warning: commands will be executed using /bin/sh job 5762 at Fri Jul 31 00:00:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150328/YutaMouse32-150328 ElecNo 2 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 3.01 and 4.51 GB of RAM. Memory request: 1.50 GB would take us to total of 1.50 GB. ---------------------------------------------------------- Loaded 805981 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.50 GB would take us to total of 2.00 GB. ------ Running on subset of 268660 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 11 (186 points): Lose 90.646488 but Gain 3100.298076 Iteration 0F (27.900000 sec): 19 clusters Score: Raw -32064446.251536 + Penalty 55805.365365 = -32008640.886171 nChanged 254396 Deleting Class 5 (264 points): Lose 386.693190 but Gain 3100.298076 Iteration 1F (38.380000 sec): 18 clusters Score: Raw -35824832.517902 + Penalty 52705.067289 = -35772127.450613 nChanged 31115 Deleting Class 14 (107 points): Lose 1197.118563 but Gain 3100.298076 Iteration 2F (49.530000 sec): 17 clusters Score: Raw -36040897.389230 + Penalty 49604.769213 = -35991292.620017 nChanged 13859 Deleting Class 18 (1374 points): Lose 1921.709743 but Gain 3100.298076 Iteration 3F (59.220000 sec): 16 clusters Score: Raw -36138466.692183 + Penalty 46504.471137 = -36091962.221046 nChanged 10858 Iteration 4Q (64.430000 sec): 16 clusters Score: Raw -36169621.160048 + Penalty 46504.471137 = -36123116.688910 nChanged 6875 Iteration 5Q (69.750000 sec): 16 clusters Score: Raw -36180558.747935 + Penalty 46504.471137 = -36134054.276798 nChanged 4689 Iteration 6Q (74.940000 sec): 16 clusters Score: Raw -36186411.386019 + Penalty 46504.471137 = -36139906.914882 nChanged 3368 Iteration 7Q (80.620000 sec): 16 clusters Score: Raw -36188905.698556 + Penalty 46504.471137 = -36142401.227419 nChanged 2150 Iteration 8Q (85.840000 sec): 16 clusters Score: Raw -36189688.290302 + Penalty 46504.471137 = -36143183.819165 nChanged 1320 Iteration 9Q (90.930000 sec): 16 clusters Score: Raw -36190164.889240 + Penalty 46504.471137 = -36143660.418103 nChanged 833 Iteration 10Q (95.600000 sec): 16 clusters Score: Raw -36190800.486576 + Penalty 46504.471137 = -36144296.015438 nChanged 555 Iteration 11Q (100.440000 sec): 16 clusters Score: Raw -36191957.380088 + Penalty 46504.471137 = -36145452.908951 nChanged 328 Iteration 12Q (105.870000 sec): 16 clusters Score: Raw -36192207.991356 + Penalty 46504.471137 = -36145703.520219 nChanged 223 Iteration 13Q (111.820000 sec): 16 clusters Score: Raw -36192420.984889 + Penalty 46504.471137 = -36145916.513752 nChanged 156 Iteration 14Q (116.690000 sec): 16 clusters Score: Raw -36192438.764269 + Penalty 46504.471137 = -36145934.293131 nChanged 111 Iteration 15Q (121.590000 sec): 16 clusters Score: Raw -36192449.128671 + Penalty 46504.471137 = -36145944.657533 nChanged 92 Iteration 16Q (126.350000 sec): 16 clusters Score: Raw -36192460.661005 + Penalty 46504.471137 = -36145956.189868 nChanged 62 Iteration 17Q (131.270000 sec): 16 clusters Score: Raw -36192465.726285 + Penalty 46504.471137 = -36145961.255148 nChanged 47 Iteration 18Q (136.390000 sec): 16 clusters Score: Raw -36192466.733201 + Penalty 46504.471137 = -36145962.262064 nChanged 25 Iteration 19Q (141.010000 sec): 16 clusters Score: Raw -36192467.181780 + Penalty 46504.471137 = -36145962.710642 nChanged 24 Writing temp clu file Because OldScore, -36145962.262064, is greater than current (better) Score,-36145962.710642 Compute initial score before splitting: Score: Raw -36192467.181780 + Penalty 46504.471137 = -36145962.710642 Memory request: 0.05 GB would take us to total of 2.06 GB. Trying to split cluster 1 (27343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.330000 sec): 2 clusters Score: Raw -3677832.498842 + Penalty 2533.621527 = -3675298.877315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.670000 sec): 3 clusters Score: Raw -3661526.766277 + Penalty 5067.243053 = -3656459.523224 nChanged 12255 SP:Iteration 1F (142.040000 sec): 3 clusters Score: Raw -3668147.726032 + Penalty 5067.243053 = -3663080.482978 nChanged 1349 SP:Iteration 2Q (142.430000 sec): 3 clusters Score: Raw -3668686.759652 + Penalty 5067.243053 = -3663619.516599 nChanged 1293 SP:Iteration 3Q (142.740000 sec): 3 clusters Score: Raw -3669267.354042 + Penalty 5067.243053 = -3664200.110989 nChanged 1292 SP:Iteration 4Q (143.070000 sec): 3 clusters Score: Raw -3669890.677340 + Penalty 5067.243053 = -3664823.434286 nChanged 1311 SP:Iteration 5Q (143.480000 sec): 3 clusters Score: Raw -3670598.454086 + Penalty 5067.243053 = -3665531.211032 nChanged 1377 SP:Iteration 6F (143.830000 sec): 3 clusters Score: Raw -3671497.062882 + Penalty 5067.243053 = -3666429.819828 nChanged 1529 SP:Iteration 7F (144.140000 sec): 3 clusters Score: Raw -3672544.200019 + Penalty 5067.243053 = -3667476.956965 nChanged 1534 SP:Iteration 8F (144.440000 sec): 3 clusters Score: Raw -3673571.848718 + Penalty 5067.243053 = -3668504.605665 nChanged 1460 SP:Iteration 9F (144.760000 sec): 3 clusters Score: Raw -3674494.673918 + Penalty 5067.243053 = -3669427.430865 nChanged 1297 SP:Iteration 10Q (145.170000 sec): 3 clusters Score: Raw -3675156.596764 + Penalty 5067.243053 = -3670089.353710 nChanged 1069 SP:Iteration 11Q (145.510000 sec): 3 clusters Score: Raw -3675617.718204 + Penalty 5067.243053 = -3670550.475150 nChanged 846 SP:Iteration 12Q (145.850000 sec): 3 clusters Score: Raw -3675947.348981 + Penalty 5067.243053 = -3670880.105928 nChanged 686 SP:Iteration 13Q (146.220000 sec): 3 clusters Score: Raw -3676192.155169 + Penalty 5067.243053 = -3671124.912116 nChanged 595 SP:Iteration 14Q (146.520000 sec): 3 clusters Score: Raw -3676363.392235 + Penalty 5067.243053 = -3671296.149181 nChanged 470 SP:Iteration 15Q (146.870000 sec): 3 clusters Score: Raw -3676501.371095 + Penalty 5067.243053 = -3671434.128041 nChanged 418 SP:Iteration 16Q (147.240000 sec): 3 clusters Score: Raw -3676625.948584 + Penalty 5067.243053 = -3671558.705530 nChanged 397 SP:Iteration 17Q (147.550000 sec): 3 clusters Score: Raw -3676738.842485 + Penalty 5067.243053 = -3671671.599431 nChanged 345 SP:Iteration 18Q (147.950000 sec): 3 clusters Score: Raw -3676834.977854 + Penalty 5067.243053 = -3671767.734801 nChanged 331 SP:Iteration 19Q (148.310000 sec): 3 clusters Score: Raw -3676935.474005 + Penalty 5067.243053 = -3671868.230951 nChanged 317 SP:Iteration 20F (148.650000 sec): 3 clusters Score: Raw -3677027.982512 + Penalty 5067.243053 = -3671960.739459 nChanged 319 SP:Iteration 21Q (148.980000 sec): 3 clusters Score: Raw -3677116.809185 + Penalty 5067.243053 = -3672049.566132 nChanged 301 SP:Iteration 22Q (149.330000 sec): 3 clusters Score: Raw -3677190.443129 + Penalty 5067.243053 = -3672123.200075 nChanged 264 SP:Iteration 23Q (149.650000 sec): 3 clusters Score: Raw -3677255.453656 + Penalty 5067.243053 = -3672188.210602 nChanged 250 SP:Iteration 24Q (150.040000 sec): 3 clusters Score: Raw -3677313.955691 + Penalty 5067.243053 = -3672246.712637 nChanged 233 SP:Iteration 25Q (150.350000 sec): 3 clusters Score: Raw -3677366.510782 + Penalty 5067.243053 = -3672299.267729 nChanged 232 SP:Iteration 26Q (150.680000 sec): 3 clusters Score: Raw -3677422.895069 + Penalty 5067.243053 = -3672355.652016 nChanged 231 SP:Iteration 27Q (150.990000 sec): 3 clusters Score: Raw -3677478.486456 + Penalty 5067.243053 = -3672411.243403 nChanged 224 SP:Iteration 28Q (151.350000 sec): 3 clusters Score: Raw -3677533.136230 + Penalty 5067.243053 = -3672465.893176 nChanged 234 SP:Iteration 29Q (151.690000 sec): 3 clusters Score: Raw -3677589.162729 + Penalty 5067.243053 = -3672521.919676 nChanged 217 SP:Iteration 30Q (152.020000 sec): 3 clusters Score: Raw -3677643.683072 + Penalty 5067.243053 = -3672576.440019 nChanged 201 SP:Iteration 31Q (152.390000 sec): 3 clusters Score: Raw -3677693.034251 + Penalty 5067.243053 = -3672625.791197 nChanged 188 SP:Iteration 32Q (152.740000 sec): 3 clusters Score: Raw -3677741.839704 + Penalty 5067.243053 = -3672674.596650 nChanged 183 SP:Iteration 33Q (153.060000 sec): 3 clusters Score: Raw -3677789.849849 + Penalty 5067.243053 = -3672722.606795 nChanged 182 SP:Iteration 34Q (153.470000 sec): 3 clusters Score: Raw -3677836.186681 + Penalty 5067.243053 = -3672768.943627 nChanged 169 SP:Iteration 35Q (153.800000 sec): 3 clusters Score: Raw -3677878.206506 + Penalty 5067.243053 = -3672810.963453 nChanged 157 SP:Iteration 36Q (154.150000 sec): 3 clusters Score: Raw -3677917.275108 + Penalty 5067.243053 = -3672850.032054 nChanged 137 SP:Iteration 37Q (154.500000 sec): 3 clusters Score: Raw -3677952.030985 + Penalty 5067.243053 = -3672884.787932 nChanged 138 SP:Iteration 38Q (154.810000 sec): 3 clusters Score: Raw -3677991.814130 + Penalty 5067.243053 = -3672924.571076 nChanged 139 SP:Iteration 39Q (155.200000 sec): 3 clusters Score: Raw -3678028.454755 + Penalty 5067.243053 = -3672961.211701 nChanged 108 SP:Iteration 40F (155.500000 sec): 3 clusters Score: Raw -3678058.403831 + Penalty 5067.243053 = -3672991.160777 nChanged 114 SP:Iteration 41Q (155.880000 sec): 3 clusters Score: Raw -3678089.957546 + Penalty 5067.243053 = -3673022.714492 nChanged 116 SP:Iteration 42Q (156.210000 sec): 3 clusters Score: Raw -3678122.838174 + Penalty 5067.243053 = -3673055.595121 nChanged 101 SP:Iteration 43Q (156.570000 sec): 3 clusters Score: Raw -3678151.681873 + Penalty 5067.243053 = -3673084.438819 nChanged 109 SP:Iteration 44Q (156.930000 sec): 3 clusters Score: Raw -3678182.779314 + Penalty 5067.243053 = -3673115.536260 nChanged 109 SP:Iteration 45Q (157.230000 sec): 3 clusters Score: Raw -3678209.770467 + Penalty 5067.243053 = -3673142.527414 nChanged 89 SP:Iteration 46Q (157.610000 sec): 3 clusters Score: Raw -3678232.385029 + Penalty 5067.243053 = -3673165.141976 nChanged 71 SP:Iteration 47Q (157.970000 sec): 3 clusters Score: Raw -3678251.808091 + Penalty 5067.243053 = -3673184.565038 nChanged 83 SP:Iteration 48Q (158.300000 sec): 3 clusters Score: Raw -3678274.044634 + Penalty 5067.243053 = -3673206.801581 nChanged 78 SP:Iteration 49Q (158.680000 sec): 3 clusters Score: Raw -3678293.739696 + Penalty 5067.243053 = -3673226.496643 nChanged 62 SP:Iteration 50Q (158.980000 sec): 3 clusters Score: Raw -3678308.324170 + Penalty 5067.243053 = -3673241.081116 nChanged 54 SP:Iteration 51Q (159.300000 sec): 3 clusters Score: Raw -3678321.391307 + Penalty 5067.243053 = -3673254.148253 nChanged 42 SP:Iteration 52Q (159.680000 sec): 3 clusters Score: Raw -3678331.177434 + Penalty 5067.243053 = -3673263.934381 nChanged 40 SP:Iteration 53Q (159.990000 sec): 3 clusters Score: Raw -3678339.919086 + Penalty 5067.243053 = -3673272.676032 nChanged 46 SP:Iteration 54Q (160.340000 sec): 3 clusters Score: Raw -3678351.899687 + Penalty 5067.243053 = -3673284.656633 nChanged 49 SP:Iteration 55Q (160.680000 sec): 3 clusters Score: Raw -3678364.937460 + Penalty 5067.243053 = -3673297.694406 nChanged 46 SP:Iteration 56Q (161.080000 sec): 3 clusters Score: Raw -3678377.022653 + Penalty 5067.243053 = -3673309.779599 nChanged 44 SP:Iteration 57Q (161.450000 sec): 3 clusters Score: Raw -3678387.103056 + Penalty 5067.243053 = -3673319.860003 nChanged 27 SP:Iteration 58Q (161.830000 sec): 3 clusters Score: Raw -3678394.750910 + Penalty 5067.243053 = -3673327.507857 nChanged 33 SP:Iteration 59Q (162.180000 sec): 3 clusters Score: Raw -3678405.553703 + Penalty 5067.243053 = -3673338.310650 nChanged 35 SP:Iteration 60F (162.490000 sec): 3 clusters Score: Raw -3678415.305755 + Penalty 5067.243053 = -3673348.062701 nChanged 26 SP:Iteration 61Q (162.830000 sec): 3 clusters Score: Raw -3678422.660105 + Penalty 5067.243053 = -3673355.417052 nChanged 26 SP:Iteration 62Q (163.150000 sec): 3 clusters Score: Raw -3678430.009770 + Penalty 5067.243053 = -3673362.766716 nChanged 26 SP:Iteration 63Q (163.550000 sec): 3 clusters Score: Raw -3678436.062364 + Penalty 5067.243053 = -3673368.819310 nChanged 17 SP:Iteration 64Q (163.910000 sec): 3 clusters Score: Raw -3678440.120352 + Penalty 5067.243053 = -3673372.877299 nChanged 13 SP:Iteration 65Q (164.240000 sec): 3 clusters Score: Raw -3678442.813040 + Penalty 5067.243053 = -3673375.569987 nChanged 10 SP:Iteration 66Q (164.600000 sec): 3 clusters Score: Raw -3678444.452805 + Penalty 5067.243053 = -3673377.209752 nChanged 4 SP:Iteration 67Q (164.990000 sec): 3 clusters Score: Raw -3678445.358158 + Penalty 5067.243053 = -3673378.115104 nChanged 2 SP:Iteration 68Q (165.310000 sec): 3 clusters Score: Raw -3678445.569862 + Penalty 5067.243053 = -3673378.326809 nChanged 2 SP:Iteration 69Q (165.690000 sec): 3 clusters Score: Raw -3678445.788694 + Penalty 5067.243053 = -3673378.545640 nChanged 2 SP:Iteration 70Q (166.060000 sec): 3 clusters Score: Raw -3678446.080052 + Penalty 5067.243053 = -3673378.836999 nChanged 2 SP:Iteration 71Q (166.370000 sec): 3 clusters Score: Raw -3678446.396838 + Penalty 5067.243053 = -3673379.153784 nChanged 2 SP:Iteration 72Q (166.800000 sec): 3 clusters Score: Raw -3678446.664587 + Penalty 5067.243053 = -3673379.421533 nChanged 1 SP:Iteration 73Q (167.120000 sec): 3 clusters Score: Raw -3678446.855367 + Penalty 5067.243053 = -3673379.612313 nChanged 4 SP:Iteration 74Q (167.520000 sec): 3 clusters Score: Raw -3678447.358811 + Penalty 5067.243053 = -3673380.115757 nChanged 3 SP:Iteration 75Q (167.810000 sec): 3 clusters Score: Raw -3678447.948250 + Penalty 5067.243053 = -3673380.705196 nChanged 1 SP:Iteration 76Q (168.210000 sec): 3 clusters Score: Raw -3678448.139994 + Penalty 5067.243053 = -3673380.896940 nChanged 2 SP:Iteration 77Q (168.520000 sec): 3 clusters Score: Raw -3678448.548348 + Penalty 5067.243053 = -3673381.305294 nChanged 3 SP:Iteration 78Q (168.850000 sec): 3 clusters Score: Raw -3678449.244728 + Penalty 5067.243053 = -3673382.001674 nChanged 5 SP:Iteration 79Q (169.190000 sec): 3 clusters Score: Raw -3678450.134711 + Penalty 5067.243053 = -3673382.891658 nChanged 5 SP:Iteration 80F (169.510000 sec): 3 clusters Score: Raw -3678450.975624 + Penalty 5067.243053 = -3673383.732570 nChanged 2 SP:Iteration 81Q (169.880000 sec): 3 clusters Score: Raw -3678451.212962 + Penalty 5067.243053 = -3673383.969908 nChanged 2 SP:Iteration 82Q (170.270000 sec): 3 clusters Score: Raw -3678451.471800 + Penalty 5067.243053 = -3673384.228747 nChanged 1 SP:Iteration 83Q (170.660000 sec): 3 clusters Score: Raw -3678451.592086 + Penalty 5067.243053 = -3673384.349032 nChanged 3 SP:Iteration 84Q (171.000000 sec): 3 clusters Score: Raw -3678452.064750 + Penalty 5067.243053 = -3673384.821697 nChanged 3 SP:Iteration 85Q (171.350000 sec): 3 clusters Score: Raw -3678452.494535 + Penalty 5067.243053 = -3673385.251482 nChanged 1 SP:Iteration 86Q (171.680000 sec): 3 clusters Score: Raw -3678452.706808 + Penalty 5067.243053 = -3673385.463754 nChanged 1 SP:Iteration 87Q (172.050000 sec): 3 clusters Score: Raw -3678452.965969 + Penalty 5067.243053 = -3673385.722916 nChanged 2 SP:Iteration 88Q (172.390000 sec): 3 clusters Score: Raw -3678453.460461 + Penalty 5067.243053 = -3673386.217408 nChanged 4 SP:Iteration 89Q (172.720000 sec): 3 clusters Score: Raw -3678454.076150 + Penalty 5067.243053 = -3673386.833097 nChanged 2 SP:Iteration 90Q (173.000000 sec): 3 clusters Score: Raw -3678454.534100 + Penalty 5067.243053 = -3673387.291046 nChanged 2 SP:Iteration 91Q (173.310000 sec): 3 clusters Score: Raw -3678454.823998 + Penalty 5067.243053 = -3673387.580945 nChanged 1 SP:Iteration 92Q (173.670000 sec): 3 clusters Score: Raw -3678454.892093 + Penalty 5067.243053 = -3673387.649040 nChanged 0 SP:Iteration 93F (174.030000 sec): 3 clusters Score: Raw -3678454.892093 + Penalty 5067.243053 = -3673387.649040 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (1781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.170000 sec): 2 clusters Score: Raw -241186.071507 + Penalty 1856.262710 = -239329.808796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.420000 sec): 3 clusters Score: Raw -240575.440815 + Penalty 3712.525421 = -236862.915394 nChanged 541 SP:Iteration 1F (174.570000 sec): 3 clusters Score: Raw -241075.034405 + Penalty 3712.525421 = -237362.508984 nChanged 165 SP:Iteration 2F (174.760000 sec): 3 clusters Score: Raw -241289.921158 + Penalty 3712.525421 = -237577.395738 nChanged 88 SP:Iteration 3Q (174.960000 sec): 3 clusters Score: Raw -241426.508595 + Penalty 3712.525421 = -237713.983175 nChanged 78 SP:Iteration 4Q (175.120000 sec): 3 clusters Score: Raw -241582.929887 + Penalty 3712.525421 = -237870.404467 nChanged 80 SP:Iteration 5Q (175.280000 sec): 3 clusters Score: Raw -241757.798510 + Penalty 3712.525421 = -238045.273089 nChanged 86 SP:Iteration 6Q (175.410000 sec): 3 clusters Score: Raw -241971.611850 + Penalty 3712.525421 = -238259.086430 nChanged 85 SP:Iteration 7Q (175.570000 sec): 3 clusters Score: Raw -242206.499260 + Penalty 3712.525421 = -238493.973839 nChanged 83 SP:Iteration 8Q (175.730000 sec): 3 clusters Score: Raw -242471.559628 + Penalty 3712.525421 = -238759.034207 nChanged 73 SP:Iteration 9Q (175.910000 sec): 3 clusters Score: Raw -242645.938025 + Penalty 3712.525421 = -238933.412605 nChanged 68 SP:Iteration 10Q (176.090000 sec): 3 clusters Score: Raw -242766.713543 + Penalty 3712.525421 = -239054.188122 nChanged 65 SP:Iteration 11Q (176.330000 sec): 3 clusters Score: Raw -242905.506429 + Penalty 3712.525421 = -239192.981009 nChanged 60 SP:Iteration 12Q (176.500000 sec): 3 clusters Score: Raw -243070.332972 + Penalty 3712.525421 = -239357.807551 nChanged 78 SP:Iteration 13Q (176.660000 sec): 3 clusters Score: Raw -243296.690139 + Penalty 3712.525421 = -239584.164719 nChanged 60 SP:Iteration 14Q (176.840000 sec): 3 clusters Score: Raw -243476.883762 + Penalty 3712.525421 = -239764.358342 nChanged 46 SP:Iteration 15Q (177.010000 sec): 3 clusters Score: Raw -243626.983593 + Penalty 3712.525421 = -239914.458173 nChanged 24 SP:Iteration 16Q (177.210000 sec): 3 clusters Score: Raw -243856.374154 + Penalty 3712.525421 = -240143.848733 nChanged 15 SP:Iteration 17Q (177.460000 sec): 3 clusters Score: Raw -244073.568981 + Penalty 3712.525421 = -240361.043560 nChanged 23 SP:Iteration 18Q (177.690000 sec): 3 clusters Score: Raw -244137.885698 + Penalty 3712.525421 = -240425.360277 nChanged 10 SP:Iteration 19Q (177.860000 sec): 3 clusters Score: Raw -244152.771671 + Penalty 3712.525421 = -240440.246250 nChanged 9 SP:Iteration 20F (178.070000 sec): 3 clusters Score: Raw -244174.674748 + Penalty 3712.525421 = -240462.149327 nChanged 9 SP:Iteration 21Q (178.240000 sec): 3 clusters Score: Raw -244200.232045 + Penalty 3712.525421 = -240487.706625 nChanged 7 SP:Iteration 22Q (178.430000 sec): 3 clusters Score: Raw -244239.073967 + Penalty 3712.525421 = -240526.548546 nChanged 7 SP:Iteration 23Q (178.600000 sec): 3 clusters Score: Raw -244275.309477 + Penalty 3712.525421 = -240562.784057 nChanged 5 SP:Iteration 24Q (178.740000 sec): 3 clusters Score: Raw -244292.208141 + Penalty 3712.525421 = -240579.682720 nChanged 4 SP:Iteration 25Q (178.900000 sec): 3 clusters Score: Raw -244300.882363 + Penalty 3712.525421 = -240588.356942 nChanged 1 SP:Iteration 26Q (179.010000 sec): 3 clusters Score: Raw -244301.532576 + Penalty 3712.525421 = -240589.007155 nChanged 1 SP:Iteration 27Q (179.180000 sec): 3 clusters Score: Raw -244301.986614 + Penalty 3712.525421 = -240589.461194 nChanged 0 SP:Iteration 28F (179.330000 sec): 3 clusters Score: Raw -244303.468407 + Penalty 3712.525421 = -240590.942986 nChanged 1 SP:Iteration 29Q (179.480000 sec): 3 clusters Score: Raw -244306.040348 + Penalty 3712.525421 = -240593.514928 nChanged 0 SP:Iteration 30F (179.620000 sec): 3 clusters Score: Raw -244306.040348 + Penalty 3712.525421 = -240593.514928 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 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.670000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.860000 sec): 3 clusters Score: Raw -71746.304691 + Penalty 3104.752406 = -68641.552285 nChanged 80 SP:Iteration 1F (180.060000 sec): 3 clusters Score: Raw -71897.187533 + Penalty 3104.752406 = -68792.435126 nChanged 21 SP:Iteration 2Q (180.240000 sec): 3 clusters Score: Raw -71938.666750 + Penalty 3104.752406 = -68833.914344 nChanged 7 SP:Iteration 3Q (180.380000 sec): 3 clusters Score: Raw -71958.085633 + Penalty 3104.752406 = -68853.333227 nChanged 6 SP:Iteration 4Q (180.590000 sec): 3 clusters Score: Raw -71979.439478 + Penalty 3104.752406 = -68874.687072 nChanged 3 SP:Iteration 5Q (180.760000 sec): 3 clusters Score: Raw -71984.131664 + Penalty 3104.752406 = -68879.379257 nChanged 1 SP:Iteration 6Q (180.930000 sec): 3 clusters Score: Raw -71985.568166 + Penalty 3104.752406 = -68880.815760 nChanged 0 SP:Iteration 7F (181.100000 sec): 3 clusters Score: Raw -71985.568166 + Penalty 3104.752406 = -68880.815760 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.180000 sec): 2 clusters Score: Raw -111091.368068 + Penalty 1683.385556 = -109407.982513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.380000 sec): 3 clusters Score: Raw -110989.348554 + Penalty 3366.771111 = -107622.577443 nChanged 237 SP:Iteration 1F (181.560000 sec): 3 clusters Score: Raw -111426.116066 + Penalty 3366.771111 = -108059.344955 nChanged 95 SP:Iteration 2F (181.740000 sec): 3 clusters Score: Raw -111888.896404 + Penalty 3366.771111 = -108522.125293 nChanged 81 SP:Iteration 3F (181.940000 sec): 3 clusters Score: Raw -112302.451916 + Penalty 3366.771111 = -108935.680804 nChanged 62 SP:Iteration 4F (182.120000 sec): 3 clusters Score: Raw -112600.047203 + Penalty 3366.771111 = -109233.276091 nChanged 35 SP:Iteration 5Q (182.300000 sec): 3 clusters Score: Raw -112796.711166 + Penalty 3366.771111 = -109429.940055 nChanged 25 SP:Iteration 6Q (182.530000 sec): 3 clusters Score: Raw -112955.765740 + Penalty 3366.771111 = -109588.994629 nChanged 19 SP:Iteration 7Q (182.700000 sec): 3 clusters Score: Raw -113152.438043 + Penalty 3366.771111 = -109785.666932 nChanged 18 SP:Iteration 8Q (182.930000 sec): 3 clusters Score: Raw -113217.202826 + Penalty 3366.771111 = -109850.431715 nChanged 9 SP:Iteration 9Q (183.080000 sec): 3 clusters Score: Raw -113255.057791 + Penalty 3366.771111 = -109888.286680 nChanged 5 SP:Iteration 10Q (183.270000 sec): 3 clusters Score: Raw -113270.312469 + Penalty 3366.771111 = -109903.541358 nChanged 4 SP:Iteration 11Q (183.430000 sec): 3 clusters Score: Raw -113280.209919 + Penalty 3366.771111 = -109913.438808 nChanged 2 SP:Iteration 12Q (183.580000 sec): 3 clusters Score: Raw -113282.428528 + Penalty 3366.771111 = -109915.657417 nChanged 2 SP:Iteration 13Q (183.760000 sec): 3 clusters Score: Raw -113287.830800 + Penalty 3366.771111 = -109921.059689 nChanged 1 SP:Iteration 14Q (183.930000 sec): 3 clusters Score: Raw -113289.077004 + Penalty 3366.771111 = -109922.305892 nChanged 1 SP:Iteration 15Q (184.120000 sec): 3 clusters Score: Raw -113290.554392 + Penalty 3366.771111 = -109923.783281 nChanged 0 SP:Iteration 16F (184.320000 sec): 3 clusters Score: Raw -113290.554392 + Penalty 3366.771111 = -109923.783281 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 2.06 GB. Trying to split cluster 6 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.410000 sec): 2 clusters Score: Raw -58946.970722 + Penalty 1512.879100 = -57434.091622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.550000 sec): 3 clusters Score: Raw -59008.041082 + Penalty 3025.758200 = -55982.282882 nChanged 72 SP:Iteration 1F (184.760000 sec): 3 clusters Score: Raw -59210.740615 + Penalty 3025.758200 = -56184.982415 nChanged 23 SP:Iteration 2F (184.950000 sec): 3 clusters Score: Raw -59298.707381 + Penalty 3025.758200 = -56272.949181 nChanged 15 SP:Iteration 3Q (185.080000 sec): 3 clusters Score: Raw -59359.377954 + Penalty 3025.758200 = -56333.619754 nChanged 10 SP:Iteration 4Q (185.280000 sec): 