 SP:Iteration 11Q (4592.860000 sec): 3 clusters Score: Raw -139107.549822 + Penalty 2299.363039 = -136808.186783 nChanged 15 SP:Iteration 12Q (4592.860000 sec): 3 clusters Score: Raw -139129.701586 + Penalty 2299.363039 = -136830.338547 nChanged 14 SP:Iteration 13Q (4592.860000 sec): 3 clusters Score: Raw -139151.852605 + Penalty 2299.363039 = -136852.489565 nChanged 6 SP:Iteration 14Q (4592.860000 sec): 3 clusters Score: Raw -139157.451834 + Penalty 2299.363039 = -136858.088795 nChanged 3 SP:Iteration 15Q (4592.870000 sec): 3 clusters Score: Raw -139161.303856 + Penalty 2299.363039 = -136861.940817 nChanged 3 SP:Iteration 16Q (4592.870000 sec): 3 clusters Score: Raw -139166.337800 + Penalty 2299.363039 = -136866.974761 nChanged 1 SP:Iteration 17Q (4592.870000 sec): 3 clusters Score: Raw -139167.242428 + Penalty 2299.363039 = -136867.879389 nChanged 0 SP:Iteration 18F (4592.880000 sec): 3 clusters Score: Raw -139167.242428 + Penalty 2299.363039 = -136867.879389 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.920000 sec): 2 clusters Score: Raw -1903227.243228 + Penalty 1577.286291 = -1901649.956936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.960000 sec): 3 clusters Score: Raw -1893472.071127 + Penalty 3154.572583 = -1890317.498544 nChanged 7342 SP:Iteration 1F (4593.000000 sec): 3 clusters Score: Raw -1897416.882523 + Penalty 3154.572583 = -1894262.309940 nChanged 885 SP:Iteration 2F (4593.040000 sec): 3 clusters Score: Raw -1897808.286542 + Penalty 3154.572583 = -1894653.713959 nChanged 931 SP:Iteration 3F (4593.080000 sec): 3 clusters Score: Raw -1898280.136048 + Penalty 3154.572583 = -1895125.563465 nChanged 987 SP:Iteration 4F (4593.120000 sec): 3 clusters Score: Raw -1898906.616066 + Penalty 3154.572583 = -1895752.043483 nChanged 1135 SP:Iteration 5F (4593.160000 sec): 3 clusters Score: Raw -1899755.985454 + Penalty 3154.572583 = -1896601.412871 nChanged 1215 SP:Iteration 6F (4593.200000 sec): 3 clusters Score: Raw -1900841.383355 + Penalty 3154.572583 = -1897686.810772 nChanged 1092 SP:Iteration 7F (4593.240000 sec): 3 clusters Score: Raw -1901904.100524 + Penalty 3154.572583 = -1898749.527941 nChanged 733 SP:Iteration 8Q (4593.270000 sec): 3 clusters Score: Raw -1902597.874379 + Penalty 3154.572583 = -1899443.301796 nChanged 410 SP:Iteration 9Q (4593.310000 sec): 3 clusters Score: Raw -1903026.041972 + Penalty 3154.572583 = -1899871.469389 nChanged 182 SP:Iteration 10Q (4593.340000 sec): 3 clusters Score: Raw -1903209.712090 + Penalty 3154.572583 = -1900055.139507 nChanged 83 SP:Iteration 11Q (4593.370000 sec): 3 clusters Score: Raw -1903284.282710 + Penalty 3154.572583 = -1900129.710127 nChanged 35 SP:Iteration 12Q (4593.400000 sec): 3 clusters Score: Raw -1903315.905732 + Penalty 3154.572583 = -1900161.333149 nChanged 26 SP:Iteration 13Q (4593.430000 sec): 3 clusters Score: Raw -1903336.996535 + Penalty 3154.572583 = -1900182.423952 nChanged 22 SP:Iteration 14Q (4593.460000 sec): 3 clusters Score: Raw -1903361.330632 + Penalty 3154.572583 = -1900206.758049 nChanged 23 SP:Iteration 15Q (4593.490000 sec): 3 clusters Score: Raw -1903387.899709 + Penalty 3154.572583 = -1900233.327126 nChanged 13 SP:Iteration 16Q (4593.520000 sec): 3 clusters Score: Raw -1903401.868142 + Penalty 3154.572583 = -1900247.295560 nChanged 10 SP:Iteration 17Q (4593.550000 sec): 3 clusters Score: Raw -1903408.561179 + Penalty 3154.572583 = -1900253.988596 nChanged 7 SP:Iteration 18Q (4593.580000 sec): 3 clusters Score: Raw -1903414.843285 + Penalty 3154.572583 = -1900260.270702 nChanged 4 SP:Iteration 19Q (4593.600000 sec): 3 clusters Score: Raw -1903419.630631 + Penalty 3154.572583 = -1900265.058048 nChanged 8 SP:Iteration 20F (4593.640000 sec): 3 clusters Score: Raw -1903426.023669 + Penalty 3154.572583 = -1900271.451086 nChanged 3 SP:Iteration 21Q (4593.670000 sec): 3 clusters Score: Raw -1903428.539182 + Penalty 3154.572583 = -1900273.966599 nChanged 2 SP:Iteration 22Q (4593.700000 sec): 3 clusters Score: Raw -1903429.366826 + Penalty 3154.572583 = -1900274.794243 nChanged 0 SP:Iteration 23F (4593.740000 sec): 3 clusters Score: Raw -1903429.366826 + Penalty 3154.572583 = -1900274.794243 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4593.750000 sec): 2 clusters Score: Raw -122196.240136 + Penalty 1138.293323 = -121057.946813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4593.750000 sec): 3 clusters Score: Raw -121853.512791 + Penalty 2276.586647 = -119576.926144 nChanged 327 SP:Iteration 1F (4593.760000 sec): 3 clusters Score: Raw -122177.956396 + Penalty 2276.586647 = -119901.369749 nChanged 95 SP:Iteration 2F (4593.760000 sec): 3 clusters Score: Raw -122279.337347 + Penalty 2276.586647 = -120002.750700 nChanged 49 SP:Iteration 3Q (4593.760000 sec): 3 clusters Score: Raw -122336.648626 + Penalty 2276.586647 = -120060.061980 nChanged 34 SP:Iteration 4Q (4593.760000 sec): 3 clusters Score: Raw -122396.628867 + Penalty 2276.586647 = -120120.042221 nChanged 32 SP:Iteration 5Q (4593.760000 sec): 3 clusters Score: Raw -122448.484737 + Penalty 2276.586647 = -120171.898090 nChanged 31 SP:Iteration 6Q (4593.770000 sec): 3 clusters Score: Raw -122483.706757 + Penalty 2276.586647 = -120207.120110 nChanged 28 SP:Iteration 7Q (4593.770000 sec): 3 clusters Score: Raw -122514.015720 + Penalty 2276.586647 = -120237.429073 nChanged 17 SP:Iteration 8Q (4593.770000 sec): 3 clusters Score: Raw -122536.917630 + Penalty 2276.586647 = -120260.330983 nChanged 17 SP:Iteration 9Q (4593.780000 sec): 3 clusters Score: Raw -122558.172364 + Penalty 2276.586647 = -120281.585717 nChanged 21 SP:Iteration 10Q (4593.780000 sec): 3 clusters Score: Raw -122584.891426 + Penalty 2276.586647 = -120308.304779 nChanged 19 SP:Iteration 11Q (4593.780000 sec): 3 clusters Score: Raw -122614.951738 + Penalty 2276.586647 = -120338.365092 nChanged 21 SP:Iteration 12Q (4593.780000 sec): 3 clusters Score: Raw -122646.998704 + Penalty 2276.586647 = -120370.412058 nChanged 23 SP:Iteration 13Q (4593.780000 sec): 3 clusters Score: Raw -122689.389448 + Penalty 2276.586647 = -120412.802801 nChanged 26 SP:Iteration 14Q (4593.790000 sec): 3 clusters Score: Raw -122723.968751 + Penalty 2276.586647 = -120447.382104 nChanged 21 SP:Iteration 15Q (4593.790000 sec): 3 clusters Score: Raw -122744.144354 + Penalty 2276.586647 = -120467.557707 nChanged 11 SP:Iteration 16Q (4593.790000 sec): 3 clusters Score: Raw -122753.766752 + Penalty 2276.586647 = -120477.180105 nChanged 11 SP:Iteration 17Q (4593.800000 sec): 3 clusters Score: Raw -122767.189234 + Penalty 2276.586647 = -120490.602588 nChanged 11 SP:Iteration 18Q (4593.800000 sec): 3 clusters Score: Raw -122779.441434 + Penalty 2276.586647 = -120502.854787 nChanged 15 SP:Iteration 19Q (4593.800000 sec): 3 clusters Score: Raw -122798.690760 + Penalty 2276.586647 = -120522.104114 nChanged 9 SP:Iteration 20F (4593.800000 sec): 3 clusters Score: Raw -122812.032394 + Penalty 2276.586647 = -120535.445748 nChanged 13 SP:Iteration 21Q (4593.810000 sec): 3 clusters Score: Raw -122835.944750 + Penalty 2276.586647 = -120559.358103 nChanged 19 SP:Iteration 22Q (4593.810000 sec): 3 clusters Score: Raw -122871.904166 + Penalty 2276.586647 = -120595.317519 nChanged 17 SP:Iteration 23Q (4593.810000 sec): 3 clusters Score: Raw -122899.887983 + Penalty 2276.586647 = -120623.301337 nChanged 17 SP:Iteration 24Q (4593.810000 sec): 3 clusters Score: Raw -122929.196872 + Penalty 2276.586647 = -120652.610225 nChanged 18 SP:Iteration 25Q (4593.820000 sec): 3 clusters Score: Raw -122950.421573 + Penalty 2276.586647 = -120673.834926 nChanged 17 SP:Iteration 26Q (4593.820000 sec): 3 clusters Score: Raw -122974.309089 + Penalty 2276.586647 = -120697.722443 nChanged 9 SP:Iteration 27Q (4593.820000 sec): 3 clusters Score: Raw -122983.788738 + Penalty 2276.586647 = -120707.202092 nChanged 6 SP:Iteration 28Q (4593.820000 sec): 3 clusters Score: Raw -122990.014597 + Penalty 2276.586647 = -120713.427950 nChanged 2 SP:Iteration 29Q (4593.820000 sec): 3 clusters Score: Raw -122993.020047 + Penalty 2276.586647 = -120716.433400 nChanged 2 SP:Iteration 30Q (4593.830000 sec): 3 clusters Score: Raw -122995.346814 + Penalty 2276.586647 = -120718.760167 nChanged 1 SP:Iteration 31Q (4593.830000 sec): 3 clusters Score: Raw -122995.703904 + Penalty 2276.586647 = -120719.117258 nChanged 1 SP:Iteration 32Q (4593.830000 sec): 3 clusters Score: Raw -122996.145741 + Penalty 2276.586647 = -120719.559094 nChanged 1 SP:Iteration 33Q (4593.830000 sec): 3 clusters Score: Raw -122996.828728 + Penalty 2276.586647 = -120720.242081 nChanged 0 SP:Iteration 34F (4593.840000 sec): 3 clusters Score: Raw -122996.828728 + Penalty 2276.586647 = -120720.242081 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 9 (142795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4594.180000 sec): 2 clusters Score: Raw -17463489.980145 + Penalty 1928.739364 = -17461561.240782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4594.560000 sec): 3 clusters Score: Raw -17369506.056259 + Penalty 3857.478727 = -17365648.577532 nChanged 69028 SP:Iteration 1F (4594.930000 sec): 3 clusters Score: Raw -17409641.687631 + Penalty 3857.478727 = -17405784.208904 nChanged 4383 SP:Iteration 2Q (4595.320000 sec): 3 clusters Score: Raw -17410664.372164 + Penalty 3857.478727 = -17406806.893437 nChanged 4820 SP:Iteration 3Q (4595.690000 sec): 3 clusters Score: Raw -17412064.604278 + Penalty 3857.478727 = -17408207.125551 nChanged 5581 SP:Iteration 4Q (4596.080000 sec): 3 clusters Score: Raw -17414088.308639 + Penalty 3857.478727 = -17410230.829912 nChanged 6551 SP:Iteration 5Q (4596.470000 sec): 3 clusters Score: Raw -17417005.835523 + Penalty 3857.478727 = -17413148.356796 nChanged 7441 SP:Iteration 6F (4596.840000 sec): 3 clusters Score: Raw -17420966.654005 + Penalty 3857.478727 = -17417109.175278 nChanged 8332 SP:Iteration 7F (4597.210000 sec): 3 clusters Score: Raw -17426419.648143 + Penalty 3857.478727 = -17422562.169416 nChanged 9144 SP:Iteration 8F (4597.590000 sec): 3 clusters Score: Raw -17433354.408925 + Penalty 3857.478727 = -17429496.930198 nChanged 8890 SP:Iteration 9F (4597.970000 sec): 3 clusters Score: Raw -17440573.057979 + Penalty 3857.478727 = -17436715.579252 nChanged 7489 SP:Iteration 10F (4598.340000 sec): 3 clusters Score: Raw -17446428.941923 + Penalty 3857.478727 = -17442571.463196 nChanged 5976 SP:Iteration 11Q (4598.690000 sec): 3 clusters Score: Raw -17451011.295493 + Penalty 3857.478727 = -17447153.816766 nChanged 4652 SP:Iteration 12Q (4599.030000 sec): 3 clusters Score: Raw -17454399.992093 + Penalty 3857.478727 = -17450542.513366 nChanged 3682 SP:Iteration 13Q (4599.360000 sec): 3 clusters Score: Raw -17457005.221973 + Penalty 3857.478727 = -17453147.743246 nChanged 2961 SP:Iteration 14Q (4599.690000 sec): 3 clusters Score: Raw -17459125.199900 + Penalty 3857.478727 = -17455267.721173 nChanged 2313 SP:Iteration 15Q (4600.000000 sec): 3 clusters Score: Raw -17460801.177698 + Penalty 3857.478727 = -17456943.698971 nChanged 1638 SP:Iteration 16Q (4600.300000 sec): 3 clusters Score: Raw -17461989.511093 + Penalty 3857.478727 = -17458132.032366 nChanged 1076 SP:Iteration 17Q (4600.590000 sec): 3 clusters Score: Raw -17462736.338504 + Penalty 3857.478727 = -17458878.859777 nChanged 607 SP:Iteration 18Q (4600.890000 sec): 3 clusters Score: Raw -17463137.432330 + Penalty 3857.478727 = -17459279.953603 nChanged 380 SP:Iteration 19Q (4601.170000 sec): 3 clusters Score: Raw -17463392.833955 + Penalty 3857.478727 = -17459535.355228 nChanged 265 SP:Iteration 20F (4601.560000 sec): 3 clusters Score: Raw -17463556.424438 + Penalty 3857.478727 = -17459698.945711 nChanged 162 SP:Iteration 21Q (4601.840000 sec): 3 clusters Score: Raw -17463660.868498 + Penalty 3857.478727 = -17459803.389771 nChanged 103 SP:Iteration 22Q (4602.120000 sec): 3 clusters Score: Raw -17463722.613554 + Penalty 3857.478727 = -17459865.134826 nChanged 72 SP:Iteration 23Q (4602.400000 sec): 3 clusters Score: Raw -17463766.302144 + Penalty 3857.478727 = -17459908.823417 nChanged 48 SP:Iteration 24Q (4602.680000 sec): 3 clusters Score: Raw -17463794.008346 + Penalty 3857.478727 = -17459936.529619 nChanged 37 SP:Iteration 25Q (4602.950000 sec): 3 clusters Score: Raw -17463813.749318 + Penalty 3857.478727 = -17459956.270591 nChanged 22 SP:Iteration 26Q (4603.230000 sec): 3 clusters Score: Raw -17463828.702489 + Penalty 3857.478727 = -17459971.223762 nChanged 18 SP:Iteration 27Q (4603.510000 sec): 3 clusters Score: Raw -17463836.824971 + Penalty 3857.478727 = -17459979.346244 nChanged 17 SP:Iteration 28Q (4603.780000 sec): 3 clusters Score: Raw -17463847.379184 + Penalty 3857.478727 = -17459989.900457 nChanged 15 SP:Iteration 29Q (4604.060000 sec): 3 clusters Score: Raw -17463857.235288 + Penalty 3857.478727 = -17459999.756561 nChanged 14 SP:Iteration 30Q (4604.370000 sec): 3 clusters Score: Raw -17463866.504920 + Penalty 3857.478727 = -17460009.026193 nChanged 13 SP:Iteration 31Q (4604.740000 sec): 3 clusters Score: Raw -17463873.711304 + Penalty 3857.478727 = -17460016.232577 nChanged 12 SP:Iteration 32Q (4605.030000 sec): 3 clusters Score: Raw -17463877.645787 + Penalty 3857.478727 = -17460020.167060 nChanged 4 SP:Iteration 33Q (4605.330000 sec): 3 clusters Score: Raw -17463880.472316 + Penalty 3857.478727 = -17460022.993588 nChanged 4 SP:Iteration 34Q (4605.610000 sec): 3 clusters Score: Raw -17463882.888633 + Penalty 3857.478727 = -17460025.409906 nChanged 5 SP:Iteration 35Q (4605.910000 sec): 3 clusters Score: Raw -17463886.244418 + Penalty 3857.478727 = -17460028.765691 nChanged 2 SP:Iteration 36Q (4606.220000 sec): 3 clusters Score: Raw -17463886.908044 + Penalty 3857.478727 = -17460029.429317 nChanged 1 SP:Iteration 37Q (4606.510000 sec): 3 clusters Score: Raw -17463887.104607 + Penalty 3857.478727 = -17460029.625880 nChanged 1 SP:Iteration 38Q (4606.810000 sec): 3 clusters Score: Raw -17463887.293512 + Penalty 3857.478727 = -17460029.814785 nChanged 0 SP:Iteration 39F (4607.210000 sec): 3 clusters Score: Raw -17463887.293512 + Penalty 3857.478727 = -17460029.814785 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.290000 sec): 2 clusters Score: Raw -334919.035330 + Penalty 1289.183738 = -333629.851592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.290000 sec): 3 clusters Score: Raw -333625.755036 + Penalty 2578.367476 = -331047.387560 nChanged 1018 SP:Iteration 1F (4607.300000 sec): 3 clusters Score: Raw -334239.474772 + Penalty 2578.367476 = -331661.107296 nChanged 221 SP:Iteration 2F (4607.310000 sec): 3 clusters Score: Raw -334374.010479 + Penalty 2578.367476 = -331795.643003 nChanged 144 SP:Iteration 3F (4607.320000 sec): 3 clusters Score: Raw -334453.311547 + Penalty 2578.367476 = -331874.944071 nChanged 86 SP:Iteration 4Q (4607.320000 sec): 3 clusters Score: Raw -334501.404478 + Penalty 2578.367476 = -331923.037002 nChanged 78 SP:Iteration 5Q (4607.330000 sec): 3 clusters Score: Raw -334540.089324 + Penalty 2578.367476 = -331961.721848 nChanged 50 SP:Iteration 6Q (4607.340000 sec): 3 clusters Score: Raw -334565.392515 + Penalty 2578.367476 = -331987.025039 nChanged 47 SP:Iteration 7Q (4607.340000 sec): 3 clusters Score: Raw -334586.953127 + Penalty 2578.367476 = -332008.585651 nChanged 49 SP:Iteration 8Q (4607.350000 sec): 3 clusters Score: Raw -334612.085223 + Penalty 2578.367476 = -332033.717747 nChanged 57 SP:Iteration 9Q (4607.360000 sec): 3 clusters Score: Raw -334642.454931 + Penalty 2578.367476 = -332064.087455 nChanged 55 SP:Iteration 10Q (4607.360000 sec): 3 clusters Score: Raw -334673.966933 + Penalty 2578.367476 = -332095.599457 nChanged 51 SP:Iteration 11Q (4607.370000 sec): 3 clusters Score: Raw -334704.306494 + Penalty 2578.367476 = -332125.939018 nChanged 48 SP:Iteration 12Q (4607.380000 sec): 3 clusters Score: Raw -334727.798031 + Penalty 2578.367476 = -332149.430555 nChanged 44 SP:Iteration 13Q (4607.380000 sec): 3 clusters Score: Raw -334750.751844 + Penalty 2578.367476 = -332172.384368 nChanged 44 SP:Iteration 14Q (4607.390000 sec): 3 clusters Score: Raw -334781.665414 + Penalty 2578.367476 = -332203.297938 nChanged 41 SP:Iteration 15Q (4607.400000 sec): 3 clusters Score: Raw -334807.031359 + Penalty 2578.367476 = -332228.663883 nChanged 35 SP:Iteration 16Q (4607.410000 sec): 3 clusters Score: Raw -334832.236753 + Penalty 2578.367476 = -332253.869277 nChanged 33 SP:Iteration 17Q (4607.420000 sec): 3 clusters Score: Raw -334857.088478 + Penalty 2578.367476 = -332278.721002 nChanged 34 SP:Iteration 18Q (4607.430000 sec): 3 clusters Score: Raw -334884.483039 + Penalty 2578.367476 = -332306.115563 nChanged 26 SP:Iteration 19Q (4607.430000 sec): 3 clusters Score: Raw -334912.348594 + Penalty 2578.367476 = -332333.981119 nChanged 30 SP:Iteration 20F (4607.440000 sec): 3 clusters Score: Raw -334934.854353 + Penalty 2578.367476 = -332356.486877 nChanged 31 SP:Iteration 21Q (4607.450000 sec): 3 clusters Score: Raw -334956.105791 + Penalty 2578.367476 = -332377.738315 nChanged 22 SP:Iteration 22Q (4607.450000 sec): 3 clusters Score: Raw -334974.416943 + Penalty 2578.367476 = -332396.049467 nChanged 20 SP:Iteration 23Q (4607.460000 sec): 3 clusters Score: Raw -334995.508511 + Penalty 2578.367476 = -332417.141035 nChanged 26 SP:Iteration 24Q (4607.470000 sec): 3 clusters Score: Raw -335015.328546 + Penalty 2578.367476 = -332436.961070 nChanged 21 SP:Iteration 25Q (4607.470000 sec): 3 clusters Score: Raw -335028.724921 + Penalty 2578.367476 = -332450.357445 nChanged 14 SP:Iteration 26Q (4607.480000 sec): 3 clusters Score: Raw -335037.554316 + Penalty 2578.367476 = -332459.186840 nChanged 4 SP:Iteration 27Q (4607.490000 sec): 3 clusters Score: Raw -335040.628740 + Penalty 2578.367476 = -332462.261264 nChanged 7 SP:Iteration 28Q (4607.490000 sec): 3 clusters Score: Raw -335048.491977 + Penalty 2578.367476 = -332470.124501 nChanged 9 SP:Iteration 29Q (4607.500000 sec): 3 clusters Score: Raw -335058.414400 + Penalty 2578.367476 = -332480.046924 nChanged 8 