3 clusters Score: Raw -59404.323908 + Penalty 3025.758200 = -56378.565708 nChanged 10 SP:Iteration 5Q (185.440000 sec): 3 clusters Score: Raw -59447.754820 + Penalty 3025.758200 = -56421.996620 nChanged 7 SP:Iteration 6Q (185.670000 sec): 3 clusters Score: Raw -59504.588986 + Penalty 3025.758200 = -56478.830786 nChanged 7 SP:Iteration 7Q (185.840000 sec): 3 clusters Score: Raw -59596.983033 + Penalty 3025.758200 = -56571.224832 nChanged 7 SP:Iteration 8Q (186.040000 sec): 3 clusters Score: Raw -59799.940604 + Penalty 3025.758200 = -56774.182404 nChanged 13 SP:Iteration 9Q (186.190000 sec): 3 clusters Score: Raw -59826.142727 + Penalty 3025.758200 = -56800.384527 nChanged 5 SP:Iteration 10Q (186.380000 sec): 3 clusters Score: Raw -59834.750152 + Penalty 3025.758200 = -56808.991952 nChanged 5 SP:Iteration 11Q (186.550000 sec): 3 clusters Score: Raw -59843.043325 + Penalty 3025.758200 = -56817.285125 nChanged 5 SP:Iteration 12Q (186.760000 sec): 3 clusters Score: Raw -59854.119903 + Penalty 3025.758200 = -56828.361703 nChanged 4 SP:Iteration 13Q (186.900000 sec): 3 clusters Score: Raw -59859.404493 + Penalty 3025.758200 = -56833.646292 nChanged 2 SP:Iteration 14Q (187.100000 sec): 3 clusters Score: Raw -59861.876329 + Penalty 3025.758200 = -56836.118129 nChanged 3 SP:Iteration 15Q (187.260000 sec): 3 clusters Score: Raw -59868.420374 + Penalty 3025.758200 = -56842.662174 nChanged 4 SP:Iteration 16Q (187.440000 sec): 3 clusters Score: Raw -59875.750447 + Penalty 3025.758200 = -56849.992247 nChanged 3 SP:Iteration 17Q (187.620000 sec): 3 clusters Score: Raw -59883.682284 + Penalty 3025.758200 = -56857.924083 nChanged 3 SP:Iteration 18Q (187.780000 sec): 3 clusters Score: Raw -59890.317587 + Penalty 3025.758200 = -56864.559387 nChanged 3 SP:Iteration 19Q (187.970000 sec): 3 clusters Score: Raw -59897.781928 + Penalty 3025.758200 = -56872.023728 nChanged 1 SP:Iteration 20F (188.180000 sec): 3 clusters Score: Raw -59899.077383 + Penalty 3025.758200 = -56873.319182 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (212024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.530000 sec): 2 clusters Score: Raw -29040679.617294 + Penalty 3041.584779 = -29037638.032515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.820000 sec): 3 clusters Score: Raw -28901435.483788 + Penalty 6083.169558 = -28895352.314230 nChanged 102187 SP:Iteration 1F (192.060000 sec): 3 clusters Score: Raw -28962282.299045 + Penalty 6083.169558 = -28956199.129486 nChanged 7566 SP:Iteration 2Q (193.400000 sec): 3 clusters Score: Raw -28964710.354287 + Penalty 6083.169558 = -28958627.184728 nChanged 9408 SP:Iteration 3Q (194.890000 sec): 3 clusters Score: Raw -28968612.070210 + Penalty 6083.169558 = -28962528.900652 nChanged 11621 SP:Iteration 4F (196.290000 sec): 3 clusters Score: Raw -28974405.031815 + Penalty 6083.169558 = -28968321.862257 nChanged 13457 SP:Iteration 5F (197.530000 sec): 3 clusters Score: Raw -28981937.225523 + Penalty 6083.169558 = -28975854.055965 nChanged 14272 SP:Iteration 6F (198.770000 sec): 3 clusters Score: Raw -28989964.010100 + Penalty 6083.169558 = -28983880.840542 nChanged 13523 SP:Iteration 7F (200.000000 sec): 3 clusters Score: Raw -28997573.059114 + Penalty 6083.169558 = -28991489.889555 nChanged 12012 SP:Iteration 8F (201.240000 sec): 3 clusters Score: Raw -29004463.665640 + Penalty 6083.169558 = -28998380.496081 nChanged 10085 SP:Iteration 9Q (202.610000 sec): 3 clusters Score: Raw -29010761.243659 + Penalty 6083.169558 = -29004678.074101 nChanged 8384 SP:Iteration 10Q (204.010000 sec): 3 clusters Score: Raw -29016673.386618 + Penalty 6083.169558 = -29010590.217060 nChanged 7102 SP:Iteration 11Q (205.290000 sec): 3 clusters Score: Raw -29022281.872708 + Penalty 6083.169558 = -29016198.703150 nChanged 5741 SP:Iteration 12Q (206.680000 sec): 3 clusters Score: Raw -29026408.435729 + Penalty 6083.169558 = -29020325.266170 nChanged 4310 SP:Iteration 13Q (207.990000 sec): 3 clusters Score: Raw -29028967.372048 + Penalty 6083.169558 = -29022884.202490 nChanged 3555 SP:Iteration 14Q (209.250000 sec): 3 clusters Score: Raw -29030754.379437 + Penalty 6083.169558 = -29024671.209879 nChanged 3233 SP:Iteration 15Q (210.480000 sec): 3 clusters Score: Raw -29032157.704235 + Penalty 6083.169558 = -29026074.534676 nChanged 2967 SP:Iteration 16Q (211.660000 sec): 3 clusters Score: Raw -29033349.044760 + Penalty 6083.169558 = -29027265.875201 nChanged 2769 SP:Iteration 17Q (212.900000 sec): 3 clusters Score: Raw -29034416.097294 + Penalty 6083.169558 = -29028332.927735 nChanged 2433 SP:Iteration 18Q (214.160000 sec): 3 clusters Score: Raw -29035302.540900 + Penalty 6083.169558 = -29029219.371342 nChanged 2133 SP:Iteration 19Q (215.340000 sec): 3 clusters Score: Raw -29036048.217718 + Penalty 6083.169558 = -29029965.048160 nChanged 1919 SP:Iteration 20F (216.580000 sec): 3 clusters Score: Raw -29036692.431998 + Penalty 6083.169558 = -29030609.262440 nChanged 1659 SP:Iteration 21Q (217.810000 sec): 3 clusters Score: Raw -29037212.493630 + Penalty 6083.169558 = -29031129.324071 nChanged 1507 SP:Iteration 22Q (219.010000 sec): 3 clusters Score: Raw -29037689.752937 + Penalty 6083.169558 = -29031606.583379 nChanged 1391 SP:Iteration 23Q (220.200000 sec): 3 clusters Score: Raw -29038122.998712 + Penalty 6083.169558 = -29032039.829153 nChanged 1257 SP:Iteration 24Q (221.450000 sec): 3 clusters Score: Raw -29038494.278152 + Penalty 6083.169558 = -29032411.108594 nChanged 1099 SP:Iteration 25Q (222.560000 sec): 3 clusters Score: Raw -29038799.461422 + Penalty 6083.169558 = -29032716.291863 nChanged 991 SP:Iteration 26Q (223.680000 sec): 3 clusters Score: Raw -29039071.096619 + Penalty 6083.169558 = -29032987.927060 nChanged 860 SP:Iteration 27Q (224.920000 sec): 3 clusters Score: Raw -29039289.152330 + Penalty 6083.169558 = -29033205.982771 nChanged 767 SP:Iteration 28Q (226.170000 sec): 3 clusters Score: Raw -29039470.365009 + Penalty 6083.169558 = -29033387.195451 nChanged 663 SP:Iteration 29Q (227.380000 sec): 3 clusters Score: Raw -29039623.151734 + Penalty 6083.169558 = -29033539.982176 nChanged 603 SP:Iteration 30Q (228.520000 sec): 3 clusters Score: Raw -29039769.441552 + Penalty 6083.169558 = -29033686.271994 nChanged 576 SP:Iteration 31Q (229.640000 sec): 3 clusters Score: Raw -29039914.869459 + Penalty 6083.169558 = -29033831.699901 nChanged 555 SP:Iteration 32Q (230.780000 sec): 3 clusters Score: Raw -29040049.179667 + Penalty 6083.169558 = -29033966.010108 nChanged 474 SP:Iteration 33Q (231.830000 sec): 3 clusters Score: Raw -29040162.267815 + Penalty 6083.169558 = -29034079.098257 nChanged 431 SP:Iteration 34Q (232.990000 sec): 3 clusters Score: Raw -29040263.949979 + Penalty 6083.169558 = -29034180.780421 nChanged 392 SP:Iteration 35Q (234.130000 sec): 3 clusters Score: Raw -29040359.468119 + Penalty 6083.169558 = -29034276.298560 nChanged 377 SP:Iteration 36Q (235.170000 sec): 3 clusters Score: Raw -29040460.367132 + Penalty 6083.169558 = -29034377.197574 nChanged 370 SP:Iteration 37Q (236.190000 sec): 3 clusters Score: Raw -29040552.353408 + Penalty 6083.169558 = -29034469.183850 nChanged 340 SP:Iteration 38Q (237.310000 sec): 3 clusters Score: Raw -29040633.246453 + Penalty 6083.169558 = -29034550.076894 nChanged 295 SP:Iteration 39Q (238.360000 sec): 3 clusters Score: Raw -29040696.925788 + Penalty 6083.169558 = -29034613.756230 nChanged 261 SP:Iteration 40F (239.580000 sec): 3 clusters Score: Raw -29040753.352319 + Penalty 6083.169558 = -29034670.182761 nChanged 264 SP:Iteration 41Q (240.760000 sec): 3 clusters Score: Raw -29040814.976009 + Penalty 6083.169558 = -29034731.806451 nChanged 270 SP:Iteration 42Q (241.920000 sec): 3 clusters Score: Raw -29040871.510114 + Penalty 6083.169558 = -29034788.340555 nChanged 220 SP:Iteration 43Q (243.030000 sec): 3 clusters Score: Raw -29040911.498305 + Penalty 6083.169558 = -29034828.328747 nChanged 200 SP:Iteration 44Q (244.140000 sec): 3 clusters Score: Raw -29040950.425594 + Penalty 6083.169558 = -29034867.256035 nChanged 196 SP:Iteration 45Q (245.300000 sec): 3 clusters Score: Raw -29040989.928136 + Penalty 6083.169558 = -29034906.758578 nChanged 186 SP:Iteration 46Q (246.420000 sec): 3 clusters Score: Raw -29041024.377463 + Penalty 6083.169558 = -29034941.207904 nChanged 167 SP:Iteration 47Q (247.430000 sec): 3 clusters Score: Raw -29041054.914105 + Penalty 6083.169558 = -29034971.744547 nChanged 175 SP:Iteration 48Q (248.610000 sec): 3 clusters Score: Raw -29041086.229586 + Penalty 6083.169558 = -29035003.060027 nChanged 156 SP:Iteration 49Q (249.810000 sec): 3 clusters Score: Raw -29041114.826629 + Penalty 6083.169558 = -29035031.657071 nChanged 152 SP:Iteration 50Q (251.020000 sec): 3 clusters Score: Raw -29041142.896695 + Penalty 6083.169558 = -29035059.727137 nChanged 131 SP:Iteration 51Q (252.180000 sec): 3 clusters Score: Raw -29041162.377311 + Penalty 6083.169558 = -29035079.207753 nChanged 112 SP:Iteration 52Q (253.430000 sec): 3 clusters Score: Raw -29041177.953583 + Penalty 6083.169558 = -29035094.784025 nChanged 103 SP:Iteration 53Q (254.590000 sec): 3 clusters Score: Raw -29041192.150035 + Penalty 6083.169558 = -29035108.980477 nChanged 99 SP:Iteration 54Q (255.770000 sec): 3 clusters Score: Raw -29041203.805189 + Penalty 6083.169558 = -29035120.635630 nChanged 89 SP:Iteration 55Q (257.130000 sec): 3 clusters Score: Raw -29041214.837455 + Penalty 6083.169558 = -29035131.667896 nChanged 77 SP:Iteration 56Q (258.360000 sec): 3 clusters Score: Raw -29041223.557339 + Penalty 6083.169558 = -29035140.387780 nChanged 73 SP:Iteration 57Q (259.490000 sec): 3 clusters Score: Raw -29041233.655470 + Penalty 6083.169558 = -29035150.485912 nChanged 85 SP:Iteration 58Q (260.660000 sec): 3 clusters Score: Raw -29041245.147992 + Penalty 6083.169558 = -29035161.978433 nChanged 73 SP:Iteration 59Q (261.850000 sec): 3 clusters Score: Raw -29041253.579739 + Penalty 6083.169558 = -29035170.410181 nChanged 59 SP:Iteration 60F (263.080000 sec): 3 clusters Score: Raw -29041260.875201 + Penalty 6083.169558 = -29035177.705643 nChanged 64 SP:Iteration 61Q (264.260000 sec): 3 clusters Score: Raw -29041268.727717 + Penalty 6083.169558 = -29035185.558159 nChanged 66 SP:Iteration 62Q (265.380000 sec): 3 clusters Score: Raw -29041277.921415 + Penalty 6083.169558 = -29035194.751856 nChanged 87 SP:Iteration 63Q (266.530000 sec): 3 clusters Score: Raw -29041288.795395 + Penalty 6083.169558 = -29035205.625837 nChanged 66 SP:Iteration 64Q (267.620000 sec): 3 clusters Score: Raw -29041297.639326 + Penalty 6083.169558 = -29035214.469768 nChanged 62 SP:Iteration 65Q (268.770000 sec): 3 clusters Score: Raw -29041304.610702 + Penalty 6083.169558 = -29035221.441144 nChanged 49 SP:Iteration 66Q (269.880000 sec): 3 clusters Score: Raw -29041310.414194 + Penalty 6083.169558 = -29035227.244636 nChanged 54 SP:Iteration 67Q (271.000000 sec): 3 clusters Score: Raw -29041317.215637 + Penalty 6083.169558 = -29035234.046079 nChanged 46 SP:Iteration 68Q (272.110000 sec): 3 clusters Score: Raw -29041323.221322 + Penalty 6083.169558 = -29035240.051763 nChanged 47 SP:Iteration 69Q (273.220000 sec): 3 clusters Score: Raw -29041327.883986 + Penalty 6083.169558 = -29035244.714427 nChanged 31 SP:Iteration 70Q (274.420000 sec): 3 clusters Score: Raw -29041330.309716 + Penalty 6083.169558 = -29035247.140157 nChanged 32 SP:Iteration 71Q (275.490000 sec): 3 clusters Score: Raw -29041334.130009 + Penalty 6083.169558 = -29035250.960451 nChanged 33 SP:Iteration 72Q (276.520000 sec): 3 clusters Score: Raw -29041337.755486 + Penalty 6083.169558 = -29035254.585928 nChanged 31 SP:Iteration 73Q (277.610000 sec): 3 clusters Score: Raw -29041340.945363 + Penalty 6083.169558 = -29035257.775805 nChanged 32 SP:Iteration 74Q (278.720000 sec): 3 clusters Score: Raw -29041344.423623 + Penalty 6083.169558 = -29035261.254065 nChanged 40 SP:Iteration 75Q (279.910000 sec): 3 clusters Score: Raw -29041348.233927 + Penalty 6083.169558 = -29035265.064368 nChanged 35 SP:Iteration 76Q (281.050000 sec): 3 clusters Score: Raw -29041352.239432 + Penalty 6083.169558 = -29035269.069873 nChanged 35 SP:Iteration 77Q (282.160000 sec): 3 clusters Score: Raw -29041356.301735 + Penalty 6083.169558 = -29035273.132177 nChanged 35 SP:Iteration 78Q (283.340000 sec): 3 clusters Score: Raw -29041359.976965 + Penalty 6083.169558 = -29035276.807407 nChanged 34 SP:Iteration 79Q (284.420000 sec): 3 clusters Score: Raw -29041363.654183 + Penalty 6083.169558 = -29035280.484625 nChanged 34 SP:Iteration 80F (285.660000 sec): 3 clusters Score: Raw -29041367.948632 + Penalty 6083.169558 = -29035284.779074 nChanged 42 SP:Iteration 81Q (286.870000 sec): 3 clusters Score: Raw -29041373.537435 + Penalty 6083.169558 = -29035290.367877 nChanged 45 SP:Iteration 82Q (288.090000 sec): 3 clusters Score: Raw -29041379.957382 + Penalty 6083.169558 = -29035296.787823 nChanged 56 SP:Iteration 83Q (289.190000 sec): 3 clusters Score: Raw -29041386.081821 + Penalty 6083.169558 = -29035302.912262 nChanged 51 SP:Iteration 84Q (290.350000 sec): 3 clusters Score: Raw -29041392.781698 + Penalty 6083.169558 = -29035309.612139 nChanged 50 SP:Iteration 85Q (291.620000 sec): 3 clusters Score: Raw -29041398.573284 + Penalty 6083.169558 = -29035315.403725 nChanged 41 SP:Iteration 86Q (292.850000 sec): 3 clusters Score: Raw -29041403.610666 + Penalty 6083.169558 = -29035320.441108 nChanged 41 SP:Iteration 87Q (293.950000 sec): 3 clusters Score: Raw -29041409.415616 + Penalty 6083.169558 = -29035326.246058 nChanged 37 SP:Iteration 88Q (295.100000 sec): 3 clusters Score: Raw -29041413.660895 + Penalty 6083.169558 = -29035330.491337 nChanged 29 SP:Iteration 89Q (296.310000 sec): 3 clusters Score: Raw -29041416.404616 + Penalty 6083.169558 = -29035333.235057 nChanged 29 SP:Iteration 90Q (297.450000 sec): 3 clusters Score: Raw -29041419.557536 + Penalty 6083.169558 = -29035336.387978 nChanged 23 SP:Iteration 91Q (298.560000 sec): 3 clusters Score: Raw -29041422.023131 + Penalty 6083.169558 = -29035338.853573 nChanged 22 SP:Iteration 92Q (299.610000 sec): 3 clusters Score: Raw -29041424.227335 + Penalty 6083.169558 = -29035341.057777 nChanged 14 SP:Iteration 93Q (300.720000 sec): 3 clusters Score: Raw -29041425.697747 + Penalty 6083.169558 = -29035342.528189 nChanged 14 SP:Iteration 94Q (301.880000 sec): 3 clusters Score: Raw -29041427.099682 + Penalty 6083.169558 = -29035343.930124 nChanged 12 SP:Iteration 95Q (302.870000 sec): 3 clusters Score: Raw -29041428.039964 + Penalty 6083.169558 = -29035344.870406 nChanged 14 SP:Iteration 96Q (304.090000 sec): 3 clusters Score: Raw -29041428.974503 + Penalty 6083.169558 = -29035345.804945 nChanged 11 SP:Iteration 97Q (305.360000 sec): 3 clusters Score: Raw -29041429.691426 + Penalty 6083.169558 = -29035346.521867 nChanged 8 SP:Iteration 98Q (306.670000 sec): 3 clusters Score: Raw -29041430.403162 + Penalty 6083.169558 = -29035347.233604 nChanged 5 SP:Iteration 99Q (307.830000 sec): 3 clusters Score: Raw -29041430.905034 + Penalty 6083.169558 = -29035347.735475 nChanged 7 SP:Iteration 100F (309.120000 sec): 3 clusters Score: Raw -29041431.555063 + Penalty 6083.169558 = -29035348.385505 nChanged 8 SP:Iteration 101Q (310.270000 sec): 3 clusters Score: Raw -29041432.470337 + Penalty 6083.169558 = -29035349.300778 nChanged 15 SP:Iteration 102Q (311.480000 sec): 3 clusters Score: Raw -29041433.786202 + Penalty 6083.169558 = -29035350.616644 nChanged 8 SP:Iteration 103Q (312.640000 sec): 3 clusters Score: Raw -29041434.505631 + Penalty 6083.169558 = -29035351.336073 nChanged 10 SP:Iteration 104Q (313.870000 sec): 3 clusters Score: Raw -29041435.260426 + Penalty 6083.169558 = -29035352.090868 nChanged 10 SP:Iteration 105Q (314.970000 sec): 3 clusters Score: Raw -29041435.982761 + Penalty 6083.169558 = -29035352.813202 nChanged 11 SP:Iteration 106Q (316.060000 sec): 3 clusters Score: Raw -29041437.241877 + Penalty 6083.169558 = -29035354.072318 nChanged 18 SP:Iteration 107Q (317.210000 sec): 3 clusters Score: Raw -29041438.660189 + Penalty 6083.169558 = -29035355.490631 nChanged 10 SP:Iteration 108Q (318.310000 sec): 3 clusters Score: Raw -29041439.526441 + Penalty 6083.169558 = -29035356.356883 nChanged 12 SP:Iteration 109Q (319.360000 sec): 3 clusters Score: Raw -29041440.428946 + Penalty 6083.169558 = -29035357.259387 nChanged 11 SP:Iteration 110Q (320.460000 sec): 3 clusters Score: Raw -29041441.327365 + Penalty 6083.169558 = -29035358.157807 nChanged 15 SP:Iteration 111Q (321.590000 sec): 3 clusters Score: Raw -29041443.297280 + Penalty 6083.169558 = -29035360.127722 nChanged 18 SP:Iteration 112Q (322.690000 sec): 3 clusters Score: Raw -29041446.039828 + Penalty 6083.169558 = -29035362.870269 nChanged 24 SP:Iteration 113Q (323.850000 sec): 3 clusters Score: Raw -29041448.535938 + Penalty 6083.169558 = -29035365.366379 nChanged 20 SP:Iteration 114Q (324.960000 sec): 3 clusters Score: Raw -29041450.370997 + Penalty 6083.169558 = -29035367.201439 nChanged 14 SP:Iteration 115Q (326.080000 sec): 3 clusters Score: Raw -29041451.743009 + Penalty 6083.169558 = -29035368.573451 nChanged 10 SP:Iteration 116Q (327.260000 sec): 3 clusters Score: Raw -29041452.858114 + Penalty 6083.169558 = -29035369.688555 nChanged 15 SP:Iteration 117Q (328.400000 sec): 3 clusters Score: Raw -29041454.153365 + Penalty 6083.169558 = -29035370.983807 nChanged 13 SP:Iteration 118Q (329.550000 sec): 3 clusters Score: Raw -29041455.327941 + Penalty 6083.169558 = -29035372.158383 nChanged 10 SP:Iteration 119Q (330.690000 sec): 3 clusters Score: Raw -29041456.659735 + Penalty 6083.169558 = -29035373.490176 nChanged 10 SP:Iteration 120F (332.020000 sec): 3 clusters Score: Raw -29041457.649810 + Penalty 6083.169558 = -29035374.480251 nChanged 12 SP:Iteration 121Q (333.140000 sec): 3 clusters Score: Raw -29041458.958327 + Penalty 6083.169558 = -29035375.788768 nChanged 12 SP:Iteration 122Q (334.330000 sec): 3 clusters Score: Raw -29041460.135280 + Penalty 6083.169558 = -29035376.965722 nChanged 14 SP:Iteration 123Q (335.560000 sec): 3 clusters Score: Raw -29041461.411518 + Penalty 6083.169558 = -29035378.241960 nChanged 16 SP:Iteration 124Q (336.980000 sec): 3 clusters Score: Raw -29041463.144691 + Penalty 6083.169558 = -29035379.975132 nChanged 18 SP:Iteration 125Q (338.470000 sec): 3 clusters Score: Raw -29041464.995098 + Penalty 6083.169558 = -29035381.825540 nChanged 12 SP:Iteration 126Q (339.960000 sec): 3 clusters Score: Raw -29041466.396964 + Penalty 6083.169558 = -29035383.227405 nChanged 14 SP:Iteration 127Q (341.210000 sec): 3 clusters Score: Raw -29041468.061340 + Penalty 6083.169558 = -29035384.891782 nChanged 14 SP:Iteration 128Q (342.430000 sec): 3 clusters Score: Raw -29041469.629885 + Penalty 6083.169558 = -29035386.460327 nChanged 22 SP:Iteration 129Q (343.650000 sec): 3 clusters Score: Raw -29041472.062470 + Penalty 6083.169558 = -29035388.892911 nChanged 20 SP:Iteration 130Q (344.830000 sec): 3 clusters Score: Raw -29041473.954449 + Penalty 6083.169558 = -29035390.784891 nChanged 9 SP:Iteration 131Q (345.970000 sec): 3 clusters Score: Raw -29041475.086694 + Penalty 6083.169558 = -29035391.917136 nChanged 11 SP:Iteration 132Q (347.320000 sec): 3 clusters Score: Raw -29041476.809452 + Penalty 6083.169558 = -29035393.639894 nChanged 18 SP:Iteration 133Q (348.470000 sec): 3 clusters Score: Raw -29041478.925170 + Penalty 6083.169558 = -29035395.755612 nChanged 18 SP:Iteration 134Q (349.710000 sec): 3 clusters Score: Raw -29041480.843385 + Penalty 6083.169558 = -29035397.673827 nChanged 17 SP:Iteration 135Q (350.850000 sec): 3 clusters Score: Raw -29041482.719467 + Penalty 6083.169558 = -29035399.549908 nChanged 23 SP:Iteration 136Q (352.060000 sec): 3 clusters Score: Raw -29041485.508743 + Penalty 6083.169558 = -29035402.339185 nChanged 21 SP:Iteration 137Q (353.230000 sec): 3 clusters Score: Raw -29041488.112276 + Penalty 6083.169558 = -29035404.942718 nChanged 17 SP:Iteration 138Q (354.460000 sec): 3 clusters Score: Raw -29041490.358947 + Penalty 6083.169558 = -29035407.189388 nChanged 16 SP:Iteration 139Q (355.640000 sec): 3 clusters Score: Raw -29041492.198500 + Penalty 6083.169558 = -29035409.028942 nChanged 19 SP:Iteration 140F (356.950000 sec): 3 clusters Score: Raw -29041494.589901 + Penalty 6083.169558 = -29035411.420342 nChanged 17 SP:Iteration 141Q (358.080000 sec): 3 clusters Score: Raw -29041496.786618 + Penalty 6083.169558 = -29035413.617060 nChanged 19 SP:Iteration 142Q (359.220000 sec): 3 clusters Score: Raw -29041499.002908 + Penalty 6083.169558 = -29035415.833349 nChanged 14 SP:Iteration 143Q (360.300000 sec): 3 clusters Score: Raw -29041500.438692 + Penalty 6083.169558 = -29035417.269133 nChanged 20 SP:Iteration 144Q (361.480000 sec): 3 clusters Score: Raw -29041502.881734 + Penalty 6083.169558 = -29035419.712176 nChanged 15 SP:Iteration 145Q (362.600000 sec): 3 clusters Score: Raw -29041504.615627 + Penalty 6083.169558 = -29035421.446068 nChanged 17 SP:Iteration 146Q (363.720000 sec): 3 clusters Score: Raw -29041506.564163 + Penalty 6083.169558 = -29035423.394605 nChanged 18 SP:Iteration 147Q (364.840000 sec): 3 clusters Score: Raw -29041508.401197 + Penalty 6083.169558 = -29035425.231639 nChanged 18 SP:Iteration 148Q (365.950000 sec): 3 clusters Score: Raw -29041510.137769 + Penalty 6083.169558 = -29035426.968210 nChanged 17 SP:Iteration 149Q (367.080000 sec): 3 clusters Score: Raw -29041512.282262 + Penalty 6083.169558 = -29035429.112703 nChanged 18 SP:Iteration 150Q (368.180000 sec): 3 clusters Score: Raw -29041514.361053 + Penalty 6083.169558 = -29035431.191494 nChanged 15 SP:Iteration 151Q (369.440000 sec): 3 clusters Score: Raw -29041517.080790 + Penalty 6083.169558 = -29035433.911232 nChanged 17 SP:Iteration 152Q (370.550000 sec): 3 clusters Score: Raw -29041519.764083 + Penalty 6083.169558 = -29035436.594525 nChanged 15 SP:Iteration 153Q (371.610000 sec): 3 clusters Score: Raw -29041521.261833 + Penalty 6083.169558 = -29035438.092275 nChanged 11 SP:Iteration 154Q (372.710000 sec): 3 clusters Score: Raw -29041522.496290 + Penalty 6083.169558 = -29035439.326732 nChanged 10 SP:Iteration 155Q (373.840000 sec): 3 clusters Score: Raw -29041523.587267 + Penalty 6083.169558 = -29035440.417709 nChanged 9 SP:Iteration 156Q (374.960000 sec): 3 clusters Score: Raw -29041524.771450 + Penalty 6083.169558 = -29035441.601891 nChanged 12 SP:Iteration 157Q (376.160000 sec): 3 clusters Score: Raw -29041526.091662 + Penalty 6083.169558 = -29035442.922103 nChanged 11 SP:Iteration 158Q (377.390000 sec): 3 clusters Score: Raw -29041527.042303 + Penalty 6083.169558 = -29035443.872745 nChanged 10 SP:Iteration 159Q (378.460000 sec): 3 clusters Score: Raw -29041528.143362 + Penalty 6083.169558 = -29035444.973804 nChanged 5 SP:Iteration 160F (379.710000 sec): 3 clusters Score: Raw -29041528.549629 + Penalty 6083.169558 = -29035445.380071 nChanged 3 SP:Iteration 161Q (380.950000 sec): 3 clusters Score: Raw -29041528.799282 + Penalty 6083.169558 = -29035445.629724 nChanged 2 SP:Iteration 162Q (382.120000 sec): 3 clusters Score: Raw -29041528.957212 + Penalty 6083.169558 = -29035445.787653 nChanged 3 SP:Iteration 163Q (383.220000 sec): 3 clusters Score: Raw -29041529.181565 + Penalty 6083.169558 = -29035446.012007 nChanged 4 SP:Iteration 164Q (384.470000 sec): 3 clusters Score: Raw -29041529.441660 + Penalty 6083.169558 = -29035446.272101 nChanged 4 SP:Iteration 165Q (385.560000 sec): 3 clusters Score: Raw -29041529.883917 + Penalty 6083.169558 = -29035446.714358 nChanged 8 SP:Iteration 166Q (386.780000 sec): 3 clusters Score: Raw -29041531.263766 + Penalty 6083.169558 = -29035448.094208 nChanged 14 SP:Iteration 167Q (387.910000 sec): 3 clusters Score: Raw -29041532.934650 + Penalty 6083.169558 = -29035449.765092 nChanged 18 SP:Iteration 168Q (389.070000 