SP:Iteration 30Q (4607.510000 sec): 3 clusters Score: Raw -335064.555469 + Penalty 2578.367476 = -332486.187993 nChanged 8 SP:Iteration 31Q (4607.510000 sec): 3 clusters Score: Raw -335069.862002 + Penalty 2578.367476 = -332491.494526 nChanged 4 SP:Iteration 32Q (4607.520000 sec): 3 clusters Score: Raw -335072.689771 + Penalty 2578.367476 = -332494.322295 nChanged 4 SP:Iteration 33Q (4607.530000 sec): 3 clusters Score: Raw -335075.496920 + Penalty 2578.367476 = -332497.129444 nChanged 3 SP:Iteration 34Q (4607.530000 sec): 3 clusters Score: Raw -335078.645895 + Penalty 2578.367476 = -332500.278419 nChanged 6 SP:Iteration 35Q (4607.540000 sec): 3 clusters Score: Raw -335082.488682 + Penalty 2578.367476 = -332504.121206 nChanged 4 SP:Iteration 36Q (4607.550000 sec): 3 clusters Score: Raw -335084.703874 + Penalty 2578.367476 = -332506.336398 nChanged 2 SP:Iteration 37Q (4607.550000 sec): 3 clusters Score: Raw -335085.712002 + Penalty 2578.367476 = -332507.344526 nChanged 3 SP:Iteration 38Q (4607.560000 sec): 3 clusters Score: Raw -335088.668750 + Penalty 2578.367476 = -332510.301274 nChanged 4 SP:Iteration 39Q (4607.570000 sec): 3 clusters Score: Raw -335092.034817 + Penalty 2578.367476 = -332513.667341 nChanged 5 SP:Iteration 40F (4607.570000 sec): 3 clusters Score: Raw -335096.497352 + Penalty 2578.367476 = -332518.129876 nChanged 4 SP:Iteration 41Q (4607.580000 sec): 3 clusters Score: Raw -335098.835028 + Penalty 2578.367476 = -332520.467552 nChanged 2 SP:Iteration 42Q (4607.590000 sec): 3 clusters Score: Raw -335100.116251 + Penalty 2578.367476 = -332521.748775 nChanged 2 SP:Iteration 43Q (4607.590000 sec): 3 clusters Score: Raw -335101.652898 + Penalty 2578.367476 = -332523.285422 nChanged 2 SP:Iteration 44Q (4607.600000 sec): 3 clusters Score: Raw -335102.755902 + Penalty 2578.367476 = -332524.388426 nChanged 3 SP:Iteration 45Q (4607.610000 sec): 3 clusters Score: Raw -335104.850376 + Penalty 2578.367476 = -332526.482900 nChanged 1 SP:Iteration 46Q (4607.610000 sec): 3 clusters Score: Raw -335105.185804 + Penalty 2578.367476 = -332526.818328 nChanged 0 SP:Iteration 47F (4607.620000 sec): 3 clusters Score: Raw -335105.185804 + Penalty 2578.367476 = -332526.818328 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.620000 sec): 2 clusters Score: Raw -20508.989086 + Penalty 845.651087 = -19663.338000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.620000 sec): 3 clusters Score: Raw -20587.028832 + Penalty 1691.302173 = -18895.726659 nChanged 21 SP:Iteration 1F (4607.630000 sec): 3 clusters Score: Raw -20658.077156 + Penalty 1691.302173 = -18966.774982 nChanged 5 SP:Iteration 2Q (4607.630000 sec): 3 clusters Score: Raw -20672.699584 + Penalty 1691.302173 = -18981.397410 nChanged 4 SP:Iteration 3Q (4607.630000 sec): 3 clusters Score: Raw -20689.590358 + Penalty 1691.302173 = -18998.288185 nChanged 1 SP:Iteration 4Q (4607.630000 sec): 3 clusters Score: Raw -20693.620641 + Penalty 1691.302173 = -19002.318468 nChanged 0 SP:Iteration 5F (4607.630000 sec): 3 clusters Score: Raw -20693.620641 + Penalty 1691.302173 = -19002.318468 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.430000 sec): 2 clusters Score: Raw -95510746.977856 + Penalty 2209.286907 = -95508537.690949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4612.870000 sec): 3 clusters Score: Raw -94967029.985650 + Penalty 4418.573814 = -94962611.411836 nChanged 394873 SP:Iteration 1F (4615.230000 sec): 3 clusters Score: Raw -95206666.283411 + Penalty 4418.573814 = -95202247.709597 nChanged 22642 SP:Iteration 2Q (4617.710000 sec): 3 clusters Score: Raw -95211987.933821 + Penalty 4418.573814 = -95207569.360006 nChanged 29524 SP:Iteration 3Q (4620.200000 sec): 3 clusters Score: Raw -95221662.338430 + Penalty 4418.573814 = -95217243.764615 nChanged 40290 SP:Iteration 4F (4622.440000 sec): 3 clusters Score: Raw -95240236.033533 + Penalty 4418.573814 = -95235817.459719 nChanged 55731 SP:Iteration 5F (4624.650000 sec): 3 clusters Score: Raw -95276075.463570 + Penalty 4418.573814 = -95271656.889755 nChanged 71561 SP:Iteration 6F (4626.870000 sec): 3 clusters Score: Raw -95336882.742313 + Penalty 4418.573814 = -95332464.168498 nChanged 76446 SP:Iteration 7F (4629.120000 sec): 3 clusters Score: Raw -95414847.548309 + Penalty 4418.573814 = -95410428.974495 nChanged 58204 SP:Iteration 8F (4631.320000 sec): 3 clusters Score: Raw -95477649.006479 + Penalty 4418.573814 = -95473230.432664 nChanged 25599 SP:Iteration 9Q (4633.460000 sec): 3 clusters Score: Raw -95503941.638225 + Penalty 4418.573814 = -95499523.064410 nChanged 6213 SP:Iteration 10Q (4635.340000 sec): 3 clusters Score: Raw -95509791.692948 + Penalty 4418.573814 = -95505373.119133 nChanged 959 SP:Iteration 11Q (4636.960000 sec): 3 clusters Score: Raw -95510668.919019 + Penalty 4418.573814 = -95506250.345205 nChanged 176 SP:Iteration 12Q (4638.540000 sec): 3 clusters Score: Raw -95510879.636372 + Penalty 4418.573814 = -95506461.062557 nChanged 48 SP:Iteration 13Q (4640.110000 sec): 3 clusters Score: Raw -95510949.059621 + Penalty 4418.573814 = -95506530.485806 nChanged 20 SP:Iteration 14Q (4641.650000 sec): 3 clusters Score: Raw -95510983.656349 + Penalty 4418.573814 = -95506565.082534 nChanged 12 SP:Iteration 15Q (4643.200000 sec): 3 clusters Score: Raw -95511009.817611 + Penalty 4418.573814 = -95506591.243797 nChanged 5 SP:Iteration 16Q (4644.720000 sec): 3 clusters Score: Raw -95511018.966728 + Penalty 4418.573814 = -95506600.392914 nChanged 3 SP:Iteration 17Q (4646.230000 sec): 3 clusters Score: Raw -95511024.258823 + Penalty 4418.573814 = -95506605.685008 nChanged 3 SP:Iteration 18Q (4647.750000 sec): 3 clusters Score: Raw -95511027.957316 + Penalty 4418.573814 = -95506609.383501 nChanged 0 SP:Iteration 19F (4651.340000 sec): 3 clusters Score: Raw -95511027.957316 + Penalty 4418.573814 = -95506609.383501 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (112151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4651.940000 sec): 2 clusters Score: Raw -13143025.343040 + Penalty 1889.485237 = -13141135.857804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4652.260000 sec): 3 clusters Score: Raw -13069852.358101 + Penalty 3778.970473 = -13066073.387627 nChanged 53867 SP:Iteration 1F (4652.590000 sec): 3 clusters Score: Raw -13100871.666760 + Penalty 3778.970473 = -13097092.696287 nChanged 2943 SP:Iteration 2Q (4652.930000 sec): 3 clusters Score: Raw -13101448.058952 + Penalty 3778.970473 = -13097669.088479 nChanged 3346 SP:Iteration 3Q (4653.260000 sec): 3 clusters Score: Raw -13102247.037948 + Penalty 3778.970473 = -13098468.067474 nChanged 3964 SP:Iteration 4Q (4653.590000 sec): 3 clusters Score: Raw -13103523.048436 + Penalty 3778.970473 = -13099744.077963 nChanged 5346 SP:Iteration 5Q (4653.930000 sec): 3 clusters Score: Raw -13105852.596864 + Penalty 3778.970473 = -13102073.626391 nChanged 7086 SP:Iteration 6F (4654.260000 sec): 3 clusters Score: Raw -13110091.961347 + Penalty 3778.970473 = -13106312.990873 nChanged 8980 SP:Iteration 7F (4654.580000 sec): 3 clusters Score: Raw -13117101.349390 + Penalty 3778.970473 = -13113322.378916 nChanged 9860 SP:Iteration 8F (4654.900000 sec): 3 clusters Score: Raw -13126420.612403 + Penalty 3778.970473 = -13122641.641929 nChanged 8396 SP:Iteration 9F (4655.230000 sec): 3 clusters Score: Raw -13135042.809591 + Penalty 3778.970473 = -13131263.839118 nChanged 5058 SP:Iteration 10Q (4655.530000 sec): 3 clusters Score: Raw -13140226.047968 + Penalty 3778.970473 = -13136447.077495 nChanged 2083 SP:Iteration 11Q (4655.800000 sec): 3 clusters Score: Raw -13142236.505984 + Penalty 3778.970473 = -13138457.535511 nChanged 657 SP:Iteration 12Q (4656.050000 sec): 3 clusters Score: Raw -13142890.601281 + Penalty 3778.970473 = -13139111.630807 nChanged 186 SP:Iteration 13Q (4656.300000 sec): 3 clusters Score: Raw -13143109.582448 + Penalty 3778.970473 = -13139330.611974 nChanged 72 SP:Iteration 14Q (4656.530000 sec): 3 clusters Score: Raw -13143205.071240 + Penalty 3778.970473 = -13139426.100767 nChanged 37 SP:Iteration 15Q (4656.760000 sec): 3 clusters Score: Raw -13143244.686471 + Penalty 3778.970473 = -13139465.715998 nChanged 22 SP:Iteration 16Q (4656.990000 sec): 3 clusters Score: Raw -13143272.927103 + Penalty 3778.970473 = -13139493.956630 nChanged 12 SP:Iteration 17Q (4657.220000 sec): 3 clusters Score: Raw -13143283.371989 + Penalty 3778.970473 = -13139504.401516 nChanged 6 SP:Iteration 18Q (4657.450000 sec): 3 clusters Score: Raw -13143292.555705 + Penalty 3778.970473 = -13139513.585232 nChanged 11 SP:Iteration 19Q (4657.680000 sec): 3 clusters Score: Raw -13143303.256925 + Penalty 3778.970473 = -13139524.286451 nChanged 6 SP:Iteration 20F (4658.000000 sec): 3 clusters Score: Raw -13143308.091232 + Penalty 3778.970473 = -13139529.120759 nChanged 5 SP:Iteration 21Q (4658.230000 sec): 3 clusters Score: Raw -13143311.985883 + Penalty 3778.970473 = -13139533.015409 nChanged 2 SP:Iteration 22Q (4658.450000 sec): 3 clusters Score: Raw -13143313.295078 + Penalty 3778.970473 = -13139534.324605 nChanged 0 SP:Iteration 23F (4658.770000 sec): 3 clusters Score: Raw -13143313.295078 + Penalty 3778.970473 = -13139534.324605 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 14 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.820000 sec): 2 clusters Score: Raw -94063.240156 + Penalty 1091.839638 = -92971.400518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.820000 sec): 3 clusters Score: Raw -93816.174656 + Penalty 2183.679275 = -91632.495381 nChanged 242 SP:Iteration 1F (4658.820000 sec): 3 clusters Score: Raw -94019.082556 + Penalty 2183.679275 = -91835.403281 nChanged 65 SP:Iteration 2F (4658.820000 sec): 3 clusters Score: Raw -94107.673600 + Penalty 2183.679275 = -91923.994325 nChanged 38 SP:Iteration 3Q (4658.830000 sec): 3 clusters Score: Raw -94178.650424 + Penalty 2183.679275 = -91994.971149 nChanged 34 SP:Iteration 4Q (4658.830000 sec): 3 clusters Score: Raw -94252.845574 + Penalty 2183.679275 = -92069.166298 nChanged 26 SP:Iteration 5Q (4658.830000 sec): 3 clusters Score: Raw -94295.573150 + Penalty 2183.679275 = -92111.893875 nChanged 20 SP:Iteration 6Q (4658.830000 sec): 3 clusters Score: Raw -94313.938998 + Penalty 2183.679275 = -92130.259723 nChanged 6 SP:Iteration 7Q (4658.830000 sec): 3 clusters Score: Raw -94319.867814 + Penalty 2183.679275 = -92136.188539 nChanged 1 SP:Iteration 8Q (4658.840000 sec): 3 clusters Score: Raw -94321.928669 + Penalty 2183.679275 = -92138.249394 nChanged 2 SP:Iteration 9Q (4658.840000 sec): 3 clusters Score: Raw -94323.860133 + Penalty 2183.679275 = -92140.180858 nChanged 1 SP:Iteration 10Q (4658.840000 sec): 3 clusters Score: Raw -94324.403951 + Penalty 2183.679275 = -92140.724676 nChanged 3 SP:Iteration 11Q (4658.840000 sec): 3 clusters Score: Raw -94327.801380 + Penalty 2183.679275 = -92144.122105 nChanged 1 SP:Iteration 12Q (4658.850000 sec): 3 clusters Score: Raw -94329.747168 + Penalty 2183.679275 = -92146.067893 nChanged 3 SP:Iteration 13Q (4658.850000 sec): 3 clusters Score: Raw -94333.145255 + Penalty 2183.679275 = -92149.465979 nChanged 2 SP:Iteration 14Q (4658.850000 sec): 3 clusters Score: Raw -94334.088534 + Penalty 2183.679275 = -92150.409259 nChanged 1 SP:Iteration 15Q (4658.850000 sec): 3 clusters Score: Raw -94335.586011 + Penalty 2183.679275 = -92151.906736 nChanged 0 SP:Iteration 16F (4658.850000 sec): 3 clusters Score: Raw -94335.586011 + Penalty 2183.679275 = -92151.906736 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 15 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.860000 sec): 2 clusters Score: Raw -30086.741140 + Penalty 916.232634 = -29170.508507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.860000 sec): 3 clusters Score: Raw -30111.839706 + Penalty 1832.465268 = -28279.374438 nChanged 37 SP:Iteration 1F (4658.860000 sec): 3 clusters Score: Raw -30193.825980 + Penalty 1832.465268 = -28361.360713 nChanged 17 SP:Iteration 2F (4658.860000 sec): 3 clusters Score: Raw -30228.067224 + Penalty 1832.465268 = -28395.601957 nChanged 7 SP:Iteration 3Q (4658.860000 sec): 3 clusters Score: Raw -30246.756377 + Penalty 1832.465268 = -28414.291109 nChanged 3 SP:Iteration 4Q (4658.860000 sec): 3 clusters Score: Raw -30265.009921 + Penalty 1832.465268 = -28432.544653 nChanged 4 SP:Iteration 5Q (4658.860000 sec): 3 clusters Score: Raw -30270.484592 + Penalty 1832.465268 = -28438.019324 nChanged 0 SP:Iteration 6F (4658.860000 sec): 3 clusters Score: Raw -30270.484592 + Penalty 1832.465268 = -28438.019324 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.870000 sec): 2 clusters Score: Raw -17667.466137 + Penalty 833.608541 = -16833.857596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.870000 sec): 3 clusters Score: Raw -17792.148092 + Penalty 1667.217082 = -16124.931009 nChanged 16 SP:Iteration 1F (4658.870000 sec): 3 clusters Score: Raw -17846.647793 + Penalty 1667.217082 = -16179.430711 nChanged 4 SP:Iteration 2Q (4658.870000 sec): 3 clusters Score: Raw -17868.380365 + Penalty 1667.217082 = -16201.163282 nChanged 3 SP:Iteration 3Q (4658.870000 sec): 3 clusters Score: Raw -17878.959644 + Penalty 1667.217082 = -16211.742561 nChanged 1 SP:Iteration 4Q (4658.870000 sec): 3 clusters Score: Raw -17884.682809 + Penalty 1667.217082 = -16217.465727 nChanged 1 SP:Iteration 5Q (4658.870000 sec): 3 clusters Score: Raw -17891.233103 + Penalty 1667.217082 = -16224.016021 nChanged 1 SP:Iteration 6Q (4658.870000 sec): 3 clusters Score: Raw -17893.390961 + Penalty 1667.217082 = -16226.173879 nChanged 0 SP:Iteration 7F (4658.870000 sec): 3 clusters Score: Raw -17893.390961 + Penalty 1667.217082 = -16226.173879 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 17 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.870000 sec): 2 clusters Score: Raw -35995.240548 + Penalty 938.364626 = -35056.875922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.870000 sec): 3 clusters Score: Raw -36012.511473 + Penalty 1876.729252 = -34135.782221 nChanged 57 SP:Iteration 1F (4658.880000 sec): 3 clusters Score: Raw -36131.930440 + Penalty 1876.729252 = -34255.201188 nChanged 12 SP:Iteration 2Q (4658.880000 sec): 3 clusters Score: Raw -36170.441491 + Penalty 1876.729252 = -34293.712239 nChanged 6 SP:Iteration 3Q (4658.880000 sec): 3 clusters Score: Raw -36205.893153 + Penalty 1876.729252 = -34329.163901 nChanged 6 SP:Iteration 4Q (4658.880000 sec): 3 clusters Score: Raw -36245.659281 + Penalty 1876.729252 = -34368.930028 nChanged 6 SP:Iteration 5Q (4658.880000 sec): 3 clusters Score: Raw -36255.802452 + Penalty 1876.729252 = -34379.073200 nChanged 2 SP:Iteration 6Q (4658.880000 sec): 3 clusters Score: Raw -36266.901251 + Penalty 1876.729252 = -34390.171999 nChanged 4 SP:Iteration 7Q (4658.880000 sec): 3 clusters Score: Raw -36277.120121 + Penalty 1876.729252 = -34400.390869 nChanged 2 SP:Iteration 8Q (4658.880000 sec): 3 clusters Score: Raw -36282.844106 + Penalty 1876.729252 = -34406.114854 nChanged 2 SP:Iteration 9Q (4658.880000 sec): 3 clusters Score: Raw -36289.756809 + Penalty 1876.729252 = -34413.027557 nChanged 1 SP:Iteration 10Q (4658.890000 sec): 3 clusters Score: Raw -36294.016167 + Penalty 1876.729252 = -34417.286914 nChanged 1 SP:Iteration 11Q (4658.890000 sec): 3 clusters Score: Raw -36295.670349 + Penalty 1876.729252 = -34418.941097 nChanged 0 SP:Iteration 12F (4658.890000 sec): 3 clusters Score: Raw -36295.670349 + Penalty 1876.729252 = -34418.941097 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4658.940000 sec): 2 clusters Score: Raw -2145510.286645 + Penalty 1586.312648 = -2143923.973997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4658.990000 sec): 3 clusters Score: Raw -2135259.185649 + Penalty 3172.625296 = -2132086.560353 nChanged 7748 SP:Iteration 1F (4659.030000 sec): 3 clusters Score: Raw -2139332.005860 + Penalty 3172.625296 = -2136159.380564 nChanged 884 SP:Iteration 2F (4659.080000 sec): 3 clusters Score: Raw -2139663.856697 + Penalty 3172.625296 = -2136491.231401 nChanged 806 SP:Iteration 3Q (4659.130000 sec): 3 clusters Score: Raw -2139972.978809 + Penalty 3172.625296 = -2136800.353513 nChanged 710 SP:Iteration 4Q (4659.180000 sec): 3 clusters Score: Raw -2140289.929364 + Penalty 3172.625296 = -2137117.304068 nChanged 686 SP:Iteration 5Q (4659.230000 sec): 3 clusters Score: Raw -2140654.872043 + Penalty 3172.625296 = -2137482.246747 nChanged 749 SP:Iteration 6Q (4659.280000 sec): 3 clusters Score: Raw -2141118.167603 + Penalty 3172.625296 = -2137945.542307 nChanged 833 SP:Iteration 7Q (4659.330000 sec): 3 clusters Score: Raw -2141678.731681 + Penalty 3172.625296 = -2138506.106385 nChanged 848 SP:Iteration 8Q (4659.370000 sec): 3 clusters Score: Raw -2142259.634506 + Penalty 3172.625296 = -2139087.009210 nChanged 799 SP:Iteration 9Q (4659.420000 sec): 3 clusters Score: Raw -2142828.319093 + Penalty 3172.625296 = -2139655.693797 nChanged 730 SP:Iteration 10Q (4659.470000 sec): 3 clusters Score: Raw -2143326.538900 + Penalty 3172.625296 = -2140153.913604 nChanged 608 SP:Iteration 11Q (4659.510000 sec): 3 clusters Score: Raw -2143679.937254 + Penalty 3172.625296 = -2140507.311958 nChanged 545 SP:Iteration 12Q (4659.560000 sec): 3 clusters Score: Raw -2143978.030817 + Penalty 3172.625296 = -2140805.405521 nChanged 480 SP:Iteration 13Q (4659.600000 sec): 3 clusters Score: Raw -2144211.878973 + Penalty 3172.625296 = -2141039.253677 nChanged 387 SP:Iteration 14Q (4659.640000 sec): 3 clusters Score: Raw -2144401.138443 + Penalty 3172.625296 = -2141228.513147 nChanged 350 SP:Iteration 15Q (4659.680000 sec): 3 clusters Score: Raw -2144562.720721 + Penalty 3172.625296 = -2141390.095425 nChanged 283 SP:Iteration 16Q (4659.720000 sec): 3 clusters Score: Raw -2144695.541108 + Penalty 3172.625296 = -2141522.915812 nChanged 275 SP:Iteration 17Q (4659.760000 sec): 3 clusters Score: Raw -2144825.757779 + Penalty 3172.625296 = -2141653.132482 nChanged 234 SP:Iteration 18Q (4659.800000 sec): 3 clusters Score: Raw -2144928.667329 + Penalty 3172.625296 = -2141756.042033 nChanged 223 SP:Iteration 19Q (4659.840000 sec): 3 clusters Score: Raw -2145033.206604 + Penalty 3172.625296 = -2141860.581308 nChanged 190 SP:Iteration 20F (4659.890000 sec): 3 clusters Score: Raw -2145122.027126 + Penalty 3172.625296 = -2141949.401830 nChanged 176 SP:Iteration 21Q (4659.920000 sec): 3 clusters Score: Raw -2145197.253961 + Penalty 3172.625296 = -2142024.628665 nChanged 155 SP:Iteration 22Q (4659.960000 sec): 3 clusters Score: Raw -2145261.091796 + Penalty 3172.625296 = -2142088.466499 nChanged 127 SP:Iteration 23Q (4660.000000 sec): 3 clusters Score: Raw -2145320.138707 + Penalty 3172.625296 = -2142147.513411 nChanged 121 SP:Iteration 24Q (4660.040000 sec): 3 clusters Score: Raw -2145381.722290 + Penalty 3172.625296 = -2142209.096994 nChanged 100 SP:Iteration 25Q (4660.070000 sec): 3 clusters Score: Raw -2145434.155913 + Penalty 3172.625296 = -2142261.530617 nChanged 97 SP:Iteration 26Q (4660.110000 sec): 3 clusters Score: Raw -2145490.229341 + Penalty 3172.625296 = -2142317.604044 nChanged 80 SP:Iteration 27Q (4660.140000 sec): 3 clusters Score: Raw -2145534.337222 + Penalty 3172.625296 = -2142361.711926 nChanged 66 SP:Iteration 28Q (4660.180000 sec): 3 clusters Score: Raw -2145568.405023 + Penalty 3172.625296 = -2142395.779726 nChanged 50 SP:Iteration 29Q (4660.220000 sec): 3 clusters Score: Raw -2145592.696571 + Penalty 3172.625296 = -2142420.071275 nChanged 33 SP:Iteration 30Q (4660.260000 sec): 3 clusters Score: Raw -2145607.002548 + Penalty 3172.625296 = -2142434.377252 nChanged 30 SP:Iteration 31Q (4660.290000 sec): 3 clusters Score: Raw -2145623.674199 + Penalty 3172.625296 = -2142451.048902 nChanged 25 SP:Iteration 32Q (4660.320000 sec): 3 clusters Score: Raw -2145639.895134 + Penalty 3172.625296 = -2142467.269838 nChanged 34 SP:Iteration 33Q (4660.350000 sec): 3 clusters Score: Raw -2145662.109235 + Penalty 3172.625296 = -2142489.483939 nChanged 21 SP:Iteration 34Q (4660.390000 sec): 3 clusters Score: Raw -2145675.402255 + Penalty 3172.625296 = -2142502.776958 nChanged 21 SP:Iteration 35Q (4660.430000 sec): 3 clusters Score: Raw -2145687.978201 + Penalty 3172.625296 = -2142515.352904 nChanged 14 SP:Iteration 36Q (4660.460000 sec): 3 clusters Score: Raw -2145694.295753 + Penalty 3172.625296 = -2142521.670456 nChanged 12 SP:Iteration 37Q (4660.500000 sec): 3 clusters Score: Raw -2145703.473070 + Penalty 3172.625296 = -2142530.847774 nChanged 17 SP:Iteration 38Q (4660.530000 sec): 3 clusters Score: Raw -2145713.312978 + Penalty 3172.625296 = -2142540.687681 nChanged 14 SP:Iteration 39Q (4660.560000 sec): 3 clusters Score: Raw -2145720.857733 + Penalty 3172.625296 = -2142548.232437 nChanged 10 SP:Iteration 40F (4660.610000 sec): 3 clusters Score: Raw -2145726.518127 + Penalty 3172.625296 = -2142553.892830 nChanged 7 SP:Iteration 41Q (4660.640000 sec): 3 clusters Score: Raw -2145729.706376 + Penalty 3172.625296 = -2142557.081080 nChanged 6 SP:Iteration 42Q (4660.680000 sec): 3 clusters Score: Raw -2145732.805322 + Penalty 3172.625296 = -2142560.180026 nChanged 11 SP:Iteration 43Q (4660.720000 sec): 3 clusters Score: Raw -2145740.378898 + Penalty 3172.625296 = -2142567.753602 nChanged 12 SP:Iteration 44Q (4660.750000 sec): 3 clusters Score: Raw -2145746.350523 + Penalty 3172.625296 = -2142573.725226 nChanged 8 SP:Iteration 45Q (4660.780000 sec): 3 clusters Score: Raw -2145751.233505 + Penalty 3172.625296 = -2142578.608209 nChanged 4 SP:Iteration 46Q (4660.820000 sec): 3 clusters Score: Raw -2145753.920736 + Penalty 3172.625296 = -2142581.295440 nChanged 4 SP:Iteration 47Q (4660.860000 sec): 3 clusters Score: Raw -2145756.918195 + Penalty 3172.625296 = -2142584.292898 nChanged 4 SP:Iteration 48Q (4660.890000 sec): 3 clusters Score: Raw -2145760.996962 + Penalty 3172.625296 = -2142588.371666 nChanged 6 SP:Iteration 49Q (4660.930000 sec): 3 clusters Score: Raw -2145764.485299 + Penalty 3172.625296 = -2142591.860003 nChanged 4 SP:Iteration 50Q (4660.960000 sec): 3 clusters Score: Raw -2145766.900732 + Penalty 3172.625296 = -2142594.275436 nChanged 2 SP:Iteration 51Q (4660.990000 sec): 3 clusters Score: Raw -2145768.588895 + Penalty 3172.625296 = -2142595.963599 nChanged 1 SP:Iteration 52Q (4661.030000 sec): 3 clusters Score: Raw -2145769.194735 + Penalty 3172.625296 = -2142596.569439 nChanged 2 SP:Iteration 53Q (4661.060000 sec): 3 clusters Score: Raw -2145771.145323 + Penalty 3172.625296 = -2142598.520026 nChanged 6 SP:Iteration 54Q (4661.090000 sec): 3 clusters Score: Raw -2145775.880471 + Penalty 3172.625296 = -2142603.255175 nChanged 4 SP:Iteration 55Q (4661.130000 sec): 3 clusters Score: Raw -2145778.183572 + Penalty 3172.625296 = -2142605.558276 nChanged 7 SP:Iteration 56Q (4661.160000 sec): 3 clusters Score: Raw -2145782.109171 + Penalty 3172.625296 = -2142609.483875 nChanged 4 SP:Iteration 57Q (4661.190000 sec): 3 clusters Score: Raw -2145784.174700 + Penalty 3172.625296 = -2142611.549404 nChanged 4 SP:Iteration 58Q (4661.230000 sec): 3 clusters Score: Raw -2145786.785826 + Penalty 3172.625296 = -2142614.160530 nChanged 2 SP:Iteration 59Q (4661.260000 sec): 3 clusters Score: Raw -2145787.718205 + Penalty 3172.625296 = -2142615.092909 nChanged 1 SP:Iteration 60F (4661.300000 sec): 3 clusters Score: Raw -2145789.371299 + Penalty 3172.625296 = -2142616.746003 nChanged 2 SP:Iteration 61Q (4661.340000 sec): 3 clusters Score: Raw -2145790.475097 + Penalty 3172.625296 = -2142617.849801 nChanged 2 SP:Iteration 62Q (4661.370000 sec): 3 clusters Score: Raw -2145791.661420 + Penalty 3172.625296 = -2142619.036123 nChanged 0 SP:Iteration 63F (4661.420000 sec): 3 clusters Score: Raw -2145791.661420 + Penalty 3172.625296 = -2142619.036123 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.430000 sec): 2 clusters Score: Raw -31700.076506 + Penalty 925.777692 = -30774.298815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.430000 sec): 3 clusters Score: Raw -31792.823109 + Penalty 1851.555383 = -29941.267726 nChanged 55 SP:Iteration 1F (4661.430000 sec): 3 clusters Score: Raw -31944.017844 + Penalty 1851.555383 = -30092.462461 nChanged 24 SP:Iteration 2F (4661.430000 sec): 3 clusters Score: Raw -32006.308116 + Penalty 1851.555383 = -30154.752732 nChanged 8 SP:Iteration 3Q (4661.430000 sec): 3 clusters Score: Raw -32025.859287 + Penalty 1851.555383 = -30174.303904 nChanged 5 SP:Iteration 4Q (4661.430000 sec): 3 clusters Score: Raw -32038.623075 + Penalty 1851.555383 = -30187.067692 nChanged 4 SP:Iteration 5Q (4661.430000 sec): 3 clusters Score: Raw -32053.567535 + Penalty 1851.555383 = -30202.012152 nChanged 2 SP:Iteration 6Q (4661.430000 sec): 3 clusters Score: Raw -32059.129877 + Penalty 1851.555383 = -30207.574494 nChanged 1 SP:Iteration 7Q (4661.430000 sec): 3 clusters Score: Raw -32060.036909 + Penalty 1851.555383 = -30208.481526 nChanged 0 SP:Iteration 8F (4661.430000 sec): 3 clusters Score: Raw -32060.036909 + Penalty 1851.555383 = -30208.481526 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 20 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.440000 sec): 2 clusters Score: Raw -52291.153404 + Penalty 997.731240 = -51293.422164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.440000 sec): 3 clusters Score: Raw -52261.993165 + Penalty 1995.462479 = -50266.530685 nChanged 96 SP:Iteration 1F (4661.440000 sec): 3 clusters Score: Raw -52573.894242 + Penalty 1995.462479 = -50578.431763 nChanged 46 SP:Iteration 2F (4661.440000 sec): 3 clusters Score: Raw -52815.884305 + Penalty 1995.462479 = -50820.421826 nChanged 56 SP:Iteration 3F (4661.450000 sec): 3 clusters Score: Raw -53024.167162 + Penalty 1995.462479 = -51028.704683 nChanged 30 SP:Iteration 4F (4661.450000 sec): 3 clusters Score: Raw -53133.104597 + Penalty 1995.462479 = -51137.642118 nChanged 11 SP:Iteration 5Q (4661.450000 sec): 3 clusters Score: Raw -53174.385409 + Penalty 1995.462479 = -51178.922930 nChanged 9 SP:Iteration 6Q (4661.450000 sec): 3 clusters Score: Raw -53212.693363 + Penalty 1995.462479 = -51217.230884 nChanged 5 SP:Iteration 7Q (4661.450000 sec): 3 clusters Score: Raw -53232.381696 + Penalty 1995.462479 = -51236.919216 nChanged 2 SP:Iteration 8Q (4661.450000 sec): 3 clusters Score: Raw -53240.857944 + Penalty 1995.462479 = -51245.395465 nChanged 0 SP:Iteration 9F (4661.450000 sec): 3 clusters Score: Raw -53240.857944 + Penalty 1995.462479 = -51245.395465 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 21 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.450000 sec): 2 clusters Score: Raw -22186.999066 + Penalty 868.129316 = -21318.869750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.460000 sec): 3 clusters Score: Raw -22253.514817 + Penalty 1736.258632 = -20517.256185 nChanged 28 SP:Iteration 1F (4661.460000 sec): 3 clusters Score: Raw -22331.734038 + Penalty 1736.258632 = -20595.475406 nChanged 9 SP:Iteration 2Q (4661.460000 sec): 3 clusters Score: Raw -22372.635052 + Penalty 1736.258632 = -20636.376420 nChanged 1 SP:Iteration 3Q (4661.460000 sec): 3 clusters Score: Raw -22376.142135 + Penalty 1736.258632 = -20639.883503 nChanged 1 SP:Iteration 4Q (4661.460000 sec): 3 clusters Score: Raw -22380.355284 + Penalty 1736.258632 = -20644.096652 nChanged 0 SP:Iteration 5F (4661.460000 sec): 3 clusters Score: Raw -22380.355284 + Penalty 1736.258632 = -20644.096652 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 22 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.460000 sec): 2 clusters Score: Raw -34874.471846 + Penalty 940.370824 = -33934.101022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.470000 sec): 3 clusters Score: Raw -34936.351437 + Penalty 1880.741649 = -33055.609788 nChanged 65 SP:Iteration 1F (4661.470000 sec): 3 clusters Score: Raw -35122.724243 + Penalty 1880.741649 = -33241.982594 nChanged 29 SP:Iteration 2F (4661.470000 sec): 3 clusters Score: Raw -35196.193061 + Penalty 1880.741649 = -33315.451412 nChanged 15 SP:Iteration 3Q (4661.470000 sec): 3 clusters Score: Raw -35277.656337 + Penalty 1880.741649 = -33396.914688 nChanged 15 SP:Iteration 4Q (4661.470000 sec): 3 clusters Score: Raw -35372.099275 + Penalty 1880.741649 = -33491.357626 nChanged 14 SP:Iteration 5Q (4661.470000 sec): 3 clusters Score: Raw -35420.932599 + Penalty 1880.741649 = -33540.190950 nChanged 7 SP:Iteration 6Q (4661.470000 sec): 3 clusters Score: Raw -35451.609909 + Penalty 1880.741649 = -33570.868260 nChanged 5 SP:Iteration 7Q (4661.470000 sec): 3 clusters Score: Raw -35467.597258 + Penalty 1880.741649 = -33586.855609 nChanged 2 SP:Iteration 8Q (4661.470000 sec): 3 clusters Score: Raw -35472.535084 + Penalty 1880.741649 = -33591.793435 nChanged 0 SP:Iteration 9F (4661.470000 sec): 3 clusters Score: Raw -35472.535084 + Penalty 1880.741649 = -33591.793435 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 23 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.470000 sec): 2 clusters Score: Raw -27534.685803 + Penalty 899.175792 = -26635.510011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.480000 sec): 3 clusters Score: Raw -27597.609980 + Penalty 1798.351584 = -25799.258396 nChanged 36 SP:Iteration 1F (4661.480000 sec): 3 clusters Score: Raw -27692.847902 + Penalty 1798.351584 = -25894.496318 nChanged 13 SP:Iteration 2F (4661.480000 sec): 3 clusters Score: Raw -27730.751535 + Penalty 1798.351584 = -25932.399952 nChanged 3 SP:Iteration 3Q (4661.480000 sec): 3 clusters Score: Raw -27742.797330 + Penalty 1798.351584 = -25944.445746 nChanged 1 SP:Iteration 4Q (4661.480000 sec): 3 clusters Score: Raw -27745.361863 + Penalty 1798.351584 = -25947.010280 nChanged 0 SP:Iteration 5F (4661.480000 sec): 3 clusters Score: Raw -27745.361863 + Penalty 1798.351584 = -25947.010280 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 24 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4661.490000 sec): 2 clusters Score: Raw -69028.668193 + Penalty 1045.352765 = -67983.315428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4661.490000 sec): 3 clusters Score: Raw -68947.958088 + Penalty 2090.705530 = -66857.252558 nChanged 178 SP:Iteration 1F (4661.490000 sec): 3 clusters Score: Raw -69214.472138 + Penalty 2090.705530 = -67123.766608 nChanged 52 SP:Iteration 2F (4661.490000 sec): 3 clusters Score: Raw -69313.817348 + Penalty 2090.705530 = -67223.111817 nChanged 23 SP:Iteration 3Q (4661.490000 sec): 3 clusters Score: Raw -69358.375459 + Penalty 2090.705530 = -67267.669929 nChanged 22 SP:Iteration 4Q (4661.490000 sec): 3 clusters Score: Raw -69397.749604 + Penalty 2090.705530 = -67307.044074 nChanged 11 SP:Iteration 5Q (4661.490000 sec): 3 clusters Score: Raw -69421.088329 + Penalty 2090.705530 = -67330.382799 nChanged 14 SP:Iteration 6Q (4661.500000 sec): 3 clusters Score: Raw -69440.332298 + Penalty 2090.705530 = -67349.626768 nChanged 11 SP:Iteration 7Q (4661.500000 sec): 3 clusters Score: Raw -69462.578443 + Penalty 2090.705530 = -67371.872913 nChanged 11 SP:Iteration 8Q (4661.500000 sec): 3 clusters Score: Raw -69479.542616 + Penalty 2090.705530 = -67388.837086 nChanged 7 SP:Iteration 9Q (4661.500000 sec): 3 clusters Score: Raw -69493.701283 + Penalty 2090.705530 = -67402.995753 nChanged 4 SP:Iteration 10Q (4661.500000 sec): 3 clusters Score: Raw -69501.240791 + Penalty 2090.705530 = -67410.535261 nChanged 2 SP:Iteration 11Q (4661.510000 sec): 3 clusters Score: Raw -69506.697588 + Penalty 2090.705530 = -67415.992058 nChanged 1 SP:Iteration 12Q (4661.510000 sec): 3 clusters Score: Raw -69508.359735 + Penalty 2090.705530 = -67417.654205 nChanged 2 SP:Iteration 13Q (4661.510000 sec): 3 clusters Score: Raw -69514.282259 + Penalty 2090.705530 = -67423.576729 nChanged 3 SP:Iteration 14Q (4661.510000 sec): 3 clusters Score: Raw -69520.442467 + Penalty 2090.705530 = -67429.736937 nChanged 1 SP:Iteration 15Q (4661.510000 sec): 3 clusters Score: Raw -69521.863772 + Penalty 2090.705530 = -67431.158242 nChanged 1 SP:Iteration 16Q (4661.510000 sec): 3 clusters Score: Raw -69525.997159 + Penalty 2090.705530 = -67435.291629 nChanged 0 SP:Iteration 17F (4661.510000 sec): 3 clusters Score: Raw -69526.202653 + Penalty 2090.705530 = -67435.497123 nChanged 1 SP:Iteration 18Q (4661.520000 sec): 3 clusters Score: Raw -69561.951828 + Penalty 2090.705530 = -67471.246297 nChanged 3 SP:Iteration 19Q (4661.520000 sec): 3 clusters Score: Raw -69565.321928 + Penalty 2090.705530 = -67474.616397 nChanged 2 SP:Iteration 20F (4661.520000 sec): 3 clusters Score: Raw -69567.301058 + Penalty 2090.705530 = -67476.595528 nChanged 0 Iteration 139Q (4669.630000 sec): 25 clusters Score: Raw -132105673.322572 + Penalty 54313.921985 = -132051359.400587 nChanged 2 Iteration 140F (4697.380000 sec): 25 clusters Score: Raw -132105771.579502 + Penalty 54313.921985 = -132051457.657517 nChanged 3 Iteration 141Q (4705.460000 sec): 25 clusters Score: Raw -132105820.511926 + Penalty 54313.921985 = -132051506.589942 nChanged 1 Iteration 142Q (4713.720000 sec): 25 clusters Score: Raw -132105820.567027 + Penalty 54313.921985 = -132051506.645042 nChanged 1 Iteration 143Q (4721.890000 sec): 25 clusters Score: Raw -132105820.596470 + Penalty 54313.921985 = -132051506.674485 nChanged 2 Iteration 144Q (4729.980000 sec): 25 clusters Score: Raw -132105820.708052 + Penalty 54313.921985 = -132051506.786067 nChanged 8 Iteration 145Q (4738.020000 sec): 25 clusters Score: Raw -132105820.855527 + Penalty 54313.921985 = -132051506.933543 nChanged 5 Iteration 146Q (4746.000000 sec): 25 clusters Score: Raw -132105820.981576 + Penalty 54313.921985 = -132051507.059591 nChanged 3 Iteration 147Q (4752.570000 sec): 25 clusters Score: Raw -132105821.067490 + Penalty 54313.921985 = -132051507.145505 nChanged 8 Iteration 148Q (4759.060000 sec): 25 clusters Score: Raw -132105821.250120 + Penalty 54313.921985 = -132051507.328135 nChanged 9 Iteration 149Q (4765.590000 sec): 25 clusters Score: Raw -132105821.470523 + Penalty 54313.921985 = -132051507.548539 nChanged 15 Iteration 150Q (4772.060000 sec): 25 clusters Score: Raw -132105821.819106 + Penalty 54313.921985 = -132051507.897121 nChanged 10 Iteration 151Q (4778.440000 sec): 25 clusters Score: Raw -132105822.090598 + Penalty 54313.921985 = -132051508.168613 nChanged 18 Iteration 152Q (4784.770000 sec): 25 clusters Score: Raw -132105822.484502 + Penalty 54313.921985 = -132051508.562517 nChanged 20 Iteration 153Q (4791.050000 sec): 25 clusters Score: Raw -132105822.969622 + Penalty 54313.921985 = -132051509.047637 nChanged 18 Iteration 154Q (4797.370000 sec): 25 clusters Score: Raw -132105823.390964 + Penalty 54313.921985 = -132051509.468979 nChanged 22 Iteration 155Q (4803.680000 sec): 25 clusters Score: Raw -132105824.145952 + Penalty 54313.921985 = -132051510.223968 nChanged 20 Iteration 156Q (4812.400000 sec): 25 clusters Score: Raw -132105824.657160 + Penalty 54313.921985 = -132051510.735176 nChanged 19 Iteration 157Q (4819.680000 sec): 25 clusters Score: Raw -132105825.124089 + Penalty 54313.921985 = -132051511.202104 nChanged 18 Iteration 158Q (4825.980000 sec): 25 clusters Score: Raw -132105825.463852 + Penalty 54313.921985 = -132051511.541868 nChanged 17 Iteration 159Q (4832.300000 sec): 25 clusters Score: Raw -132105826.006360 + Penalty 54313.921985 = -132051512.084375 nChanged 20 Iteration 160F (4858.560000 sec): 25 clusters Score: Raw -132105849.335633 + Penalty 54313.921985 = -132051535.413648 nChanged 17 Iteration 161Q (4866.050000 sec): 25 clusters Score: Raw -132105884.135896 + Penalty 54313.921985 = -132051570.213911 nChanged 12 Iteration 162Q (4872.570000 sec): 25 clusters Score: Raw -132105887.308281 + Penalty 54313.921985 = -132051573.386296 nChanged 13 Iteration 163Q (4879.820000 sec): 25 clusters Score: Raw -132105887.467230 + Penalty 54313.921985 = -132051573.545245 nChanged 13 Iteration 164Q (4886.110000 sec): 25 clusters Score: Raw -132105887.716631 + Penalty 54313.921985 = -132051573.794647 nChanged 8 Iteration 165Q (4892.430000 sec): 25 clusters Score: Raw -132105887.860454 + Penalty 54313.921985 = -132051573.938469 