sec): 3 clusters Score: Raw -29041534.970326 + Penalty 6083.169558 = -29035451.800767 nChanged 13 SP:Iteration 169Q (390.320000 sec): 3 clusters Score: Raw -29041536.266245 + Penalty 6083.169558 = -29035453.096687 nChanged 14 SP:Iteration 170Q (391.640000 sec): 3 clusters Score: Raw -29041537.738056 + Penalty 6083.169558 = -29035454.568498 nChanged 16 SP:Iteration 171Q (392.940000 sec): 3 clusters Score: Raw -29041539.440489 + Penalty 6083.169558 = -29035456.270931 nChanged 10 SP:Iteration 172Q (394.090000 sec): 3 clusters Score: Raw -29041541.117714 + Penalty 6083.169558 = -29035457.948155 nChanged 14 SP:Iteration 173Q (395.200000 sec): 3 clusters Score: Raw -29041543.085005 + Penalty 6083.169558 = -29035459.915447 nChanged 19 SP:Iteration 174Q (396.330000 sec): 3 clusters Score: Raw -29041545.509689 + Penalty 6083.169558 = -29035462.340130 nChanged 22 SP:Iteration 175Q (397.520000 sec): 3 clusters Score: Raw -29041548.648442 + Penalty 6083.169558 = -29035465.478883 nChanged 24 SP:Iteration 176Q (398.660000 sec): 3 clusters Score: Raw -29041551.362227 + Penalty 6083.169558 = -29035468.192669 nChanged 19 SP:Iteration 177Q (399.830000 sec): 3 clusters Score: Raw -29041553.489717 + Penalty 6083.169558 = -29035470.320159 nChanged 14 SP:Iteration 178Q (401.030000 sec): 3 clusters Score: Raw -29041555.227045 + Penalty 6083.169558 = -29035472.057486 nChanged 17 SP:Iteration 179Q (402.130000 sec): 3 clusters Score: Raw -29041557.258878 + Penalty 6083.169558 = -29035474.089320 nChanged 17 SP:Iteration 180F (403.430000 sec): 3 clusters Score: Raw -29041558.968042 + Penalty 6083.169558 = -29035475.798484 nChanged 17 SP:Iteration 181Q (404.570000 sec): 3 clusters Score: Raw -29041560.485067 + Penalty 6083.169558 = -29035477.315508 nChanged 13 SP:Iteration 182Q (405.740000 sec): 3 clusters Score: Raw -29041561.667950 + Penalty 6083.169558 = -29035478.498392 nChanged 11 SP:Iteration 183Q (406.900000 sec): 3 clusters Score: Raw -29041562.703843 + Penalty 6083.169558 = -29035479.534284 nChanged 11 SP:Iteration 184Q (408.090000 sec): 3 clusters Score: Raw -29041563.864029 + Penalty 6083.169558 = -29035480.694470 nChanged 12 SP:Iteration 185Q (409.210000 sec): 3 clusters Score: Raw -29041565.419451 + Penalty 6083.169558 = -29035482.249893 nChanged 14 SP:Iteration 186Q (410.460000 sec): 3 clusters Score: Raw -29041567.247506 + Penalty 6083.169558 = -29035484.077948 nChanged 13 SP:Iteration 187Q (411.660000 sec): 3 clusters Score: Raw -29041568.929063 + Penalty 6083.169558 = -29035485.759504 nChanged 12 SP:Iteration 188Q (412.860000 sec): 3 clusters Score: Raw -29041570.068356 + Penalty 6083.169558 = -29035486.898798 nChanged 10 SP:Iteration 189Q (413.970000 sec): 3 clusters Score: Raw -29041570.845845 + Penalty 6083.169558 = -29035487.676287 nChanged 10 SP:Iteration 190Q (415.170000 sec): 3 clusters Score: Raw -29041571.840029 + Penalty 6083.169558 = -29035488.670471 nChanged 8 SP:Iteration 191Q (416.320000 sec): 3 clusters Score: Raw -29041572.487883 + Penalty 6083.169558 = -29035489.318324 nChanged 6 SP:Iteration 192Q (417.500000 sec): 3 clusters Score: Raw -29041573.465470 + Penalty 6083.169558 = -29035490.295912 nChanged 10 SP:Iteration 193Q (418.720000 sec): 3 clusters Score: Raw -29041574.327444 + Penalty 6083.169558 = -29035491.157886 nChanged 12 SP:Iteration 194Q (419.860000 sec): 3 clusters Score: Raw -29041575.802775 + Penalty 6083.169558 = -29035492.633217 nChanged 12 SP:Iteration 195Q (421.010000 sec): 3 clusters Score: Raw -29041576.891500 + Penalty 6083.169558 = -29035493.721941 nChanged 15 SP:Iteration 196Q (422.170000 sec): 3 clusters Score: Raw -29041579.146415 + Penalty 6083.169558 = -29035495.976857 nChanged 14 SP:Iteration 197Q (423.400000 sec): 3 clusters Score: Raw -29041581.346163 + Penalty 6083.169558 = -29035498.176604 nChanged 8 SP:Iteration 198Q (424.570000 sec): 3 clusters Score: Raw -29041582.178582 + Penalty 6083.169558 = -29035499.009023 nChanged 5 SP:Iteration 199Q (425.730000 sec): 3 clusters Score: Raw -29041582.778876 + Penalty 6083.169558 = -29035499.609318 nChanged 5 SP:Iteration 200F (427.000000 sec): 3 clusters Score: Raw -29041583.500899 + Penalty 6083.169558 = -29035500.331341 nChanged 5 SP:Iteration 201Q (428.170000 sec): 3 clusters Score: Raw -29041584.121123 + Penalty 6083.169558 = -29035500.951564 nChanged 3 SP:Iteration 202Q (429.220000 sec): 3 clusters Score: Raw -29041584.453675 + Penalty 6083.169558 = -29035501.284117 nChanged 4 SP:Iteration 203Q (430.370000 sec): 3 clusters Score: Raw -29041584.829689 + Penalty 6083.169558 = -29035501.660131 nChanged 3 SP:Iteration 204Q (431.510000 sec): 3 clusters Score: Raw -29041585.010606 + Penalty 6083.169558 = -29035501.841048 nChanged 1 SP:Iteration 205Q (432.620000 sec): 3 clusters Score: Raw -29041585.114170 + Penalty 6083.169558 = -29035501.944611 nChanged 2 SP:Iteration 206Q (433.740000 sec): 3 clusters Score: Raw -29041585.302291 + Penalty 6083.169558 = -29035502.132733 nChanged 1 SP:Iteration 207Q (434.860000 sec): 3 clusters Score: Raw -29041585.431280 + Penalty 6083.169558 = -29035502.261722 nChanged 0 SP:Iteration 208F (436.110000 sec): 3 clusters Score: Raw -29041585.431280 + Penalty 6083.169558 = -29035502.261722 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 8 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.290000 sec): 2 clusters Score: Raw -44243.903889 + Penalty 1477.047668 = -42766.856222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.550000 sec): 3 clusters Score: Raw -44456.062954 + Penalty 2954.095335 = -41501.967618 nChanged 78 SP:Iteration 1F (436.730000 sec): 3 clusters Score: Raw -44698.797171 + Penalty 2954.095335 = -41744.701836 nChanged 19 SP:Iteration 2Q (436.870000 sec): 3 clusters Score: Raw -44759.963638 + Penalty 2954.095335 = -41805.868303 nChanged 13 SP:Iteration 3Q (437.060000 sec): 3 clusters Score: Raw -44834.046428 + Penalty 2954.095335 = -41879.951093 nChanged 12 SP:Iteration 4Q (437.200000 sec): 3 clusters Score: Raw -44880.026371 + Penalty 2954.095335 = -41925.931036 nChanged 14 SP:Iteration 5Q (437.380000 sec): 3 clusters Score: Raw -44927.036797 + Penalty 2954.095335 = -41972.941462 nChanged 11 SP:Iteration 6Q (437.560000 sec): 3 clusters Score: Raw -45056.162203 + Penalty 2954.095335 = -42102.066868 nChanged 19 SP:Iteration 7Q (437.740000 sec): 3 clusters Score: Raw -45240.701193 + Penalty 2954.095335 = -42286.605858 nChanged 16 SP:Iteration 8Q (437.940000 sec): 3 clusters Score: Raw -45449.329850 + Penalty 2954.095335 = -42495.234515 nChanged 14 SP:Iteration 9Q (438.090000 sec): 3 clusters Score: Raw -45982.485231 + Penalty 2954.095335 = -43028.389896 nChanged 10 SP:Iteration 10Q (438.210000 sec): 3 clusters Score: Raw -46191.787216 + Penalty 2954.095335 = -43237.691880 nChanged 9 SP:Iteration 11Q (438.450000 sec): 3 clusters Score: Raw -46321.934702 + Penalty 2954.095335 = -43367.839366 nChanged 10 SP:Iteration 12Q (438.620000 sec): 3 clusters Score: Raw -46465.074326 + Penalty 2954.095335 = -43510.978990 nChanged 4 SP:Iteration 13Q (438.790000 sec): 3 clusters Score: Raw -46537.201283 + Penalty 2954.095335 = -43583.105948 nChanged 2 SP:Iteration 14Q (439.010000 sec): 3 clusters Score: Raw -46568.017290 + Penalty 2954.095335 = -43613.921955 nChanged 1 SP:Iteration 15Q (439.150000 sec): 3 clusters Score: Raw -46682.738825 + Penalty 2954.095335 = -43728.643490 nChanged 0 SP:Iteration 16F (439.330000 sec): 3 clusters Score: Raw -46682.738825 + Penalty 2954.095335 = -43728.643490 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 2.06 GB. Trying to split cluster 9 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.460000 sec): 2 clusters Score: Raw -74604.286000 + Penalty 1584.363229 = -73019.922771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.580000 sec): 3 clusters Score: Raw -74677.164401 + Penalty 3168.726457 = -71508.437944 nChanged 155 SP:Iteration 1F (439.750000 sec): 3 clusters Score: Raw -75068.269250 + Penalty 3168.726457 = -71899.542793 nChanged 54 SP:Iteration 2F (439.950000 sec): 3 clusters Score: Raw -75290.759292 + Penalty 3168.726457 = -72122.032835 nChanged 47 SP:Iteration 3F (440.090000 sec): 3 clusters Score: Raw -75622.878877 + Penalty 3168.726457 = -72454.152420 nChanged 61 SP:Iteration 4F (440.220000 sec): 3 clusters Score: Raw -76250.524862 + Penalty 3168.726457 = -73081.798405 nChanged 59 SP:Iteration 5F (440.410000 sec): 3 clusters Score: Raw -77007.741582 + Penalty 3168.726457 = -73839.015124 nChanged 46 SP:Iteration 6F (440.620000 sec): 3 clusters Score: Raw -78254.205791 + Penalty 3168.726457 = -75085.479333 nChanged 13 SP:Iteration 7Q (440.820000 sec): 3 clusters Score: Raw -78699.963116 + Penalty 3168.726457 = -75531.236659 nChanged 2 SP:Iteration 8Q (440.990000 sec): 3 clusters Score: Raw -78793.356437 + Penalty 3168.726457 = -75624.629980 nChanged 2 SP:Iteration 9Q (441.150000 sec): 3 clusters Score: Raw -78861.108342 + Penalty 3168.726457 = -75692.381885 nChanged 1 SP:Iteration 10Q (441.350000 sec): 3 clusters Score: Raw -78906.433963 + Penalty 3168.726457 = -75737.707505 nChanged 0 SP:Iteration 11F (441.530000 sec): 3 clusters Score: Raw -78908.749517 + Penalty 3168.726457 = -75740.023060 nChanged 1 SP:Iteration 12Q (441.700000 sec): 3 clusters Score: Raw -79054.854617 + Penalty 3168.726457 = -75886.128160 nChanged 0 SP:Iteration 13F (441.900000 sec): 3 clusters Score: Raw -79054.854617 + Penalty 3168.726457 = -75886.128160 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (19760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.120000 sec): 2 clusters Score: Raw -2640494.039088 + Penalty 2453.070913 = -2638040.968175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.410000 sec): 3 clusters Score: Raw -2629495.945934 + Penalty 4906.141826 = -2624589.804108 nChanged 8647 SP:Iteration 1F (442.730000 sec): 3 clusters Score: Raw -2636557.512261 + Penalty 4906.141826 = -2631651.370435 nChanged 2457 SP:Iteration 2F (443.050000 sec): 3 clusters Score: Raw -2639998.959154 + Penalty 4906.141826 = -2635092.817328 nChanged 2493 SP:Iteration 3F (443.350000 sec): 3 clusters Score: Raw -2643283.681111 + Penalty 4906.141826 = -2638377.539285 nChanged 1857 SP:Iteration 4F (443.610000 sec): 3 clusters Score: Raw -2645200.359613 + Penalty 4906.141826 = -2640294.217787 nChanged 987 SP:Iteration 5Q (443.930000 sec): 3 clusters Score: Raw -2646019.461282 + Penalty 4906.141826 = -2641113.319457 nChanged 576 SP:Iteration 6Q (444.190000 sec): 3 clusters Score: Raw -2646447.835727 + Penalty 4906.141826 = -2641541.693901 nChanged 357 SP:Iteration 7Q (444.510000 sec): 3 clusters Score: Raw -2646676.426625 + Penalty 4906.141826 = -2641770.284799 nChanged 246 SP:Iteration 8Q (444.810000 sec): 3 clusters Score: Raw -2646819.524190 + Penalty 4906.141826 = -2641913.382364 nChanged 182 SP:Iteration 9Q (445.100000 sec): 3 clusters Score: Raw -2646919.946539 + Penalty 4906.141826 = -2642013.804713 nChanged 124 SP:Iteration 10Q (445.390000 sec): 3 clusters Score: Raw -2646974.845502 + Penalty 4906.141826 = -2642068.703676 nChanged 81 SP:Iteration 11Q (445.690000 sec): 3 clusters Score: Raw -2647003.465798 + Penalty 4906.141826 = -2642097.323972 nChanged 52 SP:Iteration 12Q (446.010000 sec): 3 clusters Score: Raw -2647021.880460 + Penalty 4906.141826 = -2642115.738635 nChanged 47 SP:Iteration 13Q (446.300000 sec): 3 clusters Score: Raw -2647040.026083 + Penalty 4906.141826 = -2642133.884257 nChanged 33 SP:Iteration 14Q (446.600000 sec): 3 clusters Score: Raw -2647050.754817 + Penalty 4906.141826 = -2642144.612991 nChanged 19 SP:Iteration 15Q (446.960000 sec): 3 clusters Score: Raw -2647057.402267 + Penalty 4906.141826 = -2642151.260441 nChanged 9 SP:Iteration 16Q (447.260000 sec): 3 clusters Score: Raw -2647059.562482 + Penalty 4906.141826 = -2642153.420656 nChanged 7 SP:Iteration 17Q (447.590000 sec): 3 clusters Score: Raw -2647062.971270 + Penalty 4906.141826 = -2642156.829444 nChanged 9 SP:Iteration 18Q (447.880000 sec): 3 clusters Score: Raw -2647065.000717 + Penalty 4906.141826 = -2642158.858891 nChanged 5 SP:Iteration 19Q (448.190000 sec): 3 clusters Score: Raw -2647066.100812 + Penalty 4906.141826 = -2642159.958986 nChanged 6 SP:Iteration 20F (448.430000 sec): 3 clusters Score: Raw -2647067.468792 + Penalty 4906.141826 = -2642161.326967 nChanged 6 SP:Iteration 21Q (448.740000 sec): 3 clusters Score: Raw -2647069.855880 + Penalty 4906.141826 = -2642163.714055 nChanged 5 SP:Iteration 22Q (449.050000 sec): 3 clusters Score: Raw -2647071.040953 + Penalty 4906.141826 = -2642164.899127 nChanged 3 SP:Iteration 23Q (449.360000 sec): 3 clusters Score: Raw -2647071.995052 + Penalty 4906.141826 = -2642165.853227 nChanged 2 SP:Iteration 24Q (449.720000 sec): 3 clusters Score: Raw -2647072.729798 + Penalty 4906.141826 = -2642166.587973 nChanged 1 SP:Iteration 25Q (450.080000 sec): 3 clusters Score: Raw -2647072.922796 + Penalty 4906.141826 = -2642166.780970 nChanged 0 SP:Iteration 26F (450.430000 sec): 3 clusters Score: Raw -2647072.922796 + Penalty 4906.141826 = -2642166.780970 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 2.06 GB. Trying to split cluster 12 (992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.530000 sec): 2 clusters Score: Raw -108547.775122 + Penalty 1711.131331 = -106836.643792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.730000 sec): 3 clusters Score: Raw -108445.703735 + Penalty 3422.262661 = -105023.441073 nChanged 279 SP:Iteration 1F (450.890000 sec): 3 clusters Score: Raw -109069.580609 + Penalty 3422.262661 = -105647.317948 nChanged 117 SP:Iteration 2F (451.090000 sec): 3 clusters Score: Raw -109528.254818 + Penalty 3422.262661 = -106105.992156 nChanged 99 SP:Iteration 3F (451.330000 sec): 3 clusters Score: Raw -109911.315213 + Penalty 3422.262661 = -106489.052552 nChanged 64 SP:Iteration 4F (451.450000 sec): 3 clusters Score: Raw -110349.944782 + Penalty 3422.262661 = -106927.682120 nChanged 45 SP:Iteration 5Q (451.620000 sec): 3 clusters Score: Raw -110721.962488 + Penalty 3422.262661 = -107299.699826 nChanged 36 SP:Iteration 6Q (451.800000 sec): 3 clusters Score: Raw -111126.400731 + Penalty 3422.262661 = -107704.138070 nChanged 36 SP:Iteration 7Q (452.010000 sec): 3 clusters Score: Raw -111370.758242 + Penalty 3422.262661 = -107948.495581 nChanged 26 SP:Iteration 8Q (452.180000 sec): 3 clusters Score: Raw -111597.558411 + Penalty 3422.262661 = -108175.295750 nChanged 28 SP:Iteration 9Q (452.380000 sec): 3 clusters Score: Raw -111686.511612 + Penalty 3422.262661 = -108264.248951 nChanged 18 SP:Iteration 10Q (452.570000 sec): 3 clusters Score: Raw -111771.548973 + Penalty 3422.262661 = -108349.286311 nChanged 19 SP:Iteration 11Q (452.770000 sec): 3 clusters Score: Raw -111841.297044 + Penalty 3422.262661 = -108419.034383 nChanged 20 SP:Iteration 12Q (452.920000 sec): 3 clusters Score: Raw -111943.077998 + Penalty 3422.262661 = -108520.815336 nChanged 16 SP:Iteration 13Q (453.070000 sec): 3 clusters Score: Raw -112007.152381 + Penalty 3422.262661 = -108584.889720 nChanged 11 SP:Iteration 14Q (453.260000 sec): 3 clusters Score: Raw -112082.540492 + Penalty 3422.262661 = -108660.277831 nChanged 11 SP:Iteration 15Q (453.440000 sec): 3 clusters Score: Raw -112198.867075 + Penalty 3422.262661 = -108776.604414 nChanged 7 SP:Iteration 16Q (453.600000 sec): 3 clusters Score: Raw -112215.602345 + Penalty 3422.262661 = -108793.339683 nChanged 5 SP:Iteration 17Q (453.750000 sec): 3 clusters Score: Raw -112227.613582 + Penalty 3422.262661 = -108805.350920 nChanged 5 SP:Iteration 18Q (453.950000 sec): 3 clusters Score: Raw -112246.841153 + Penalty 3422.262661 = -108824.578491 nChanged 2 SP:Iteration 19Q (454.120000 sec): 3 clusters Score: Raw -112257.405877 + Penalty 3422.262661 = -108835.143216 nChanged 3 SP:Iteration 20F (454.300000 sec): 3 clusters Score: Raw -112283.830009 + Penalty 3422.262661 = -108861.567348 nChanged 8 SP:Iteration 21Q (454.480000 sec): 3 clusters Score: Raw -112311.556370 + Penalty 3422.262661 = -108889.293709 nChanged 7 SP:Iteration 22Q (454.700000 sec): 3 clusters Score: Raw -112337.180035 + Penalty 3422.262661 = -108914.917374 nChanged 7 SP:Iteration 23Q (454.900000 sec): 3 clusters Score: Raw -112356.004734 + Penalty 3422.262661 = -108933.742072 nChanged 6 SP:Iteration 24Q (455.090000 sec): 3 clusters Score: Raw -112382.580975 + Penalty 3422.262661 = -108960.318314 nChanged 11 SP:Iteration 25Q (455.280000 sec): 3 clusters Score: Raw -112434.801940 + Penalty 3422.262661 = -109012.539278 nChanged 8 SP:Iteration 26Q (455.460000 sec): 3 clusters Score: Raw -112466.617440 + Penalty 3422.262661 = -109044.354779 nChanged 5 SP:Iteration 27Q (455.630000 sec): 3 clusters Score: Raw -112511.367573 + Penalty 3422.262661 = -109089.104912 nChanged 13 SP:Iteration 28Q (455.800000 sec): 3 clusters Score: Raw -112588.199841 + Penalty 3422.262661 = -109165.937179 nChanged 15 SP:Iteration 29Q (456.000000 sec): 3 clusters Score: Raw -112838.190431 + Penalty 3422.262661 = -109415.927770 nChanged 20 SP:Iteration 30Q (456.200000 sec): 3 clusters Score: Raw -113337.528865 + Penalty 3422.262661 = -109915.266204 nChanged 6 SP:Iteration 31Q (456.430000 sec): 3 clusters Score: Raw -113561.379946 + Penalty 3422.262661 = -110139.117284 nChanged 1 SP:Iteration 32Q (456.590000 sec): 3 clusters Score: Raw -113652.459271 + Penalty 3422.262661 = -110230.196610 nChanged 1 SP:Iteration 33Q (456.820000 sec): 3 clusters Score: Raw -113721.341336 + Penalty 3422.262661 = -110299.078675 nChanged 1 SP:Iteration 34Q (456.980000 sec): 3 clusters Score: Raw -113749.370277 + Penalty 3422.262661 = -110327.107616 nChanged 0 SP:Iteration 35F (457.220000 sec): 3 clusters Score: Raw -113760.189014 + Penalty 3422.262661 = -110337.926352 nChanged 2 SP:Iteration 36Q (457.400000 sec): 3 clusters Score: Raw -113837.389579 + Penalty 3422.262661 = -110415.126918 nChanged 2 SP:Iteration 37Q (457.560000 sec): 3 clusters Score: Raw -113959.804700 + Penalty 3422.262661 = -110537.542039 nChanged 2 SP:Iteration 38Q (457.740000 sec): 3 clusters Score: Raw -114101.300639 + Penalty 3422.262661 = -110679.037978 nChanged 0 SP:Iteration 39F (457.940000 sec): 3 clusters Score: Raw -114101.300639 + Penalty 3422.262661 = -110679.037978 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 2.06 GB. Trying to split cluster 13 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.030000 sec): 2 clusters Score: Raw -30681.610539 + Penalty 1368.328318 = -29313.282221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.180000 sec): 3 clusters Score: Raw -30882.204906 + Penalty 2736.656637 = -28145.548269 nChanged 33 SP:Iteration 1F (458.380000 sec): 3 clusters Score: Raw -31056.025980 + Penalty 2736.656637 = -28319.369343 nChanged 7 SP:Iteration 2Q (458.570000 sec): 3 clusters Score: Raw -31127.350475 + Penalty 2736.656637 = -28390.693839 nChanged 10 SP:Iteration 3Q (458.770000 sec): 3 clusters Score: Raw -31192.857933 + Penalty 2736.656637 = -28456.201297 nChanged 9 SP:Iteration 4Q (459.000000 sec): 3 clusters Score: Raw -31328.737704 + Penalty 2736.656637 = -28592.081068 nChanged 11 SP:Iteration 5Q (459.220000 sec): 3 clusters Score: Raw -31453.197145 + Penalty 2736.656637 = -28716.540509 nChanged 12 SP:Iteration 6Q (459.460000 sec): 3 clusters Score: Raw -31588.590096 + Penalty 2736.656637 = -28851.933459 nChanged 16 SP:Iteration 7F (459.600000 sec): 3 clusters Score: Raw -31774.554451 + Penalty 2736.656637 = -29037.897814 nChanged 8 SP:Iteration 8Q (459.780000 sec): 3 clusters Score: Raw -31891.870760 + Penalty 2736.656637 = -29155.214124 nChanged 6 SP:Iteration 9Q (459.970000 sec): 3 clusters Score: Raw -31999.441004 + Penalty 2736.656637 = -29262.784367 nChanged 6 SP:Iteration 10Q (460.240000 sec): 3 clusters Score: Raw -32078.545174 + Penalty 2736.656637 = -29341.888538 nChanged 7 SP:Iteration 11Q (460.380000 sec): 3 clusters Score: Raw -32195.082494 + Penalty 2736.656637 = -29458.425857 nChanged 3 SP:Iteration 12Q (460.570000 sec): 3 clusters Score: Raw -32258.264529 + Penalty 2736.656637 = -29521.607892 nChanged 5 SP:Iteration 13Q (460.820000 sec): 3 clusters Score: Raw -32402.562668 + Penalty 2736.656637 = -29665.906031 nChanged 5 SP:Iteration 14Q (461.020000 sec): 3 clusters Score: Raw -32586.796289 + Penalty 2736.656637 = -29850.139652 nChanged 2 SP:Iteration 15Q (461.220000 sec): 3 clusters Score: Raw -32612.213820 + Penalty 2736.656637 = -29875.557183 nChanged 0 SP:Iteration 16F (461.380000 sec): 3 clusters Score: Raw -32629.059242 + Penalty 2736.656637 = -29892.402605 nChanged 3 SP:Iteration 17Q (461.540000 sec): 3 clusters Score: Raw -32734.143606 + Penalty 2736.656637 = -29997.486970 nChanged 1 SP:Iteration 18Q (461.740000 sec): 3 clusters Score: Raw -32844.061598 + Penalty 2736.656637 = -30107.404961 nChanged 0 SP:Iteration 19F (461.920000 sec): 3 clusters Score: Raw -32844.061598 + Penalty 2736.656637 = -30107.404961 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 2.06 GB. Trying to split cluster 15 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.000000 sec): 2 clusters Score: Raw -138267.043326 + Penalty 1733.583612 = -136533.459714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.160000 sec): 3 clusters Score: Raw -138066.072885 + Penalty 3467.167224 = -134598.905660 nChanged 286 SP:Iteration 1F (462.350000 sec): 3 clusters Score: Raw -138627.309899 + Penalty 3467.167224 = -135160.142675 nChanged 117 SP:Iteration 2F (462.560000 sec): 3 clusters Score: Raw -139616.828849 + Penalty 3467.167224 = -136149.661625 nChanged 117 SP:Iteration 3F (462.750000 sec): 3 clusters Score: Raw -140271.302058 + Penalty 3467.167224 = -136804.134834 nChanged 80 SP:Iteration 4F (462.950000 sec): 3 clusters Score: Raw -140651.312518 + Penalty 3467.167224 = -137184.145294 nChanged 32 SP:Iteration 5Q (463.120000 sec): 3 clusters Score: Raw -140957.884753 + Penalty 3467.167224 = -137490.717529 nChanged 12 SP:Iteration 6Q (463.320000 sec): 3 clusters Score: Raw -140989.174368 + Penalty 3467.167224 = -137522.007144 nChanged 14 SP:Iteration 7Q (463.490000 sec): 3 clusters Score: Raw -141013.295967 + Penalty 3467.167224 = -137546.128743 nChanged 9 SP:Iteration 8Q (463.660000 sec): 3 clusters Score: Raw -141027.628735 + Penalty 3467.167224 = -137560.461511 nChanged 2 SP:Iteration 9Q (463.820000 sec): 3 clusters Score: Raw -141031.406839 + Penalty 3467.167224 = -137564.239615 nChanged 3 SP:Iteration 10Q (464.000000 sec): 3 clusters Score: Raw -141035.007460 + Penalty 3467.167224 = -137567.840235 nChanged 2 SP:Iteration 11Q (464.180000 sec): 3 clusters Score: Raw -141039.411861 + Penalty 3467.167224 = -137572.244637 nChanged 1 SP:Iteration 12Q (464.400000 sec): 3 clusters Score: Raw -141040.708463 + Penalty 3467.167224 = -137573.541239 nChanged 1 SP:Iteration 13Q (464.550000 sec): 3 clusters Score: Raw -141042.796505 + Penalty 3467.167224 = -137575.629281 nChanged 1 SP:Iteration 14Q (464.740000 sec): 3 clusters Score: Raw -141044.054721 + Penalty 3467.167224 = -137576.887497 nChanged 0 SP:Iteration 15F (464.960000 sec): 3 clusters Score: Raw -141044.054721 + Penalty 3467.167224 = -137576.887497 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 2.06 GB. Trying to split cluster 16 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.010000 sec): 2 clusters Score: Raw -32290.657824 + Penalty 1394.756342 = -30895.901482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.230000 sec): 3 clusters Score: Raw -32534.150250 + Penalty 2789.512683 = -29744.637567 nChanged 37 SP:Iteration 1F (465.450000 sec): 3 clusters Score: Raw -32683.300411 + Penalty 2789.512683 = -29893.787728 nChanged 7 SP:Iteration 2Q (465.660000 sec): 3 clusters Score: Raw -32705.147752 + Penalty 2789.512683 = -29915.635069 nChanged 4 SP:Iteration 3Q (465.830000 sec): 3 clusters Score: Raw -32723.664975 + Penalty 2789.512683 = -29934.152292 nChanged 6 SP:Iteration 4Q (466.040000 sec): 3 clusters Score: Raw -32764.708913 + Penalty 2789.512683 = -29975.196229 nChanged 5 SP:Iteration 5Q (466.240000 sec): 3 clusters Score: Raw -32787.202620 + Penalty 2789.512683 = -29997.689937 nChanged 5 SP:Iteration 6Q (466.410000 sec): 3 clusters Score: Raw -32804.038156 + Penalty 2789.512683 = -30014.525473 nChanged 5 SP:Iteration 7Q (466.590000 sec): 3 clusters Score: Raw -32822.305106 + Penalty 2789.512683 = -30032.792422 nChanged 3 SP:Iteration 8Q (466.720000 sec): 3 clusters Score: Raw -32829.772959 + Penalty 2789.512683 = -30040.260276 nChanged 1 SP:Iteration 9Q (466.900000 sec): 3 clusters Score: Raw -32831.160401 + Penalty 2789.512683 = -30041.647717 nChanged 0 SP:Iteration 10F (467.080000 sec): 3 clusters Score: Raw -32831.160401 + Penalty 2789.512683 = -30041.647717 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.160000 sec): 2 clusters Score: Raw -70070.156495 + Penalty 1592.158742 = -68477.997753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.360000 sec): 3 clusters Score: Raw -70133.141071 + Penalty 3184.317484 = -66948.823586 nChanged 164 SP:Iteration 1F (467.530000 sec): 3 clusters Score: Raw -70938.142843 + Penalty 3184.317484 = -67753.825359 nChanged 86 SP:Iteration 2F (467.660000 sec): 3 clusters Score: Raw -71804.627114 + Penalty 3184.317484 = -68620.309630 nChanged 50 SP:Iteration 3F (467.840000 sec): 3 clusters Score: Raw -72502.755579 + Penalty 3184.317484 = -69318.438094 nChanged 29 SP:Iteration 4Q (468.030000 sec): 3 clusters Score: Raw -72761.365319 + Penalty 3184.317484 = -69577.047835 nChanged 17 SP:Iteration 5Q (468.260000 sec): 3 clusters Score: Raw -72849.038645 + Penalty 3184.317484 = -69664.721160 nChanged 6 SP:Iteration 6Q (468.480000 sec): 3 clusters Score: Raw -72961.704758 + Penalty 3184.317484 = -69777.387273 nChanged 2 SP:Iteration 7Q (468.670000 sec): 3 clusters Score: Raw -73025.676143 + Penalty 3184.317484 = -69841.358659 nChanged 2 SP:Iteration 8Q (468.810000 sec): 3 clusters Score: Raw -73033.267493 + Penalty 3184.317484 = -69848.950009 nChanged 1 SP:Iteration 9Q (468.950000 sec): 3 clusters Score: Raw -73038.752352 + Penalty 3184.317484 = -69854.434868 nChanged 2 SP:Iteration 10Q (469.090000 sec): 3 clusters Score: Raw -73050.379618 + Penalty 3184.317484 = -69866.062133 nChanged 4 SP:Iteration 11Q (469.250000 sec): 3 clusters Score: Raw -73071.924338 + Penalty 3184.317484 = -69887.606853 nChanged 5 SP:Iteration 12Q (469.430000 sec): 3 clusters Score: Raw -73103.129351 + Penalty 3184.317484 = -69918.811867 nChanged 5 SP:Iteration 13Q (469.610000 sec): 3 clusters Score: Raw -73126.963422 + Penalty 3184.317484 = -69942.645938 nChanged 2 SP:Iteration 14Q (469.790000 sec): 3 clusters Score: Raw -73133.252261 + Penalty 3184.317484 = -69948.934777 nChanged 2 SP:Iteration 15Q (470.020000 sec): 3 clusters Score: Raw -73141.980245 + Penalty 3184.317484 = -69957.662761 nChanged 2 SP:Iteration 16Q (470.160000 sec): 3 clusters Score: Raw -73148.707030 + Penalty 3184.317484 = -69964.389545 nChanged 2 SP:Iteration 17Q (470.370000 sec): 3 clusters Score: Raw -73155.175689 + Penalty 3184.317484 = -69970.858205 nChanged 0 SP:Iteration 18F (470.550000 sec): 3 clusters Score: Raw -73155.175689 + Penalty 3184.317484 = -69970.858205 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 2.06 GB. Trying to split cluster 19 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.660000 sec): 2 clusters Score: Raw -70963.388633 + Penalty 1616.015883 = -69347.372750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.870000 sec): 3 clusters Score: Raw -71236.826447 + Penalty 3232.031766 = -68004.794681 nChanged 205 SP:Iteration 1F (471.070000 sec): 3 clusters Score: Raw -72710.705082 + Penalty 3232.031766 = -69478.673316 nChanged 118 SP:Iteration 2F (471.260000 sec): 3 clusters Score: Raw -74568.895153 + Penalty 3232.031766 = -71336.863387 nChanged 68 SP:Iteration 3F (471.470000 sec): 3 clusters Score: Raw -76478.704194 + Penalty 3232.031766 = -73246.672428 nChanged 30 SP:Iteration 4Q (471.640000 sec): 3 clusters Score: Raw -77626.835325 + Penalty 3232.031766 = -74394.803559 nChanged 3 SP:Iteration 5Q (471.860000 sec): 3 clusters Score: Raw -77867.475438 + Penalty 3232.031766 = -74635.443672 nChanged 0 SP:Iteration 6F (472.020000 sec): 3 clusters Score: Raw -77867.475438 + Penalty 3232.031766 = -74635.443672 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Deleting Class 8 (148 points): Lose 2386.362691 but Gain 3100.298076 Iteration 20F (486.490000 sec): 25 clusters Score: Raw -36238946.263852 + Penalty 74407.153820 = -36164539.110033 nChanged 2279 Iteration 21Q (494.710000 sec): 25 clusters Score: Raw -36247382.998003 + Penalty 74407.153820 = -36172975.844184 nChanged 1210 Iteration 22Q (502.820000 sec): 25 clusters Score: Raw -36248303.748565 + Penalty 74407.153820 = -36173896.594745 nChanged 873 Iteration 23Q (511.420000 sec): 25 clusters Score: Raw -36248754.506107 + Penalty 74407.153820 = -36174347.352288 nChanged 665 Iteration 24Q (520.250000 sec): 25 clusters Score: Raw -36249353.754800 + Penalty 74407.153820 = -36174946.600980 nChanged 525 Iteration 25Q (528.700000 sec): 25 clusters Score: Raw -36249812.067402 + Penalty 74407.153820 = -36175404.913582 nChanged 393 Iteration 26Q (537.490000 sec): 25 clusters Score: Raw -36249932.644397 + Penalty 74407.153820 = -36175525.490578 nChanged 322 Iteration 27Q (546.420000 sec): 25 clusters Score: Raw -36250042.122696 + Penalty 74407.153820 = -36175634.968876 nChanged 272 Iteration 28Q (555.020000 sec): 25 clusters Score: Raw -36250091.409114 + Penalty 74407.153820 = -36175684.255295 nChanged 236 Iteration 29Q (562.500000 sec): 25 clusters Score: Raw -36250112.470205 + Penalty 74407.153820 = -36175705.316385 nChanged 184 Iteration 30Q (570.280000 sec): 25 clusters Score: Raw -36250139.170343 + Penalty 74407.153820 = -36175732.016523 nChanged 135 Iteration 31Q (578.220000 sec): 25 clusters Score: Raw -36250156.439800 + Penalty 74407.153820 = -36175749.285981 nChanged 106 Iteration 32Q (585.750000 sec): 25 clusters Score: Raw -36250168.212531 + Penalty 74407.153820 = -36175761.058711 nChanged 97 Iteration 33Q (594.480000 sec): 25 clusters Score: Raw -36250179.451646 + Penalty 74407.153820 = -36175772.297826 nChanged 74 Iteration 34Q (602.520000 sec): 25 clusters Score: Raw -36250185.159178 + Penalty 74407.153820 = -36175778.005358 nChanged 57 Iteration 35Q (610.120000 sec): 25 clusters Score: Raw -36250195.907666 + Penalty 74407.153820 = -36175788.753847 nChanged 55 Iteration 36Q (618.300000 sec): 25 clusters Score: Raw -36250214.032297 + Penalty 74407.153820 = -36175806.878477 nChanged 49 Iteration 37Q (626.410000 sec): 25 clusters Score: Raw -36250242.545506 + Penalty 74407.153820 = -36175835.391686 nChanged 46 Iteration 38Q (635.270000 sec): 25 clusters Score: Raw -36250267.476314 + Penalty 74407.153820 = -36175860.322494 nChanged 54 Iteration 39Q (643.370000 sec): 25 clusters Score: Raw -36250297.711006 + Penalty 74407.153820 = -36175890.557186 nChanged 42 Iteration 40F (657.050000 sec): 25 clusters Score: Raw -36253111.368358 + Penalty 74407.153820 = -36178704.214538 nChanged 149 Iteration 41Q (665.010000 sec): 25 clusters Score: Raw -36255277.358345 + Penalty 74407.153820 = -36180870.204525 nChanged 80 Iteration 42Q (672.610000 sec): 25 clusters Score: Raw -36255718.769519 + Penalty 74407.153820 = -36181311.615699 nChanged 63 Iteration 43Q (679.850000 sec): 25 clusters Score: Raw -36256383.702984 + Penalty 74407.153820 = -36181976.549165 nChanged 57 Iteration 44Q (686.560000 sec): 25 clusters Score: Raw -36256458.891102 + Penalty 74407.153820 = -36182051.737282 nChanged 41 Iteration 45Q (693.810000 sec): 25 clusters Score: Raw -36256517.391693 + Penalty 74407.153820 = -36182110.237873 nChanged 35 Iteration 46Q (701.420000 sec): 25 clusters Score: Raw -36256600.037823 + Penalty 74407.153820 = -36182192.884003 nChanged 42 Iteration 47Q (709.400000 sec): 25 clusters Score: Raw -36256707.684020 + Penalty 74407.153820 = -36182300.530200 nChanged 45 Iteration 48Q (717.570000 sec): 25 clusters Score: Raw -36256915.869924 + Penalty 74407.153820 = -36182508.716105 nChanged 35 Iteration 49Q (727.890000 sec): 25 clusters Score: Raw -36257489.664900 + Penalty 74407.153820 = -36183082.511081 nChanged 13 Iteration 50Q (736.540000 sec): 25 clusters Score: Raw -36257610.385902 + Penalty 74407.153820 = -36183203.232082 nChanged 13 Iteration 51Q (744.620000 sec): 25 clusters Score: Raw -36257610.784670 + Penalty 74407.153820 = -36183203.630850 nChanged 10 Iteration 52Q (752.870000 sec): 25 clusters Score: Raw -36257611.350573 + Penalty 74407.153820 = -36183204.196753 nChanged 12 Iteration 53Q (761.110000 sec): 25 clusters Score: Raw -36257611.852531 + Penalty 74407.153820 = -36183204.698711 nChanged 5 Iteration 54Q (768.740000 sec): 25 clusters Score: Raw -36257611.907979 + Penalty 74407.153820 = -36183204.754160 nChanged 1 Iteration 55Q (777.170000 sec): 25 clusters Score: Raw -36257611.917569 + Penalty 74407.153820 = -36183204.763750 nChanged 1 Iteration 56Q (785.370000 sec): 25 clusters Score: Raw -36257611.926372 + Penalty 74407.153820 = -36183204.772553 nChanged 0 Iteration 57F (799.340000 sec): 25 clusters Score: Raw -36258645.222606 + Penalty 74407.153820 = -36184238.068787 nChanged 40 Iteration 58Q (807.730000 sec): 25 clusters Score: Raw -36260693.594805 + Penalty 74407.153820 = -36186286.440985 nChanged 10 Writing temp clu file Because OldScore, -36184238.068787, is greater than current (better) Score,-36186286.440985 Compute initial score before splitting: Score: Raw -36260693.594805 + Penalty 74407.153820 = -36186286.440985 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 1 (26933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.020000 sec): 2 clusters Score: Raw -3622179.382736 + Penalty 2529.874680 = -3619649.508057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.320000 sec): 3 clusters Score: Raw -3606082.110409 + Penalty 5059.749359 = -3601022.361050 nChanged 12109 SP:Iteration 1F (808.630000 sec): 3 clusters Score: Raw -3612899.540328 + Penalty 5059.749359 = -3607839.790968 nChanged 1565 SP:Iteration 2F (809.000000 sec): 3 clusters Score: Raw -3613710.465408 + Penalty 5059.749359 = -3608650.716048 nChanged 1713 SP:Iteration 3F (809.310000 sec): 3 clusters Score: Raw -3614804.861497 + Penalty 5059.749359 = -3609745.112138 nChanged 1973 SP:Iteration 4F (809.690000 sec): 3 clusters Score: Raw -3616295.161908 + Penalty 5059.749359 = -3611235.412548 nChanged 2161 SP:Iteration 5F (809.970000 sec): 3 clusters Score: Raw -3617932.219838 + Penalty 5059.749359 = -3612872.470478 nChanged 1961 SP:Iteration 6F (810.340000 sec): 3 clusters Score: Raw -3619254.828864 + Penalty 5059.749359 = -3614195.079504 nChanged 1597 SP:Iteration 7F (810.720000 sec): 3 clusters Score: Raw -3620160.599775 + Penalty 5059.749359 = -3615100.850416 nChanged 1167 SP:Iteration 8Q (811.090000 sec): 3 clusters Score: Raw -3620752.970501 + Penalty 5059.749359 = -3615693.221142 nChanged 919 SP:Iteration 9Q (811.410000 sec): 3 clusters Score: Raw -3621187.744002 + Penalty 5059.749359 = -3616127.994643 nChanged 763 SP:Iteration 10Q (811.800000 sec): 3 clusters Score: Raw -3621548.424684 + Penalty 5059.749359 = -3616488.675325 nChanged 658 SP:Iteration 11Q (812.140000 sec): 3 clusters Score: Raw -3621848.581643 + Penalty 5059.749359 = -3616788.832284 nChanged 572 SP:Iteration 12Q (812.530000 sec): 3 clusters Score: Raw -3622108.824196 + Penalty 5059.749359 = -3617049.074837 nChanged 520 SP:Iteration 13Q (812.870000 sec): 3 clusters Score: Raw -3622353.435971 + Penalty 5059.749359 = -3617293.686611 nChanged 461 SP:Iteration 14Q (813.250000 sec): 3 clusters Score: Raw -3622560.265239 + Penalty 5059.749359 = -3617500.515879 nChanged 361 SP:Iteration 15Q (813.640000 sec): 3 clusters Score: Raw -3622711.059083 + Penalty 5059.749359 = -3617651.309724 nChanged 303 SP:Iteration 16Q (813.980000 sec): 3 clusters Score: Raw -3622826.878745 + Penalty 5059.749359 = -3617767.129385 nChanged 254 SP:Iteration 17Q (814.300000 sec): 3 clusters Score: Raw -3622917.816455 + Penalty 5059.749359 = -3617858.067096 nChanged 183 SP:Iteration 18Q (814.640000 sec): 3 clusters Score: Raw -3622976.559364 + Penalty 5059.749359 = -3617916.810005 nChanged 149 SP:Iteration 19Q (815.040000 sec): 3 clusters Score: Raw -3623020.272087 + Penalty 5059.749359 = -3617960.522728 nChanged 115 SP:Iteration 20F (815.360000 sec): 3 clusters Score: Raw -3623054.800214 + Penalty 5059.749359 = -3617995.050855 nChanged 120 SP:Iteration 21Q (815.710000 sec): 3 clusters Score: Raw -3623088.633189 + Penalty 5059.749359 = -3618028.883830 nChanged 95 SP:Iteration 22Q (816.060000 sec): 3 clusters Score: Raw -3623114.464888 + Penalty 5059.749359 = -3618054.715528 nChanged 79 SP:Iteration 23Q (816.440000 sec): 3 clusters Score: Raw -3623135.297897 + Penalty 5059.749359 = -3618075.548538 nChanged 65 SP:Iteration 24Q (816.770000 sec): 3 clusters Score: Raw -3623151.151503 + Penalty 5059.749359 = -3618091.402144 nChanged 66 SP:Iteration 25Q (817.100000 sec): 3 clusters Score: Raw -3623166.973524 + Penalty 5059.749359 = -3618107.224165 nChanged 63 SP:Iteration 26Q (817.460000 sec): 3 clusters Score: Raw -3623182.252742 + Penalty 5059.749359 = -3618122.503383 nChanged 54 SP:Iteration 27Q (817.800000 sec): 3 clusters Score: Raw -3623195.056538 + Penalty 5059.749359 = -3618135.307179 nChanged 46 SP:Iteration 28Q (818.140000 sec): 3 clusters Score: Raw -3623206.258720 + Penalty 5059.749359 = -3618146.509361 nChanged 52 SP:Iteration 29Q (818.510000 sec): 3 clusters Score: Raw -3623219.153629 + Penalty 5059.749359 = -3618159.404269 nChanged 43 SP:Iteration 30Q (818.880000 sec): 3 clusters Score: Raw -3623227.610975 + Penalty 5059.749359 = -3618167.861616 nChanged 24 SP:Iteration 31Q (819.160000 sec): 3 clusters Score: Raw -3623232.441203 + Penalty 5059.749359 = -3618172.691844 nChanged 20 SP:Iteration 32Q (819.520000 sec): 3 clusters Score: Raw -3623236.347552 + Penalty 5059.749359 = -3618176.598192 nChanged 18 SP:Iteration 33Q (819.790000 sec): 3 clusters Score: Raw -3623240.017974 + Penalty 5059.749359 = -3618180.268615 nChanged 27 SP:Iteration 34Q (820.120000 sec): 3 clusters Score: Raw -3623246.177026 + Penalty 5059.749359 = -3618186.427666 nChanged 30 SP:Iteration 35Q (820.420000 sec): 3 clusters Score: Raw -3623252.422542 + Penalty 5059.749359 = -3618192.673183 nChanged 27 SP:Iteration 36Q (820.730000 sec): 3 clusters Score: Raw -3623257.993519 + Penalty 5059.749359 = -3618198.244160 nChanged 23 SP:Iteration 37Q (821.090000 sec): 3 clusters Score: Raw -3623262.162690 + Penalty 5059.749359 = -3618202.413331 nChanged 20 SP:Iteration 38Q (821.480000 sec): 3 clusters Score: Raw -3623266.170717 + Penalty 5059.749359 = -3618206.421357 nChanged 25 SP:Iteration 39Q (821.750000 sec): 3 clusters Score: Raw -3623271.996322 + Penalty 5059.749359 = -3618212.246963 nChanged 29 SP:Iteration 40F (822.130000 sec): 3 clusters Score: Raw -3623279.353867 + Penalty 5059.749359 = -3618219.604507 nChanged 29 SP:Iteration 41Q (822.470000 sec): 3 clusters Score: Raw -3623285.709198 + Penalty 5059.749359 = -3618225.959838 nChanged 28 SP:Iteration 42Q (822.830000 sec): 3 clusters Score: Raw -3623291.736079 + Penalty 5059.749359 = -3618231.986720 nChanged 21 SP:Iteration 43Q (823.180000 sec): 3 clusters Score: Raw -3623295.960478 + Penalty 5059.749359 = -3618236.211119 nChanged 20 SP:Iteration 44Q (823.490000 sec): 3 clusters Score: Raw -3623301.356722 + Penalty 5059.749359 = -3618241.607362 nChanged 19 SP:Iteration 45Q (823.830000 sec): 3 clusters Score: Raw -3623306.654350 + Penalty 5059.749359 = -3618246.904991 nChanged 14 SP:Iteration 46Q (824.200000 sec): 3 clusters Score: Raw -3623309.983644 + Penalty 5059.749359 = -3618250.234284 nChanged 18 SP:Iteration 47Q (824.490000 sec): 3 clusters Score: Raw -3623314.254687 + Penalty 5059.749359 = -3618254.505328 nChanged 15 SP:Iteration 48Q (824.850000 sec): 3 clusters Score: Raw -3623318.073474 + Penalty 5059.749359 = -3618258.324114 nChanged 16 SP:Iteration 49Q (825.150000 sec): 3 clusters Score: Raw -3623321.380654 + Penalty 5059.749359 = -3618261.631294 nChanged 12 SP:Iteration 50Q (825.520000 sec): 3 clusters Score: Raw -3623323.859735 + Penalty 5059.749359 = -3618264.110376 nChanged 9 SP:Iteration 51Q (825.830000 sec): 3 clusters Score: Raw -3623325.347319 + Penalty 5059.749359 = -3618265.597959 nChanged 10 SP:Iteration 52Q (826.130000 sec): 3 clusters Score: Raw -3623327.812508 + Penalty 5059.749359 = -3618268.063148 nChanged 10 SP:Iteration 53Q (826.490000 sec): 3 clusters Score: Raw -3623329.484366 + Penalty 5059.749359 = -3618269.735006 nChanged 14 SP:Iteration 54Q (826.870000 sec): 3 clusters Score: Raw -3623332.702257 + Penalty 5059.749359 = -3618272.952897 nChanged 16 SP:Iteration 55Q (827.240000 sec): 3 clusters Score: Raw -3623336.282692 + Penalty 5059.749359 = -3618276.533332 nChanged 8 SP:Iteration 56Q (827.600000 sec): 3 clusters Score: Raw -3623337.946054 + Penalty 5059.749359 = -3618278.196695 nChanged 5 SP:Iteration 57Q (827.970000 sec): 3 clusters Score: Raw -3623338.983898 + Penalty 5059.749359 = -3618279.234538 nChanged 4 SP:Iteration 58Q (828.260000 sec): 3 clusters Score: Raw -3623339.850510 + Penalty 5059.749359 = -3618280.101151 nChanged 4 SP:Iteration 59Q (828.590000 sec): 3 clusters Score: Raw -3623340.749110 + Penalty 5059.749359 = -3618280.999750 nChanged 4 SP:Iteration 60F (828.940000 sec): 3 clusters Score: Raw -3623341.495829 + Penalty 5059.749359 = -3618281.746469 nChanged 1 SP:Iteration 61Q (829.290000 sec): 3 clusters Score: Raw -3623341.885093 + Penalty 5059.749359 = -3618282.135733 nChanged 1 SP:Iteration 62Q (829.630000 sec): 3 clusters Score: Raw -3623342.102810 + Penalty 5059.749359 = -3618282.353451 nChanged 4 SP:Iteration 63Q (829.980000 sec): 3 clusters Score: Raw -3623343.250251 + Penalty 5059.749359 = -3618283.500891 nChanged 4 SP:Iteration 64Q (830.370000 sec): 3 clusters Score: Raw -3623344.535224 + Penalty 5059.749359 = -3618284.785864 nChanged 4 SP:Iteration 65Q (830.690000 sec): 3 clusters Score: Raw -3623345.224603 + Penalty 5059.749359 = -3618285.475243 nChanged 2 SP:Iteration 66Q (831.070000 sec): 3 clusters Score: Raw -3623345.580850 + Penalty 5059.749359 = -3618285.831490 nChanged 2 SP:Iteration 67Q (831.380000 sec): 3 clusters Score: Raw -3623345.852215 + Penalty 5059.749359 = -3618286.102856 nChanged 0 SP:Iteration 68F (831.710000 sec): 3 clusters Score: Raw -3623345.852215 + Penalty 5059.749359 = -3618286.102856 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.810000 sec): 2 clusters Score: Raw -104596.439868 + Penalty 1647.013178 = -102949.426690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.020000 sec): 3 clusters Score: Raw -104502.648642 + Penalty 3294.026356 = -101208.622286 nChanged 178 SP:Iteration 1F (832.190000 sec): 3 clusters Score: Raw -104784.644869 + Penalty 3294.026356 = -101490.618513 nChanged 32 SP:Iteration 2Q (832.330000 sec): 3 clusters Score: Raw -104851.221085 + Penalty 3294.026356 = -101557.194729 nChanged 27 SP:Iteration 3Q (832.490000 sec): 3 clusters Score: Raw -104892.476941 + Penalty 3294.026356 = -101598.450585 nChanged 14 SP:Iteration 4Q (832.630000 sec): 3 clusters Score: Raw -104921.342766 + Penalty 3294.026356 = -101627.316410 nChanged 9 SP:Iteration 5Q (832.830000 sec): 3 clusters Score: Raw -104937.791342 + Penalty 3294.026356 = -101643.764986 nChanged 10 SP:Iteration 6Q (832.980000 sec): 3 clusters Score: Raw -104952.907106 + Penalty 3294.026356 = -101658.880749 nChanged 10 SP:Iteration 7Q (833.120000 sec): 3 clusters Score: Raw -104971.283541 + Penalty 3294.026356 = -101677.257184 nChanged 6 SP:Iteration 8Q (833.330000 sec): 3 clusters Score: Raw -104979.717253 + Penalty 3294.026356 = -101685.690897 nChanged 3 SP:Iteration 9Q (833.480000 sec): 3 clusters Score: Raw -104984.474996 + Penalty 3294.026356 = -101690.448640 nChanged 4 SP:Iteration 10Q (833.660000 sec): 3 clusters Score: Raw -104997.100913 + Penalty 3294.026356 = -101703.074557 nChanged 8 SP:Iteration 11Q (833.890000 sec): 3 clusters Score: Raw -105010.884129 + Penalty 3294.026356 = -101716.857772 nChanged 10 SP:Iteration 12Q (834.050000 sec): 3 clusters Score: Raw -105031.021550 + Penalty 3294.026356 = -101736.995193 nChanged 11 SP:Iteration 13Q (834.230000 sec): 3 clusters Score: Raw -105051.778152 + Penalty 3294.026356 = -101757.751796 nChanged 8 SP:Iteration 14Q (834.440000 sec): 3 clusters Score: Raw -105065.384012 + Penalty 3294.026356 = -101771.357656 nChanged 6 SP:Iteration 15Q (834.600000 sec): 3 clusters Score: Raw -105072.820131 + Penalty 3294.026356 = -101778.793775 nChanged 3 SP:Iteration 16Q (834.800000 sec): 3 clusters Score: Raw -105076.034368 + Penalty 3294.026356 = -101782.008012 nChanged 2 SP:Iteration 17Q (835.000000 sec): 3 clusters Score: Raw -105079.959938 + Penalty 3294.026356 = -101785.933582 nChanged 3 SP:Iteration 18Q (835.230000 sec): 3 clusters Score: Raw -105083.802445 + Penalty 3294.026356 = -101789.776089 nChanged 1 SP:Iteration 19Q (835.530000 sec): 3 clusters Score: Raw -105086.440529 + Penalty 3294.026356 = -101792.414173 nChanged 1 SP:Iteration 20F (835.690000 sec): 3 clusters Score: Raw -105089.020294 + Penalty 3294.026356 = -101794.993937 nChanged 1 SP:Iteration 21Q (835.900000 sec): 3 clusters Score: Raw -105090.529922 + Penalty 3294.026356 = -101796.503566 nChanged 1 SP:Iteration 22Q (836.130000 sec): 3 clusters Score: Raw -105090.967250 + Penalty 3294.026356 = -101796.940894 nChanged 1 SP:Iteration 23Q (836.300000 sec): 3 clusters Score: Raw -105092.257365 + Penalty 3294.026356 = -101798.231009 nChanged 0 SP:Iteration 24F (836.450000 sec): 3 clusters Score: Raw -105092.257365 + Penalty 3294.026356 = -101798.231009 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.550000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.730000 sec): 3 clusters Score: Raw -71728.298350 + Penalty 3104.752406 = -68623.545944 nChanged 90 SP:Iteration 1F (836.920000 sec): 3 clusters Score: Raw -71919.075719 + Penalty 3104.752406 = -68814.323312 nChanged 23 SP:Iteration 2Q (837.040000 sec): 3 clusters Score: Raw -71970.411189 + Penalty 3104.752406 = -68865.658783 nChanged 8 SP:Iteration 3Q (837.280000 sec): 3 clusters Score: Raw -71991.201849 + Penalty 3104.752406 = -68886.449443 nChanged 5 SP:Iteration 4Q (837.430000 sec): 3 clusters Score: Raw -72000.160723 + Penalty 3104.752406 = -68895.408317 nChanged 3 SP:Iteration 5Q (837.610000 sec): 3 clusters Score: Raw -72008.138769 + Penalty 3104.752406 = -68903.386363 nChanged 3 SP:Iteration 6Q (837.820000 sec): 3 clusters Score: Raw -72013.533869 + Penalty 3104.752406 = -68908.781463 nChanged 2 SP:Iteration 7Q (838.020000 sec): 3 clusters Score: Raw -72016.003941 + Penalty 3104.752406 = -68911.251535 nChanged 0 SP:Iteration 8F (838.220000 sec): 3 clusters Score: Raw -72016.003941 + Penalty 3104.752406 = -68911.251535 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.310000 sec): 2 clusters Score: Raw -38782.635459 + Penalty 1418.637321 = -37363.998138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.450000 sec): 3 clusters Score: Raw -38948.448179 + Penalty 2837.274641 = -36111.173538 nChanged 47 SP:Iteration 1F (838.650000 sec): 3 clusters Score: Raw -39151.066798 + Penalty 2837.274641 = -36313.792156 nChanged 15 SP:Iteration 2Q (838.820000 sec): 3 clusters Score: Raw -39283.006046 + Penalty 2837.274641 = -36445.731404 nChanged 14 SP:Iteration 3Q (839.020000 sec): 3 clusters Score: Raw -39375.766636 + Penalty 2837.274641 = -36538.491995 nChanged 13 SP:Iteration 4Q (839.220000 sec): 3 clusters Score: Raw -39539.979763 + Penalty 2837.274641 = -36702.705122 nChanged 12 SP:Iteration 5Q (839.410000 sec): 3 clusters Score: Raw -39707.105945 + Penalty 2837.274641 = -36869.831304 nChanged 11 SP:Iteration 6Q (839.560000 sec): 3 clusters Score: Raw -39757.279495 + Penalty 2837.274641 = -36920.004854 nChanged 8 SP:Iteration 7Q (839.680000 sec): 3 clusters Score: Raw -39800.510869 + Penalty 2837.274641 = -36963.236227 nChanged 8 SP:Iteration 8Q (839.850000 sec): 3 clusters Score: Raw -39853.642826 + Penalty 2837.274641 = -37016.368185 nChanged 4 SP:Iteration 9Q (840.060000 sec): 3 clusters Score: Raw -39878.705065 + Penalty 2837.274641 = -37041.430424 nChanged 1 SP:Iteration 10Q (840.180000 sec): 3 clusters Score: Raw -39884.151813 + Penalty 2837.274641 = -37046.877172 nChanged 2 SP:Iteration 11Q (840.340000 sec): 3 clusters Score: Raw -39893.047719 + Penalty 2837.274641 = -37055.773078 nChanged 3 SP:Iteration 12Q (840.520000 sec): 3 clusters Score: Raw -39920.677825 + Penalty 2837.274641 = -37083.403184 nChanged 1 SP:Iteration 13Q (840.700000 sec): 3 clusters Score: Raw -39928.133461 + Penalty 2837.274641 = -37090.858820 nChanged 1 SP:Iteration 14Q (840.850000 sec): 3 clusters Score: Raw -39930.956309 + Penalty 2837.274641 = -37093.681668 nChanged 1 SP:Iteration 15Q (841.000000 sec): 3 clusters Score: Raw -39936.903019 + Penalty 2837.274641 = -37099.628378 nChanged 2 SP:Iteration 16Q (841.160000 sec): 3 clusters Score: Raw -39951.527393 + Penalty 2837.274641 = -37114.252752 nChanged 2 SP:Iteration 17Q (841.310000 sec): 3 clusters Score: Raw -39968.691076 + Penalty 2837.274641 = -37131.416434 nChanged 1 SP:Iteration 18Q (841.450000 sec): 3 clusters Score: Raw -39979.973167 + Penalty 2837.274641 = -37142.698526 nChanged 0 SP:Iteration 19F (841.610000 sec): 3 clusters Score: Raw -39995.339309 + Penalty 2837.274641 = -37158.064667 nChanged 1 SP:Iteration 20F (841.770000 sec): 3 clusters Score: Raw -40095.828058 + Penalty 2837.274641 = -37258.553417 nChanged 2 SP:Iteration 21Q (841.950000 sec): 3 clusters Score: Raw -40111.558992 + Penalty 2837.274641 = -37274.284351 nChanged 0 SP:Iteration 22F (842.110000 sec): 3 clusters Score: Raw -40111.558992 + Penalty 2837.274641 = -37274.284351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 5 (1239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.220000 sec): 2 clusters Score: Raw -171566.885957 + Penalty 1766.270851 = -169800.615106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.370000 sec): 3 clusters Score: Raw -171219.054079 + Penalty 3532.541701 = -167686.512378 nChanged 327 SP:Iteration 1F (842.530000 sec): 3 clusters Score: Raw -171492.500935 + Penalty 3532.541701 = -167959.959233 nChanged 71 SP:Iteration 2F (842.700000 sec): 3 clusters Score: Raw -171565.272279 + Penalty 3532.541701 = -168032.730578 nChanged 41 SP:Iteration 3Q (842.910000 sec): 3 clusters Score: Raw -171624.063342 + Penalty 3532.541701 = -168091.521641 nChanged 29 SP:Iteration 4Q (843.070000 sec): 3 clusters Score: Raw -171661.725571 + Penalty 3532.541701 = -168129.183870 nChanged 20 SP:Iteration 5Q (843.200000 sec): 3 clusters Score: Raw -171678.237397 + Penalty 3532.541701 = -168145.695695 nChanged 6 SP:Iteration 6Q (843.360000 sec): 3 clusters Score: Raw -171685.195331 + Penalty 3532.541701 = -168152.653629 nChanged 10 SP:Iteration 7Q (843.610000 sec): 3 clusters Score: Raw -171695.713667 + Penalty 3532.541701 = -168163.171965 nChanged 9 SP:Iteration 8Q (843.750000 sec): 3 clusters Score: Raw -171707.127912 + Penalty 3532.541701 = -168174.586211 nChanged 9 SP:Iteration 9Q (843.900000 sec): 3 clusters Score: Raw -171719.807059 + Penalty 3532.541701 = -168187.265358 nChanged 12 SP:Iteration 10Q (844.100000 sec): 3 clusters Score: Raw -171733.666055 + Penalty 3532.541701 = -168201.124353 nChanged 5 SP:Iteration 11Q (844.270000 sec): 3 clusters Score: Raw -171738.698404 + Penalty 3532.541701 = -168206.156703 nChanged 3 SP:Iteration 12Q (844.490000 sec): 3 clusters Score: Raw -171743.957132 + Penalty 3532.541701 = -168211.415431 nChanged 5 SP:Iteration 13Q (844.680000 sec): 3 clusters Score: Raw -171748.385337 + Penalty 3532.541701 = -168215.843636 nChanged 5 SP:Iteration 14Q (844.830000 sec): 3 clusters Score: Raw -171753.646982 + Penalty 3532.541701 = -168221.105281 nChanged 6 SP:Iteration 15Q (845.050000 sec): 3 clusters Score: Raw -171758.563081 + Penalty 3532.541701 = -168226.021380 nChanged 3 SP:Iteration 16Q (845.210000 sec): 3 clusters Score: Raw -171760.677651 + Penalty 3532.541701 = -168228.135950 nChanged 1 SP:Iteration 17Q (845.410000 sec): 3 clusters Score: Raw -171761.206855 + Penalty 3532.541701 = -168228.665153 nChanged 0 SP:Iteration 18F (845.520000 sec): 3 clusters Score: Raw -171761.206855 + Penalty 3532.541701 = -168228.665153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 6 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.620000 sec): 2 clusters Score: Raw -69204.300528 + Penalty 1549.993860 = -67654.306668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.790000 sec): 3 clusters Score: Raw -69267.254883 + Penalty 3099.987720 = -66167.267163 nChanged 93 SP:Iteration 1F (845.900000 sec): 3 clusters Score: Raw -69480.839223 + Penalty 3099.987720 = -66380.851503 nChanged 22 SP:Iteration 2Q (846.070000 sec): 3 clusters Score: Raw -69541.851225 + Penalty 3099.987720 = -66441.863505 nChanged 9 SP:Iteration 3Q (846.240000 sec): 3 clusters Score: Raw -69564.853117 + Penalty 3099.987720 = -66464.865397 nChanged 6 SP:Iteration 4Q (846.440000 sec): 3 clusters Score: Raw -69575.967184 + Penalty 3099.987720 = -66475.979464 nChanged 6 SP:Iteration 5Q (846.630000 sec): 3 clusters Score: Raw -69586.753649 + Penalty 3099.987720 = -66486.765929 nChanged 2 SP:Iteration 6Q (846.810000 sec): 3 clusters Score: Raw -69592.107602 + Penalty 3099.987720 = -66492.119881 nChanged 3 SP:Iteration 7Q (847.010000 sec): 3 clusters Score: Raw -69595.365028 + Penalty 3099.987720 = -66495.377308 nChanged 1 SP:Iteration 8Q (847.150000 sec): 3 clusters Score: Raw -69596.371512 + Penalty 3099.987720 = -66496.383791 nChanged 0 SP:Iteration 9F (847.360000 sec): 3 clusters Score: Raw -69596.371512 + Penalty 3099.987720 = -66496.383791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (206839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.390000 sec): 2 clusters Score: Raw -28349628.344265 + Penalty 3035.444606 = -28346592.899659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.710000 sec): 3 clusters Score: Raw -28213766.489276 + Penalty 6070.889212 = -28207695.600064 nChanged 99537 SP:Iteration 1F (850.940000 sec): 3 clusters Score: Raw -28273544.807498 + Penalty 6070.889212 = -28267473.918287 nChanged 8732 SP:Iteration 2Q (852.310000 sec): 3 clusters Score: Raw -28276925.606820 + Penalty 6070.889212 = -28270854.717608 nChanged 11595 SP:Iteration 3F (853.560000 sec): 3 clusters Score: Raw -28283034.251368 + Penalty 6070.889212 = -28276963.362156 nChanged 14884 SP:Iteration 4F (854.780000 sec): 3 clusters Score: Raw -28292953.290958 + Penalty 6070.889212 = -28286882.401746 nChanged 17311 SP:Iteration 5F (856.010000 sec): 3 clusters Score: Raw -28306973.887062 + Penalty 6070.889212 = -28300902.997850 nChanged 17324 SP:Iteration 6F (857.250000 sec): 3 clusters Score: Raw -28322835.191690 + Penalty 6070.889212 = -28316764.302478 nChanged 14145 SP:Iteration 7F (858.500000 sec): 3 clusters Score: Raw -28336270.896900 + Penalty 6070.889212 = -28330200.007688 nChanged 8952 SP:Iteration 8Q (859.800000 sec): 3 clusters Score: Raw -28344516.799192 + Penalty 6070.889212 = -28338445.909980 nChanged 4487 SP:Iteration 9Q (861.100000 sec): 3 clusters Score: Raw -28348290.481189 + Penalty 6070.889212 = -28342219.591977 nChanged 1852 SP:Iteration 10Q (862.250000 sec): 3 clusters Score: Raw -28349619.726632 + Penalty 6070.889212 = -28343548.837420 nChanged 719 SP:Iteration 11Q (863.560000 sec): 3 clusters Score: Raw -28350051.390918 + Penalty 6070.889212 = -28343980.501706 nChanged 309 SP:Iteration 12Q (864.850000 sec): 3 clusters Score: Raw -28350204.763455 + Penalty 6070.889212 = -28344133.874243 nChanged 155 SP:Iteration 13Q (865.980000 sec): 3 clusters Score: Raw -28350278.164966 + Penalty 6070.889212 = -28344207.275754 nChanged 78 SP:Iteration 14Q (867.080000 sec): 3 clusters Score: Raw -28350307.342199 + Penalty 6070.889212 = -28344236.452987 nChanged 44 SP:Iteration 15Q (868.230000 sec): 3 clusters Score: Raw -28350325.595223 + Penalty 6070.889212 = -28344254.706011 nChanged 24 SP:Iteration 16Q (869.350000 sec): 3 clusters Score: Raw -28350335.444770 + Penalty 6070.889212 = -28344264.555558 nChanged 24 SP:Iteration 17Q (870.430000 sec): 3 clusters Score: Raw -28350343.844162 + Penalty 6070.889212 = -28344272.954950 nChanged 21 SP:Iteration 18Q (871.520000 sec): 3 clusters Score: Raw -28350353.378487 + Penalty 6070.889212 = -28344282.489275 nChanged 13 SP:Iteration 19Q (872.660000 sec): 3 clusters Score: Raw -28350360.679774 + Penalty 6070.889212 = -28344289.790562 nChanged 8 SP:Iteration 20F (873.880000 sec): 3 clusters Score: Raw -28350363.691381 + Penalty 6070.889212 = -28344292.802169 nChanged 5 SP:Iteration 21Q (874.940000 sec): 3 clusters Score: Raw -28350364.858182 + Penalty 6070.889212 = -28344293.968970 nChanged 2 SP:Iteration 22Q (876.040000 sec): 3 clusters Score: Raw -28350365.859974 + Penalty 6070.889212 = -28344294.970762 nChanged 3 SP:Iteration 23Q (877.170000 sec): 3 clusters Score: Raw -28350366.842791 + Penalty 6070.889212 = -28344295.953579 nChanged 4 SP:Iteration 24Q (878.300000 sec): 3 clusters Score: Raw -28350368.309892 + Penalty 6070.889212 = -28344297.420680 nChanged 1 SP:Iteration 25Q (879.340000 sec): 3 clusters Score: Raw -28350368.602115 + Penalty 6070.889212 = -28344297.712903 nChanged 0 SP:Iteration 26F (880.480000 sec): 3 clusters Score: Raw -28350368.602115 + Penalty 6070.889212 = -28344297.712903 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 9 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.680000 sec): 2 clusters Score: Raw -17151.771857 + Penalty 1212.806584 = -15938.965273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.880000 sec): 3 clusters Score: Raw -17424.359231 + Penalty 2425.613168 = -14998.746063 nChanged 4 SP:Iteration 1Q (881.070000 sec): 3 clusters Score: Raw -17458.354363 + Penalty 2425.613168 = -15032.741195 nChanged 1 SP:Iteration 2Q (881.200000 sec): 3 clusters Score: Raw -17468.261445 + Penalty 2425.613168 = -15042.648278 nChanged 0 SP:Iteration 3F (881.380000 sec): 3 clusters Score: Raw -17468.261445 + Penalty 2425.613168 = -15042.648278 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.460000 sec): 2 clusters Score: Raw -199005.279504 + Penalty 1820.366335 = -197184.913169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.670000 sec): 3 clusters Score: Raw -198592.383951 + Penalty 3640.732670 = -194951.651281 nChanged 474 SP:Iteration 1F (881.880000 sec): 3 clusters Score: Raw -199029.266068 + Penalty 3640.732670 = -195388.533398 nChanged 128 SP:Iteration 2F (882.150000 sec): 3 clusters Score: Raw -199232.203018 + Penalty 3640.732670 = -195591.470348 nChanged 112 SP:Iteration 3F (882.290000 sec): 3 clusters Score: Raw -199451.250854 + Penalty 3640.732670 = -195810.518183 nChanged 108 SP:Iteration 4F (882.460000 sec): 3 clusters Score: Raw -199622.648388 + Penalty 3640.732670 = -195981.915718 nChanged 103 SP:Iteration 5F (882.640000 sec): 3 clusters Score: Raw -199770.237933 + Penalty 3640.732670 = -196129.505263 nChanged 76 SP:Iteration 6Q (882.850000 sec): 3 clusters Score: Raw -199864.164517 + Penalty 3640.732670 = -196223.431846 nChanged 59 SP:Iteration 7Q (882.990000 sec): 3 clusters Score: Raw -199935.754760 + Penalty 3640.732670 = -196295.022090 nChanged 47 SP:Iteration 8Q (883.150000 sec): 3 clusters Score: Raw -199999.422003 + Penalty 3640.732670 = -196358.689333 nChanged 30 SP:Iteration 9Q (883.280000 sec): 3 clusters Score: Raw -200037.078175 + Penalty 3640.732670 = -196396.345504 nChanged 30 SP:Iteration 10Q (883.460000 sec): 3 clusters Score: Raw -200063.828690 + Penalty 3640.732670 = -196423.096020 nChanged 18 SP:Iteration 11Q (883.600000 sec): 3 clusters Score: Raw -200078.495564 + Penalty 3640.732670 = -196437.762893 nChanged 9 SP:Iteration 12Q (883.800000 sec): 3 clusters Score: Raw -200086.906108 + Penalty 3640.732670 = -196446.173437 nChanged 7 SP:Iteration 13Q (883.950000 sec): 3 clusters Score: Raw -200096.574156 + Penalty 3640.732670 = -196455.841486 nChanged 1 SP:Iteration 14Q (884.080000 sec): 3 clusters Score: Raw -200097.223215 + Penalty 3640.732670 = -196456.490545 nChanged 2 SP:Iteration 15Q (884.310000 sec): 3 clusters Score: Raw -200100.236579 + Penalty 3640.732670 = -196459.503909 nChanged 2 SP:Iteration 16Q (884.470000 sec): 3 clusters Score: Raw -200102.228714 + Penalty 3640.732670 = -196461.496043 nChanged 2 SP:Iteration 17Q (884.690000 sec): 3 clusters Score: Raw -200103.318015 + Penalty 3640.732670 = -196462.585345 nChanged 3 SP:Iteration 18Q (884.870000 sec): 3 clusters Score: Raw -200104.946721 + Penalty 3640.732670 = -196464.214051 nChanged 1 SP:Iteration 19Q (885.050000 sec): 3 clusters Score: Raw -200105.574732 + Penalty 3640.732670 = -196464.842061 nChanged 0 SP:Iteration 20F (885.220000 sec): 3 clusters Score: Raw -200106.653797 + Penalty 3640.732670 = -196465.921126 nChanged 1 SP:Iteration 21Q (885.370000 sec): 3 clusters Score: Raw -200135.441983 + Penalty 3640.732670 = -196494.709312 nChanged 9 SP:Iteration 22Q (885.550000 sec): 3 clusters Score: Raw -200142.988585 + Penalty 3640.732670 = -196502.255914 nChanged 8 SP:Iteration 23Q (885.790000 sec): 3 clusters Score: Raw -200150.095782 + Penalty 3640.732670 = -196509.363111 nChanged 6 SP:Iteration 24Q (885.990000 sec): 3 clusters Score: Raw -200156.358456 + Penalty 3640.732670 = -196515.625786 nChanged 4 SP:Iteration 25Q (886.160000 sec): 3 clusters Score: Raw -200161.011170 + Penalty 3640.732670 = -196520.278500 nChanged 3 SP:Iteration 26Q (886.340000 sec): 3 clusters Score: Raw -200207.221927 + Penalty 3640.732670 = -196566.489257 nChanged 16 SP:Iteration 27Q (886.600000 sec): 3 clusters Score: Raw -200256.650334 + Penalty 3640.732670 = -196615.917663 nChanged 14 SP:Iteration 28Q (886.770000 sec): 3 clusters Score: Raw -200316.287402 + Penalty 3640.732670 = -196675.554731 nChanged 15 SP:Iteration 29Q (886.960000 sec): 3 clusters Score: Raw -200359.129127 + Penalty 3640.732670 = -196718.396457 nChanged 12 SP:Iteration 30Q (887.130000 sec): 3 clusters Score: Raw -200372.466873 + Penalty 3640.732670 = -196731.734203 nChanged 9 SP:Iteration 31Q (887.300000 sec): 3 clusters Score: Raw -200381.508895 + Penalty 3640.732670 = -196740.776224 nChanged 4 SP:Iteration 32Q (887.520000 sec): 3 clusters Score: Raw -200387.036906 + Penalty 3640.732670 = -196746.304236 nChanged 3 SP:Iteration 33Q (887.740000 sec): 3 clusters Score: Raw -200389.820640 + Penalty 3640.732670 = -196749.087969 nChanged 1 SP:Iteration 34Q (887.950000 sec): 3 clusters Score: Raw -200391.943408 + Penalty 3640.732670 = -196751.210738 nChanged 2 SP:Iteration 35Q (888.150000 sec): 3 clusters Score: Raw -200393.066687 + Penalty 3640.732670 = -196752.334017 nChanged 1 SP:Iteration 36Q (888.320000 sec): 3 clusters Score: Raw -200393.613403 + Penalty 3640.732670 = -196752.880733 nChanged 0 SP:Iteration 37F (888.560000 sec): 3 clusters Score: Raw -200396.882832 + Penalty 3640.732670 = -196756.150162 nChanged 1 SP:Iteration 38Q (888.740000 sec): 3 clusters Score: Raw -200403.666537 + Penalty 3640.732670 = -196762.933867 nChanged 5 SP:Iteration 39Q (888.910000 sec): 3 clusters Score: Raw -200410.082500 + Penalty 3640.732670 = -196769.349830 nChanged 2 SP:Iteration 40F (889.130000 sec): 3 clusters Score: Raw -200411.646879 + Penalty 3640.732670 = -196770.914209 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 11 (577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.250000 sec): 2 clusters Score: Raw -74441.162055 + Penalty 1576.744882 = -72864.417173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.390000 sec): 3 clusters Score: Raw -74457.884117 + Penalty 3153.489764 = -71304.394353 nChanged 120 SP:Iteration 1F (889.600000 sec): 3 clusters Score: Raw -74726.984411 + Penalty 3153.489764 = -71573.494647 nChanged 38 SP:Iteration 2F (889.790000 sec): 3 clusters Score: Raw -74929.037031 + Penalty 3153.489764 = -71775.547267 nChanged 28 SP:Iteration 3Q (890.010000 sec): 3 clusters Score: Raw -75066.473456 + Penalty 3153.489764 = -71912.983692 nChanged 25 SP:Iteration 4Q (890.240000 sec): 3 clusters Score: Raw -75120.217205 + Penalty 3153.489764 = -71966.727441 nChanged 12 SP:Iteration 5Q (890.440000 sec): 3 clusters Score: Raw -75146.337661 + Penalty 3153.489764 = -71992.847896 nChanged 6 SP:Iteration 6Q (890.630000 sec): 3 clusters Score: Raw -75160.893404 + Penalty 3153.489764 = -72007.403640 nChanged 4 SP:Iteration 7Q (890.790000 sec): 3 clusters Score: Raw -75170.822769 + Penalty 3153.489764 = -72017.333005 nChanged 3 SP:Iteration 8Q (891.020000 sec): 3 clusters Score: Raw -75177.147909 + Penalty 3153.489764 = -72023.658145 nChanged 6 SP:Iteration 9Q (891.230000 sec): 3 clusters Score: Raw -75193.694299 + Penalty 3153.489764 = -72040.204535 nChanged 3 SP:Iteration 10Q (891.400000 sec): 3 clusters Score: Raw -75205.717078 + Penalty 3153.489764 = -72052.227314 nChanged 3 SP:Iteration 11Q (891.520000 sec): 3 clusters Score: Raw -75212.208717 + Penalty 3153.489764 = -72058.718952 nChanged 1 SP:Iteration 12Q (891.700000 sec): 3 clusters Score: Raw -75212.999041 + Penalty 3153.489764 = -72059.509276 nChanged 0 SP:Iteration 13F (891.850000 sec): 3 clusters Score: Raw -75212.999041 + Penalty 3153.489764 = -72059.509276 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 12 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.040000 sec): 2 clusters Score: Raw -61833.502125 + Penalty 1555.673498 = -60277.828628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.250000 sec): 3 clusters Score: Raw -61851.213798 + Penalty 3111.346995 = -58739.866803 nChanged 121 SP:Iteration 1F (892.460000 sec): 3 clusters Score: Raw -62136.324843 + Penalty 3111.346995 = -59024.977848 nChanged 38 SP:Iteration 2F (892.610000 sec): 3 clusters Score: Raw -62250.552777 + Penalty 3111.346995 = -59139.205782 nChanged 28 SP:Iteration 3F (892.840000 sec): 3 clusters Score: Raw -62339.467085 + Penalty 3111.346995 = -59228.120090 nChanged 21 SP:Iteration 4Q (892.990000 sec): 3 clusters Score: Raw -62412.326092 + Penalty 3111.346995 = -59300.979097 nChanged 22 SP:Iteration 5Q (893.200000 sec): 3 clusters Score: Raw -62509.479308 + Penalty 3111.346995 = -59398.132313 nChanged 25 SP:Iteration 6Q (893.360000 sec): 3 clusters Score: Raw -62631.607322 + Penalty 3111.346995 = -59520.260327 nChanged 19 SP:Iteration 7Q (893.590000 sec): 3 clusters Score: Raw -62748.821039 + Penalty 3111.346995 = -59637.474044 nChanged 17 SP:Iteration 8Q (893.740000 sec): 3 clusters Score: Raw -62834.769956 + Penalty 3111.346995 = -59723.422961 nChanged 9 SP:Iteration 9Q (893.890000 sec): 3 clusters Score: Raw -62894.052439 + Penalty 3111.346995 = -59782.705444 nChanged 9 SP:Iteration 10Q (894.050000 sec): 3 clusters Score: Raw -63000.194896 + Penalty 3111.346995 = -59888.847901 nChanged 10 SP:Iteration 11Q (894.210000 sec): 3 clusters Score: Raw -63197.405509 + Penalty 3111.346995 = -60086.058514 nChanged 8 SP:Iteration 12Q (894.390000 sec): 3 clusters Score: Raw -63316.903344 + Penalty 3111.346995 = -60205.556349 nChanged 7 SP:Iteration 13Q (894.540000 sec): 3 clusters Score: Raw -63422.127468 + Penalty 3111.346995 = -60310.780473 nChanged 1 SP:Iteration 14Q (894.670000 sec): 3 clusters Score: Raw -63466.310467 + Penalty 3111.346995 = -60354.963472 nChanged 3 SP:Iteration 15Q (894.840000 sec): 3 clusters Score: Raw -63479.774858 + Penalty 3111.346995 = -60368.427863 nChanged 0 SP:Iteration 16F (895.040000 sec): 3 clusters Score: Raw -63479.774858 + Penalty 3111.346995 = -60368.427863 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 2.06 GB. Trying to split cluster 13 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.150000 sec): 2 clusters Score: Raw -20487.277576 + Penalty 1255.523568 = -19231.754008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.330000 sec): 3 clusters Score: Raw -20712.968911 + Penalty 2511.047136 = -18201.921775 nChanged 4 SP:Iteration 1Q (895.530000 sec): 3 clusters Score: Raw -20737.547760 + Penalty 2511.047136 = -18226.500624 nChanged 0 SP:Iteration 2F (895.730000 sec): 3 clusters Score: Raw -20737.547760 + Penalty 2511.047136 = -18226.500624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 14 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.840000 sec): 2 clusters Score: Raw -37983.177754 + Penalty 1424.264791 = -36558.912964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.040000 sec): 3 clusters Score: Raw -38186.226657 + Penalty 2848.529581 = -35337.697076 nChanged 42 SP:Iteration 1F (896.230000 sec): 3 clusters Score: Raw -38396.240005 + Penalty 2848.529581 = -35547.710423 nChanged 21 SP:Iteration 2F (896.450000 sec): 3 clusters Score: Raw -38492.099945 + Penalty 2848.529581 = -35643.570364 nChanged 20 SP:Iteration 3F (896.590000 sec): 3 clusters Score: Raw -38566.693060 + Penalty 2848.529581 = -35718.163479 nChanged 9 SP:Iteration 4Q (896.740000 sec): 3 clusters Score: Raw -38619.992674 + Penalty 2848.529581 = -35771.463093 nChanged 7 SP:Iteration 5Q (896.920000 sec): 3 clusters Score: Raw -38647.248803 + Penalty 2848.529581 = -35798.719222 nChanged 4 SP:Iteration 6Q (897.150000 sec): 3 clusters Score: Raw -38666.042706 + Penalty 2848.529581 = -35817.513125 nChanged 1 SP:Iteration 7Q (897.370000 sec): 3 clusters Score: Raw -38673.107865 + Penalty 2848.529581 = -35824.578283 nChanged 1 SP:Iteration 8Q (897.530000 sec): 3 clusters Score: Raw -38678.079695 + Penalty 2848.529581 = -35829.550114 nChanged 1 SP:Iteration 9Q (897.790000 sec): 3 clusters Score: Raw -38686.512280 + Penalty 2848.529581 = -35837.982699 nChanged 1 SP:Iteration 10Q (897.970000 sec): 3 clusters Score: Raw -38690.116443 + Penalty 2848.529581 = -35841.586862 nChanged 1 SP:Iteration 11Q (898.190000 sec): 3 clusters Score: Raw -38698.162025 + Penalty 2848.529581 = -35849.632443 nChanged 2 SP:Iteration 12Q (898.400000 sec): 3 clusters Score: Raw -38721.809320 + Penalty 2848.529581 = -35873.279739 nChanged 2 SP:Iteration 13Q (898.580000 sec): 3 clusters Score: Raw -38730.240544 + Penalty 2848.529581 = -35881.710963 nChanged 3 SP:Iteration 14Q (898.780000 sec): 3 clusters Score: Raw -38749.200387 + Penalty 2848.529581 = -35900.670806 nChanged 5 SP:Iteration 15Q (898.960000 sec): 3 clusters Score: Raw -38818.643097 + Penalty 2848.529581 = -35970.113516 nChanged 4 SP:Iteration 16Q (899.140000 sec): 3 clusters Score: Raw -38858.606360 + Penalty 2848.529581 = -36010.076779 nChanged 0 SP:Iteration 17F (899.320000 sec): 3 clusters Score: Raw -38858.606360 + Penalty 2848.529581 = -36010.076779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 15 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.380000 sec): 2 clusters Score: Raw -73553.514702 + Penalty 1564.859733 = -71988.654969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.590000 sec): 3 clusters Score: Raw -73527.257077 + Penalty 3129.719466 = -70397.537611 nChanged 91 SP:Iteration 1F (899.760000 sec): 3 clusters Score: Raw -73700.485508 + Penalty 3129.719466 = -70570.766042 nChanged 25 SP:Iteration 2Q (899.970000 sec): 3 clusters Score: Raw -73755.468795 + Penalty 3129.719466 = -70625.749329 nChanged 14 SP:Iteration 3Q (900.110000 sec): 3 clusters Score: Raw -73789.999353 + Penalty 3129.719466 = -70660.279887 nChanged 8 SP:Iteration 4Q (900.310000 sec): 3 clusters Score: Raw -73812.874193 + Penalty 3129.719466 = -70683.154727 nChanged 8 SP:Iteration 5Q (900.470000 sec): 3 clusters Score: Raw -73832.322133 + Penalty 3129.719466 = -70702.602667 nChanged 7 SP:Iteration 6Q (900.660000 sec): 3 clusters Score: Raw -73859.529694 + Penalty 3129.719466 = -70729.810228 