nChanged 6 Iteration 166Q (4898.710000 sec): 25 clusters Score: Raw -132105887.972185 + Penalty 54313.921985 = -132051574.050201 nChanged 6 Iteration 167Q (4909.510000 sec): 25 clusters Score: Raw -132105888.069700 + Penalty 54313.921985 = -132051574.147716 nChanged 2 Iteration 168Q (4917.600000 sec): 25 clusters Score: Raw -132105888.097569 + Penalty 54313.921985 = -132051574.175584 nChanged 1 Iteration 169Q (4925.780000 sec): 25 clusters Score: Raw -132105888.114426 + Penalty 54313.921985 = -132051574.192441 nChanged 1 Iteration 170Q (4932.550000 sec): 25 clusters Score: Raw -132105888.135287 + Penalty 54313.921985 = -132051574.213303 nChanged 1 Iteration 171Q (4939.080000 sec): 25 clusters Score: Raw -132105888.162367 + Penalty 54313.921985 = -132051574.240382 nChanged 0 Iteration 172F (4965.580000 sec): 25 clusters Score: Raw -132105888.162367 + Penalty 54313.921985 = -132051574.240382 nChanged 0 Compute initial score before splitting: Score: Raw -132105888.162367 + Penalty 54313.921985 = -132051574.240382 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 1 (2258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4965.620000 sec): 2 clusters Score: Raw -270403.088538 + Penalty 1254.863146 = -269148.225392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4965.620000 sec): 3 clusters Score: Raw -269384.306670 + Penalty 2509.726292 = -266874.580378 nChanged 821 SP:Iteration 1F (4965.630000 sec): 3 clusters Score: Raw -269883.143092 + Penalty 2509.726292 = -267373.416800 nChanged 157 SP:Iteration 2F (4965.640000 sec): 3 clusters Score: Raw -269982.459033 + Penalty 2509.726292 = -267472.732741 nChanged 105 SP:Iteration 3Q (4965.640000 sec): 3 clusters Score: Raw -270054.178461 + Penalty 2509.726292 = -267544.452169 nChanged 80 SP:Iteration 4Q (4965.650000 sec): 3 clusters Score: Raw -270101.973652 + Penalty 2509.726292 = -267592.247360 nChanged 61 SP:Iteration 5Q (4965.650000 sec): 3 clusters Score: Raw -270152.060267 + Penalty 2509.726292 = -267642.333975 nChanged 67 SP:Iteration 6Q (4965.660000 sec): 3 clusters Score: Raw -270210.815952 + Penalty 2509.726292 = -267701.089660 nChanged 67 SP:Iteration 7Q (4965.660000 sec): 3 clusters Score: Raw -270258.018782 + Penalty 2509.726292 = -267748.292490 nChanged 63 SP:Iteration 8Q (4965.670000 sec): 3 clusters Score: Raw -270308.693633 + Penalty 2509.726292 = -267798.967341 nChanged 69 SP:Iteration 9Q (4965.680000 sec): 3 clusters Score: Raw -270362.764750 + Penalty 2509.726292 = -267853.038458 nChanged 60 SP:Iteration 10Q (4965.680000 sec): 3 clusters Score: Raw -270409.963602 + Penalty 2509.726292 = -267900.237310 nChanged 58 SP:Iteration 11Q (4965.690000 sec): 3 clusters Score: Raw -270450.229671 + Penalty 2509.726292 = -267940.503379 nChanged 42 SP:Iteration 12Q (4965.700000 sec): 3 clusters Score: Raw -270472.161409 + Penalty 2509.726292 = -267962.435117 nChanged 41 SP:Iteration 13Q (4965.700000 sec): 3 clusters Score: Raw -270498.164907 + Penalty 2509.726292 = -267988.438615 nChanged 34 SP:Iteration 14Q (4965.700000 sec): 3 clusters Score: Raw -270518.767605 + Penalty 2509.726292 = -268009.041313 nChanged 25 SP:Iteration 15Q (4965.710000 sec): 3 clusters Score: Raw -270536.589241 + Penalty 2509.726292 = -268026.862949 nChanged 39 SP:Iteration 16Q (4965.720000 sec): 3 clusters Score: Raw -270567.017858 + Penalty 2509.726292 = -268057.291566 nChanged 39 SP:Iteration 17Q (4965.720000 sec): 3 clusters Score: Raw -270591.577522 + Penalty 2509.726292 = -268081.851230 nChanged 36 SP:Iteration 18Q (4965.730000 sec): 3 clusters Score: Raw -270616.035912 + Penalty 2509.726292 = -268106.309620 nChanged 34 SP:Iteration 19Q (4965.730000 sec): 3 clusters Score: Raw -270644.778153 + Penalty 2509.726292 = -268135.051861 nChanged 36 SP:Iteration 20F (4965.740000 sec): 3 clusters Score: Raw -270676.277427 + Penalty 2509.726292 = -268166.551135 nChanged 39 SP:Iteration 21Q (4965.740000 sec): 3 clusters Score: Raw -270704.047691 + Penalty 2509.726292 = -268194.321399 nChanged 29 SP:Iteration 22Q (4965.750000 sec): 3 clusters Score: Raw -270719.745167 + Penalty 2509.726292 = -268210.018875 nChanged 13 SP:Iteration 23Q (4965.760000 sec): 3 clusters Score: Raw -270728.740270 + Penalty 2509.726292 = -268219.013978 nChanged 7 SP:Iteration 24Q (4965.760000 sec): 3 clusters Score: Raw -270735.423228 + Penalty 2509.726292 = -268225.696936 nChanged 12 SP:Iteration 25Q (4965.770000 sec): 3 clusters Score: Raw -270743.410713 + Penalty 2509.726292 = -268233.684421 nChanged 10 SP:Iteration 26Q (4965.770000 sec): 3 clusters Score: Raw -270751.695188 + Penalty 2509.726292 = -268241.968896 nChanged 16 SP:Iteration 27Q (4965.780000 sec): 3 clusters Score: Raw -270767.498336 + Penalty 2509.726292 = -268257.772044 nChanged 25 SP:Iteration 28Q (4965.780000 sec): 3 clusters Score: Raw -270790.408440 + Penalty 2509.726292 = -268280.682148 nChanged 29 SP:Iteration 29Q (4965.790000 sec): 3 clusters Score: Raw -270810.263481 + Penalty 2509.726292 = -268300.537189 nChanged 22 SP:Iteration 30Q (4965.800000 sec): 3 clusters Score: Raw -270823.937961 + Penalty 2509.726292 = -268314.211669 nChanged 14 SP:Iteration 31Q (4965.800000 sec): 3 clusters Score: Raw -270831.937028 + Penalty 2509.726292 = -268322.210736 nChanged 8 SP:Iteration 32Q (4965.800000 sec): 3 clusters Score: Raw -270836.825080 + Penalty 2509.726292 = -268327.098788 nChanged 9 SP:Iteration 33Q (4965.810000 sec): 3 clusters Score: Raw -270842.589124 + Penalty 2509.726292 = -268332.862832 nChanged 5 SP:Iteration 34Q (4965.820000 sec): 3 clusters Score: Raw -270847.070489 + Penalty 2509.726292 = -268337.344197 nChanged 10 SP:Iteration 35Q (4965.820000 sec): 3 clusters Score: Raw -270852.694431 + Penalty 2509.726292 = -268342.968139 nChanged 9 SP:Iteration 36Q (4965.820000 sec): 3 clusters Score: Raw -270856.240146 + Penalty 2509.726292 = -268346.513854 nChanged 4 SP:Iteration 37Q (4965.830000 sec): 3 clusters Score: Raw -270857.961294 + Penalty 2509.726292 = -268348.235001 nChanged 3 SP:Iteration 38Q (4965.840000 sec): 3 clusters Score: Raw -270859.189599 + Penalty 2509.726292 = -268349.463307 nChanged 4 SP:Iteration 39Q (4965.840000 sec): 3 clusters Score: Raw -270860.603873 + Penalty 2509.726292 = -268350.877581 nChanged 2 SP:Iteration 40F (4965.850000 sec): 3 clusters Score: Raw -270861.822318 + Penalty 2509.726292 = -268352.096026 nChanged 2 SP:Iteration 41Q (4965.850000 sec): 3 clusters Score: Raw -270862.853618 + Penalty 2509.726292 = -268353.127326 nChanged 3 SP:Iteration 42Q (4965.860000 sec): 3 clusters Score: Raw -270864.334207 + Penalty 2509.726292 = -268354.607915 nChanged 1 SP:Iteration 43Q (4965.860000 sec): 3 clusters Score: Raw -270865.340434 + Penalty 2509.726292 = -268355.614142 nChanged 2 SP:Iteration 44Q (4965.870000 sec): 3 clusters Score: Raw -270866.367510 + Penalty 2509.726292 = -268356.641218 nChanged 0 SP:Iteration 45F (4965.870000 sec): 3 clusters Score: Raw -270866.367510 + Penalty 2509.726292 = -268356.641218 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 2 (8755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4965.900000 sec): 2 clusters Score: Raw -1049205.439216 + Penalty 1475.074290 = -1047730.364926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4965.920000 sec): 3 clusters Score: Raw -1044376.183585 + Penalty 2950.148580 = -1041426.035006 nChanged 3672 SP:Iteration 1F (4965.940000 sec): 3 clusters Score: Raw -1046263.540524 + Penalty 2950.148580 = -1043313.391945 nChanged 508 SP:Iteration 2F (4965.970000 sec): 3 clusters Score: Raw -1046459.369986 + Penalty 2950.148580 = -1043509.221407 nChanged 371 SP:Iteration 3Q (4965.990000 sec): 3 clusters Score: Raw -1046591.852945 + Penalty 2950.148580 = -1043641.704365 nChanged 335 SP:Iteration 4Q (4966.010000 sec): 3 clusters Score: Raw -1046706.053216 + Penalty 2950.148580 = -1043755.904636 nChanged 271 SP:Iteration 5Q (4966.040000 sec): 3 clusters Score: Raw -1046799.372989 + Penalty 2950.148580 = -1043849.224409 nChanged 241 SP:Iteration 6Q (4966.060000 sec): 3 clusters Score: Raw -1046878.923549 + Penalty 2950.148580 = -1043928.774970 nChanged 209 SP:Iteration 7Q (4966.080000 sec): 3 clusters Score: Raw -1046949.060105 + Penalty 2950.148580 = -1043998.911525 nChanged 207 SP:Iteration 8Q (4966.100000 sec): 3 clusters Score: Raw -1047024.334385 + Penalty 2950.148580 = -1044074.185805 nChanged 235 SP:Iteration 9Q (4966.120000 sec): 3 clusters Score: Raw -1047123.199295 + Penalty 2950.148580 = -1044173.050716 nChanged 256 SP:Iteration 10Q (4966.150000 sec): 3 clusters Score: Raw -1047237.234191 + Penalty 2950.148580 = -1044287.085611 nChanged 290 SP:Iteration 11Q (4966.170000 sec): 3 clusters Score: Raw -1047384.880083 + Penalty 2950.148580 = -1044434.731504 nChanged 355 SP:Iteration 12Q (4966.190000 sec): 3 clusters Score: Raw -1047595.707073 + Penalty 2950.148580 = -1044645.558494 nChanged 355 SP:Iteration 13Q (4966.220000 sec): 3 clusters Score: Raw -1047833.958071 + Penalty 2950.148580 = -1044883.809491 nChanged 377 SP:Iteration 14Q (4966.240000 sec): 3 clusters Score: Raw -1048105.841251 + Penalty 2950.148580 = -1045155.692672 nChanged 367 SP:Iteration 15Q (4966.260000 sec): 3 clusters Score: Raw -1048408.987549 + Penalty 2950.148580 = -1045458.838970 nChanged 305 SP:Iteration 16Q (4966.280000 sec): 3 clusters Score: Raw -1048659.051458 + Penalty 2950.148580 = -1045708.902879 nChanged 250 SP:Iteration 17Q (4966.300000 sec): 3 clusters Score: Raw -1048878.991371 + Penalty 2950.148580 = -1045928.842791 nChanged 173 SP:Iteration 18Q (4966.320000 sec): 3 clusters Score: Raw -1049028.058042 + Penalty 2950.148580 = -1046077.909463 nChanged 133 SP:Iteration 19Q (4966.340000 sec): 3 clusters Score: Raw -1049136.691718 + Penalty 2950.148580 = -1046186.543139 nChanged 87 SP:Iteration 20F (4966.360000 sec): 3 clusters Score: Raw -1049205.510200 + Penalty 2950.148580 = -1046255.361620 nChanged 64 SP:Iteration 21Q (4966.380000 sec): 3 clusters Score: Raw -1049257.388333 + Penalty 2950.148580 = -1046307.239753 nChanged 58 SP:Iteration 22Q (4966.400000 sec): 3 clusters Score: Raw -1049303.726650 + Penalty 2950.148580 = -1046353.578070 nChanged 32 SP:Iteration 23Q (4966.410000 sec): 3 clusters Score: Raw -1049327.864483 + Penalty 2950.148580 = -1046377.715903 nChanged 23 SP:Iteration 24Q (4966.430000 sec): 3 clusters Score: Raw -1049345.596256 + Penalty 2950.148580 = -1046395.447677 nChanged 17 SP:Iteration 25Q (4966.450000 sec): 3 clusters Score: Raw -1049356.980943 + Penalty 2950.148580 = -1046406.832363 nChanged 14 SP:Iteration 26Q (4966.460000 sec): 3 clusters Score: Raw -1049369.526356 + Penalty 2950.148580 = -1046419.377777 nChanged 14 SP:Iteration 27Q (4966.480000 sec): 3 clusters Score: Raw -1049381.181917 + Penalty 2950.148580 = -1046431.033338 nChanged 12 SP:Iteration 28Q (4966.500000 sec): 3 clusters Score: Raw -1049388.863780 + Penalty 2950.148580 = -1046438.715201 nChanged 12 SP:Iteration 29Q (4966.520000 sec): 3 clusters Score: Raw -1049396.760276 + Penalty 2950.148580 = -1046446.611696 nChanged 9 SP:Iteration 30Q (4966.540000 sec): 3 clusters Score: Raw -1049405.397600 + Penalty 2950.148580 = -1046455.249020 nChanged 5 SP:Iteration 31Q (4966.550000 sec): 3 clusters Score: Raw -1049408.033048 + Penalty 2950.148580 = -1046457.884469 nChanged 6 SP:Iteration 32Q (4966.570000 sec): 3 clusters Score: Raw -1049412.291036 + Penalty 2950.148580 = -1046462.142457 nChanged 5 SP:Iteration 33Q (4966.590000 sec): 3 clusters Score: Raw -1049415.139554 + Penalty 2950.148580 = -1046464.990974 nChanged 6 SP:Iteration 34Q (4966.600000 sec): 3 clusters Score: Raw -1049419.427691 + Penalty 2950.148580 = -1046469.279112 nChanged 4 SP:Iteration 35Q (4966.620000 sec): 3 clusters Score: Raw -1049424.313541 + Penalty 2950.148580 = -1046474.164962 nChanged 8 SP:Iteration 36Q (4966.640000 sec): 3 clusters Score: Raw -1049431.187153 + Penalty 2950.148580 = -1046481.038574 nChanged 5 SP:Iteration 37Q (4966.660000 sec): 3 clusters Score: Raw -1049436.604601 + Penalty 2950.148580 = -1046486.456021 nChanged 6 SP:Iteration 38Q (4966.670000 sec): 3 clusters Score: Raw -1049440.565480 + Penalty 2950.148580 = -1046490.416901 nChanged 3 SP:Iteration 39Q (4966.690000 sec): 3 clusters Score: Raw -1049442.292372 + Penalty 2950.148580 = -1046492.143793 nChanged 2 SP:Iteration 40F (4966.710000 sec): 3 clusters Score: Raw -1049443.849982 + Penalty 2950.148580 = -1046493.701403 nChanged 2 SP:Iteration 41Q (4966.730000 sec): 3 clusters Score: Raw -1049444.847828 + Penalty 2950.148580 = -1046494.699249 nChanged 2 SP:Iteration 42Q (4966.740000 sec): 3 clusters Score: Raw -1049446.727350 + Penalty 2950.148580 = -1046496.578770 nChanged 1 SP:Iteration 43Q (4966.760000 sec): 3 clusters Score: Raw -1049447.024578 + Penalty 2950.148580 = -1046496.875998 nChanged 0 SP:Iteration 44F (4966.790000 sec): 3 clusters Score: Raw -1049447.024578 + Penalty 2950.148580 = -1046496.875998 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 3 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4966.790000 sec): 2 clusters Score: Raw -10437.386713 + Penalty 762.344031 = -9675.042682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4966.790000 sec): 3 clusters Score: Raw -10649.265083 + Penalty 1524.688062 = -9124.577021 nChanged 8 SP:Iteration 1F (4966.790000 sec): 3 clusters Score: Raw -10694.553463 + Penalty 1524.688062 = -9169.865401 nChanged 1 SP:Iteration 2Q (4966.790000 sec): 3 clusters Score: Raw -10703.125533 + Penalty 1524.688062 = -9178.437472 nChanged 1 SP:Iteration 3Q (4966.790000 sec): 3 clusters Score: Raw -10719.027598 + Penalty 1524.688062 = -9194.339536 nChanged 0 SP:Iteration 4F (4966.790000 sec): 3 clusters Score: Raw -10719.027598 + Penalty 1524.688062 = -9194.339536 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 4 (4293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4966.810000 sec): 2 clusters Score: Raw -484193.181607 + Penalty 1359.270424 = -482833.911184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4966.820000 sec): 3 clusters Score: Raw -482025.525412 + Penalty 2718.540847 = -479306.984565 nChanged 1713 SP:Iteration 1F (4966.830000 sec): 3 clusters Score: Raw -482983.499048 + Penalty 2718.540847 = -480264.958201 nChanged 293 SP:Iteration 2F (4966.840000 sec): 3 clusters Score: Raw -483126.120837 + Penalty 2718.540847 = -480407.579990 nChanged 204 SP:Iteration 3Q (4966.850000 sec): 3 clusters Score: Raw -483217.242450 + Penalty 2718.540847 = -480498.701603 nChanged 156 SP:Iteration 4Q (4966.860000 sec): 3 clusters Score: Raw -483297.457269 + Penalty 2718.540847 = -480578.916422 nChanged 153 SP:Iteration 5Q (4966.880000 sec): 3 clusters Score: Raw -483370.151489 + Penalty 2718.540847 = -480651.610642 nChanged 133 SP:Iteration 6Q (4966.890000 sec): 3 clusters Score: Raw -483437.833860 + Penalty 2718.540847 = -480719.293013 nChanged 116 SP:Iteration 7Q (4966.900000 sec): 3 clusters Score: Raw -483498.730566 + Penalty 2718.540847 = -480780.189719 nChanged 115 SP:Iteration 8Q (4966.910000 sec): 3 clusters Score: Raw -483564.963312 + Penalty 2718.540847 = -480846.422465 nChanged 122 SP:Iteration 9Q (4966.920000 sec): 3 clusters Score: Raw -483641.980961 + Penalty 2718.540847 = -480923.440113 nChanged 122 SP:Iteration 10Q (4966.930000 sec): 3 clusters Score: Raw -483711.239874 + Penalty 2718.540847 = -480992.699026 nChanged 104 SP:Iteration 11Q (4966.940000 sec): 3 clusters Score: Raw -483765.731665 + Penalty 2718.540847 = -481047.190818 nChanged 111 SP:Iteration 12Q (4966.960000 sec): 3 clusters Score: Raw -483811.419652 + Penalty 2718.540847 = -481092.878805 nChanged 98 SP:Iteration 13Q (4966.970000 sec): 3 clusters Score: Raw -483853.706102 + Penalty 2718.540847 = -481135.165255 nChanged 83 SP:Iteration 14Q (4966.980000 sec): 3 clusters Score: Raw -483887.794570 + Penalty 2718.540847 = -481169.253723 nChanged 74 SP:Iteration 15Q (4966.990000 sec): 3 clusters Score: Raw -483922.419722 + Penalty 2718.540847 = -481203.878875 nChanged 81 SP:Iteration 16Q (4967.000000 sec): 3 clusters Score: Raw -483965.160489 + Penalty 2718.540847 = -481246.619642 nChanged 88 SP:Iteration 17Q (4967.020000 sec): 3 clusters Score: Raw -484007.933969 + Penalty 2718.540847 = -481289.393122 nChanged 81 SP:Iteration 18Q (4967.030000 sec): 3 clusters Score: Raw -484045.918481 + Penalty 2718.540847 = -481327.377634 nChanged 72 SP:Iteration 19Q (4967.040000 sec): 3 clusters Score: Raw -484080.520069 + Penalty 2718.540847 = -481361.979222 nChanged 76 SP:Iteration 20F (4967.050000 sec): 3 clusters Score: Raw -484116.871769 + Penalty 2718.540847 = -481398.330922 nChanged 68 SP:Iteration 21Q (4967.060000 sec): 3 clusters Score: Raw -484150.998506 + Penalty 2718.540847 = -481432.457659 nChanged 70 SP:Iteration 22Q (4967.070000 sec): 3 clusters Score: Raw -484187.541542 + Penalty 2718.540847 = -481469.000695 nChanged 77 SP:Iteration 23Q (4967.080000 sec): 3 clusters Score: Raw -484233.309344 + Penalty 2718.540847 = -481514.768497 nChanged 89 SP:Iteration 24Q (4967.090000 sec): 3 clusters Score: Raw -484286.809728 + Penalty 2718.540847 = -481568.268881 nChanged 79 SP:Iteration 25Q (4967.100000 sec): 3 clusters Score: Raw -484335.865473 + Penalty 2718.540847 = -481617.324626 nChanged 79 SP:Iteration 26Q (4967.110000 sec): 3 clusters Score: Raw -484388.002232 + Penalty 2718.540847 = -481669.461385 nChanged 69 SP:Iteration 27Q (4967.120000 sec): 3 clusters Score: Raw -484440.361768 + Penalty 2718.540847 = -481721.820920 nChanged 72 SP:Iteration 28Q (4967.130000 sec): 3 clusters Score: Raw -484497.168333 + Penalty 2718.540847 = -481778.627485 nChanged 64 SP:Iteration 29Q (4967.150000 sec): 3 clusters Score: Raw -484547.257496 + Penalty 2718.540847 = -481828.716649 nChanged 52 SP:Iteration 30Q (4967.150000 sec): 3 clusters Score: Raw -484581.163288 + Penalty 2718.540847 = -481862.622440 nChanged 38 SP:Iteration 31Q (4967.170000 sec): 3 clusters Score: Raw -484605.360347 + Penalty 2718.540847 = -481886.819499 nChanged 30 SP:Iteration 32Q (4967.170000 sec): 3 clusters