nChanged 6 SP:Iteration 7Q (900.860000 sec): 3 clusters Score: Raw -73871.846974 + Penalty 3129.719466 = -70742.127508 nChanged 5 SP:Iteration 8Q (901.070000 sec): 3 clusters Score: Raw -73887.482595 + Penalty 3129.719466 = -70757.763129 nChanged 3 SP:Iteration 9Q (901.280000 sec): 3 clusters Score: Raw -73893.956484 + Penalty 3129.719466 = -70764.237018 nChanged 3 SP:Iteration 10Q (901.460000 sec): 3 clusters Score: Raw -73900.316355 + Penalty 3129.719466 = -70770.596889 nChanged 1 SP:Iteration 11Q (901.700000 sec): 3 clusters Score: Raw -73902.437965 + Penalty 3129.719466 = -70772.718499 nChanged 0 SP:Iteration 12F (901.900000 sec): 3 clusters Score: Raw -73902.437965 + Penalty 3129.719466 = -70772.718499 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 16 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.980000 sec): 2 clusters Score: Raw -26793.219106 + Penalty 1340.978599 = -25452.240506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.130000 sec): 3 clusters Score: Raw -27132.066835 + Penalty 2681.957199 = -24450.109636 nChanged 30 SP:Iteration 1F (902.340000 sec): 3 clusters Score: Raw -27289.587429 + Penalty 2681.957199 = -24607.630231 nChanged 6 SP:Iteration 2Q (902.470000 sec): 3 clusters Score: Raw -27321.758010 + Penalty 2681.957199 = -24639.800812 nChanged 3 SP:Iteration 3Q (902.630000 sec): 3 clusters Score: Raw -27339.271949 + Penalty 2681.957199 = -24657.314750 nChanged 1 SP:Iteration 4Q (902.790000 sec): 3 clusters Score: Raw -27344.775597 + Penalty 2681.957199 = -24662.818398 nChanged 0 SP:Iteration 5F (902.900000 sec): 3 clusters Score: Raw -27344.775597 + Penalty 2681.957199 = -24662.818398 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.010000 sec): 2 clusters Score: Raw -40317.280322 + Penalty 1432.088783 = -38885.191539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.120000 sec): 3 clusters Score: Raw -40404.960843 + Penalty 2864.177567 = -37540.783276 nChanged 38 SP:Iteration 1F (903.350000 sec): 3 clusters Score: Raw -40545.180211 + Penalty 2864.177567 = -37681.002645 nChanged 18 SP:Iteration 2F (903.490000 sec): 3 clusters Score: Raw -40613.271871 + Penalty 2864.177567 = -37749.094305 nChanged 6 SP:Iteration 3Q (903.740000 sec): 3 clusters Score: Raw -40647.629493 + Penalty 2864.177567 = -37783.451927 nChanged 4 SP:Iteration 4Q (903.900000 sec): 3 clusters Score: Raw -40662.521590 + Penalty 2864.177567 = -37798.344023 nChanged 1 SP:Iteration 5Q (904.140000 sec): 3 clusters Score: Raw -40663.839741 + Penalty 2864.177567 = -37799.662175 nChanged 0 SP:Iteration 6F (904.330000 sec): 3 clusters Score: Raw -40663.839741 + Penalty 2864.177567 = -37799.662175 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 18 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.400000 sec): 2 clusters Score: Raw -34307.242505 + Penalty 1363.297720 = -32943.944785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.550000 sec): 3 clusters Score: Raw -34487.283274 + Penalty 2726.595440 = -31760.687834 nChanged 22 SP:Iteration 1F (904.690000 sec): 3 clusters Score: Raw -34577.684780 + Penalty 2726.595440 = -31851.089340 nChanged 4 SP:Iteration 2Q (904.880000 sec): 3 clusters Score: Raw -34593.510379 + Penalty 2726.595440 = -31866.914939 nChanged 0 SP:Iteration 3F (905.070000 sec): 3 clusters Score: Raw -34593.510379 + Penalty 2726.595440 = -31866.914939 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 19 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.200000 sec): 2 clusters Score: Raw -48233.551832 + Penalty 1482.763670 = -46750.788163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.350000 sec): 3 clusters Score: Raw -48399.870438 + Penalty 2965.527339 = -45434.343098 nChanged 75 SP:Iteration 1F (905.530000 sec): 3 clusters Score: Raw -48627.739564 + Penalty 2965.527339 = -45662.212225 nChanged 33 SP:Iteration 2F (905.700000 sec): 3 clusters Score: Raw -48752.743549 + Penalty 2965.527339 = -45787.216210 nChanged 19 SP:Iteration 3Q (905.880000 sec): 3 clusters Score: Raw -48828.291306 + Penalty 2965.527339 = -45862.763967 nChanged 16 SP:Iteration 4Q (906.040000 sec): 3 clusters Score: Raw -48980.392830 + Penalty 2965.527339 = -46014.865491 nChanged 17 SP:Iteration 5Q (906.240000 sec): 3 clusters Score: Raw -49096.013415 + Penalty 2965.527339 = -46130.486076 nChanged 10 SP:Iteration 6Q (906.420000 sec): 3 clusters Score: Raw -49144.651300 + Penalty 2965.527339 = -46179.123961 nChanged 11 SP:Iteration 7Q (906.600000 sec): 3 clusters Score: Raw -49224.685932 + Penalty 2965.527339 = -46259.158593 nChanged 8 SP:Iteration 8Q (906.790000 sec): 3 clusters Score: Raw -49285.095932 + Penalty 2965.527339 = -46319.568593 nChanged 8 SP:Iteration 9Q (906.990000 sec): 3 clusters Score: Raw -49334.330091 + Penalty 2965.527339 = -46368.802752 nChanged 7 SP:Iteration 10Q (907.190000 sec): 3 clusters Score: Raw -49398.749429 + Penalty 2965.527339 = -46433.222090 nChanged 8 SP:Iteration 11Q (907.380000 sec): 3 clusters Score: Raw -49483.000269 + Penalty 2965.527339 = -46517.472930 nChanged 6 SP:Iteration 12Q (907.510000 sec): 3 clusters Score: Raw -49572.636251 + Penalty 2965.527339 = -46607.108911 nChanged 5 SP:Iteration 13Q (907.700000 sec): 3 clusters Score: Raw -49754.508341 + Penalty 2965.527339 = -46788.981002 nChanged 12 SP:Iteration 14Q (907.900000 sec): 3 clusters Score: Raw -50077.419786 + Penalty 2965.527339 = -47111.892446 nChanged 7 SP:Iteration 15Q (908.090000 sec): 3 clusters Score: Raw -50274.532954 + Penalty 2965.527339 = -47309.005615 nChanged 6 SP:Iteration 16Q (908.270000 sec): 3 clusters Score: Raw -50520.303488 + Penalty 2965.527339 = -47554.776149 nChanged 7 SP:Iteration 17Q (908.460000 sec): 3 clusters Score: Raw -50945.155665 + Penalty 2965.527339 = -47979.628326 nChanged 4 SP:Iteration 18Q (908.670000 sec): 3 clusters Score: Raw -51202.028496 + Penalty 2965.527339 = -48236.501156 nChanged 2 SP:Iteration 19Q (908.890000 sec): 3 clusters Score: Raw -51658.748661 + Penalty 2965.527339 = -48693.221322 nChanged 0 SP:Iteration 20F (909.060000 sec): 3 clusters Score: Raw -51658.748661 + Penalty 2965.527339 = -48693.221322 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 20 (23769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.300000 sec): 2 clusters Score: Raw -3207475.261878 + Penalty 2498.882097 = -3204976.379780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.680000 sec): 3 clusters Score: Raw -3193570.095333 + Penalty 4997.764195 = -3188572.331138 nChanged 10533 SP:Iteration 1F (909.940000 sec): 3 clusters Score: Raw -3199216.112301 + Penalty 4997.764195 = -3194218.348106 nChanged 1188 SP:Iteration 2Q (910.260000 sec): 3 clusters Score: Raw -3199627.392189 + Penalty 4997.764195 = -3194629.627994 nChanged 1090 SP:Iteration 3Q (910.600000 sec): 3 clusters Score: Raw -3200022.429175 + Penalty 4997.764195 = -3195024.664980 nChanged 1092 SP:Iteration 4Q (910.910000 sec): 3 clusters Score: Raw -3200458.333790 + Penalty 4997.764195 = -3195460.569596 nChanged 1114 SP:Iteration 5Q (911.230000 sec): 3 clusters Score: Raw -3200971.689907 + Penalty 4997.764195 = -3195973.925712 nChanged 1309 SP:Iteration 6F (911.600000 sec): 3 clusters Score: Raw -3201676.060127 + Penalty 4997.764195 = -3196678.295932 nChanged 1391 SP:Iteration 7F (911.930000 sec): 3 clusters Score: Raw -3202534.124771 + Penalty 4997.764195 = -3197536.360577 nChanged 1457 SP:Iteration 8F (912.270000 sec): 3 clusters Score: Raw -3203530.984796 + Penalty 4997.764195 = -3198533.220601 nChanged 1427 SP:Iteration 9F (912.580000 sec): 3 clusters Score: Raw -3204589.905687 + Penalty 4997.764195 = -3199592.141492 nChanged 1304 SP:Iteration 10F (912.930000 sec): 3 clusters Score: Raw -3205641.465486 + Penalty 4997.764195 = -3200643.701292 nChanged 1118 SP:Iteration 11Q (913.220000 sec): 3 clusters Score: Raw -3206568.162990 + Penalty 4997.764195 = -3201570.398795 nChanged 777 SP:Iteration 12Q (913.520000 sec): 3 clusters Score: Raw -3207170.056550 + Penalty 4997.764195 = -3202172.292355 nChanged 508 SP:Iteration 13Q (913.850000 sec): 3 clusters Score: Raw -3207554.376174 + Penalty 4997.764195 = -3202556.611980 nChanged 339 SP:Iteration 14Q (914.170000 sec): 3 clusters Score: Raw -3207813.510922 + Penalty 4997.764195 = -3202815.746727 nChanged 179 SP:Iteration 15Q (914.500000 sec): 3 clusters Score: Raw -3207942.600549 + Penalty 4997.764195 = -3202944.836354 nChanged 102 SP:Iteration 16Q (914.930000 sec): 3 clusters Score: Raw -3208011.933417 + Penalty 4997.764195 = -3203014.169222 nChanged 66 SP:Iteration 17Q (915.260000 sec): 3 clusters Score: Raw -3208053.749277 + Penalty 4997.764195 = -3203055.985083 nChanged 41 SP:Iteration 18Q (915.570000 sec): 3 clusters Score: Raw -3208083.918386 + Penalty 4997.764195 = -3203086.154191 nChanged 32 SP:Iteration 19Q (915.880000 sec): 3 clusters Score: Raw -3208106.732654 + Penalty 4997.764195 = -3203108.968459 nChanged 24 SP:Iteration 20F (916.210000 sec): 3 clusters Score: Raw -3208122.416123 + Penalty 4997.764195 = -3203124.651928 nChanged 12 SP:Iteration 21Q (916.550000 sec): 3 clusters Score: Raw -3208128.174673 + Penalty 4997.764195 = -3203130.410479 nChanged 7 SP:Iteration 22Q (916.890000 sec): 3 clusters Score: Raw -3208132.052067 + Penalty 4997.764195 = -3203134.287872 nChanged 4 SP:Iteration 23Q (917.230000 sec): 3 clusters Score: Raw -3208133.852833 + Penalty 4997.764195 = -3203136.088638 nChanged 2 SP:Iteration 24Q (917.600000 sec): 3 clusters Score: Raw -3208134.740325 + Penalty 4997.764195 = -3203136.976130 nChanged 2 SP:Iteration 25Q (917.930000 sec): 3 clusters Score: Raw -3208135.973240 + Penalty 4997.764195 = -3203138.209045 nChanged 2 SP:Iteration 26Q (918.230000 sec): 3 clusters Score: Raw -3208136.926021 + Penalty 4997.764195 = -3203139.161826 nChanged 2 SP:Iteration 27Q (918.570000 sec): 3 clusters Score: Raw -3208138.339733 + Penalty 4997.764195 = -3203140.575538 nChanged 0 SP:Iteration 28F (918.900000 sec): 3 clusters Score: Raw -3208138.339733 + Penalty 4997.764195 = -3203140.575538 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 21 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.040000 sec): 2 clusters Score: Raw -67277.023316 + Penalty 1599.716665 = -65677.306651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.270000 sec): 3 clusters Score: Raw -67391.823794 + Penalty 3199.433329 = -64192.390465 nChanged 134 SP:Iteration 1F (919.390000 sec): 3 clusters Score: Raw -67857.115737 + Penalty 3199.433329 = -64657.682407 nChanged 62 SP:Iteration 2F (919.570000 sec): 3 clusters Score: Raw -68440.318330 + Penalty 3199.433329 = -65240.885001 nChanged 82 SP:Iteration 3F (919.710000 sec): 3 clusters Score: Raw -69102.271455 + Penalty 3199.433329 = -65902.838125 nChanged 71 SP:Iteration 4F (919.900000 sec): 3 clusters Score: Raw -69763.161778 + Penalty 3199.433329 = -66563.728449 nChanged 36 SP:Iteration 5F (920.030000 sec): 3 clusters Score: Raw -70271.490474 + Penalty 3199.433329 = -67072.057145 nChanged 31 SP:Iteration 6Q (920.180000 sec): 3 clusters Score: Raw -70853.850926 + Penalty 3199.433329 = -67654.417597 nChanged 21 SP:Iteration 7Q (920.370000 sec): 3 clusters Score: Raw -71732.043850 + Penalty 3199.433329 = -68532.610520 nChanged 5 SP:Iteration 8Q (920.530000 sec): 3 clusters Score: Raw -71782.220417 + Penalty 3199.433329 = -68582.787088 nChanged 3 SP:Iteration 9Q (920.750000 sec): 3 clusters Score: Raw -71807.023825 + Penalty 3199.433329 = -68607.590495 nChanged 0 SP:Iteration 10F (920.940000 sec): 3 clusters Score: Raw -71807.023825 + Penalty 3199.433329 = -68607.590495 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 22 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.090000 sec): 2 clusters Score: Raw -16494.586389 + Penalty 1193.421720 = -15301.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.280000 sec): 3 clusters Score: Raw -16879.588718 + Penalty 2386.843440 = -14492.745277 nChanged 3 SP:Iteration 1Q (921.450000 sec): 3 clusters Score: Raw -16898.559139 + Penalty 2386.843440 = -14511.715699 nChanged 0 SP:Iteration 2F (921.670000 sec): 3 clusters Score: Raw -16898.559139 + Penalty 2386.843440 = -14511.715699 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 23 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.750000 sec): 2 clusters Score: Raw -75541.181500 + Penalty 1578.884671 = -73962.296829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.910000 sec): 3 clusters Score: Raw -75545.595918 + Penalty 3157.769342 = -72387.826576 nChanged 113 SP:Iteration 1F (922.060000 sec): 3 clusters Score: Raw -75730.084678 + Penalty 3157.769342 = -72572.315336 nChanged 36 SP:Iteration 2F (922.240000 sec): 3 clusters Score: Raw -75807.567609 + Penalty 3157.769342 = -72649.798267 nChanged 14 SP:Iteration 3Q (922.420000 sec): 3 clusters Score: Raw -75902.627436 + Penalty 3157.769342 = -72744.858094 nChanged 17 SP:Iteration 4Q (922.580000 sec): 3 clusters Score: Raw -75950.609847 + Penalty 3157.769342 = -72792.840505 nChanged 16 SP:Iteration 5Q (922.790000 sec): 3 clusters Score: Raw -75985.723907 + Penalty 3157.769342 = -72827.954565 nChanged 11 SP:Iteration 6Q (922.980000 sec): 3 clusters Score: Raw -76008.296076 + Penalty 3157.769342 = -72850.526734 nChanged 8 SP:Iteration 7Q (923.160000 sec): 3 clusters Score: Raw -76026.065869 + Penalty 3157.769342 = -72868.296527 nChanged 6 SP:Iteration 8Q (923.350000 sec): 3 clusters Score: Raw -76046.321505 + Penalty 3157.769342 = -72888.552163 nChanged 3 SP:Iteration 9Q (923.530000 sec): 3 clusters Score: Raw -76052.622539 + Penalty 3157.769342 = -72894.853197 nChanged 2 SP:Iteration 10Q (923.670000 sec): 3 clusters Score: Raw -76056.283068 + Penalty 3157.769342 = -72898.513726 nChanged 3 SP:Iteration 11Q (923.920000 sec): 3 clusters Score: Raw -76064.016565 + Penalty 3157.769342 = -72906.247223 nChanged 2 SP:Iteration 12Q (924.070000 sec): 3 clusters Score: Raw -76067.784070 + Penalty 3157.769342 = -72910.014728 nChanged 4 SP:Iteration 13Q (924.250000 sec): 3 clusters Score: Raw -76076.399829 + Penalty 3157.769342 = -72918.630487 nChanged 7 SP:Iteration 14Q (924.450000 sec): 3 clusters Score: Raw -76099.838768 + Penalty 3157.769342 = -72942.069426 nChanged 7 SP:Iteration 15Q (924.650000 sec): 3 clusters Score: Raw -76121.872998 + Penalty 3157.769342 = -72964.103655 nChanged 10 SP:Iteration 16Q (924.860000 sec): 3 clusters Score: Raw -76159.615963 + Penalty 3157.769342 = -73001.846621 nChanged 9 SP:Iteration 17Q (925.040000 sec): 3 clusters Score: Raw -76192.518045 + Penalty 3157.769342 = -73034.748703 nChanged 13 SP:Iteration 18Q (925.170000 sec): 3 clusters Score: Raw -76280.092816 + Penalty 3157.769342 = -73122.323474 nChanged 20 SP:Iteration 19Q (925.410000 sec): 3 clusters Score: Raw -76594.985065 + Penalty 3157.769342 = -73437.215723 nChanged 25 SP:Iteration 20F (925.580000 sec): 3 clusters Score: Raw -77156.843551 + Penalty 3157.769342 = -73999.074209 nChanged 25 SP:Iteration 21Q (925.710000 sec): 3 clusters Score: Raw -77263.724287 + Penalty 3157.769342 = -74105.954945 nChanged 12 SP:Iteration 22Q (925.930000 sec): 3 clusters Score: Raw -77316.687371 + Penalty 3157.769342 = -74158.918029 nChanged 4 SP:Iteration 23Q (926.160000 sec): 3 clusters Score: Raw -77343.727259 + Penalty 3157.769342 = -74185.957917 nChanged 3 SP:Iteration 24Q (926.380000 sec): 3 clusters Score: Raw -77360.658004 + Penalty 3157.769342 = -74202.888662 nChanged 2 SP:Iteration 25Q (926.540000 sec): 3 clusters Score: Raw -77374.722748 + Penalty 3157.769342 = -74216.953406 nChanged 1 SP:Iteration 26Q (926.740000 sec): 3 clusters Score: Raw -77380.522344 + Penalty 3157.769342 = -74222.753002 nChanged 1 SP:Iteration 27Q (926.920000 sec): 3 clusters Score: Raw -77382.018587 + Penalty 3157.769342 = -74224.249245 nChanged 1 SP:Iteration 28Q (927.100000 sec): 3 clusters Score: Raw -77383.963902 + Penalty 3157.769342 = -74226.194560 nChanged 1 SP:Iteration 29Q (927.390000 sec): 3 clusters Score: Raw -77391.821566 + Penalty 3157.769342 = -74234.052224 nChanged 1 SP:Iteration 30Q (927.600000 sec): 3 clusters Score: Raw -77394.786650 + Penalty 3157.769342 = -74237.017308 nChanged 0 SP:Iteration 31F (927.750000 sec): 3 clusters Score: Raw -77394.786650 + Penalty 3157.769342 = -74237.017308 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 24 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.840000 sec): 2 clusters Score: Raw -26577.161580 + Penalty 1360.229640 = -25216.931940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.990000 sec): 3 clusters Score: Raw -26813.256665 + Penalty 2720.459279 = -24092.797386 nChanged 34 SP:Iteration 1F (928.150000 sec): 3 clusters Score: Raw -27000.646802 + Penalty 2720.459279 = -24280.187523 nChanged 15 SP:Iteration 2F (928.330000 sec): 3 clusters Score: Raw -27191.825205 + Penalty 2720.459279 = -24471.365926 nChanged 15 SP:Iteration 3F (928.520000 sec): 3 clusters Score: Raw -27375.258688 + Penalty 2720.459279 = -24654.799409 nChanged 7 SP:Iteration 4Q (928.670000 sec): 3 clusters Score: Raw -27462.364081 + Penalty 2720.459279 = -24741.904802 nChanged 2 SP:Iteration 5Q (928.880000 sec): 3 clusters Score: Raw -27473.628353 + Penalty 2720.459279 = -24753.169074 nChanged 1 SP:Iteration 6Q (929.010000 sec): 3 clusters Score: Raw -27478.047859 + Penalty 2720.459279 = -24757.588580 nChanged 2 SP:Iteration 7Q (929.150000 sec): 3 clusters Score: Raw -27485.366788 + Penalty 2720.459279 = -24764.907509 nChanged 1 SP:Iteration 8Q (929.310000 sec): 3 clusters Score: Raw -27491.323521 + Penalty 2720.459279 = -24770.864242 nChanged 1 SP:Iteration 9Q (929.510000 sec): 3 clusters Score: Raw -27500.948916 + Penalty 2720.459279 = -24780.489637 nChanged 2 SP:Iteration 10Q (929.680000 sec): 3 clusters Score: Raw -27535.530249 + Penalty 2720.459279 = -24815.070970 nChanged 4 SP:Iteration 11Q (929.830000 sec): 3 clusters Score: Raw -27623.395297 + Penalty 2720.459279 = -24902.936018 nChanged 5 SP:Iteration 12Q (929.970000 sec): 3 clusters Score: Raw -27704.720068 + Penalty 2720.459279 = -24984.260789 nChanged 3 SP:Iteration 13Q (930.130000 sec): 3 clusters Score: Raw -27736.355948 + Penalty 2720.459279 = -25015.896669 nChanged 2 SP:Iteration 14Q (930.270000 sec): 3 clusters Score: Raw -27757.356653 + Penalty 2720.459279 = -25036.897374 nChanged 3 SP:Iteration 15Q (930.430000 sec): 3 clusters Score: Raw -27790.179716 + Penalty 2720.459279 = -25069.720437 nChanged 1 SP:Iteration 16Q (930.630000 sec): 3 clusters Score: Raw -27803.712279 + Penalty 2720.459279 = -25083.253000 nChanged 1 SP:Iteration 17Q (930.810000 sec): 3 clusters Score: Raw -27818.227885 + Penalty 2720.459279 = -25097.768606 nChanged 2 SP:Iteration 18Q (930.960000 sec): 3 clusters Score: Raw -27840.770108 + Penalty 2720.459279 = -25120.310829 nChanged 1 SP:Iteration 19Q (931.140000 sec): 3 clusters Score: Raw -27848.304514 + Penalty 2720.459279 = -25127.845235 nChanged 0 SP:Iteration 20F (931.340000 sec): 3 clusters Score: Raw -27848.304514 + Penalty 2720.459279 = -25127.845235 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 25 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.460000 sec): 2 clusters Score: Raw -46836.028562 + Penalty 1508.390290 = -45327.638272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.690000 sec): 3 clusters Score: Raw -47202.006935 + Penalty 3016.780580 = -44185.226356 nChanged 123 SP:Iteration 1F (931.940000 sec): 3 clusters Score: Raw -47865.204356 + Penalty 3016.780580 = -44848.423777 nChanged 51 SP:Iteration 2F (932.130000 sec): 3 clusters Score: Raw -48129.644891 + Penalty 3016.780580 = -45112.864312 nChanged 22 SP:Iteration 3F (932.310000 sec): 3 clusters Score: Raw -48270.214886 + Penalty 3016.780580 = -45253.434307 nChanged 12 SP:Iteration 4Q (932.480000 sec): 3 clusters Score: Raw -48509.840218 + Penalty 3016.780580 = -45493.059639 nChanged 3 SP:Iteration 5Q (932.660000 sec): 3 clusters Score: Raw -48516.980926 + Penalty 3016.780580 = -45500.200346 nChanged 0 SP:Iteration 6F (932.840000 sec): 3 clusters Score: Raw -48516.980926 + Penalty 3016.780580 = -45500.200346 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Iteration 59Q (942.220000 sec): 30 clusters Score: Raw -36277467.869073 + Penalty 89908.644199 = -36187559.224874 nChanged 171 Iteration 60F (959.470000 sec): 30 clusters Score: Raw -36279894.868517 + Penalty 89908.644199 = -36189986.224318 nChanged 135 Iteration 61Q (969.660000 sec): 30 clusters Score: Raw -36280739.623985 + Penalty 89908.644199 = -36190830.979786 nChanged 128 Iteration 62Q (979.650000 sec): 30 clusters Score: Raw -36281179.560159 + Penalty 89908.644199 = -36191270.915960 nChanged 112 Iteration 63Q (988.740000 sec): 30 clusters Score: Raw -36281354.751192 + Penalty 89908.644199 = -36191446.106993 nChanged 88 Iteration 64Q (998.960000 sec): 30 clusters Score: Raw -36281471.850388 + Penalty 89908.644199 = -36191563.206189 nChanged 66 Iteration 65Q (1008.980000 sec): 30 clusters Score: Raw -36281508.024359 + Penalty 89908.644199 = -36191599.380160 nChanged 52 Iteration 66Q (1019.210000 sec): 30 clusters Score: Raw -36281523.090122 + Penalty 89908.644199 = -36191614.445923 nChanged 48 Iteration 67Q (1029.050000 sec): 30 clusters Score: Raw -36281529.865067 + Penalty 89908.644199 = -36191621.220868 nChanged 42 Iteration 68Q (1039.460000 sec): 30 clusters Score: Raw -36281533.809900 + Penalty 89908.644199 = -36191625.165701 nChanged 34 Iteration 69Q (1048.750000 sec): 30 clusters Score: Raw -36281536.827857 + Penalty 89908.644199 = -36191628.183658 nChanged 21 Iteration 70Q (1058.510000 sec): 30 clusters Score: Raw -36281538.514378 + Penalty 89908.644199 = -36191629.870179 nChanged 21 Iteration 71Q (1071.190000 sec): 30 clusters Score: Raw -36281539.402802 + Penalty 89908.644199 = -36191630.758603 nChanged 17 Iteration 72Q (1080.670000 sec): 30 clusters Score: Raw -36281540.297246 + Penalty 89908.644199 = -36191631.653048 nChanged 11 Iteration 73Q (1090.610000 sec): 30 clusters Score: Raw -36281544.767557 + Penalty 89908.644199 = -36191636.123359 nChanged 7 Iteration 74Q (1100.350000 sec): 30 clusters Score: Raw -36281546.700716 + Penalty 89908.644199 = -36191638.056518 nChanged 8 Iteration 75Q (1110.210000 sec): 30 clusters Score: Raw -36281547.164213 + Penalty 89908.644199 = -36191638.520015 nChanged 4 Iteration 76Q (1119.760000 sec): 30 clusters Score: Raw -36281547.291022 + Penalty 89908.644199 = -36191638.646823 nChanged 2 Iteration 77Q (1129.350000 sec): 30 clusters Score: Raw -36281547.682780 + Penalty 89908.644199 = -36191639.038581 nChanged 5 Iteration 78Q (1138.990000 sec): 30 clusters Score: Raw -36281547.897613 + Penalty 89908.644199 = -36191639.253414 nChanged 9 Iteration 79Q (1149.950000 sec): 30 clusters Score: Raw -36281548.151916 + Penalty 89908.644199 = -36191639.507717 nChanged 6 Iteration 80F (1166.450000 sec): 30 clusters Score: Raw -36286076.457645 + Penalty 89908.644199 = -36196167.813447 nChanged 71 Iteration 81Q (1176.150000 sec): 30 clusters Score: Raw -36287434.890928 + Penalty 89908.644199 = -36197526.246730 nChanged 9 Iteration 82Q (1186.520000 sec): 30 clusters Score: Raw -36287438.697912 + Penalty 89908.644199 = -36197530.053713 nChanged 10 Iteration 83Q (1200.560000 sec): 30 clusters Score: Raw -36287440.072533 + Penalty 89908.644199 = -36197531.428334 nChanged 9 Iteration 84Q (1211.290000 sec): 30 clusters Score: Raw -36287521.716042 + Penalty 89908.644199 = -36197613.071843 nChanged 19 Iteration 85Q (1220.090000 sec): 30 clusters Score: Raw -36287537.286701 + Penalty 89908.644199 = -36197628.642502 nChanged 19 Iteration 86Q (1230.390000 sec): 30 clusters Score: Raw -36287541.546401 + Penalty 89908.644199 = -36197632.902202 nChanged 14 Iteration 87Q (1240.980000 sec): 30 clusters Score: Raw -36287543.008500 + Penalty 89908.644199 = -36197634.364302 nChanged 11 Iteration 88Q (1251.800000 sec): 30 clusters Score: Raw -36287543.543425 + Penalty 89908.644199 = -36197634.899226 nChanged 6 Iteration 89Q (1261.780000 sec): 30 clusters Score: Raw -36287543.826509 + Penalty 89908.644199 = -36197635.182310 nChanged 3 Iteration 90Q (1271.760000 sec): 30 clusters Score: Raw -36287544.204768 + Penalty 89908.644199 = -36197635.560569 nChanged 1 Iteration 91Q (1281.180000 sec): 30 clusters Score: Raw -36287544.229870 + Penalty 89908.644199 = -36197635.585671 nChanged 1 Iteration 92Q (1291.710000 sec): 30 clusters Score: Raw -36287544.248624 + Penalty 89908.644199 = -36197635.604425 nChanged 2 Iteration 93Q (1302.010000 sec): 30 clusters Score: Raw -36287544.281912 + Penalty 89908.644199 = -36197635.637713 nChanged 2 Iteration 94Q (1312.400000 sec): 30 clusters Score: Raw -36287544.296523 + Penalty 89908.644199 = -36197635.652325 nChanged 0 Iteration 95F (1330.270000 sec): 30 clusters Score: Raw -36287579.728637 + Penalty 89908.644199 = -36197671.084439 nChanged 3 Iteration 96Q (1340.280000 sec): 30 clusters Score: Raw -36287671.436079 + Penalty 89908.644199 = -36197762.791880 nChanged 1 Iteration 97Q (1349.360000 sec): 30 clusters Score: Raw -36287683.428297 + Penalty 89908.644199 = -36197774.784098 nChanged 2 Iteration 98Q (1358.520000 sec): 30 clusters Score: Raw -36287684.390313 + Penalty 89908.644199 = -36197775.746114 nChanged 3 Writing temp clu file Because OldScore, -36197774.784098, is greater than current (better) Score,-36197775.746114 Compute initial score before splitting: Score: Raw -36287684.390313 + Penalty 89908.644199 = -36197775.746114 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 1 (26696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1358.780000 sec): 2 clusters Score: Raw -3594240.900925 + Penalty 2527.682717 = -3591713.218208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.090000 sec): 3 clusters Score: Raw -3578203.909476 + Penalty 5055.365434 = -3573148.544042 nChanged 12017 SP:Iteration 1F (1359.460000 sec): 3 clusters Score: Raw -3584739.489141 + Penalty 5055.365434 = -3579684.123707 nChanged 1250 SP:Iteration 2Q (1359.790000 sec): 3 clusters Score: Raw -3585127.395909 + Penalty 5055.365434 = -3580072.030475 nChanged 1084 SP:Iteration 3Q (1360.170000 sec): 3 clusters Score: Raw -3585452.956657 + Penalty 5055.365434 = -3580397.591223 nChanged 956 SP:Iteration 4Q (1360.490000 sec): 3 clusters Score: Raw -3585747.594879 + Penalty 5055.365434 = -3580692.229445 nChanged 921 SP:Iteration 5Q (1360.850000 sec): 3 clusters Score: Raw -3586054.867920 + Penalty 5055.365434 = -3580999.502486 nChanged 936 SP:Iteration 6Q (1361.190000 sec): 3 clusters Score: Raw -3586385.056439 + Penalty 5055.365434 = -3581329.691004 nChanged 955 SP:Iteration 7Q (1361.560000 sec): 3 clusters Score: Raw -3586771.729783 + Penalty 5055.365434 = -3581716.364349 nChanged 1069 SP:Iteration 8Q (1361.890000 sec): 3 clusters Score: Raw -3587281.373275 + Penalty 5055.365434 = -3582226.007841 nChanged 1227 SP:Iteration 9Q (1362.220000 sec): 3 clusters Score: Raw -3587965.494260 + Penalty 5055.365434 = -3582910.128826 nChanged 1488 SP:Iteration 10F (1362.550000 sec): 3 clusters Score: Raw -3588931.799811 + Penalty 5055.365434 = -3583876.434376 nChanged 1632 SP:Iteration 11F (1362.940000 sec): 3 clusters Score: Raw -3590186.434894 + Penalty 5055.365434 = -3585131.069460 nChanged 1632 SP:Iteration 12F (1363.260000 sec): 3 clusters Score: Raw -3591565.041255 + Penalty 5055.365434 = -3586509.675821 nChanged 1417 SP:Iteration 13F (1363.650000 sec): 3 clusters Score: Raw -3592805.026514 + Penalty 5055.365434 = -3587749.661080 nChanged 1001 SP:Iteration 14Q (1363.980000 sec): 3 clusters Score: Raw -3593661.110908 + Penalty 5055.365434 = -3588605.745474 nChanged 635 SP:Iteration 15Q (1364.320000 sec): 3 clusters Score: Raw -3594179.363203 + Penalty 5055.365434 = -3589123.997769 nChanged 383 SP:Iteration 16Q (1364.690000 sec): 3 clusters Score: Raw -3594477.271845 + Penalty 5055.365434 = -3589421.906411 nChanged 248 SP:Iteration 17Q (1364.970000 sec): 3 clusters Score: Raw -3594658.706886 + Penalty 5055.365434 = -3589603.341452 nChanged 144 SP:Iteration 18Q (1365.270000 sec): 3 clusters Score: Raw -3594749.246547 + Penalty 5055.365434 = -3589693.881113 nChanged 105 SP:Iteration 19Q (1365.610000 sec): 3 clusters Score: Raw -3594807.166489 + Penalty 5055.365434 = -3589751.801055 nChanged 59 SP:Iteration 20F (1365.910000 sec): 3 clusters Score: Raw -3594839.448239 + Penalty 5055.365434 = -3589784.082805 nChanged 42 SP:Iteration 21Q (1366.240000 sec): 3 clusters Score: Raw -3594863.564098 + Penalty 5055.365434 = -3589808.198664 nChanged 32 SP:Iteration 22Q (1366.570000 sec): 3 clusters Score: Raw -3594880.399994 + Penalty 5055.365434 = -3589825.034560 nChanged 17 SP:Iteration 23Q (1366.870000 sec): 3 clusters Score: Raw -3594890.586862 + Penalty 5055.365434 = -3589835.221428 nChanged 15 SP:Iteration 24Q (1367.180000 sec): 3 clusters Score: Raw -3594899.282996 + Penalty 5055.365434 = -3589843.917562 nChanged 13 SP:Iteration 25Q (1367.510000 sec): 3 clusters Score: Raw -3594906.340239 + Penalty 5055.365434 = -3589850.974804 nChanged 8 SP:Iteration 26Q (1367.800000 sec): 3 clusters Score: Raw -3594908.993331 + Penalty 5055.365434 = -3589853.627897 nChanged 6 SP:Iteration 27Q (1368.110000 sec): 3 clusters Score: Raw -3594910.649756 + Penalty 5055.365434 = -3589855.284322 nChanged 3 SP:Iteration 28Q (1368.360000 sec): 3 clusters Score: Raw -3594912.180063 + Penalty 5055.365434 = -3589856.814629 nChanged 5 SP:Iteration 29Q (1368.650000 sec): 3 clusters Score: Raw -3594915.258964 + Penalty 5055.365434 = -3589859.893529 nChanged 5 SP:Iteration 30Q (1369.000000 sec): 3 clusters Score: Raw -3594917.775461 + Penalty 5055.365434 = -3589862.410027 nChanged 3 SP:Iteration 31Q (1369.280000 sec): 3 clusters Score: Raw -3594918.595360 + Penalty 5055.365434 = -3589863.229926 nChanged 1 SP:Iteration 32Q (1369.630000 sec): 3 clusters Score: Raw -3594918.983552 + Penalty 5055.365434 = -3589863.618118 nChanged 0 SP:Iteration 33F (1369.930000 sec): 3 clusters Score: Raw -3594918.983552 + Penalty 5055.365434 = -3589863.618118 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.020000 sec): 2 clusters Score: Raw -104735.259463 + Penalty 1647.336727 = -103087.922736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.200000 sec): 3 clusters Score: Raw -104611.927043 + Penalty 3294.673453 = -101317.253589 nChanged 174 SP:Iteration 1F (1370.370000 sec): 3 clusters Score: Raw -104841.713399 + Penalty 3294.673453 = -101547.039946 nChanged 36 SP:Iteration 2Q (1370.560000 sec): 3 clusters Score: Raw -104913.549568 + Penalty 3294.673453 = -101618.876114 nChanged 27 SP:Iteration 3Q (1370.720000 sec): 3 clusters Score: Raw -104965.279582 + Penalty 3294.673453 = -101670.606128 nChanged 21 SP:Iteration 4Q (1370.950000 sec): 3 clusters Score: Raw -105022.244503 + Penalty 3294.673453 = -101727.571050 nChanged 17 SP:Iteration 5Q (1371.140000 sec): 3 clusters Score: Raw -105050.153513 + Penalty 3294.673453 = -101755.480060 nChanged 14 SP:Iteration 6Q (1371.300000 sec): 3 clusters Score: Raw -105071.836842 + Penalty 3294.673453 = -101777.163389 nChanged 6 SP:Iteration 7Q (1371.550000 sec): 3 clusters Score: Raw -105080.266002 + Penalty 3294.673453 = -101785.592548 nChanged 4 SP:Iteration 8Q (1371.710000 sec): 3 clusters Score: Raw -105085.705486 + Penalty 3294.673453 = -101791.032032 nChanged 2 SP:Iteration 9Q (1371.910000 sec): 3 clusters Score: Raw -105088.074792 + Penalty 3294.673453 = -101793.401339 nChanged 3 SP:Iteration 10Q (1372.110000 sec): 3 clusters Score: Raw -105090.903508 + Penalty 3294.673453 = -101796.230055 nChanged 2 SP:Iteration 11Q (1372.360000 sec): 3 clusters Score: Raw -105092.622259 + Penalty 3294.673453 = -101797.948806 nChanged 1 SP:Iteration 12Q (1372.530000 sec): 3 clusters Score: Raw -105094.217645 + Penalty 3294.673453 = -101799.544192 nChanged 2 SP:Iteration 13Q (1372.720000 sec): 3 clusters Score: Raw -105098.036972 + Penalty 3294.673453 = -101803.363519 nChanged 1 SP:Iteration 14Q (1372.910000 sec): 3 clusters Score: Raw -105099.548454 + Penalty 3294.673453 = -101804.875001 nChanged 3 SP:Iteration 15Q (1373.070000 sec): 3 clusters Score: Raw -105103.682177 + Penalty 3294.673453 = -101809.008723 nChanged 3 SP:Iteration 16Q (1373.280000 sec): 3 clusters Score: Raw -105106.742721 + Penalty 3294.673453 = -101812.069267 nChanged 0 SP:Iteration 17F (1373.440000 sec): 3 clusters Score: Raw -105106.742721 + Penalty 3294.673453 = -101812.069267 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.540000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.740000 sec): 3 clusters Score: Raw -71718.530187 + Penalty 3104.752406 = -68613.777781 nChanged 99 SP:Iteration 1F (1373.910000 sec): 3 clusters Score: Raw -71879.967667 + Penalty 3104.752406 = -68775.215260 nChanged 21 SP:Iteration 2Q (1374.160000 sec): 3 clusters Score: Raw -71918.586459 + Penalty 3104.752406 = -68813.834052 nChanged 2 SP:Iteration 3Q (1374.370000 sec): 3 clusters Score: Raw -71922.764729 + Penalty 3104.752406 = -68818.012322 nChanged 1 SP:Iteration 4Q (1374.530000 sec): 3 clusters Score: Raw -71924.552242 + Penalty 3104.752406 = -68819.799836 nChanged 2 SP:Iteration 5Q (1374.760000 sec): 3 clusters Score: Raw -71928.260285 + Penalty 3104.752406 = -68823.507879 nChanged 1 SP:Iteration 6Q (1374.930000 sec): 3 clusters Score: Raw -71929.693026 + Penalty 3104.752406 = -68824.940619 nChanged 0 SP:Iteration 7F (1375.120000 sec): 3 clusters Score: Raw -71929.693026 + Penalty 3104.752406 = -68824.940619 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.230000 sec): 2 clusters Score: Raw -38782.635459 + Penalty 1418.637321 = -37363.998138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.450000 sec): 3 clusters Score: Raw -39016.938862 + Penalty 2837.274641 = -36179.664221 nChanged 59 SP:Iteration 1F (1375.640000 sec): 3 clusters Score: Raw -39199.380537 + Penalty 2837.274641 = -36362.105895 nChanged 12 SP:Iteration 2Q (1375.810000 sec): 3 clusters Score: Raw -39258.095495 + Penalty 2837.274641 = -36420.820854 nChanged 6 SP:Iteration 3Q (1376.040000 sec): 3 clusters Score: Raw -39291.810584 + Penalty 2837.274641 = -36454.535943 nChanged 2 SP:Iteration 4Q (1376.180000 sec): 3 clusters Score: Raw -39312.210897 + Penalty 2837.274641 = -36474.936256 nChanged 1 SP:Iteration 5Q (1376.380000 sec): 3 clusters Score: Raw -39317.277755 + Penalty 2837.274641 = -36480.003113 nChanged 2 SP:Iteration 6Q (1376.550000 sec): 3 clusters Score: Raw -39324.665876 + Penalty 2837.274641 = -36487.391235 nChanged 3 SP:Iteration 7Q (1376.770000 sec): 3 clusters Score: Raw -39339.456656 + Penalty 2837.274641 = -36502.182014 nChanged 3 SP:Iteration 8Q (1376.940000 sec): 3 clusters Score: Raw -39396.429439 + Penalty 2837.274641 = -36559.154798 nChanged 6 SP:Iteration 9Q (1377.140000 sec): 3 clusters Score: Raw -39448.530679 + Penalty 2837.274641 = -36611.256038 nChanged 2 SP:Iteration 10Q (1377.360000 sec): 3 clusters Score: Raw -39476.616545 + Penalty 2837.274641 = -36639.341904 nChanged 6 SP:Iteration 11Q (1377.540000 sec): 3 clusters Score: Raw -39517.247363 + Penalty 2837.274641 = -36679.972722 nChanged 4 SP:Iteration 12Q (1377.770000 sec): 3 clusters Score: Raw -39589.224357 + Penalty 2837.274641 = -36751.949716 nChanged 1 SP:Iteration 13Q (1377.960000 sec): 3 clusters Score: Raw -39596.697610 + Penalty 2837.274641 = -36759.422969 nChanged 1 SP:Iteration 14Q (1378.140000 sec): 3 clusters Score: Raw -39600.163851 + Penalty 2837.274641 = -36762.889210 nChanged 2 SP:Iteration 15Q (1378.340000 sec): 3 clusters Score: Raw -39615.451732 + Penalty 2837.274641 = -36778.177091 nChanged 0 SP:Iteration 16F (1378.530000 sec): 3 clusters Score: Raw -39615.451732 + Penalty 2837.274641 = -36778.177091 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 5 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.620000 sec): 2 clusters Score: Raw -171049.176583 + Penalty 1765.468910 = -169283.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.820000 sec): 3 clusters Score: Raw -170695.505661 + Penalty 3530.937820 = -167164.567841 nChanged 361 SP:Iteration 1F (1379.010000 sec): 3 clusters Score: Raw -171025.134099 + Penalty 3530.937820 = -167494.196279 nChanged 80 SP:Iteration 2F (1379.230000 sec): 3 clusters Score: Raw -171123.544653 + Penalty 3530.937820 = -167592.606834 nChanged 46 SP:Iteration 3Q (1379.400000 sec): 3 clusters Score: Raw -171175.946125 + Penalty 3530.937820 = -167645.008305 nChanged 29 SP:Iteration 4Q (1379.610000 sec): 3 clusters Score: Raw -171210.281226 + Penalty 3530.937820 = -167679.343407 nChanged 13 SP:Iteration 5Q (1379.800000 sec): 3 clusters Score: Raw -171224.102693 + Penalty 3530.937820 = -167693.164873 nChanged 16 SP:Iteration 6Q (1379.980000 sec): 3 clusters Score: Raw -171247.499638 + Penalty 3530.937820 = -167716.561819 nChanged 21 SP:Iteration 7Q (1380.190000 sec): 3 clusters Score: Raw -171277.234851 + Penalty 3530.937820 = -167746.297032 nChanged 19 SP:Iteration 8Q (1380.420000 sec): 3 clusters Score: Raw -171304.175796 + Penalty 3530.937820 = -167773.237977 nChanged 19 SP:Iteration 9Q (1380.670000 sec): 3 clusters Score: Raw -171329.469752 + Penalty 3530.937820 = -167798.531933 nChanged 18 SP:Iteration 10Q (1380.850000 sec): 3 clusters Score: Raw -171373.415014 + Penalty 3530.937820 = -167842.477195 nChanged 26 SP:Iteration 11Q (1381.030000 sec): 3 clusters Score: Raw -171412.834215 + Penalty 3530.937820 = -167881.896395 nChanged 20 SP:Iteration 12Q (1381.250000 sec): 3 clusters Score: Raw -171459.058105 + Penalty 3530.937820 = -167928.120285 nChanged 34 SP:Iteration 13Q (1381.430000 sec): 3 clusters Score: Raw -171511.012958 + Penalty 3530.937820 = -167980.075138 nChanged 24 SP:Iteration 14Q (1381.600000 sec): 3 clusters Score: Raw -171548.849139 + Penalty 3530.937820 = -168017.911319 nChanged 22 SP:Iteration 15Q (1381.750000 sec): 3 clusters Score: Raw -171578.518437 + Penalty 3530.937820 = -168047.580618 nChanged 21 SP:Iteration 16Q (1381.940000 sec): 3 clusters Score: Raw -171601.381972 + Penalty 3530.937820 = -168070.444153 nChanged 17 SP:Iteration 17Q (1382.120000 sec): 3 clusters Score: Raw -171619.026244 + Penalty 3530.937820 = -168088.088425 nChanged 14 SP:Iteration 18Q (1382.330000 sec): 3 clusters Score: Raw -171636.953031 + Penalty 3530.937820 = -168106.015212 nChanged 15 SP:Iteration 19Q (1382.550000 sec): 3 clusters Score: Raw -171662.996805 + Penalty 3530.937820 = -168132.058986 nChanged 15 SP:Iteration 20F (1382.710000 sec): 3 clusters Score: Raw -171694.818808 + Penalty 3530.937820 = -168163.880989 nChanged 24 SP:Iteration 21Q (1382.950000 sec): 3 clusters Score: Raw -171743.668777 + Penalty 3530.937820 = -168212.730958 nChanged 24 SP:Iteration 22Q (1383.140000 sec): 3 clusters Score: Raw -171799.658183 + Penalty 3530.937820 = -168268.720364 nChanged 18 SP:Iteration 23Q (1383.300000 sec): 3 clusters Score: Raw -171851.159346 + Penalty 3530.937820 = -168320.221527 nChanged 25 SP:Iteration 24Q (1383.490000 sec): 3 clusters Score: Raw -171937.027863 + Penalty 3530.937820 = -168406.090043 nChanged 29 SP:Iteration 25Q (1383.670000 sec): 3 clusters Score: Raw -171999.951894 + Penalty 3530.937820 = -168469.014074 nChanged 29 SP:Iteration 26Q (1383.820000 sec): 3 clusters Score: Raw -172055.870512 + Penalty 3530.937820 = -168524.932692 nChanged 23 SP:Iteration 27Q (1383.980000 sec): 3 clusters Score: Raw -172105.824973 + Penalty 3530.937820 = -168574.887154 nChanged 16 SP:Iteration 28Q (1384.110000 sec): 3 clusters Score: Raw -172125.293720 + Penalty 3530.937820 = -168594.355900 nChanged 13 SP:Iteration 29Q (1384.290000 sec): 3 clusters Score: Raw -172138.056439 + Penalty 3530.937820 = -168607.118619 nChanged 8 SP:Iteration 30Q (1384.430000 sec): 3 clusters Score: Raw -172149.591242 + Penalty 3530.937820 = -168618.653422 nChanged 7 SP:Iteration 31Q (1384.610000 sec): 3 clusters Score: Raw -172156.482658 + Penalty 3530.937820 = -168625.544839 nChanged 6 SP:Iteration 32Q (1384.770000 sec): 3 clusters Score: Raw -172164.217956 + Penalty 3530.937820 = -168633.280136 nChanged 8 SP:Iteration 33Q (1384.950000 sec): 3 clusters Score: Raw -172173.351749 + Penalty 3530.937820 = -168642.413929 nChanged 9 SP:Iteration 34Q (1385.170000 sec): 3 clusters Score: Raw -172184.131620 + Penalty 3530.937820 = -168653.193801 nChanged 6 SP:Iteration 35Q (1385.360000 sec): 3 clusters Score: Raw -172189.425297 + Penalty 3530.937820 = -168658.487477 nChanged 8 SP:Iteration 36Q (1385.580000 sec): 3 clusters Score: Raw -172206.563815 + Penalty 3530.937820 = -168675.625996 nChanged 9 SP:Iteration 37Q (1385.780000 sec): 3 clusters Score: Raw -172219.836996 + Penalty 3530.937820 = -168688.899176 nChanged 6 SP:Iteration 38Q (1385.950000 sec): 3 clusters Score: Raw -172227.642105 + Penalty 3530.937820 = -168696.704285 nChanged 3 SP:Iteration 39Q (1386.120000 sec): 3 clusters Score: Raw -172232.452639 + Penalty 3530.937820 = -168701.514819 nChanged 4 SP:Iteration 40F (1386.350000 sec): 3 clusters Score: Raw -172236.593455 + Penalty 3530.937820 = -168705.655636 nChanged 3 SP:Iteration 41Q (1386.510000 sec): 3 clusters Score: Raw -172240.367596 + Penalty 3530.937820 = -168709.429776 nChanged 3 SP:Iteration 42Q (1386.730000 sec): 3 clusters Score: Raw -172246.451461 + Penalty 3530.937820 = -168715.513642 nChanged 8 SP:Iteration 43Q (1387.010000 sec): 3 clusters Score: Raw -172264.158913 + Penalty 3530.937820 = -168733.221094 nChanged 5 SP:Iteration 44Q (1387.140000 sec): 3 clusters Score: Raw -172269.900542 + Penalty 3530.937820 = -168738.962723 nChanged 5 SP:Iteration 45Q (1387.350000 sec): 3 clusters Score: Raw -172279.333206 + Penalty 3530.937820 = -168748.395387 nChanged 8 SP:Iteration 46Q (1387.600000 sec): 3 clusters Score: Raw -172289.978396 + Penalty 3530.937820 = -168759.040576 nChanged 4 SP:Iteration 47Q (1387.760000 sec): 3 clusters Score: Raw -172293.569021 + Penalty 3530.937820 = -168762.631202 nChanged 4 SP:Iteration 48Q (1387.960000 sec): 3 clusters Score: Raw -172300.329337 + Penalty 3530.937820 = -168769.391517 nChanged 6 SP:Iteration 49Q (1388.150000 sec): 3 clusters Score: Raw -172312.018931 + Penalty 3530.937820 = -168781.081112 nChanged 8 SP:Iteration 50Q (1388.370000 sec): 3 clusters Score: Raw -172322.068528 + Penalty 3530.937820 = -168791.130708 nChanged 7 SP:Iteration 51Q (1388.560000 sec): 3 clusters Score: Raw -172333.288332 + Penalty 3530.937820 = -168802.350512 nChanged 10 SP:Iteration 52Q (1388.750000 sec): 3 clusters Score: Raw -172349.585950 + Penalty 3530.937820 = -168818.648130 nChanged 13 SP:Iteration 53Q (1388.950000 sec): 3 clusters Score: Raw -172377.486080 + Penalty 3530.937820 = -168846.548260 nChanged 9 SP:Iteration 54Q (1389.150000 sec): 3 clusters Score: Raw -172396.160976 + Penalty 3530.937820 = -168865.223157 nChanged 7 SP:Iteration 55Q (1389.370000 sec): 3 clusters Score: Raw -172410.720455 + Penalty 3530.937820 = -168879.782636 nChanged 8 SP:Iteration 56Q (1389.580000 sec): 3 clusters Score: Raw -172432.003611 + Penalty 3530.937820 = -168901.065792 nChanged 11 SP:Iteration 57Q (1389.770000 sec): 3 clusters Score: Raw -172452.894625 + Penalty 3530.937820 = -168921.956805 nChanged 12 SP:Iteration 58Q (1389.910000 sec): 3 clusters Score: Raw -172474.873233 + Penalty 3530.937820 = -168943.935414 nChanged 5 SP:Iteration 59Q (1390.130000 sec): 3 clusters Score: Raw -172480.240016 + Penalty 3530.937820 = -168949.302196 nChanged 2 SP:Iteration 60F (1390.270000 sec): 3 clusters Score: Raw -172484.174936 + Penalty 3530.937820 = -168953.237117 nChanged 1 SP:Iteration 61Q (1390.450000 sec): 3 clusters Score: Raw -172485.465222 + Penalty 3530.937820 = -168954.527402 nChanged 0 SP:Iteration 62F (1390.620000 sec): 3 clusters Score: Raw -172485.465222 + Penalty 3530.937820 = -168954.527402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 6 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.730000 sec): 2 clusters Score: Raw -65651.532035 + Penalty 1535.705897 = -64115.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.880000 sec): 3 clusters Score: Raw -65641.330924 + Penalty 3071.411795 = -62569.919129 nChanged 92 SP:Iteration 1F (1391.050000 sec): 3 clusters Score: Raw -65816.859544 + Penalty 3071.411795 = -62745.447749 nChanged 22 SP:Iteration 2Q (1391.190000 sec): 3 clusters Score: Raw -65871.030002 + Penalty 3071.411795 = -62799.618207 nChanged 13 SP:Iteration 3Q (1391.420000 sec): 3 clusters Score: Raw -65909.507114 + Penalty 3071.411795 = -62838.095319 nChanged 11 SP:Iteration 4Q (1391.620000 sec): 3 clusters Score: Raw -65957.921903 + Penalty 3071.411795 = -62886.510109 nChanged 8 SP:Iteration 5Q (1391.790000 sec): 3 clusters Score: Raw -65997.562010 + Penalty 3071.411795 = -62926.150215 nChanged 11 SP:Iteration 6Q (1391.950000 sec): 3 clusters Score: Raw -66042.768037 + Penalty 3071.411795 = -62971.356242 nChanged 11 SP:Iteration 7Q (1392.180000 sec): 3 clusters Score: Raw -66115.632756 + Penalty 3071.411795 = -63044.220961 nChanged 14 SP:Iteration 8Q (1392.320000 sec): 3 clusters Score: Raw -66164.043705 + Penalty 3071.411795 = -63092.631910 nChanged 10 SP:Iteration 9Q (1392.500000 sec): 3 clusters Score: Raw -66202.138206 + Penalty 3071.411795 = -63130.726411 nChanged 7 SP:Iteration 10Q (1392.660000 sec): 3 clusters Score: Raw -66225.116688 + Penalty 3071.411795 = -63153.704893 nChanged 3 SP:Iteration 11Q (1392.820000 sec): 3 clusters Score: Raw -66230.234495 + Penalty 3071.411795 = -63158.822701 nChanged 2 SP:Iteration 12Q (1393.030000 sec): 3 clusters Score: Raw -66242.070924 + Penalty 3071.411795 = -63170.659130 nChanged 5 SP:Iteration 13Q (1393.180000 sec): 3 clusters Score: Raw -66266.643682 + Penalty 3071.411795 = -63195.231888 nChanged 7 SP:Iteration 14Q (1393.390000 sec): 3 clusters Score: Raw -66305.264612 + Penalty 3071.411795 = -63233.852817 nChanged 11 SP:Iteration 15Q (1393.540000 sec): 3 clusters Score: Raw -66358.669755 + Penalty 3071.411795 = -63287.257961 nChanged 13 SP:Iteration 16Q (1393.700000 sec): 3 clusters Score: Raw -66402.563889 + Penalty 3071.411795 = -63331.152094 nChanged 3 SP:Iteration 17Q (1393.900000 sec): 3 clusters Score: Raw -66418.700271 + Penalty 3071.411795 = -63347.288476 nChanged 2 SP:Iteration 18Q (1394.070000 sec): 3 clusters Score: Raw -66423.502772 + Penalty 3071.411795 = -63352.090977 nChanged 2 SP:Iteration 19Q (1394.250000 sec): 3 clusters Score: Raw -66428.322779 + Penalty 3071.411795 = -63356.910984 nChanged 3 SP:Iteration 20F (1394.440000 sec): 3 clusters Score: Raw -66437.857929 + Penalty 3071.411795 = -63366.446134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (206727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.560000 sec): 2 clusters Score: Raw -28335722.072909 + Penalty 3035.310282 = -28332686.762628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.820000 sec): 3 clusters Score: Raw -28200303.109466 + Penalty 6070.620563 = -28194232.488903 nChanged 99417 SP:Iteration 1F (1398.090000 sec): 3 clusters Score: Raw -28259292.245863 + Penalty 6070.620563 = -28253221.625300 nChanged 6203 SP:Iteration 2Q (1399.370000 sec): 3 clusters Score: Raw -28260652.666515 + Penalty 6070.620563 = -28254582.045951 nChanged 6383 SP:Iteration 3Q (1400.630000 sec): 3 clusters Score: Raw -28262195.091167 + Penalty 6070.620563 = -28256124.470604 nChanged 6693 SP:Iteration 4Q (1401.890000 sec): 3 clusters Score: Raw -28264036.984552 + Penalty 6070.620563 = -28257966.363988 nChanged 7386 SP:Iteration 5Q (1403.220000 sec): 3 clusters Score: Raw -28266411.420475 + Penalty 6070.620563 = -28260340.799911 nChanged 8370 SP:Iteration 6Q (1404.590000 sec): 3 clusters Score: Raw -28269791.086486 + Penalty 6070.620563 = -28263720.465923 nChanged 9689 SP:Iteration 7Q (1405.970000 sec): 3 clusters Score: Raw -28274833.879974 + Penalty 6070.620563 = -28268763.259411 nChanged 11160 SP:Iteration 8F (1407.270000 sec): 