Score: Raw -484622.703423 + Penalty 2718.540847 = -481904.162575 nChanged 23 SP:Iteration 33Q (4967.190000 sec): 3 clusters Score: Raw -484637.098085 + Penalty 2718.540847 = -481918.557238 nChanged 19 SP:Iteration 34Q (4967.190000 sec): 3 clusters Score: Raw -484650.869261 + Penalty 2718.540847 = -481932.328414 nChanged 26 SP:Iteration 35Q (4967.210000 sec): 3 clusters Score: Raw -484669.310502 + Penalty 2718.540847 = -481950.769655 nChanged 15 SP:Iteration 36Q (4967.210000 sec): 3 clusters Score: Raw -484677.825659 + Penalty 2718.540847 = -481959.284812 nChanged 9 SP:Iteration 37Q (4967.230000 sec): 3 clusters Score: Raw -484684.483368 + Penalty 2718.540847 = -481965.942521 nChanged 9 SP:Iteration 38Q (4967.230000 sec): 3 clusters Score: Raw -484691.701940 + Penalty 2718.540847 = -481973.161093 nChanged 13 SP:Iteration 39Q (4967.250000 sec): 3 clusters Score: Raw -484698.562186 + Penalty 2718.540847 = -481980.021339 nChanged 8 SP:Iteration 40F (4967.260000 sec): 3 clusters Score: Raw -484704.865349 + Penalty 2718.540847 = -481986.324502 nChanged 11 SP:Iteration 41Q (4967.270000 sec): 3 clusters Score: Raw -484710.936837 + Penalty 2718.540847 = -481992.395990 nChanged 6 SP:Iteration 42Q (4967.280000 sec): 3 clusters Score: Raw -484714.375721 + Penalty 2718.540847 = -481995.834874 nChanged 8 SP:Iteration 43Q (4967.290000 sec): 3 clusters Score: Raw -484719.256984 + Penalty 2718.540847 = -482000.716137 nChanged 2 SP:Iteration 44Q (4967.300000 sec): 3 clusters Score: Raw -484719.878712 + Penalty 2718.540847 = -482001.337865 nChanged 0 SP:Iteration 45F (4967.310000 sec): 3 clusters Score: Raw -484719.878712 + Penalty 2718.540847 = -482001.337865 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 5 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.310000 sec): 2 clusters Score: Raw -221477.422129 + Penalty 1221.066381 = -220256.355748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4967.320000 sec): 3 clusters Score: Raw -220678.492500 + Penalty 2442.132762 = -218236.359738 nChanged 641 SP:Iteration 1F (4967.330000 sec): 3 clusters Score: Raw -221060.844856 + Penalty 2442.132762 = -218618.712094 nChanged 126 SP:Iteration 2F (4967.330000 sec): 3 clusters Score: Raw -221163.728376 + Penalty 2442.132762 = -218721.595614 nChanged 84 SP:Iteration 3Q (4967.330000 sec): 3 clusters Score: Raw -221234.180701 + Penalty 2442.132762 = -218792.047939 nChanged 67 SP:Iteration 4Q (4967.340000 sec): 3 clusters Score: Raw -221280.164337 + Penalty 2442.132762 = -218838.031575 nChanged 56 SP:Iteration 5Q (4967.350000 sec): 3 clusters Score: Raw -221322.392560 + Penalty 2442.132762 = -218880.259798 nChanged 39 SP:Iteration 6Q (4967.350000 sec): 3 clusters Score: Raw -221344.005652 + Penalty 2442.132762 = -218901.872889 nChanged 26 SP:Iteration 7Q (4967.350000 sec): 3 clusters Score: Raw -221360.320565 + Penalty 2442.132762 = -218918.187803 nChanged 19 SP:Iteration 8Q (4967.360000 sec): 3 clusters Score: Raw -221369.442858 + Penalty 2442.132762 = -218927.310096 nChanged 11 SP:Iteration 9Q (4967.360000 sec): 3 clusters Score: Raw -221374.238525 + Penalty 2442.132762 = -218932.105763 nChanged 8 SP:Iteration 10Q (4967.370000 sec): 3 clusters Score: Raw -221379.306003 + Penalty 2442.132762 = -218937.173241 nChanged 8 SP:Iteration 11Q (4967.370000 sec): 3 clusters Score: Raw -221386.179907 + Penalty 2442.132762 = -218944.047145 nChanged 12 SP:Iteration 12Q (4967.380000 sec): 3 clusters Score: Raw -221393.222962 + Penalty 2442.132762 = -218951.090200 nChanged 12 SP:Iteration 13Q (4967.380000 sec): 3 clusters Score: Raw -221400.515190 + Penalty 2442.132762 = -218958.382427 nChanged 14 SP:Iteration 14Q (4967.390000 sec): 3 clusters Score: Raw -221407.387589 + Penalty 2442.132762 = -218965.254827 nChanged 13 SP:Iteration 15Q (4967.390000 sec): 3 clusters Score: Raw -221417.999509 + Penalty 2442.132762 = -218975.866747 nChanged 13 SP:Iteration 16Q (4967.390000 sec): 3 clusters Score: Raw -221424.981327 + Penalty 2442.132762 = -218982.848564 nChanged 13 SP:Iteration 17Q (4967.400000 sec): 3 clusters Score: Raw -221431.787530 + Penalty 2442.132762 = -218989.654768 nChanged 12 SP:Iteration 18Q (4967.410000 sec): 3 clusters Score: Raw -221441.066133 + Penalty 2442.132762 = -218998.933371 nChanged 17 SP:Iteration 19Q (4967.410000 sec): 3 clusters Score: Raw -221452.393542 + Penalty 2442.132762 = -219010.260780 nChanged 18 SP:Iteration 20F (4967.410000 sec): 3 clusters Score: Raw -221462.073958 + Penalty 2442.132762 = -219019.941196 nChanged 15 SP:Iteration 21Q (4967.420000 sec): 3 clusters Score: Raw -221471.279067 + Penalty 2442.132762 = -219029.146305 nChanged 14 SP:Iteration 22Q (4967.420000 sec): 3 clusters Score: Raw -221480.906997 + Penalty 2442.132762 = -219038.774235 nChanged 14 SP:Iteration 23Q (4967.430000 sec): 3 clusters Score: Raw -221490.989854 + Penalty 2442.132762 = -219048.857092 nChanged 20 SP:Iteration 24Q (4967.430000 sec): 3 clusters Score: Raw -221503.372442 + Penalty 2442.132762 = -219061.239679 nChanged 15 SP:Iteration 25Q (4967.440000 sec): 3 clusters Score: Raw -221513.270510 + Penalty 2442.132762 = -219071.137748 nChanged 15 SP:Iteration 26Q (4967.440000 sec): 3 clusters Score: Raw -221524.042552 + Penalty 2442.132762 = -219081.909790 nChanged 15 SP:Iteration 27Q (4967.450000 sec): 3 clusters Score: Raw -221530.692620 + Penalty 2442.132762 = -219088.559858 nChanged 7 SP:Iteration 28Q (4967.450000 sec): 3 clusters Score: Raw -221534.334275 + Penalty 2442.132762 = -219092.201512 nChanged 11 SP:Iteration 29Q (4967.450000 sec): 3 clusters Score: Raw -221541.726770 + Penalty 2442.132762 = -219099.594008 nChanged 16 SP:Iteration 30Q (4967.460000 sec): 3 clusters Score: Raw -221552.631573 + Penalty 2442.132762 = -219110.498811 nChanged 14 SP:Iteration 31Q (4967.470000 sec): 3 clusters Score: Raw -221565.461720 + Penalty 2442.132762 = -219123.328958 nChanged 11 SP:Iteration 32Q (4967.470000 sec): 3 clusters Score: Raw -221576.549909 + Penalty 2442.132762 = -219134.417147 nChanged 17 SP:Iteration 33Q (4967.470000 sec): 3 clusters Score: Raw -221592.217955 + Penalty 2442.132762 = -219150.085192 nChanged 19 SP:Iteration 34Q (4967.480000 sec): 3 clusters Score: Raw -221626.868665 + Penalty 2442.132762 = -219184.735903 nChanged 20 SP:Iteration 35Q (4967.480000 sec): 3 clusters Score: Raw -221657.899154 + Penalty 2442.132762 = -219215.766391 nChanged 28 SP:Iteration 36Q (4967.490000 sec): 3 clusters Score: Raw -221692.769297 + Penalty 2442.132762 = -219250.636535 nChanged 15 SP:Iteration 37Q (4967.490000 sec): 3 clusters Score: Raw -221704.870789 + Penalty 2442.132762 = -219262.738027 nChanged 11 SP:Iteration 38Q (4967.490000 sec): 3 clusters Score: Raw -221712.806608 + Penalty 2442.132762 = -219270.673845 nChanged 11 SP:Iteration 39Q (4967.500000 sec): 3 clusters Score: Raw -221723.003939 + Penalty 2442.132762 = -219280.871177 nChanged 10 SP:Iteration 40F (4967.500000 sec): 3 clusters Score: Raw -221729.559904 + Penalty 2442.132762 = -219287.427142 nChanged 4 SP:Iteration 41Q (4967.510000 sec): 3 clusters Score: Raw -221731.966450 + Penalty 2442.132762 = -219289.833688 nChanged 4 SP:Iteration 42Q (4967.510000 sec): 3 clusters Score: Raw -221733.220968 + Penalty 2442.132762 = -219291.088205 nChanged 1 SP:Iteration 43Q (4967.520000 sec): 3 clusters Score: Raw -221733.650858 + Penalty 2442.132762 = -219291.518096 nChanged 2 SP:Iteration 44Q (4967.520000 sec): 3 clusters Score: Raw -221734.758269 + Penalty 2442.132762 = -219292.625507 nChanged 2 SP:Iteration 45Q (4967.530000 sec): 3 clusters Score: Raw -221735.698811 + Penalty 2442.132762 = -219293.566048 nChanged 0 SP:Iteration 46F (4967.530000 sec): 3 clusters Score: Raw -221735.698811 + Penalty 2442.132762 = -219293.566048 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 6 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.530000 sec): 2 clusters Score: Raw -138476.803372 + Penalty 1149.956245 = -137326.847127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4967.540000 sec): 3 clusters Score: Raw -138047.349840 + Penalty 2299.912490 = -135747.437350 nChanged 377 SP:Iteration 1F (4967.540000 sec): 3 clusters Score: Raw -138425.317185 + Penalty 2299.912490 = -136125.404695 nChanged 100 SP:Iteration 2F (4967.550000 sec): 3 clusters Score: Raw -138568.973931 + Penalty 2299.912490 = -136269.061441 nChanged 75 SP:Iteration 3F (4967.550000 sec): 3 clusters Score: Raw -138655.924228 + Penalty 2299.912490 = -136356.011738 nChanged 53 SP:Iteration 4Q (4967.550000 sec): 3 clusters Score: Raw -138708.425153 + Penalty 2299.912490 = -136408.512663 nChanged 39 SP:Iteration 5Q (4967.550000 sec): 3 clusters Score: Raw -138757.207977 + Penalty 2299.912490 = -136457.295487 nChanged 40 SP:Iteration 6Q (4967.560000 sec): 3 clusters Score: Raw -138812.885143 + Penalty 2299.912490 = -136512.972653 nChanged 35 SP:Iteration 7Q (4967.560000 sec): 3 clusters Score: Raw -138875.797274 + Penalty 2299.912490 = -136575.884784 nChanged 47 SP:Iteration 8Q (4967.560000 sec): 3 clusters Score: Raw -139024.332291 + Penalty 2299.912490 = -136724.419801 nChanged 50 SP:Iteration 9Q (4967.570000 sec): 3 clusters Score: Raw -139148.171448 + Penalty 2299.912490 = -136848.258958 nChanged 36 SP:Iteration 10Q (4967.570000 sec): 3 clusters Score: Raw -139219.044826 + Penalty 2299.912490 = -136919.132336 nChanged 29 SP:Iteration 11Q (4967.570000 sec): 3 clusters Score: Raw -139267.406921 + Penalty 2299.912490 = -136967.494431 nChanged 17 SP:Iteration 12Q (4967.570000 sec): 3 clusters Score: Raw -139286.837827 + Penalty 2299.912490 = -136986.925337 nChanged 9 SP:Iteration 13Q (4967.580000 sec): 3 clusters Score: Raw -139298.554679 + Penalty 2299.912490 = -136998.642189 nChanged 11 SP:Iteration 14Q (4967.580000 sec): 3 clusters Score: Raw -139311.260888 + Penalty 2299.912490 = -137011.348398 nChanged 4 SP:Iteration 15Q (4967.580000 sec): 3 clusters Score: Raw -139315.324919 + Penalty 2299.912490 = -137015.412429 nChanged 6 SP:Iteration 16Q (4967.590000 sec): 3 clusters Score: Raw -139318.088595 + Penalty 2299.912490 = -137018.176105 nChanged 3 SP:Iteration 17Q (4967.590000 sec): 3 clusters Score: Raw -139320.353107 + Penalty 2299.912490 = -137020.440617 nChanged 2 SP:Iteration 18Q (4967.590000 sec): 3 clusters Score: Raw -139321.309124 + Penalty 2299.912490 = -137021.396634 nChanged 2 SP:Iteration 19Q (4967.590000 sec): 3 clusters Score: Raw -139322.163729 + Penalty 2299.912490 = -137022.251239 nChanged 2 SP:Iteration 20F (4967.590000 sec): 3 clusters Score: Raw -139323.099915 + Penalty 2299.912490 = -137023.187425 nChanged 3 SP:Iteration 21Q (4967.600000 sec): 3 clusters Score: Raw -139326.126521 + Penalty 2299.912490 = -137026.214031 nChanged 4 SP:Iteration 22Q (4967.600000 sec): 3 clusters Score: Raw -139328.731255 + Penalty 2299.912490 = -137028.818765 nChanged 2 SP:Iteration 23Q (4967.600000 sec): 3 clusters Score: Raw -139329.442780 + Penalty 2299.912490 = -137029.530290 nChanged 1 SP:Iteration 24Q (4967.610000 sec): 3 clusters Score: Raw -139330.825287 + Penalty 2299.912490 = -137030.912797 nChanged 1 SP:Iteration 25Q (4967.610000 sec): 3 clusters Score: Raw -139331.928778 + Penalty 2299.912490 = -137032.016288 nChanged 0 SP:Iteration 26F (4967.610000 sec): 3 clusters Score: Raw -139331.928778 + Penalty 2299.912490 = -137032.016288 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 7 (16454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.650000 sec): 2 clusters Score: Raw -1906946.757516 + Penalty 1577.602632 = -1905369.154884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4967.700000 sec): 3 clusters Score: Raw -1897221.520051 + Penalty 3155.205264 = -1894066.314787 nChanged 7285 SP:Iteration 1F (4967.740000 sec): 3 clusters Score: Raw -1901052.355584 + Penalty 3155.205264 = -1897897.150321 nChanged 761 SP:Iteration 2Q (4967.790000 sec): 3 clusters Score: Raw -1901290.703434 + Penalty 3155.205264 = -1898135.498170 nChanged 642 SP:Iteration 3Q (4967.830000 sec): 3 clusters Score: Raw -1901477.600988 + Penalty 3155.205264 = -1898322.395725 nChanged 560 SP:Iteration 4Q (4967.870000 sec): 3 clusters Score: Raw -1901646.225015 + Penalty 3155.205264 = -1898491.019751 nChanged 533 SP:Iteration 5Q (4967.910000 sec): 3 clusters Score: Raw -1901819.625748 + Penalty 3155.205264 = -1898664.420485 nChanged 533 SP:Iteration 6Q (4967.960000 sec): 3 clusters Score: Raw -1902058.121405 + Penalty 3155.205264 = -1898902.916141 nChanged 605 SP:Iteration 7Q (4968.000000 sec): 3 clusters Score: Raw -1902381.022724 + Penalty 3155.205264 = -1899225.817461 nChanged 698 SP:Iteration 8Q (4968.040000 sec): 3 clusters Score: Raw -1902847.580581 + Penalty 3155.205264 = -1899692.375317 nChanged 813 SP:Iteration 9Q (4968.090000 sec): 3 clusters Score: Raw -1903433.826571 + Penalty 3155.205264 = -1900278.621308 nChanged 856 SP:Iteration 10F (4968.130000 sec): 3 clusters Score: Raw -1904061.645453 + Penalty 3155.205264 = -1900906.440190 nChanged 953 SP:Iteration 11F (4968.170000 sec): 3 clusters Score: Raw -1904719.199755 + Penalty 3155.205264 = -1901563.994492 nChanged 833 SP:Iteration 12F (4968.210000 sec): 3 clusters Score: Raw -1905230.309858 + Penalty 3155.205264 = -1902075.104594 nChanged 708 SP:Iteration 13Q (4968.250000 sec): 3 clusters Score: Raw -1905621.858915 + Penalty 3155.205264 = -1902466.653651 nChanged 588 SP:Iteration 14Q (4968.300000 sec): 3 clusters Score: Raw -1905907.504629 + Penalty 3155.205264 = -1902752.299365 nChanged 488 SP:Iteration 15Q (4968.340000 sec): 3 clusters Score: Raw -1906147.726972 + Penalty 3155.205264 = -1902992.521709 nChanged 392 SP:Iteration 16Q (4968.380000 sec): 3 clusters Score: Raw -1906363.205149 + Penalty 3155.205264 = -1903207.999886 nChanged 382 SP:Iteration 17Q (4968.420000 sec): 3 clusters Score: Raw -1906590.261900 + Penalty 3155.205264 = -1903435.056637 nChanged 328 SP:Iteration 18Q (4968.460000 sec): 3 clusters Score: Raw -1906791.094284 + Penalty 3155.205264 = -1903635.889020 nChanged 290 SP:Iteration 19Q (4968.500000 sec): 3 clusters Score: Raw -1906946.437909 + Penalty 3155.205264 = -1903791.232645 nChanged 254 SP:Iteration 20F (4968.540000 sec): 3 clusters Score: Raw -1907060.434612 + Penalty 3155.205264 = -1903905.229349 nChanged 203 SP:Iteration 21Q (4968.580000 sec): 3 clusters Score: Raw -1907132.630532 + Penalty 3155.205264 = -1903977.425268 nChanged 183 SP:Iteration 22Q (4968.620000 sec): 3 clusters Score: Raw -1907192.777165 + Penalty 3155.205264 = -1904037.571901 nChanged 159 SP:Iteration 23Q (4968.660000 sec): 3 clusters Score: Raw -1907241.629310 + Penalty 3155.205264 = -1904086.424047 nChanged 140 SP:Iteration 24Q (4968.700000 sec): 3 clusters Score: Raw -1907273.473186 + Penalty 3155.205264 = -1904118.267922 nChanged 109 SP:Iteration 25Q (4968.740000 sec): 3 clusters Score: Raw -1907298.151013 + Penalty 3155.205264 = -1904142.945750 nChanged 113 SP:Iteration 26Q (4968.780000 sec): 3 clusters Score: Raw -1907321.916955 + Penalty 3155.205264 = -1904166.711692 nChanged 96 SP:Iteration 27Q (4968.820000 sec): 3 clusters Score: Raw -1907339.735466 + Penalty 3155.205264 = -1904184.530203 nChanged 82 SP:Iteration 28Q (4968.860000 sec): 3 clusters Score: Raw -1907354.039691 + Penalty 3155.205264 = -1904198.834427 nChanged 71 SP:Iteration 29Q (4968.910000 sec): 3 clusters Score: Raw -1907366.612793 + Penalty 3155.205264 = -1904211.407530 nChanged 78 SP:Iteration 30Q (4968.950000 sec): 3 clusters Score: Raw -1907380.922431 + Penalty 3155.205264 = -1904225.717168 nChanged 91 SP:Iteration 31Q (4968.990000 sec): 3 clusters Score: Raw -1907398.771799 + Penalty 3155.205264 = -1904243.566536 nChanged 91 SP:Iteration 32Q (4969.020000 sec): 3 clusters Score: Raw -1907416.375065 + Penalty 3155.205264 = -1904261.169801 nChanged 91 SP:Iteration 33Q (4969.060000 sec): 3 clusters Score: Raw -1907432.997806 + Penalty 3155.205264 = -1904277.792543 nChanged 75 SP:Iteration 34Q (4969.100000 sec): 3 clusters Score: Raw -1907444.329077 + Penalty 3155.205264 = -1904289.123814 nChanged 70 SP:Iteration 35Q (4969.140000 sec): 3 clusters Score: Raw -1907455.616263 + Penalty 3155.205264 = -1904300.410999 nChanged 64 SP:Iteration 36Q (4969.180000 sec): 3 clusters Score: Raw -1907466.340319 + Penalty 3155.205264 = -1904311.135055 nChanged 55 SP:Iteration 37Q (4969.220000 sec): 3 clusters Score: Raw -1907474.885841 + Penalty 3155.205264 = -1904319.680577 nChanged 45 SP:Iteration 38Q (4969.260000 sec): 3 clusters Score: Raw -1907480.828437 + Penalty 3155.205264 = -1904325.623173 nChanged 44 SP:Iteration 39Q (4969.290000 sec): 3 clusters Score: Raw -1907486.695093 + Penalty 3155.205264 = -1904331.489830 nChanged 44 SP:Iteration 40F (4969.340000 sec): 3 clusters Score: Raw -1907492.751246 + Penalty 3155.205264 = -1904337.545983 nChanged 48 SP:Iteration 41Q (4969.380000 sec): 3 clusters Score: Raw -1907499.384281 + Penalty 3155.205264 = -1904344.179017 nChanged 46 SP:Iteration 42Q (4969.410000 sec): 3 clusters Score: Raw -1907505.787564 + Penalty 3155.205264 = -1904350.582301 nChanged 42 SP:Iteration 43Q (4969.450000 sec): 3 clusters Score: Raw -1907511.567015 + Penalty 3155.205264 = -1904356.361751 nChanged 41 SP:Iteration 44Q (4969.490000 sec): 3 clusters Score: Raw -1907517.490129 + Penalty 3155.205264 = -1904362.284865 nChanged 38 SP:Iteration 45Q (4969.530000 sec): 3 clusters Score: Raw -1907522.669943 + Penalty 3155.205264 = -1904367.464679 nChanged 25 SP:Iteration 46Q (4969.570000 sec): 3 clusters Score: Raw -1907525.187023 + Penalty 3155.205264 = -1904369.981759 nChanged 20 SP:Iteration 47Q (4969.610000 sec): 3 clusters Score: Raw -1907527.849553 + Penalty 3155.205264 = -1904372.644290 nChanged 21 SP:Iteration 48Q (4969.650000 sec): 3 clusters Score: Raw -1907530.504146 + Penalty 3155.205264 = -1904375.298883 nChanged 23 SP:Iteration 49Q (4969.680000 sec): 3 clusters Score: Raw -1907533.277200 + Penalty 3155.205264 = -1904378.071936 nChanged 20 SP:Iteration 50Q (4969.720000 sec): 3 clusters Score: Raw -1907535.332308 + Penalty 3155.205264 = -1904380.127045 nChanged 20 SP:Iteration 51Q (4969.760000 sec): 3 clusters Score: Raw -1907537.329558 + Penalty 3155.205264 = -1904382.124295 nChanged 18 SP:Iteration 52Q (4969.800000 sec): 3 clusters Score: Raw -1907539.038790 + Penalty 3155.205264 = -1904383.833527 nChanged 22 SP:Iteration 53Q (4969.830000 sec): 3 clusters Score: Raw -1907541.052018 + Penalty 3155.205264 = -1904385.846755 nChanged 22 SP:Iteration 54Q (4969.870000 sec): 3 clusters Score: Raw -1907543.145108 + Penalty 3155.205264 = -1904387.939844 nChanged 20 SP:Iteration 55Q (4969.910000 sec): 3 clusters Score: Raw -1907545.188797 + Penalty 3155.205264 = -1904389.983533 nChanged 25 SP:Iteration 56Q (4969.950000 sec): 3 clusters Score: Raw -1907547.800903 + Penalty 3155.205264 = -1904392.595639 nChanged 14 SP:Iteration 57Q (4969.990000 sec): 3 clusters Score: Raw -1907548.953301 + Penalty 3155.205264 = -1904393.748037 nChanged 10 SP:Iteration 58Q (4970.020000 sec): 3 clusters Score: Raw -1907549.570653 + Penalty 3155.205264 = -1904394.365389 nChanged 7 SP:Iteration 59Q (4970.060000 sec): 3 clusters Score: Raw -1907550.049584 + Penalty 3155.205264 = -1904394.844320 nChanged 7 SP:Iteration 60F (4970.100000 sec): 3 clusters Score: Raw -1907550.586187 + Penalty 3155.205264 = -1904395.380924 nChanged 8 SP:Iteration 61Q (4970.140000 sec): 3 clusters Score: Raw -1907551.544895 + Penalty 3155.205264 = -1904396.339631 nChanged 10 SP:Iteration 62Q (4970.180000 sec): 3 clusters Score: Raw -1907552.461016 + Penalty 3155.205264 = -1904397.255752 nChanged 12 SP:Iteration 63Q (4970.210000 sec): 3 clusters Score: Raw -1907553.776814 + Penalty 3155.205264 = -1904398.571550 nChanged 17 SP:Iteration 64Q (4970.250000 sec): 3 clusters Score: Raw -1907555.733232 + Penalty 3155.205264 = -1904400.527969 nChanged 21 SP:Iteration 65Q (4970.290000 sec): 3 clusters Score: Raw -1907558.091361 + Penalty 3155.205264 = -1904402.886097 nChanged 19 SP:Iteration 66Q (4970.330000 sec): 3 clusters Score: Raw -1907560.367822 + Penalty 3155.205264 = -1904405.162558 nChanged 25 SP:Iteration 67Q (4970.370000 sec): 3 clusters Score: Raw -1907563.553172 + Penalty 3155.205264 = -1904408.347908 nChanged 24 SP:Iteration 68Q (4970.400000 sec): 3 clusters Score: Raw -1907566.893186 + Penalty 3155.205264 = -1904411.687922 nChanged 20 SP:Iteration 69Q (4970.440000 sec): 3 clusters Score: Raw -1907569.817869 + Penalty 3155.205264 = -1904414.612605 nChanged 25 SP:Iteration 70Q (4970.470000 sec): 3 clusters Score: Raw -1907574.051133 + Penalty 3155.205264 = -1904418.845869 nChanged 31 SP:Iteration 71Q (4970.510000 sec): 3 clusters Score: Raw -1907578.667378 + Penalty 3155.205264 = -1904423.462115 nChanged 19 SP:Iteration 72Q (4970.550000 sec): 3 clusters Score: Raw -1907581.039989 + Penalty 3155.205264 = -1904425.834726 nChanged 16 SP:Iteration 73Q (4970.590000 sec): 3 clusters Score: Raw -1907582.429923 + Penalty 3155.205264 = -1904427.224659 nChanged 13 SP:Iteration 74Q (4970.630000 sec): 3 clusters Score: Raw -1907584.046755 + Penalty 3155.205264 = -1904428.841491 nChanged 11 SP:Iteration 75Q (4970.660000 sec): 3 clusters Score: Raw -1907585.256600 + Penalty 3155.205264 = -1904430.051336 nChanged 12 SP:Iteration 76Q (4970.700000 sec): 3 clusters Score: Raw -1907586.488345 + Penalty 3155.205264 = -1904431.283081 nChanged 11 SP:Iteration 77Q (4970.740000 sec): 3 clusters Score: Raw -1907587.495836 + Penalty 3155.205264 = -1904432.290572 nChanged 9 SP:Iteration 78Q (4970.780000 sec): 3 clusters Score: Raw -1907588.306095 + Penalty 3155.205264 = -1904433.100831 nChanged 5 SP:Iteration 79Q (4970.810000 sec): 3 clusters Score: Raw -1907588.560005 + Penalty 3155.205264 = -1904433.354741 nChanged 4 SP:Iteration 80F (4970.860000 sec): 3 clusters Score: Raw -1907588.895375 + Penalty 3155.205264 = -1904433.690112 nChanged 6 SP:Iteration 81Q (4970.900000 sec): 3 clusters Score: Raw -1907589.310127 + Penalty 3155.205264 = -1904434.104864 nChanged 5 SP:Iteration 82Q (4970.930000 sec): 3 clusters Score: Raw -1907589.788457 + Penalty 3155.205264 = -1904434.583193 nChanged 5 SP:Iteration 83Q (4970.970000 sec): 3 clusters Score: Raw -1907590.330495 + Penalty 3155.205264 = -1904435.125231 nChanged 8 SP:Iteration 84Q (4971.010000 sec): 3 clusters Score: Raw -1907591.160035 + Penalty 3155.205264 = -1904435.954772 nChanged 8 SP:Iteration 85Q (4971.050000 sec): 3 clusters Score: Raw -1907591.760303 + Penalty 3155.205264 = -1904436.555039 nChanged 7 SP:Iteration 86Q (4971.090000 sec): 3 clusters Score: Raw -1907592.209074 + Penalty 3155.205264 = -1904437.003811 nChanged 7 SP:Iteration 87Q (4971.130000 sec): 3 clusters Score: Raw -1907592.638626 + Penalty 3155.205264 = -1904437.433363 nChanged 4 SP:Iteration 88Q (4971.160000 sec): 3 clusters Score: Raw -1907592.898410 + Penalty 3155.205264 = -1904437.693146 nChanged 6 SP:Iteration 89Q (4971.200000 sec): 3 clusters Score: Raw -1907593.307073 + Penalty 3155.205264 = -1904438.101810 nChanged 3 SP:Iteration 90Q (4971.240000 sec): 3 clusters Score: Raw -1907593.471435 + Penalty 3155.205264 = -1904438.266171 nChanged 1 SP:Iteration 91Q (4971.270000 sec): 3 clusters Score: Raw -1907593.488190 + Penalty 3155.205264 = -1904438.282926 nChanged 0 SP:Iteration 92F (4971.320000 sec): 3 clusters Score: Raw -1907593.488190 + Penalty 3155.205264 = -1904438.282926 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 8 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4971.330000 sec): 2 clusters Score: Raw -122196.240136 + Penalty 1138.293323 = -121057.946813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4971.330000 sec): 3 clusters Score: Raw -121817.004622 + Penalty 2276.586647 = -119540.417975 nChanged 340 SP:Iteration 1F (4971.330000 sec): 3 clusters Score: Raw -122106.351722 + Penalty 2276.586647 = -119829.765075 nChanged 90 SP:Iteration 2F (4971.340000 sec): 3 clusters Score: Raw -122196.714693 + Penalty 2276.586647 = -119920.128046 nChanged 44 SP:Iteration 3Q (4971.340000 sec): 3 clusters Score: Raw -122244.461635 + Penalty 2276.586647 = -119967.874989 nChanged 29 SP:Iteration 4Q (4971.340000 sec): 3 clusters Score: Raw -122279.023133 + Penalty 2276.586647 = -120002.436486 nChanged 28 SP:Iteration 5Q (4971.350000 sec): 3 clusters Score: Raw -122307.146047 + Penalty 2276.586647 = -120030.559400 nChanged 29 SP:Iteration 6Q (4971.350000 sec): 3 clusters Score: Raw -122335.700661 + Penalty 2276.586647 = -120059.114015 nChanged 27 SP:Iteration 7Q (4971.350000 sec): 3 clusters Score: Raw -122358.608880 + Penalty 2276.586647 = -120082.022234 nChanged 18 SP:Iteration 8Q (4971.350000 sec): 3 clusters Score: Raw -122375.890308 + Penalty 2276.586647 = -120099.303661 nChanged 11 SP:Iteration 9Q (4971.360000 sec): 3 clusters Score: Raw -122390.959293 + Penalty 2276.586647 = -120114.372647 nChanged 17 SP:Iteration 10Q (4971.360000 sec): 3 clusters Score: Raw -122408.740146 + Penalty 2276.586647 = -120132.153500 nChanged 21 SP:Iteration 11Q (4971.360000 sec): 3 clusters Score: Raw -122434.415759 + Penalty 2276.586647 = -120157.829112 nChanged 16 SP:Iteration 12Q (4971.370000 sec): 3 clusters Score: Raw -122450.436860 + Penalty 2276.586647 = -120173.850213 nChanged 22 SP:Iteration 13Q (4971.370000 sec): 3 clusters Score: Raw -122476.170069 + Penalty 2276.586647 = -120199.583422 nChanged 29 SP:Iteration 14Q (4971.370000 sec): 3 clusters Score: Raw -122512.081855 + Penalty 2276.586647 = -120235.495208 nChanged 30 SP:Iteration 15Q (4971.370000 sec): 3 clusters Score: Raw -122570.105750 + Penalty 2276.586647 = -120293.519103 nChanged 29 SP:Iteration 16Q (4971.380000 sec): 3 clusters Score: Raw -122620.927243 + Penalty 2276.586647 = -120344.340596 nChanged 25 SP:Iteration 17Q (4971.380000 sec): 3 clusters Score: Raw -122660.102308 + Penalty 2276.586647 = -120383.515661 nChanged 23 SP:Iteration 18Q (4971.380000 sec): 3 clusters Score: Raw -122684.726157 + Penalty 2276.586647 = -120408.139510 nChanged 16 SP:Iteration 19Q (4971.390000 sec): 3 clusters Score: Raw -122699.668744 + Penalty 2276.586647 = -120423.082098 nChanged 11 SP:Iteration 20F (4971.390000 sec): 3 clusters Score: Raw -122710.864239 + Penalty 2276.586647 = -120434.277592 nChanged 13 SP:Iteration 21Q (4971.390000 sec): 3 clusters Score: Raw -122731.278869 + Penalty 2276.586647 = -120454.692222 nChanged 14 SP:Iteration 22Q (4971.390000 sec): 3 clusters Score: Raw -122760.817005 + Penalty 2276.586647 = -120484.230358 nChanged 22 SP:Iteration 23Q (4971.390000 sec): 3 clusters Score: Raw -122803.924255 + Penalty 2276.586647 = -120527.337608 nChanged 15 SP:Iteration 24Q (4971.400000 sec): 3 clusters Score: Raw -122835.059175 + Penalty 2276.586647 = -120558.472529 nChanged 20 SP:Iteration 25Q (4971.400000 sec): 3 clusters Score: Raw -122866.923743 + Penalty 2276.586647 = -120590.337096 nChanged 18 SP:Iteration 26Q (4971.400000 sec): 3 clusters Score: Raw -122894.943873 + Penalty 2276.586647 = -120618.357226 nChanged 17 SP:Iteration 27Q (4971.410000 sec): 3 clusters Score: Raw -122927.169961 + Penalty 2276.586647 = -120650.583314 nChanged 12 SP:Iteration 28Q (4971.410000 sec): 3 clusters Score: Raw -122953.432161 + Penalty 2276.586647 = -120676.845514 nChanged 18 SP:Iteration 29Q (4971.410000 sec): 3 clusters Score: Raw -122981.251596 + Penalty 2276.586647 = -120704.664950 nChanged 8 SP:Iteration 30Q (4971.410000 sec): 3 clusters Score: Raw -122990.759862 + Penalty 2276.586647 = -120714.173216 nChanged 8 SP:Iteration 31Q (4971.410000 sec): 3 clusters Score: Raw -123000.428308 + Penalty 2276.586647 = -120723.841662 nChanged 5 SP:Iteration 32Q (4971.420000 sec): 3 clusters Score: Raw -123003.994595 + Penalty 2276.586647 = -120727.407949 nChanged 4 SP:Iteration 33Q (4971.420000 sec): 3 clusters Score: Raw -123009.739325 + Penalty 2276.586647 = -120733.152678 nChanged 5 SP:Iteration 34Q (4971.420000 sec): 3 clusters Score: Raw -123013.960347 + Penalty 2276.586647 = -120737.373700 nChanged 5 SP:Iteration 35Q (4971.430000 sec): 3 clusters Score: Raw -123017.800917 + Penalty 2276.586647 = -120741.214271 nChanged 2 SP:Iteration 36Q (4971.430000 sec): 3 clusters Score: Raw -123019.225393 + Penalty 2276.586647 = -120742.638747 nChanged 1 SP:Iteration 37Q (4971.430000 sec): 3 clusters Score: Raw -123020.914090 + Penalty 2276.586647 = -120744.327443 nChanged 1 SP:Iteration 38Q (4971.430000 sec): 3 clusters Score: Raw -123021.619832 + Penalty 2276.586647 = -120745.033185 nChanged 0 SP:Iteration 39F (4971.430000 sec): 3 clusters Score: Raw -123021.619832 + Penalty 2276.586647 = -120745.033185 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 9 (142807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4971.800000 sec): 2 clusters Score: Raw -17464943.818873 + Penalty 1928.753019 = -17463015.065854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4972.190000 sec): 3 clusters Score: Raw -17371198.127283 + Penalty 3857.506038 = -17367340.621246 nChanged 68923 SP:Iteration 1F (4972.580000 sec): 3 clusters Score: Raw -17413401.521121 + Penalty 3857.506038 = -17409544.015083 nChanged 6526 SP:Iteration 2Q (4972.990000 sec): 3 clusters Score: Raw -17416261.007400 + Penalty 3857.506038 = -17412403.501362 nChanged 8212 SP:Iteration 3F (4973.380000 sec): 3 clusters Score: Raw -17421060.891676 + Penalty 3857.506038 = -17417203.385639 nChanged 9864 SP:Iteration 4F (4973.780000 sec): 3 clusters Score: Raw -17428306.102753 + Penalty 3857.506038 = -17424448.596716 nChanged 10628 SP:Iteration 5F (4974.170000 sec): 3 clusters Score: Raw -17437074.335466 + Penalty 3857.506038 = -17433216.829428 nChanged 9600 SP:Iteration 6F (4974.560000 sec): 3 clusters Score: Raw -17445282.516657 + Penalty 3857.506038 = -17441425.010619 nChanged 7243 SP:Iteration 7F (4974.950000 sec): 3 clusters Score: Raw -17451257.464546 + Penalty 3857.506038 = -17447399.958508 nChanged 5207 SP:Iteration 8Q (4975.320000 sec): 3 clusters Score: Raw -17455290.163819 + Penalty 3857.506038 = -17451432.657781 nChanged 3620 SP:Iteration 9Q (4975.680000 sec): 3 clusters Score: Raw -17457990.502357 + Penalty 3857.506038 = -17454132.996320 nChanged 2652 SP:Iteration 10Q (4976.010000 sec): 3 clusters Score: Raw -17459921.483618 + Penalty 3857.506038 = -17456063.977580 nChanged 1992 SP:Iteration 11Q (4976.330000 sec): 3 clusters Score: Raw -17461371.516413 + Penalty 3857.506038 = -17457514.010376 nChanged 1602 SP:Iteration 12Q (4976.650000 sec): 3 clusters Score: Raw -17462503.649936 + Penalty 3857.506038 = -17458646.143899 nChanged 1299 SP:Iteration 13Q (4976.950000 sec): 3 clusters Score: Raw -17463344.414221 + Penalty 3857.506038 = -17459486.908183 nChanged 986 SP:Iteration 14Q (4977.260000 sec): 3 clusters Score: Raw -17463915.251597 + Penalty 3857.506038 = -17460057.745559 nChanged 805 SP:Iteration 15Q (4977.570000 sec): 3 clusters Score: Raw -17464319.401567 + Penalty 3857.506038 = -17460461.895529 nChanged 641 SP:Iteration 16Q (4977.860000 sec): 3 clusters Score: Raw -17464576.636656 + Penalty 3857.506038 = -17460719.130618 nChanged 484 SP:Iteration 17Q (4978.160000 sec): 3 clusters Score: Raw -17464741.930264 + Penalty 3857.506038 = -17460884.424226 nChanged 430 SP:Iteration 18Q (4978.460000 sec): 3 clusters Score: Raw -17464869.209002 + Penalty 3857.506038 = -17461011.702964 nChanged 377 SP:Iteration 19Q (4978.760000 sec): 3 clusters Score: Raw -17464968.015331 + Penalty 3857.506038 = -17461110.509294 nChanged 303 SP:Iteration 20F (4979.150000 sec): 3 clusters Score: Raw -17465035.752462 + Penalty 3857.506038 = -17461178.246424 nChanged 256 SP:Iteration 21Q (4979.450000 sec): 3 clusters Score: Raw -17465094.940865 + Penalty 3857.506038 = -17461237.434827 nChanged 254 SP:Iteration 22Q (4979.750000 sec): 3 clusters Score: Raw -17465153.278916 + Penalty 3857.506038 = -17461295.772878 nChanged 231 SP:Iteration 23Q (4980.040000 sec): 3 clusters Score: Raw -17465202.076201 + Penalty 3857.506038 = -17461344.570163 nChanged 185 SP:Iteration 24Q (4980.330000 sec): 3 clusters Score: Raw -17465235.930910 + Penalty 3857.506038 = -17461378.424872 nChanged 144 SP:Iteration 25Q (4980.610000 sec): 3 clusters Score: Raw -17465257.866440 + Penalty 3857.506038 = -17461400.360402 nChanged 122 SP:Iteration 26Q (4980.900000 sec): 3 clusters Score: Raw -17465275.421288 + Penalty 3857.506038 = -17461417.915250 nChanged 125 SP:Iteration 27Q (4981.190000 sec): 3 clusters Score: Raw -17465294.206447 + Penalty 3857.506038 = -17461436.700410 nChanged 116 SP:Iteration 28Q (4981.480000 sec): 3 clusters Score: Raw -17465311.300605 + Penalty 3857.506038 = -17461453.794567 nChanged 105 SP:Iteration 29Q (4981.760000 sec): 3 clusters Score: Raw -17465326.947521 + Penalty 3857.506038 = -17461469.441483 nChanged 93 SP:Iteration 30Q (4982.050000 sec): 3 clusters Score: Raw -17465339.798890 + Penalty 3857.506038 = -17461482.292852 nChanged 75 SP:Iteration 31Q (4982.330000 sec): 3 clusters Score: Raw -17465348.873793 + Penalty 3857.506038 = -17461491.367755 nChanged 60 SP:Iteration 32Q (4982.620000 sec): 3 clusters Score: Raw -17465356.105131 + Penalty 3857.506038 = -17461498.599093 nChanged 59 SP:Iteration 33Q (4982.910000 sec): 3 clusters Score: Raw -17465363.980464 + Penalty 3857.506038 = -17461506.474427 nChanged 64 SP:Iteration 34Q (4983.190000 sec): 3 clusters Score: Raw -17465372.204240 + Penalty 3857.506038 = -17461514.698203 nChanged 64 SP:Iteration 35Q (4983.480000 sec): 3 clusters Score: Raw -17465379.906420 + Penalty 3857.506038 = -17461522.400382 nChanged 56 SP:Iteration 36Q (4983.760000 sec): 3 clusters Score: Raw -17465387.087809 + Penalty 3857.506038 = -17461529.581771 nChanged 58 SP:Iteration 37Q (4984.040000 sec): 3 clusters Score: Raw -17465394.138971 + Penalty 3857.506038 = -17461536.632933 nChanged 48 SP:Iteration 38Q (4984.330000 sec): 3 clusters Score: Raw -17465401.083518 + Penalty 3857.506038 = -17461543.577480 nChanged 51 SP:Iteration 39Q (4984.610000 sec): 3 clusters Score: Raw -17465409.653430 + Penalty 3857.506038 = -17461552.147392 nChanged 51 SP:Iteration 40F (4985.000000 sec): 3 clusters Score: Raw -17465417.421351 + Penalty 3857.506038 = -17461559.915313 nChanged 51 SP:Iteration 41Q (4985.270000 sec): 3 clusters Score: Raw -17465423.981256 + Penalty 3857.506038 = -17461566.475218 nChanged 35 SP:Iteration 42Q (4985.590000 sec): 3 clusters Score: Raw -17465427.825490 + Penalty 3857.506038 = -17461570.319453 nChanged 26 SP:Iteration 43Q (4985.900000 sec): 3 clusters Score: Raw -17465430.329215 + Penalty 3857.506038 = -17461572.823177 nChanged 17 SP:Iteration 44Q (4986.220000 sec): 3 clusters Score: Raw -17465431.777133 + Penalty 3857.506038 = -17461574.271095 nChanged 10 SP:Iteration 45Q (4986.520000 sec): 3 clusters Score: Raw -17465432.519395 + Penalty 3857.506038 = -17461575.013357 nChanged 4 SP:Iteration 46Q (4986.820000 sec): 3 clusters Score: Raw -17465432.844962 + Penalty 3857.506038 = -17461575.338924 nChanged 3 SP:Iteration 47Q (4987.120000 sec): 3 clusters Score: Raw -17465433.049771 + Penalty 3857.506038 = -17461575.543733 nChanged 2 SP:Iteration 48Q (4987.430000 sec): 3 clusters Score: Raw -17465433.142814 + Penalty 3857.506038 = -17461575.636776 nChanged 3 SP:Iteration 49Q (4987.730000 sec): 3 clusters Score: Raw -17465433.274759 + Penalty 3857.506038 = -17461575.768721 nChanged 4 SP:Iteration 50Q (4988.030000 sec): 3 clusters Score: Raw -17465433.565880 + Penalty 3857.506038 = -17461576.059842 nChanged 2 SP:Iteration 51Q (4988.350000 sec): 3 clusters Score: Raw -17465433.704950 + Penalty 3857.506038 = -17461576.198912 nChanged 1 SP:Iteration 52Q (4988.650000 sec): 3 clusters Score: Raw -17465433.817859 + Penalty 3857.506038 = -17461576.311821 nChanged 0 SP:Iteration 53F (4989.050000 sec): 3 clusters Score: Raw -17465433.817859 + Penalty 3857.506038 = -17461576.311821 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 10 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.130000 sec): 2 clusters Score: Raw -334919.035330 + Penalty 1289.183738 = -333629.851592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.130000 sec): 3 clusters Score: Raw -333608.420659 + Penalty 2578.367476 = -331030.053183 nChanged 1071 SP:Iteration 1F (4989.140000 sec): 3 clusters Score: Raw -334174.941718 + Penalty 2578.367476 = -331596.574242 nChanged 186 SP:Iteration 2F (4989.150000 sec): 3 clusters Score: Raw -334265.533741 + Penalty 2578.367476 = -331687.166265 nChanged 124 SP:Iteration 3Q (4989.160000 sec): 3 clusters Score: Raw -334325.521433 + Penalty 2578.367476 = -331747.153957 nChanged 93 SP:Iteration 4Q (4989.160000 sec): 3 clusters Score: Raw -334375.579775 + Penalty 2578.367476 = -331797.212299 nChanged 74 SP:Iteration 5Q (4989.170000 sec): 3 clusters Score: Raw -334415.649242 + Penalty 2578.367476 = -331837.281766 nChanged 59 SP:Iteration 6Q (4989.180000 sec): 3 clusters Score: Raw -334439.640501 + Penalty 2578.367476 = -331861.273025 nChanged 39 SP:Iteration 7Q (4989.180000 sec): 3 clusters Score: Raw -334454.296491 + Penalty 2578.367476 = -331875.929015 nChanged 38 SP:Iteration 8Q (4989.190000 sec): 3 clusters Score: Raw -334470.546558 + Penalty 2578.367476 = -331892.179082 nChanged 29 SP:Iteration 9Q (4989.200000 sec): 3 clusters Score: Raw -334481.638438 + Penalty 2578.367476 = -331903.270962 nChanged 23 SP:Iteration 10Q (4989.200000 sec): 3 clusters Score: Raw -334492.905903 + Penalty 2578.367476 = -331914.538427 nChanged 30 SP:Iteration 11Q (4989.210000 sec): 3 clusters Score: Raw -334505.750503 + Penalty 2578.367476 = -331927.383027 nChanged 25 SP:Iteration 12Q (4989.220000 sec): 3 clusters Score: Raw -334515.126600 + Penalty 2578.367476 = -331936.759124 nChanged 25 SP:Iteration 13Q (4989.230000 sec): 3 clusters Score: Raw -334527.950668 + Penalty 2578.367476 = -331949.583192 nChanged 28 SP:Iteration 14Q (4989.240000 sec): 3 clusters Score: Raw -334540.015417 + Penalty 2578.367476 = -331961.647941 nChanged 26 SP:Iteration 15Q (4989.240000 sec): 3 clusters Score: Raw -334550.419876 + Penalty 2578.367476 = -331972.052400 nChanged 16 SP:Iteration 16Q (4989.250000 sec): 3 clusters Score: Raw -334555.717341 + Penalty 2578.367476 = -331977.349865 nChanged 10 SP:Iteration 17Q (4989.260000 sec): 3 clusters Score: Raw -334558.114510 + Penalty 2578.367476 = -331979.747034 nChanged 7 SP:Iteration 18Q (4989.260000 sec): 3 clusters Score: Raw -334560.625779 + Penalty 2578.367476 = -331982.258303 nChanged 5 SP:Iteration 19Q (4989.270000 sec): 3 clusters Score: Raw -334562.084508 + Penalty 2578.367476 = -331983.717032 nChanged 4 SP:Iteration 20F (4989.280000 sec): 3 clusters Score: Raw -334563.466212 + Penalty 2578.367476 = -331985.098736 nChanged 4 SP:Iteration 21Q (4989.280000 sec): 3 clusters Score: Raw -334564.180575 + Penalty 2578.367476 = -331985.813099 nChanged 2 SP:Iteration 22Q (4989.290000 sec): 3 clusters Score: Raw -334564.599452 + Penalty 2578.367476 = -331986.231976 nChanged 1 SP:Iteration 23Q (4989.300000 sec): 3 clusters Score: Raw -334564.933716 + Penalty 2578.367476 = -331986.566240 nChanged 3 SP:Iteration 24Q (4989.310000 sec): 3 clusters Score: Raw -334566.469850 + Penalty 2578.367476 = -331988.102374 nChanged 4 SP:Iteration 25Q (4989.320000 sec): 3 clusters Score: Raw -334567.789763 + Penalty 2578.367476 = -331989.422287 nChanged 4 SP:Iteration 26Q (4989.320000 sec): 3 clusters Score: Raw -334569.841538 + Penalty 2578.367476 = -331991.474062 nChanged 7 SP:Iteration 27Q (4989.330000 sec): 3 clusters Score: Raw -334572.390228 + Penalty 2578.367476 = -331994.022752 nChanged 10 SP:Iteration 28Q (4989.340000 sec): 3 clusters Score: Raw -334576.257324 + Penalty 2578.367476 = -331997.889848 nChanged 10 SP:Iteration 29Q (4989.340000 sec): 3 clusters Score: Raw -334579.557975 + Penalty 2578.367476 = -332001.190499 nChanged 14 SP:Iteration 30Q (4989.350000 sec): 3 clusters Score: Raw -334585.856967 + Penalty 2578.367476 = -332007.489491 nChanged 18 SP:Iteration 31Q (4989.360000 sec): 3 clusters Score: Raw -334591.652335 + Penalty 2578.367476 = -332013.284859 nChanged 17 SP:Iteration 32Q (4989.360000 sec): 3 clusters Score: Raw -334595.690770 + Penalty 2578.367476 = -332017.323294 nChanged 10 SP:Iteration 33Q (4989.370000 sec): 3 clusters Score: Raw -334598.126553 + Penalty 2578.367476 = -332019.759077 nChanged 9 SP:Iteration 34Q (4989.380000 sec): 3 clusters Score: Raw -334601.620857 + Penalty 2578.367476 = -332023.253381 nChanged 12 SP:Iteration 35Q (4989.390000 sec): 3 clusters Score: Raw -334605.576225 + Penalty 2578.367476 = -332027.208749 nChanged 6 SP:Iteration 36Q (4989.390000 sec): 3 clusters Score: Raw -334607.390833 + Penalty 2578.367476 = -332029.023357 nChanged 5 SP:Iteration 37Q (4989.400000 sec): 3 clusters Score: Raw -334608.646629 + Penalty 2578.367476 = -332030.279153 nChanged 7 SP:Iteration 38Q (4989.410000 sec): 3 clusters Score: Raw -334610.407415 + Penalty 2578.367476 = -332032.039939 nChanged 3 SP:Iteration 39Q (4989.420000 sec): 3 clusters Score: Raw -334611.058572 + Penalty 2578.367476 = -332032.691096 nChanged 0 SP:Iteration 40F (4989.420000 sec): 3 clusters Score: Raw -334611.058572 + Penalty 2578.367476 = -332032.691096 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 11 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.430000 sec): 2 clusters Score: Raw -20508.989086 + Penalty 845.651087 = -19663.338000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.430000 sec): 3 clusters Score: Raw -20619.522443 + Penalty 1691.302173 = -18928.220270 nChanged 16 SP:Iteration 1F (4989.430000 sec): 3 clusters Score: Raw -20659.634139 + Penalty 1691.302173 = -18968.331966 nChanged 1 SP:Iteration 2Q (4989.430000 sec): 3 clusters Score: Raw -20665.472782 + Penalty 1691.302173 = -18974.170609 nChanged 0 SP:Iteration 3F (4989.430000 sec): 3 clusters Score: Raw -20665.472782 + Penalty 1691.302173 = -18974.170609 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 12 (802622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4991.660000 sec): 2 clusters Score: Raw -95513217.636986 + Penalty 2209.291361 = -95511008.345625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4994.000000 sec): 3 clusters Score: Raw -94969929.984719 + Penalty 4418.582723 = -94965511.401996 nChanged 394890 SP:Iteration 1F (4996.300000 sec): 3 clusters Score: Raw -95222833.887416 + Penalty 4418.582723 = -95218415.304693 nChanged 42340 SP:Iteration 2F (4998.590000 sec): 3 clusters Score: Raw -95242880.465156 + Penalty 4418.582723 = -95238461.882433 nChanged 59605 SP:Iteration 3F (5000.830000 sec): 3 clusters Score: Raw -95282893.069574 + Penalty 4418.582723 = -95278474.486851 nChanged 76332 SP:Iteration 4F (5003.160000 sec): 3 clusters Score: Raw -95350675.506564 + Penalty 4418.582723 = -95346256.923841 nChanged 77586 SP:Iteration 5F (5005.470000 sec): 3 clusters Score: Raw -95431626.791854 + Penalty 4418.582723 = -95427208.209131 nChanged 52304 SP:Iteration 6F (5007.710000 sec): 3 clusters Score: Raw -95487476.418120 + Penalty 4418.582723 = -95483057.835397 nChanged 20432 SP:Iteration 7Q (5009.950000 sec): 3 clusters Score: Raw -95507979.874828 + Penalty 4418.582723 = -95503561.292105 nChanged 4763 SP:Iteration 8Q (5011.900000 sec): 3 clusters Score: Raw -95512378.577036 + Penalty 4418.582723 = -95507959.994313 nChanged 853 SP:Iteration 9Q (5013.590000 sec): 3 clusters Score: Raw -95513183.288776 + Penalty 4418.582723 = -95508764.706053 nChanged 173 SP:Iteration 10Q (5015.280000 sec): 3 clusters Score: Raw -95513408.137396 + Penalty 4418.582723 = -95508989.554673 nChanged 54 SP:Iteration 11Q (5016.890000 sec): 3 clusters Score: Raw -95513473.206954 + Penalty 4418.582723 = -95509054.624232 nChanged 22 SP:Iteration 12Q (5018.530000 sec): 3 clusters Score: Raw -95513502.960103 + Penalty 4418.582723 = -95509084.377380 nChanged 6 SP:Iteration 13Q (5020.150000 sec): 3 clusters Score: Raw -95513512.901096 + Penalty 4418.582723 = -95509094.318373 nChanged 5 SP:Iteration 14Q (5021.760000 sec): 3 clusters Score: Raw -95513522.273064 + Penalty 4418.582723 = -95509103.690341 nChanged 4 SP:Iteration 15Q (5023.390000 sec): 3 clusters Score: Raw -95513526.300102 + Penalty 4418.582723 = -95509107.717379 nChanged 3 SP:Iteration 16Q (5024.990000 sec): 3 clusters Score: Raw -95513528.822483 + Penalty 4418.582723 = -95509110.239761 nChanged 2 SP:Iteration 17Q (5026.600000 sec): 3 clusters Score: Raw -95513530.289251 + Penalty 4418.582723 = -95509111.706528 nChanged 1 SP:Iteration 18Q (5028.230000 sec): 3 clusters Score: Raw -95513531.502733 + Penalty 4418.582723 = -95509112.920010 nChanged 0 SP:Iteration 19F (5030.410000 sec): 3 clusters Score: Raw -95513531.502733 + Penalty 4418.582723 = -95509112.920010 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 13 (111987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.010000 sec): 2 clusters Score: Raw -13124126.781988 + Penalty 1889.247437 = -13122237.534552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.320000 sec): 3 clusters Score: Raw -13051180.769576 + Penalty 3778.494873 = -13047402.274703 nChanged 53670 SP:Iteration 1F (5031.630000 sec): 3 clusters Score: Raw -13081946.246168 + Penalty 3778.494873 = -13078167.751294 nChanged 3039 SP:Iteration 2Q (5031.960000 sec): 3 clusters Score: Raw -13082636.363683 + Penalty 3778.494873 = -13078857.868809 nChanged 3462 SP:Iteration 3Q (5032.290000 sec): 3 clusters Score: Raw -13083648.156561 + Penalty 3778.494873 = -13079869.661688 nChanged 4460 SP:Iteration 4Q (5032.620000 sec): 3 clusters Score: Raw -13085416.015342 + Penalty 3778.494873 = -13081637.520469 nChanged 6078 SP:Iteration 5F (5032.930000 sec): 3 clusters Score: Raw -13088713.322284 + Penalty 3778.494873 = -13084934.827410 nChanged 8463 SP:Iteration 6F (5033.250000 sec): 3 clusters Score: Raw -13094851.885653 + Penalty 3778.494873 = -13091073.390780 nChanged 10335 SP:Iteration 7F (5033.560000 sec): 3 clusters Score: Raw -13104150.943436 + Penalty 3778.494873 = -13100372.448563 nChanged 9910 SP:Iteration 8F (5033.880000 sec): 3 clusters Score: Raw -13114172.843642 + Penalty 3778.494873 = -13110394.348769 nChanged 6463 SP:Iteration 9F (5034.190000 sec): 3 clusters Score: Raw -13120766.385653 + Penalty 3778.494873 = -13116987.890780 nChanged 2655 SP:Iteration 10Q (5034.470000 sec): 3 clusters Score: Raw -13123368.479785 + Penalty 3778.494873 = -13119589.984912 nChanged 680 SP:Iteration 11Q (5034.720000 sec): 3 clusters Score: Raw -13124034.327587 + Penalty 3778.494873 = -13120255.832713 nChanged 134 SP:Iteration 12Q (5034.950000 sec): 3 clusters Score: Raw -13124202.972069 + Penalty 3778.494873 = -13120424.477196 nChanged 36 SP:Iteration 13Q (5035.180000 sec): 3 clusters Score: Raw -13124251.873471 + Penalty 3778.494873 = -13120473.378598 nChanged 15 SP:Iteration 14Q (5035.400000 sec): 3 clusters Score: Raw -13124281.656755 + Penalty 3778.494873 = -13120503.161881 nChanged 3 SP:Iteration 15Q (5035.630000 sec): 3 clusters Score: Raw -13124286.525849 + Penalty 3778.494873 = -13120508.030976 nChanged 2 SP:Iteration 16Q (5035.850000 sec): 3 clusters Score: Raw -13124288.686438 + Penalty 3778.494873 = -13120510.191564 nChanged 1 SP:Iteration 17Q (5036.080000 sec): 3 clusters Score: Raw -13124291.759320 + Penalty 3778.494873 = -13120513.264447 nChanged 3 SP:Iteration 18Q (5036.300000 sec): 3 clusters Score: Raw -13124297.495171 + Penalty 3778.494873 = -13120519.000298 nChanged 3 SP:Iteration 19Q (5036.530000 sec): 3 clusters Score: Raw -13124309.332110 + Penalty 3778.494873 = -13120530.837237 nChanged 4 SP:Iteration 20F (5036.840000 sec): 3 clusters Score: Raw -13124317.211372 + Penalty 3778.494873 = -13120538.716499 nChanged 3 SP:Iteration 21Q (5037.060000 sec): 3 clusters Score: Raw -13124324.692581 + Penalty 3778.494873 = -13120546.197708 nChanged 3 SP:Iteration 22Q (5037.280000 sec): 3 clusters Score: Raw -13124332.104635 + Penalty 3778.494873 = -13120553.609761 nChanged 2 SP:Iteration 23Q (5037.490000 sec): 3 clusters Score: Raw -13124339.451843 + Penalty 3778.494873 = -13120560.956969 nChanged 1 SP:Iteration 24Q (5037.720000 sec): 3 clusters Score: Raw -13124342.096570 + Penalty 3778.494873 = -13120563.601697 nChanged 0 SP:Iteration 25F (5038.020000 sec): 3 clusters Score: Raw -13124342.096570 + Penalty 3778.494873 = -13120563.601697 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 14 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.080000 sec): 2 clusters Score: Raw -94063.240156 + Penalty 1091.839638 = -92971.400518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.080000 sec): 3 clusters Score: Raw -93830.271740 + Penalty 2183.679275 = -91646.592465 nChanged 220 SP:Iteration 1F (5038.080000 sec): 3 clusters Score: Raw -94073.724125 + Penalty 2183.679275 = -91890.044850 nChanged 59 SP:Iteration 2F (5038.080000 sec): 3 clusters Score: Raw -94164.765562 + Penalty 2183.679275 = -91981.086287 nChanged 34 SP:Iteration 3Q (5038.080000 sec): 3 clusters Score: Raw -94223.025681 + Penalty 2183.679275 = -92039.346406 nChanged 25 SP:Iteration 4Q (5038.090000 sec): 3 clusters Score: Raw -94257.590150 + Penalty 2183.679275 = -92073.910875 nChanged 28 SP:Iteration 5Q (5038.090000 sec): 3 clusters Score: Raw -94289.019438 + Penalty 2183.679275 = -92105.340162 nChanged 16 SP:Iteration 6Q (5038.090000 sec): 3 clusters Score: Raw -94311.423719 + Penalty 2183.679275 = -92127.744444 nChanged 14 SP:Iteration 7Q (5038.090000 sec): 3 clusters Score: Raw -94327.938001 + Penalty 2183.679275 = -92144.258726 nChanged 13 SP:Iteration 8Q (5038.100000 sec): 3 clusters Score: Raw -94346.353850 + Penalty 2183.679275 = -92162.674574 nChanged 12 SP:Iteration 9Q (5038.100000 sec): 3 clusters Score: Raw -94364.298836 + Penalty 2183.679275 = -92180.619561 nChanged 10 SP:Iteration 10Q (5038.100000 sec): 3 clusters Score: Raw -94380.241221 + Penalty 2183.679275 = -92196.561945 nChanged 7 SP:Iteration 11Q (5038.100000 sec): 3 clusters Score: Raw -94390.147045 + Penalty 2183.679275 = -92206.467770 nChanged 11 SP:Iteration 12Q (5038.100000 sec): 3 clusters Score: Raw -94403.686469 + Penalty 2183.679275 = -92220.007194 nChanged 12 SP:Iteration 13Q (5038.100000 sec): 3 clusters Score: Raw -94419.793516 + Penalty 2183.679275 = -92236.114241 nChanged 10 SP:Iteration 14Q (5038.100000 sec): 3 clusters Score: Raw -94436.598926 + Penalty 2183.679275 = -92252.919651 nChanged 8 SP:Iteration 15Q (5038.100000 sec): 3 clusters Score: Raw -94449.937625 + Penalty 2183.679275 = -92266.258350 nChanged 9 SP:Iteration 16Q (5038.110000 sec): 3 clusters Score: Raw -94467.828009 + Penalty 2183.679275 = -92284.148734 nChanged 13 SP:Iteration 17Q (5038.110000 sec): 3 clusters Score: Raw -94485.206445 + Penalty 2183.679275 = -92301.527170 nChanged 7 SP:Iteration 18Q (5038.110000 sec): 3 clusters Score: Raw -94503.563604 + Penalty 2183.679275 = -92319.884329 nChanged 15 SP:Iteration 19Q (5038.110000 sec): 3 clusters Score: Raw -94532.200704 + Penalty 2183.679275 = -92348.521429 nChanged 13 SP:Iteration 20F (5038.120000 sec): 3 clusters Score: Raw -94559.606925 + Penalty 2183.679275 = -92375.927650 nChanged 14 SP:Iteration 21Q (5038.120000 sec): 3 clusters Score: Raw -94581.731372 + Penalty 2183.679275 = -92398.052097 nChanged 8 SP:Iteration 22Q (5038.120000 sec): 3 clusters Score: Raw -94598.765793 + Penalty 2183.679275 = -92415.086517 nChanged 8 SP:Iteration 23Q (5038.120000 sec): 3 clusters Score: Raw -94615.180631 + Penalty 2183.679275 = -92431.501355 nChanged 7 SP:Iteration 24Q (5038.120000 sec): 3 clusters Score: Raw -94628.562261 + Penalty 2183.679275 = -92444.882986 nChanged 5 SP:Iteration 25Q (5038.120000 sec): 3 clusters Score: Raw -94636.287666 + Penalty 2183.679275 = -92452.608391 nChanged 7 SP:Iteration 26Q (5038.120000 sec): 3 clusters Score: Raw -94646.479452 + Penalty 2183.679275 = -92462.800177 nChanged 9 SP:Iteration 27Q (5038.130000 sec): 3 clusters Score: Raw -94663.005167 + Penalty 2183.679275 = -92479.325891 nChanged 8 SP:Iteration 28Q (5038.130000 sec): 3 clusters Score: Raw -94673.101642 + Penalty 2183.679275 = -92489.422367 nChanged 2 SP:Iteration 29Q (5038.130000 sec): 3 clusters Score: Raw -94674.921506 + Penalty 2183.679275 = -92491.242231 nChanged 4 SP:Iteration 30Q (5038.130000 sec): 3 clusters Score: Raw -94679.682906 + Penalty 2183.679275 = -92496.003631 nChanged 2 SP:Iteration 31Q (5038.140000 sec): 3 clusters Score: Raw -94681.351891 + Penalty 2183.679275 = -92497.672616 nChanged 0 SP:Iteration 32F (5038.140000 sec): 3 clusters Score: Raw -94681.351891 + Penalty 2183.679275 = -92497.672616 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 15 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.140000 sec): 2 clusters Score: Raw -30086.741140 + Penalty 916.232634 = -29170.508507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.140000 sec): 3 clusters Score: Raw -30127.066517 + Penalty 1832.465268 = -28294.601249 nChanged 40 SP:Iteration 1F (5038.140000 sec): 3 clusters Score: Raw -30195.257420 + Penalty 1832.465268 = -28362.792152 nChanged 11 SP:Iteration 2Q (5038.140000 sec): 3 clusters Score: Raw -30219.877939 + Penalty 1832.465268 = -28387.412672 nChanged 4 SP:Iteration 3Q (5038.140000 sec): 3 clusters Score: Raw -30234.392802 + Penalty 1832.465268 = -28401.927535 nChanged 4 SP:Iteration 4Q (5038.140000 sec): 3 clusters Score: Raw -30240.095614 + Penalty 1832.465268 = -28407.630346 nChanged 1 SP:Iteration 5Q (5038.140000 sec): 3 clusters Score: Raw -30243.414441 + Penalty 1832.465268 = -28410.949173 nChanged 1 SP:Iteration 6Q (5038.140000 sec): 3 clusters Score: Raw -30245.012092 + Penalty 1832.465268 = -28412.546824 nChanged 0 SP:Iteration 7F (5038.150000 sec): 3 clusters Score: Raw -30245.012092 + Penalty 1832.465268 = -28412.546824 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 16 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.150000 sec): 2 clusters Score: Raw -17667.466137 + Penalty 833.608541 = -16833.857596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.150000 sec): 3 clusters Score: Raw -17763.529350 + Penalty 1667.217082 = -16096.312268 nChanged 16 SP:Iteration 1F (5038.150000 sec): 3 clusters Score: Raw -17812.283914 + Penalty 1667.217082 = -16145.066832 nChanged 8 SP:Iteration 2Q (5038.150000 sec): 3 clusters Score: Raw -17868.112529 + Penalty 1667.217082 = -16200.895447 nChanged 5 SP:Iteration 3Q (5038.150000 sec): 3 clusters Score: Raw -17956.899903 + Penalty 1667.217082 = -16289.682821 nChanged 4 SP:Iteration 4Q (5038.150000 sec): 3 clusters Score: Raw -17971.656716 + Penalty 1667.217082 = -16304.439634 nChanged 4 SP:Iteration 5Q (5038.150000 sec): 3 clusters Score: Raw -17992.066710 + Penalty 1667.217082 = -16324.849627 nChanged 3 SP:Iteration 6Q (5038.150000 sec): 3 clusters Score: Raw -18008.184188 + Penalty 1667.217082 = -16340.967105 nChanged 1 SP:Iteration 7Q (5038.150000 sec): 3 clusters Score: Raw -18015.464903 + Penalty 1667.217082 = -16348.247821 nChanged 1 SP:Iteration 8Q (5038.150000 sec): 3 clusters Score: Raw -18017.974406 + Penalty 1667.217082 = -16350.757324 nChanged 1 SP:Iteration 9Q (5038.160000 sec): 3 clusters Score: Raw -18045.858582 + Penalty 1667.217082 = -16378.641500 nChanged 1 SP:Iteration 10Q (5038.160000 sec): 3 clusters Score: Raw -18058.212514 + Penalty 1667.217082 = -16390.995432 nChanged 0 SP:Iteration 11F (5038.160000 sec): 3 clusters Score: Raw -18058.212514 + Penalty 1667.217082 = -16390.995432 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 17 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.160000 sec): 2 clusters Score: Raw -35995.240548 + Penalty 938.364626 = -35056.875922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.160000 sec): 3 clusters Score: Raw -36026.137417 + Penalty 1876.729252 = -34149.408165 nChanged 55 SP:Iteration 1F (5038.160000 sec): 3 clusters Score: Raw -36145.299779 + Penalty 1876.729252 = -34268.570527 nChanged 21 SP:Iteration 2F (5038.160000 sec): 3 clusters Score: Raw -36225.512790 + Penalty 1876.729252 = -34348.783538 nChanged 7 SP:Iteration 3Q (5038.160000 sec): 3 clusters Score: Raw -36247.641884 + Penalty 1876.729252 = -34370.912632 nChanged 7 SP:Iteration 4Q (5038.160000 sec): 3 clusters Score: Raw -36277.907916 + Penalty 1876.729252 = -34401.178664 nChanged 8 SP:Iteration 5Q (5038.160000 sec): 3 clusters Score: Raw -36300.857655 + Penalty 1876.729252 = -34424.128403 nChanged 5 SP:Iteration 6Q (5038.160000 sec): 3 clusters Score: Raw -36314.603778 + Penalty 1876.729252 = -34437.874525 nChanged 5 SP:Iteration 7Q (5038.160000 sec): 3 clusters Score: Raw -36333.170855 + Penalty 1876.729252 = -34456.441602 nChanged 4 SP:Iteration 8Q (5038.170000 sec): 3 clusters Score: Raw -36343.522430 + Penalty 1876.729252 = -34466.793178 nChanged 1 SP:Iteration 9Q (5038.170000 sec): 3 clusters Score: Raw -36345.500338 + Penalty 1876.729252 = -34468.771086 nChanged 1 SP:Iteration 10Q (5038.170000 sec): 3 clusters Score: Raw -36346.656999 + Penalty 1876.729252 = -34469.927747 nChanged 0 SP:Iteration 11F (5038.170000 sec): 3 clusters Score: Raw -36346.656999 + Penalty 1876.729252 = -34469.927747 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 18 (17358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5038.220000 sec): 2 clusters Score: Raw -2145264.125792 + Penalty 1586.293926 = -2143677.831866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5038.260000 sec): 3 clusters Score: Raw -2134906.022249 + Penalty 3172.587852 = -2131733.434398 nChanged 7748 SP:Iteration 1F (5038.310000 sec): 3 clusters Score: Raw -2138998.215291 + Penalty 3172.587852 = -2135825.627439 nChanged 816 SP:Iteration 2Q (5038.360000 sec): 3 clusters Score: Raw -2139235.418491 + Penalty 3172.587852 = -2136062.830639 nChanged 683 SP:Iteration 3Q (5038.400000 sec): 3 clusters Score: Raw -2139411.086315 + Penalty 3172.587852 = -2136238.498463 nChanged 574 SP:Iteration 4Q (5038.440000 sec): 3 clusters Score: Raw -2139569.142990 + Penalty 3172.587852 = -2136396.555139 nChanged 555 SP:Iteration 5Q (5038.490000 sec): 3 clusters Score: Raw -2139704.274276 + Penalty 3172.587852 = -2136531.686424 nChanged 444 SP:Iteration 6Q (5038.530000 sec): 3 clusters Score: Raw -2139803.729845 + Penalty 3172.587852 = -2136631.141994 nChanged 398 SP:Iteration 7Q (5038.580000 sec): 3 clusters Score: Raw -2139904.264078 + Penalty 3172.587852 = -2136731.676226 nChanged 387 SP:Iteration 8Q (5038.620000 sec): 3 clusters Score: Raw -2140001.402826 + Penalty 3172.587852 = -2136828.814975 nChanged 372 SP:Iteration 9Q (5038.670000 sec): 3 clusters Score: Raw -2140102.385628 + Penalty 3172.587852 = -2136929.797776 nChanged 399 SP:Iteration 10Q (5038.710000 sec): 3 clusters Score: Raw -2140230.095289 + Penalty 3172.587852 = -2137057.507437 nChanged 437 SP:Iteration 11Q (5038.760000 sec): 3 clusters Score: Raw -2140413.601007 + Penalty 3172.587852 = -2137241.013155 nChanged 534 SP:Iteration 12Q (5038.800000 sec): 3 clusters Score: Raw -2140674.654873 + Penalty 3172.587852 = -2137502.067022 nChanged 637 SP:Iteration 13Q (5038.850000 sec): 3 clusters Score: Raw -2141029.083081 + Penalty 3172.587852 = -2137856.495229 nChanged 761 SP:Iteration 14Q (5038.890000 sec): 3 clusters Score: Raw -2141529.561770 + Penalty 3172.587852 = -2138356.973918 nChanged 816 SP:Iteration 15Q (5038.940000 sec): 3 clusters Score: Raw -2142119.503534 + Penalty 3172.587852 = -2138946.915682 nChanged 822 SP:Iteration 16Q (5038.980000 sec): 3 clusters Score: Raw -2142732.680750 + Penalty 3172.587852 = -2139560.092898 nChanged 747 SP:Iteration 17Q (5039.020000 sec): 3 clusters Score: Raw -2143300.029764 + Penalty 3172.587852 = -2140127.441912 nChanged 643 SP:Iteration 18Q (5039.060000 sec): 3 clusters Score: Raw -2143786.904423 + Penalty 3172.587852 = -2140614.316571 nChanged 531 SP:Iteration 19Q (5039.100000 sec): 3 clusters Score: Raw -2144188.737455 + Penalty 3172.587852 = -2141016.149603 nChanged 447 SP:Iteration 20F (5039.150000 sec): 3 clusters Score: Raw -2144535.866954 + Penalty 3172.587852 = -2141363.279102 nChanged 354 SP:Iteration 21Q (5039.180000 sec): 3 clusters Score: Raw -2144817.267707 + Penalty 3172.587852 = -2141644.679855 nChanged 264 SP:Iteration 22Q (5039.220000 sec): 3 clusters Score: Raw -2145013.806217 + Penalty 3172.587852 = -2141841.218365 nChanged 177 SP:Iteration 23Q (5039.250000 sec): 3 clusters Score: Raw -2145143.153229 + Penalty 3172.587852 = -2141970.565377 nChanged 107 SP:Iteration 24Q (5039.290000 sec): 3 clusters Score: Raw -2145224.608392 + Penalty 3172.587852 = -2142052.020540 nChanged 79 SP:Iteration 25Q (5039.320000 sec): 3 clusters Score: Raw -2145287.899511 + Penalty 3172.587852 = -2142115.311659 nChanged 55 SP:Iteration 26Q (5039.350000 sec): 3 clusters Score: Raw -2145334.624127 + Penalty 3172.587852 = -2142162.036275 nChanged 48 SP:Iteration 27Q (5039.380000 sec): 3 clusters Score: Raw -2145374.167507 + Penalty 3172.587852 = -2142201.579656 nChanged 37 SP:Iteration 28Q (5039.420000 sec): 3 clusters Score: Raw -2145403.488430 + Penalty 3172.587852 = -2142230.900578 nChanged 24 SP:Iteration 29Q (5039.450000 sec): 3 clusters Score: Raw -2145422.224490 + Penalty 3172.587852 = -2142249.636638 nChanged 20 SP:Iteration 30Q (5039.480000 sec): 3 clusters Score: Raw -2145438.567435 + Penalty 3172.587852 = -2142265.979583 nChanged 14 SP:Iteration 31Q (5039.510000 sec): 3 clusters Score: Raw -2145448.906384 + Penalty 3172.587852 = -2142276.318533 nChanged 10 SP:Iteration 32Q (5039.540000 sec): 3 clusters Score: Raw -2145457.246654 + Penalty 3172.587852 = -2142284.658802 nChanged 8 SP:Iteration 33Q (5039.580000 sec): 3 clusters Score: Raw -2145464.187332 + Penalty 3172.587852 = -2142291.599480 nChanged 7 SP:Iteration 34Q (5039.610000 sec): 3 clusters Score: Raw -2145472.156272 + Penalty 3172.587852 = -2142299.568421 nChanged 6 SP:Iteration 35Q (5039.640000 sec): 3 clusters Score: Raw -2145477.190524 + Penalty 3172.587852 = -2142304.602673 nChanged 6 SP:Iteration 36Q (5039.670000 sec): 3 clusters Score: Raw -2145482.754813 + Penalty 3172.587852 = -2142310.166962 nChanged 4 SP:Iteration 37Q (5039.700000 sec): 3 clusters Score: Raw -2145486.733682 + Penalty 3172.587852 = -2142314.145831 nChanged 5 SP:Iteration 38Q (5039.740000 sec): 3 clusters Score: Raw -2145490.392138 + Penalty 3172.587852 = -2142317.804287 nChanged 1 SP:Iteration 39Q (5039.770000 sec): 3 clusters Score: Raw -2145491.662596 + Penalty 3172.587852 = -2142319.074745 nChanged 1 SP:Iteration 40F (5039.810000 sec): 3 clusters Score: Raw -2145492.441558 + Penalty 3172.587852 = -2142319.853706 nChanged 2 SP:Iteration 41Q (5039.840000 sec): 3 clusters Score: Raw -2145494.391284 + Penalty 3172.587852 = -2142321.803433 nChanged 0 SP:Iteration 42F (5039.880000 sec): 3 clusters Score: Raw -2145494.391284 + Penalty 3172.587852 = -2142321.803433 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 19 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.900000 sec): 2 clusters Score: Raw -31700.076506 + Penalty 925.777692 = -30774.298815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.900000 sec): 3 clusters Score: Raw -31832.584142 + Penalty 1851.555383 = -29981.028758 nChanged 57 SP:Iteration 1F (5039.900000 sec): 3 clusters Score: Raw -31943.815630 + Penalty 1851.555383 = -30092.260247 nChanged 13 SP:Iteration 2Q (5039.900000 sec): 3 clusters Score: Raw -31974.788501 + Penalty 1851.555383 = -30123.233118 nChanged 10 SP:Iteration 3Q (5039.900000 sec): 3 clusters Score: Raw -31999.534624 + Penalty 1851.555383 = -30147.979241 nChanged 4 SP:Iteration 4Q (5039.900000 sec): 3 clusters Score: Raw -32013.755305 + Penalty 1851.555383 = -30162.199922 nChanged 1 SP:Iteration 5Q (5039.900000 sec): 3 clusters Score: Raw -32024.638606 + Penalty 1851.555383 = -30173.083223 nChanged 1 SP:Iteration 6Q (5039.900000 sec): 3 clusters Score: Raw -32026.093455 + Penalty 1851.555383 = -30174.538072 nChanged 1 SP:Iteration 7Q (5039.900000 sec): 3 clusters Score: Raw -32028.067595 + Penalty 1851.555383 = -30176.512211 nChanged 3 SP:Iteration 8Q (5039.900000 sec): 3 clusters Score: Raw -32034.470980 + Penalty 1851.555383 = -30182.915597 nChanged 2 SP:Iteration 9Q (5039.900000 sec): 3 clusters Score: Raw -32037.449820 + Penalty 1851.555383 = -30185.894437 nChanged 3 SP:Iteration 10Q (5039.900000 sec): 3 clusters Score: Raw -32046.235120 + Penalty 1851.555383 = -30194.679737 nChanged 2 SP:Iteration 11Q (5039.900000 sec): 3 clusters Score: Raw -32062.785964 + Penalty 1851.555383 = -30211.230581 nChanged 4 SP:Iteration 12Q (5039.900000 sec): 3 clusters Score: Raw -32069.858064 + Penalty 1851.555383 = -30218.302681 nChanged 0 SP:Iteration 13F (5039.910000 sec): 3 clusters Score: Raw -32069.858064 + Penalty 1851.555383 = -30218.302681 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 20 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.910000 sec): 2 clusters Score: Raw -52291.153404 + Penalty 997.731240 = -51293.422164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.910000 sec): 3 clusters Score: Raw -52284.201698 + Penalty 1995.462479 = -50288.739218 nChanged 108 SP:Iteration 1F (5039.910000 sec): 3 clusters Score: Raw -52586.288924 + Penalty 1995.462479 = -50590.826445 nChanged 33 SP:Iteration 2F (5039.920000 sec): 3 clusters Score: Raw -52685.018440 + Penalty 1995.462479 = -50689.555961 nChanged 23 SP:Iteration 3Q (5039.920000 sec): 3 clusters Score: Raw -52733.740766 + Penalty 1995.462479 = -50738.278286 nChanged 17 SP:Iteration 4Q (5039.920000 sec): 3 clusters Score: Raw -52766.237584 + Penalty 1995.462479 = -50770.775105 nChanged 12 SP:Iteration 5Q (5039.920000 sec): 3 clusters Score: Raw -52794.387379 + Penalty 1995.462479 = -50798.924900 nChanged 5 SP:Iteration 6Q (5039.920000 sec): 3 clusters Score: Raw -52809.184122 + Penalty 1995.462479 = -50813.721643 nChanged 4 SP:Iteration 7Q (5039.920000 sec): 3 clusters Score: Raw -52818.439654 + Penalty 1995.462479 = -50822.977174 nChanged 2 SP:Iteration 8Q (5039.920000 sec): 3 clusters Score: Raw -52824.510151 + Penalty 1995.462479 = -50829.047671 nChanged 0 SP:Iteration 9F (5039.920000 sec): 3 clusters Score: Raw -52824.510151 + Penalty 1995.462479 = -50829.047671 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 21 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.930000 sec): 2 clusters Score: Raw -22186.999066 + Penalty 868.129316 = -21318.869750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.930000 sec): 3 clusters Score: Raw -22272.877101 + Penalty 1736.258632 = -20536.618469 nChanged 23 SP:Iteration 1F (5039.930000 sec): 3 clusters Score: Raw -22377.924655 + Penalty 1736.258632 = -20641.666024 nChanged 7 SP:Iteration 2Q (5039.930000 sec): 3 clusters Score: Raw -22414.275974 + Penalty 1736.258632 = -20678.017342 nChanged 5 SP:Iteration 3Q (5039.930000 sec): 3 clusters Score: Raw -22442.196272 + Penalty 1736.258632 = -20705.937640 nChanged 4 SP:Iteration 4Q (5039.930000 sec): 3 clusters Score: Raw -22468.614792 + Penalty 1736.258632 = -20732.356160 nChanged 1 SP:Iteration 5Q (5039.930000 sec): 3 clusters Score: Raw -22470.891614 + Penalty 1736.258632 = -20734.632983 nChanged 1 SP:Iteration 6Q (5039.930000 sec): 3 clusters Score: Raw -22485.662642 + Penalty 1736.258632 = -20749.404010 nChanged 1 SP:Iteration 7Q (5039.930000 sec): 3 clusters Score: Raw -22494.011133 + Penalty 1736.258632 = -20757.752501 nChanged 2 SP:Iteration 8Q (5039.930000 sec): 3 clusters Score: Raw -22509.750831 + Penalty 1736.258632 = -20773.492199 nChanged 1 SP:Iteration 9Q (5039.930000 sec): 3 clusters Score: Raw -22523.640070 + Penalty 1736.258632 = -20787.381438 nChanged 1 SP:Iteration 10Q (5039.930000 sec): 3 clusters Score: Raw -22527.175944 + Penalty 1736.258632 = -20790.917312 nChanged 0 SP:Iteration 11F (5039.930000 sec): 3 clusters Score: Raw -22527.175944 + Penalty 1736.258632 = -20790.917312 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 22 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.940000 sec): 2 clusters Score: Raw -35077.161412 + Penalty 941.364711 = -34135.796700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.940000 sec): 3 clusters Score: Raw -35200.973724 + Penalty 1882.729423 = -33318.244301 nChanged 74 SP:Iteration 1F (5039.940000 sec): 3 clusters Score: Raw -35416.809983 + Penalty 1882.729423 = -33534.080560 nChanged 21 SP:Iteration 2F (5039.940000 sec): 3 clusters Score: Raw -35560.081938 + Penalty 1882.729423 = -33677.352515 nChanged 14 SP:Iteration 3Q (5039.940000 sec): 3 clusters Score: Raw -35608.555108 + Penalty 1882.729423 = -33725.825685 nChanged 8 SP:Iteration 4Q (5039.940000 sec): 3 clusters Score: Raw -35634.523793 + Penalty 1882.729423 = -33751.794370 nChanged 4 SP:Iteration 5Q (5039.940000 sec): 3 clusters Score: Raw -35645.710599 + Penalty 1882.729423 = -33762.981176 nChanged 2 SP:Iteration 6Q (5039.940000 sec): 3 clusters Score: Raw -35652.797116 + Penalty 1882.729423 = -33770.067693 nChanged 3 SP:Iteration 7Q (5039.940000 sec): 3 clusters Score: Raw -35659.474842 + Penalty 1882.729423 = -33776.745419 nChanged 1 SP:Iteration 8Q (5039.940000 sec): 3 clusters Score: Raw -35660.618316 + Penalty 1882.729423 = -33777.888893 nChanged 0 SP:Iteration 9F (5039.950000 sec): 3 clusters Score: Raw -35660.618316 + Penalty 1882.729423 = -33777.888893 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 23 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.950000 sec): 2 clusters Score: Raw -27534.685803 + Penalty 899.175792 = -26635.510011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.950000 sec): 3 clusters Score: Raw -27601.643317 + Penalty 1798.351584 = -25803.291733 nChanged 42 SP:Iteration 1F (5039.950000 sec): 3 clusters Score: Raw -27750.432906 + Penalty 1798.351584 = -25952.081323 nChanged 8 SP:Iteration 2Q (5039.950000 sec): 3 clusters Score: Raw -27770.071763 + Penalty 1798.351584 = -25971.720179 nChanged 4 SP:Iteration 3Q (5039.950000 sec): 3 clusters Score: Raw -27783.645135 + Penalty 1798.351584 = -25985.293552 nChanged 2 SP:Iteration 4Q (5039.950000 sec): 3 clusters Score: Raw -27790.346796 + Penalty 1798.351584 = -25991.995212 nChanged 0 SP:Iteration 5F (5039.960000 sec): 3 clusters Score: Raw -27790.346796 + Penalty 1798.351584 = -25991.995212 nChanged 0 Memory request: 0.00 GB would take us to total of 8.04 GB. Trying to split cluster 24 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.960000 sec): 2 clusters Score: Raw -69028.668193 + Penalty 1045.352765 = -67983.315428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.960000 sec): 3 clusters Score: Raw -68931.238559 + Penalty 2090.705530 = -66840.533029 nChanged 162 SP:Iteration 1F (5039.960000 sec): 3 clusters Score: Raw -69170.314676 + Penalty 2090.705530 = -67079.609146 nChanged 42 SP:Iteration 2F (5039.960000 sec): 3 clusters Score: Raw -69226.829348 + Penalty 2090.705530 = -67136.123818 nChanged 17 SP:Iteration 3Q (5039.960000 sec): 3 clusters Score: Raw -69246.408938 + Penalty 2090.705530 = -67155.703408 nChanged 10 SP:Iteration 4Q (5039.970000 sec): 3 clusters Score: Raw -69261.175420 + Penalty 2090.705530 = -67170.469890 nChanged 9 SP:Iteration 5Q (5039.970000 sec): 3 clusters Score: Raw -69274.540223 + Penalty 2090.705530 = -67183.834693 nChanged 6 SP:Iteration 6Q (5039.970000 sec): 3 clusters Score: Raw -69281.328233 + Penalty 2090.705530 = -67190.622703 nChanged 1 SP:Iteration 7Q (5039.970000 sec): 3 clusters Score: Raw -69282.917844 + Penalty 2090.705530 = -67192.212314 nChanged 1 SP:Iteration 8Q (5039.970000 sec): 3 clusters Score: Raw -69283.705781 + Penalty 2090.705530 = -67193.000251 nChanged 0 SP:Iteration 9F (5039.980000 sec): 3 clusters Score: Raw -69283.705781 + Penalty 2090.705530 = -67193.000251 nChanged 0 ------ Evaluating fit on full set of 3352641 points ------ Score: Raw -396300014.306082 + Penalty 58598.509911 = -396241415.796171 Time taken for this iteration:2407.300000 seconds. 21->25 Clusters: Score -396241415.796171, best is -396154643.259027 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 8320 (time per iteration =616.389249 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 598363364160.000000 (time per metric unit =8.570643ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14360720739840.000000 (time per metric unit=357.110109ps) That took 5128.358549 seconds.