3 clusters Score: Raw -28282126.103808 + Penalty 6070.620563 = -28276055.483244 nChanged 12158 SP:Iteration 9F (1408.550000 sec): 3 clusters Score: Raw -28290861.982580 + Penalty 6070.620563 = -28284791.362017 nChanged 11417 SP:Iteration 10F (1409.720000 sec): 3 clusters Score: Raw -28298180.419603 + Penalty 6070.620563 = -28292109.799040 nChanged 8803 SP:Iteration 11Q (1411.120000 sec): 3 clusters Score: Raw -28302173.787437 + Penalty 6070.620563 = -28296103.166874 nChanged 5809 SP:Iteration 12Q (1412.590000 sec): 3 clusters Score: Raw -28304036.252642 + Penalty 6070.620563 = -28297965.632079 nChanged 4172 SP:Iteration 13Q (1413.860000 sec): 3 clusters Score: Raw -28305343.230622 + Penalty 6070.620563 = -28299272.610059 nChanged 4132 SP:Iteration 14Q (1415.210000 sec): 3 clusters Score: Raw -28306715.834510 + Penalty 6070.620563 = -28300645.213947 nChanged 4367 SP:Iteration 15Q (1416.470000 sec): 3 clusters Score: Raw -28308279.065069 + Penalty 6070.620563 = -28302208.444506 nChanged 4575 SP:Iteration 16Q (1417.710000 sec): 3 clusters Score: Raw -28310050.279680 + Penalty 6070.620563 = -28303979.659117 nChanged 4709 SP:Iteration 17Q (1418.870000 sec): 3 clusters Score: Raw -28312033.745497 + Penalty 6070.620563 = -28305963.124934 nChanged 4831 SP:Iteration 18Q (1419.980000 sec): 3 clusters Score: Raw -28314267.936935 + Penalty 6070.620563 = -28308197.316372 nChanged 4878 SP:Iteration 19Q (1421.300000 sec): 3 clusters Score: Raw -28316747.260592 + Penalty 6070.620563 = -28310676.640029 nChanged 4768 SP:Iteration 20F (1422.570000 sec): 3 clusters Score: Raw -28319393.482399 + Penalty 6070.620563 = -28313322.861836 nChanged 4610 SP:Iteration 21Q (1423.670000 sec): 3 clusters Score: Raw -28322166.381132 + Penalty 6070.620563 = -28316095.760569 nChanged 4284 SP:Iteration 22Q (1424.810000 sec): 3 clusters Score: Raw -28324932.386482 + Penalty 6070.620563 = -28318861.765919 nChanged 3786 SP:Iteration 23Q (1425.890000 sec): 3 clusters Score: Raw -28327534.415761 + Penalty 6070.620563 = -28321463.795198 nChanged 3229 SP:Iteration 24Q (1427.070000 sec): 3 clusters Score: Raw -28329879.717965 + Penalty 6070.620563 = -28323809.097402 nChanged 2666 SP:Iteration 25Q (1428.140000 sec): 3 clusters Score: Raw -28331920.882713 + Penalty 6070.620563 = -28325850.262150 nChanged 2167 SP:Iteration 26Q (1429.310000 sec): 3 clusters Score: Raw -28333646.713060 + Penalty 6070.620563 = -28327576.092497 nChanged 1564 SP:Iteration 27Q (1430.430000 sec): 3 clusters Score: Raw -28334893.334335 + Penalty 6070.620563 = -28328822.713772 nChanged 841 SP:Iteration 28Q (1431.450000 sec): 3 clusters Score: Raw -28335529.364776 + Penalty 6070.620563 = -28329458.744213 nChanged 383 SP:Iteration 29Q (1432.500000 sec): 3 clusters Score: Raw -28335804.180838 + Penalty 6070.620563 = -28329733.560275 nChanged 168 SP:Iteration 30Q (1433.640000 sec): 3 clusters Score: Raw -28335923.013861 + Penalty 6070.620563 = -28329852.393298 nChanged 95 SP:Iteration 31Q (1434.730000 sec): 3 clusters Score: Raw -28336000.825535 + Penalty 6070.620563 = -28329930.204972 nChanged 55 SP:Iteration 32Q (1435.950000 sec): 3 clusters Score: Raw -28336045.033429 + Penalty 6070.620563 = -28329974.412866 nChanged 39 SP:Iteration 33Q (1437.010000 sec): 3 clusters Score: Raw -28336077.067296 + Penalty 6070.620563 = -28330006.446733 nChanged 28 SP:Iteration 34Q (1438.130000 sec): 3 clusters Score: Raw -28336106.543341 + Penalty 6070.620563 = -28330035.922778 nChanged 18 SP:Iteration 35Q (1439.220000 sec): 3 clusters Score: Raw -28336123.783765 + Penalty 6070.620563 = -28330053.163202 nChanged 16 SP:Iteration 36Q (1440.300000 sec): 3 clusters Score: Raw -28336137.353298 + Penalty 6070.620563 = -28330066.732735 nChanged 18 SP:Iteration 37Q (1441.420000 sec): 3 clusters Score: Raw -28336154.660678 + Penalty 6070.620563 = -28330084.040115 nChanged 15 SP:Iteration 38Q (1442.470000 sec): 3 clusters Score: Raw -28336167.525560 + Penalty 6070.620563 = -28330096.904997 nChanged 6 SP:Iteration 39Q (1443.660000 sec): 3 clusters Score: Raw -28336171.895660 + Penalty 6070.620563 = -28330101.275096 nChanged 4 SP:Iteration 40F (1444.900000 sec): 3 clusters Score: Raw -28336179.481399 + Penalty 6070.620563 = -28330108.860836 nChanged 6 SP:Iteration 41Q (1445.960000 sec): 3 clusters Score: Raw -28336184.060066 + Penalty 6070.620563 = -28330113.439503 nChanged 6 SP:Iteration 42Q (1447.030000 sec): 3 clusters Score: Raw -28336190.523603 + Penalty 6070.620563 = -28330119.903040 nChanged 5 SP:Iteration 43Q (1448.100000 sec): 3 clusters Score: Raw -28336196.410232 + Penalty 6070.620563 = -28330125.789669 nChanged 7 SP:Iteration 44Q (1449.280000 sec): 3 clusters Score: Raw -28336204.050000 + Penalty 6070.620563 = -28330133.429436 nChanged 3 SP:Iteration 45Q (1450.310000 sec): 3 clusters Score: Raw -28336206.715203 + Penalty 6070.620563 = -28330136.094640 nChanged 1 SP:Iteration 46Q (1451.350000 sec): 3 clusters Score: Raw -28336206.856199 + Penalty 6070.620563 = -28330136.235635 nChanged 0 SP:Iteration 47F (1452.500000 sec): 3 clusters Score: Raw -28336206.856199 + Penalty 6070.620563 = -28330136.235635 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1452.660000 sec): 2 clusters Score: Raw -44691.429196 + Penalty 1463.853067 = -43227.576129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1452.860000 sec): 3 clusters Score: Raw -44831.779458 + Penalty 2927.706133 = -41904.073325 nChanged 52 SP:Iteration 1F (1453.070000 sec): 3 clusters Score: Raw -44995.322479 + Penalty 2927.706133 = -42067.616346 nChanged 15 SP:Iteration 2Q (1453.240000 sec): 3 clusters Score: Raw -45057.628017 + Penalty 2927.706133 = -42129.921884 nChanged 9 SP:Iteration 3Q (1453.410000 sec): 3 clusters Score: Raw -45112.138336 + Penalty 2927.706133 = -42184.432203 nChanged 7 SP:Iteration 4Q (1453.610000 sec): 3 clusters Score: Raw -45147.666264 + Penalty 2927.706133 = -42219.960131 nChanged 3 SP:Iteration 5Q (1453.790000 sec): 3 clusters Score: Raw -45185.412963 + Penalty 2927.706133 = -42257.706829 nChanged 2 SP:Iteration 6Q (1453.970000 sec): 3 clusters Score: Raw -45214.341063 + Penalty 2927.706133 = -42286.634929 nChanged 2 SP:Iteration 7Q (1454.210000 sec): 3 clusters Score: Raw -45217.259527 + Penalty 2927.706133 = -42289.553394 nChanged 0 SP:Iteration 8F (1454.420000 sec): 3 clusters Score: Raw -45217.259527 + Penalty 2927.706133 = -42289.553394 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 9 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.480000 sec): 2 clusters Score: Raw -17151.771857 + Penalty 1212.806584 = -15938.965273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1454.730000 sec): 3 clusters Score: Raw -17408.295951 + Penalty 2425.613168 = -14982.682784 nChanged 3 SP:Iteration 1Q (1454.920000 sec): 3 clusters Score: Raw -17434.501166 + Penalty 2425.613168 = -15008.887998 nChanged 1 SP:Iteration 2Q (1455.100000 sec): 3 clusters Score: Raw -17441.884899 + Penalty 2425.613168 = -15016.271732 nChanged 0 SP:Iteration 3F (1455.320000 sec): 3 clusters Score: Raw -17441.884899 + Penalty 2425.613168 = -15016.271732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.420000 sec): 2 clusters Score: Raw -200448.990616 + Penalty 1821.810532 = -198627.180084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.610000 sec): 3 clusters Score: Raw -200031.434543 + Penalty 3643.621064 = -196387.813479 nChanged 471 SP:Iteration 1F (1455.770000 sec): 3 clusters Score: Raw -200496.729115 + Penalty 3643.621064 = -196853.108051 nChanged 141 SP:Iteration 2F (1456.010000 sec): 3 clusters Score: Raw -200668.450173 + Penalty 3643.621064 = -197024.829109 nChanged 103 SP:Iteration 3F (1456.230000 sec): 3 clusters Score: Raw -200848.744545 + Penalty 3643.621064 = -197205.123481 nChanged 107 SP:Iteration 4F (1456.400000 sec): 3 clusters Score: Raw -201040.510495 + Penalty 3643.621064 = -197396.889431 nChanged 99 SP:Iteration 5F (1456.580000 sec): 3 clusters Score: Raw -201295.415832 + Penalty 3643.621064 = -197651.794768 nChanged 107 SP:Iteration 6F (1456.790000 sec): 3 clusters Score: Raw -201535.946272 + Penalty 3643.621064 = -197892.325208 nChanged 78 SP:Iteration 7F (1456.990000 sec): 3 clusters Score: Raw -201663.760749 + Penalty 3643.621064 = -198020.139685 nChanged 57 SP:Iteration 8Q (1457.190000 sec): 3 clusters Score: Raw -201758.592000 + Penalty 3643.621064 = -198114.970936 nChanged 39 SP:Iteration 9Q (1457.400000 sec): 3 clusters Score: Raw -201828.961323 + Penalty 3643.621064 = -198185.340259 nChanged 23 SP:Iteration 10Q (1457.610000 sec): 3 clusters Score: Raw -201864.553568 + Penalty 3643.621064 = -198220.932504 nChanged 11 SP:Iteration 11Q (1457.830000 sec): 3 clusters Score: Raw -201878.318852 + Penalty 3643.621064 = -198234.697788 nChanged 2 SP:Iteration 12Q (1458.050000 sec): 3 clusters Score: Raw -201880.701464 + Penalty 3643.621064 = -198237.080400 nChanged 0 SP:Iteration 13F (1458.230000 sec): 3 clusters Score: Raw -201880.701464 + Penalty 3643.621064 = -198237.080400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 11 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.320000 sec): 2 clusters Score: Raw -67959.667023 + Penalty 1551.901562 = -66407.765461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.460000 sec): 3 clusters Score: Raw -68003.233405 + Penalty 3103.803124 = -64899.430281 nChanged 100 SP:Iteration 1F (1458.660000 sec): 3 clusters Score: Raw -68182.486010 + Penalty 3103.803124 = -65078.682887 nChanged 32 SP:Iteration 2F (1458.850000 sec): 3 clusters Score: Raw -68256.165830 + Penalty 3103.803124 = -65152.362706 nChanged 15 SP:Iteration 3Q (1459.050000 sec): 3 clusters Score: Raw -68289.195835 + Penalty 3103.803124 = -65185.392711 nChanged 7 SP:Iteration 4Q (1459.220000 sec): 3 clusters Score: Raw -68301.896228 + Penalty 3103.803124 = -65198.093105 nChanged 0 SP:Iteration 5F (1459.440000 sec): 3 clusters Score: Raw -68301.896228 + Penalty 3103.803124 = -65198.093105 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 12 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.560000 sec): 2 clusters Score: Raw -19115.232039 + Penalty 1264.766874 = -17850.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.700000 sec): 3 clusters Score: Raw -19387.967888 + Penalty 2529.533748 = -16858.434140 nChanged 5 SP:Iteration 1Q (1459.870000 sec): 3 clusters Score: Raw -19429.329296 + Penalty 2529.533748 = -16899.795548 nChanged 1 SP:Iteration 2Q (1460.030000 sec): 3 clusters Score: Raw -19440.662530 + Penalty 2529.533748 = -16911.128782 nChanged 0 SP:Iteration 3F (1460.190000 sec): 3 clusters Score: Raw -19440.662530 + Penalty 2529.533748 = -16911.128782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 13 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1460.300000 sec): 2 clusters Score: Raw -22248.800956 + Penalty 1276.578630 = -20972.222326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1460.490000 sec): 3 clusters Score: Raw -22464.397622 + Penalty 2553.157260 = -19911.240361 nChanged 10 SP:Iteration 1F (1460.670000 sec): 3 clusters Score: Raw -22544.202853 + Penalty 2553.157260 = -19991.045593 nChanged 3 SP:Iteration 2Q (1460.880000 sec): 3 clusters Score: Raw -22570.907886 + Penalty 2553.157260 = -20017.750625 nChanged 0 SP:Iteration 3F (1461.060000 sec): 3 clusters Score: Raw -22570.907886 + Penalty 2553.157260 = -20017.750625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 14 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1461.160000 sec): 2 clusters Score: Raw -38253.052608 + Penalty 1425.058391 = -36827.994217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1461.330000 sec): 3 clusters Score: Raw -38433.018791 + Penalty 2850.116783 = -35582.902009 nChanged 51 SP:Iteration 1F (1461.520000 sec): 3 clusters Score: Raw -38647.069066 + Penalty 2850.116783 = -35796.952283 nChanged 14 SP:Iteration 2Q (1461.740000 sec): 3 clusters Score: Raw -38769.590598 + Penalty 2850.116783 = -35919.473816 nChanged 20 SP:Iteration 3F (1461.940000 sec): 3 clusters Score: Raw -39003.471861 + Penalty 2850.116783 = -36153.355078 nChanged 16 SP:Iteration 4F (1462.090000 sec): 3 clusters Score: Raw -39073.188399 + Penalty 2850.116783 = -36223.071617 nChanged 9 SP:Iteration 5Q (1462.240000 sec): 3 clusters Score: Raw -39113.816579 + Penalty 2850.116783 = -36263.699797 nChanged 3 SP:Iteration 6Q (1462.430000 sec): 3 clusters Score: Raw -39123.622336 + Penalty 2850.116783 = -36273.505553 nChanged 2 SP:Iteration 7Q (1462.640000 sec): 3 clusters Score: Raw -39134.151761 + Penalty 2850.116783 = -36284.034979 nChanged 3 SP:Iteration 8Q (1462.830000 sec): 3 clusters Score: Raw -39142.140985 + Penalty 2850.116783 = -36292.024202 nChanged 2 SP:Iteration 9Q (1462.980000 sec): 3 clusters Score: Raw -39146.643459 + Penalty 2850.116783 = -36296.526676 nChanged 0 SP:Iteration 10F (1463.140000 sec): 3 clusters Score: Raw -39146.643459 + Penalty 2850.116783 = -36296.526676 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 15 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.260000 sec): 2 clusters Score: Raw -73553.514702 + Penalty 1564.859733 = -71988.654969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.450000 sec): 3 clusters Score: Raw -73510.502199 + Penalty 3129.719466 = -70380.782733 nChanged 101 SP:Iteration 1F (1463.630000 sec): 3 clusters Score: Raw -73697.561190 + Penalty 3129.719466 = -70567.841724 nChanged 25 SP:Iteration 2Q (1463.860000 sec): 3 clusters Score: Raw -73750.786711 + Penalty 3129.719466 = -70621.067245 nChanged 11 SP:Iteration 3Q (1464.040000 sec): 3 clusters Score: Raw -73772.252378 + Penalty 3129.719466 = -70642.532912 nChanged 5 SP:Iteration 4Q (1464.280000 sec): 3 clusters Score: Raw -73786.023487 + Penalty 3129.719466 = -70656.304021 nChanged 5 SP:Iteration 5Q (1464.470000 sec): 3 clusters Score: Raw -73799.877982 + Penalty 3129.719466 = -70670.158516 nChanged 1 SP:Iteration 6Q (1464.650000 sec): 3 clusters Score: Raw -73801.481149 + Penalty 3129.719466 = -70671.761683 nChanged 0 SP:Iteration 7F (1464.860000 sec): 3 clusters Score: Raw -73801.481149 + Penalty 3129.719466 = -70671.761683 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.910000 sec): 2 clusters Score: Raw -25384.802486 + Penalty 1327.260817 = -24057.541668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.140000 sec): 3 clusters Score: Raw -25649.279872 + Penalty 2654.521634 = -22994.758238 nChanged 25 SP:Iteration 1F (1465.300000 sec): 3 clusters Score: Raw -25850.676160 + Penalty 2654.521634 = -23196.154526 nChanged 7 SP:Iteration 2Q (1465.560000 sec): 3 clusters Score: Raw -25883.058868 + Penalty 2654.521634 = -23228.537234 nChanged 5 SP:Iteration 3Q (1465.720000 sec): 3 clusters Score: Raw -25905.093945 + Penalty 2654.521634 = -23250.572310 nChanged 4 SP:Iteration 4Q (1465.920000 sec): 3 clusters Score: Raw -25927.917422 + Penalty 2654.521634 = -23273.395788 nChanged 2 SP:Iteration 5Q (1466.100000 sec): 3 clusters Score: Raw -25946.553852 + Penalty 2654.521634 = -23292.032218 nChanged 2 SP:Iteration 6Q (1466.310000 sec): 3 clusters Score: Raw -25956.527006 + Penalty 2654.521634 = -23302.005371 nChanged 1 SP:Iteration 7Q (1466.480000 sec): 3 clusters Score: Raw -25960.866551 + Penalty 2654.521634 = -23306.344916 nChanged 1 SP:Iteration 8Q (1466.630000 sec): 3 clusters Score: Raw -25963.801590 + Penalty 2654.521634 = -23309.279955 nChanged 0 SP:Iteration 9F (1466.820000 sec): 3 clusters Score: Raw -25963.801590 + Penalty 2654.521634 = -23309.279955 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.940000 sec): 2 clusters Score: Raw -40433.117689 + Penalty 1432.857776 = -39000.259913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.090000 sec): 3 clusters Score: Raw -40566.613716 + Penalty 2865.715552 = -37700.898163 nChanged 40 SP:Iteration 1F (1467.310000 sec): 3 clusters Score: Raw -40703.944409 + Penalty 2865.715552 = -37838.228857 nChanged 12 SP:Iteration 2Q (1467.470000 sec): 3 clusters Score: Raw -40744.894329 + Penalty 2865.715552 = -37879.178777 nChanged 7 SP:Iteration 3Q (1467.690000 sec): 3 clusters Score: Raw -40770.287771 + Penalty 2865.715552 = -37904.572219 nChanged 4 SP:Iteration 4Q (1467.820000 sec): 3 clusters Score: Raw -40785.987393 + Penalty 2865.715552 = -37920.271840 nChanged 3 SP:Iteration 5Q (1468.030000 sec): 3 clusters Score: Raw -40796.308331 + Penalty 2865.715552 = -37930.592778 nChanged 2 SP:Iteration 6Q (1468.240000 sec): 3 clusters Score: Raw -40802.607965 + Penalty 2865.715552 = -37936.892412 nChanged 1 SP:Iteration 7Q (1468.380000 sec): 3 clusters Score: Raw -40807.389919 + Penalty 2865.715552 = -37941.674367 nChanged 0 SP:Iteration 8F (1468.600000 sec): 3 clusters Score: Raw -40807.389919 + Penalty 2865.715552 = -37941.674367 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 18 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.710000 sec): 2 clusters Score: Raw -34307.242505 + Penalty 1363.297720 = -32943.944785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.840000 sec): 3 clusters Score: Raw -34445.522816 + Penalty 2726.595440 = -31718.927376 nChanged 19 SP:Iteration 1F (1469.060000 sec): 3 clusters Score: Raw -34522.844993 + Penalty 2726.595440 = -31796.249553 nChanged 6 SP:Iteration 2Q (1469.220000 sec): 3 clusters Score: Raw -34560.983919 + Penalty 2726.595440 = -31834.388479 nChanged 3 SP:Iteration 3Q (1469.430000 sec): 3 clusters Score: Raw -34574.014231 + Penalty 2726.595440 = -31847.418791 nChanged 1 SP:Iteration 4Q (1469.580000 sec): 3 clusters Score: Raw -34581.286050 + Penalty 2726.595440 = -31854.690611 nChanged 0 SP:Iteration 5F (1469.810000 sec): 3 clusters Score: Raw -34581.286050 + Penalty 2726.595440 = -31854.690611 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 19 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.860000 sec): 2 clusters Score: Raw -12032.183865 + Penalty 1126.737106 = -10905.446759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.040000 sec): 3 clusters Score: Raw -12420.345173 + Penalty 2253.474212 = -10166.870961 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 20 (23763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.260000 sec): 2 clusters Score: Raw -3207704.248073 + Penalty 2498.819487 = -3205205.428586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.610000 sec): 3 clusters Score: Raw -3193723.996064 + Penalty 4997.638974 = -3188726.357090 nChanged 10585 SP:Iteration 1F (1470.930000 sec): 3 clusters Score: Raw -3199701.018746 + Penalty 4997.638974 = -3194703.379772 nChanged 1461 SP:Iteration 2F (1471.280000 sec): 3 clusters Score: Raw -3200450.570960 + Penalty 4997.638974 = -3195452.931987 nChanged 1344 SP:Iteration 3F (1471.640000 sec): 3 clusters Score: Raw -3201185.186631 + Penalty 4997.638974 = -3196187.547657 nChanged 1287 SP:Iteration 4F (1471.940000 sec): 3 clusters Score: Raw -3201878.144026 + Penalty 4997.638974 = -3196880.505052 nChanged 1312 SP:Iteration 5F (1472.260000 sec): 3 clusters Score: Raw -3202566.331032 + Penalty 4997.638974 = -3197568.692058 nChanged 1217 SP:Iteration 6F (1472.590000 sec): 3 clusters Score: Raw -3203168.533539 + Penalty 4997.638974 = -3198170.894565 nChanged 1184 SP:Iteration 7Q (1472.940000 sec): 3 clusters Score: Raw -3203786.423274 + Penalty 4997.638974 = -3198788.784300 nChanged 1089 SP:Iteration 8Q (1473.250000 sec): 3 clusters Score: Raw -3204379.023070 + Penalty 4997.638974 = -3199381.384096 nChanged 1006 SP:Iteration 9Q (1473.560000 sec): 3 clusters Score: Raw -3204886.574003 + Penalty 4997.638974 = -3199888.935029 nChanged 823 SP:Iteration 10Q (1473.890000 sec): 3 clusters Score: Raw -3205234.406981 + Penalty 4997.638974 = -3200236.768007 nChanged 577 SP:Iteration 11Q (1474.230000 sec): 3 clusters Score: Raw -3205432.387145 + Penalty 4997.638974 = -3200434.748171 nChanged 442 SP:Iteration 12Q (1474.540000 sec): 3 clusters Score: Raw -3205551.377692 + Penalty 4997.638974 = -3200553.738718 nChanged 334 SP:Iteration 13Q (1474.860000 sec): 3 clusters Score: Raw -3205630.270630 + Penalty 4997.638974 = -3200632.631656 nChanged 274 SP:Iteration 14Q (1475.210000 sec): 3 clusters Score: Raw -3205687.574318 + Penalty 4997.638974 = -3200689.935344 nChanged 211 SP:Iteration 15Q (1475.560000 sec): 3 clusters Score: Raw -3205730.846012 + Penalty 4997.638974 = -3200733.207038 nChanged 206 SP:Iteration 16Q (1475.890000 sec): 3 clusters Score: Raw -3205769.628591 + Penalty 4997.638974 = -3200771.989617 nChanged 171 SP:Iteration 17Q (1476.240000 sec): 3 clusters Score: Raw -3205802.476593 + Penalty 4997.638974 = -3200804.837620 nChanged 158 SP:Iteration 18Q (1476.540000 sec): 3 clusters Score: Raw -3205826.400554 + Penalty 4997.638974 = -3200828.761580 nChanged 130 SP:Iteration 19Q (1476.860000 sec): 3 clusters Score: Raw -3205846.454838 + Penalty 4997.638974 = -3200848.815864 nChanged 99 SP:Iteration 20F (1477.180000 sec): 3 clusters Score: Raw -3205859.317640 + Penalty 4997.638974 = -3200861.678666 nChanged 96 SP:Iteration 21Q (1477.550000 sec): 3 clusters Score: Raw -3205869.642156 + Penalty 4997.638974 = -3200872.003182 nChanged 61 SP:Iteration 22Q (1477.870000 sec): 3 clusters Score: Raw -3205877.642571 + Penalty 4997.638974 = -3200880.003598 nChanged 70 SP:Iteration 23Q (1478.150000 sec): 3 clusters Score: Raw -3205885.819004 + Penalty 4997.638974 = -3200888.180030 nChanged 60 SP:Iteration 24Q (1478.450000 sec): 3 clusters Score: Raw -3205893.346522 + Penalty 4997.638974 = -3200895.707548 nChanged 61 SP:Iteration 25Q (1478.800000 sec): 3 clusters Score: Raw -3205900.766148 + Penalty 4997.638974 = -3200903.127174 nChanged 53 SP:Iteration 26Q (1479.150000 sec): 3 clusters Score: Raw -3205906.295099 + Penalty 4997.638974 = -3200908.656125 nChanged 50 SP:Iteration 27Q (1479.470000 sec): 3 clusters Score: Raw -3205911.573175 + Penalty 4997.638974 = -3200913.934201 nChanged 54 SP:Iteration 28Q (1479.830000 sec): 3 clusters Score: Raw -3205917.352282 + Penalty 4997.638974 = -3200919.713308 nChanged 48 SP:Iteration 29Q (1480.170000 sec): 3 clusters Score: Raw -3205923.471359 + Penalty 4997.638974 = -3200925.832385 nChanged 49 SP:Iteration 30Q (1480.550000 sec): 3 clusters Score: Raw -3205928.772846 + Penalty 4997.638974 = -3200931.133872 nChanged 40 SP:Iteration 31Q (1480.860000 sec): 3 clusters Score: Raw -3205932.368711 + Penalty 4997.638974 = -3200934.729737 nChanged 33 SP:Iteration 32Q (1481.160000 sec): 3 clusters Score: Raw -3205935.141281 + Penalty 4997.638974 = -3200937.502307 nChanged 18 SP:Iteration 33Q (1481.510000 sec): 3 clusters Score: Raw -3205936.413705 + Penalty 4997.638974 = -3200938.774731 nChanged 15 SP:Iteration 34Q (1481.860000 sec): 3 clusters Score: Raw -3205937.483424 + Penalty 4997.638974 = -3200939.844450 nChanged 9 SP:Iteration 35Q (1482.180000 sec): 3 clusters Score: Raw -3205938.072599 + Penalty 4997.638974 = -3200940.433625 nChanged 7 SP:Iteration 36Q (1482.480000 sec): 3 clusters Score: Raw -3205938.756611 + Penalty 4997.638974 = -3200941.117637 nChanged 10 SP:Iteration 37Q (1482.860000 sec): 3 clusters Score: Raw -3205939.233738 + Penalty 4997.638974 = -3200941.594764 nChanged 8 SP:Iteration 38Q (1483.180000 sec): 3 clusters Score: Raw -3205939.785501 + Penalty 4997.638974 = -3200942.146527 nChanged 8 SP:Iteration 39Q (1483.520000 sec): 3 clusters Score: Raw -3205940.235935 + Penalty 4997.638974 = -3200942.596961 nChanged 10 SP:Iteration 40F (1483.760000 sec): 3 clusters Score: Raw -3205941.631184 + Penalty 4997.638974 = -3200943.992210 nChanged 14 SP:Iteration 41Q (1484.180000 sec): 3 clusters Score: Raw -3205942.515068 + Penalty 4997.638974 = -3200944.876094 nChanged 13 SP:Iteration 42Q (1484.470000 sec): 3 clusters Score: Raw -3205943.658597 + Penalty 4997.638974 = -3200946.019624 nChanged 16 SP:Iteration 43Q (1484.770000 sec): 3 clusters Score: Raw -3205944.982625 + Penalty 4997.638974 = -3200947.343651 nChanged 15 SP:Iteration 44Q (1485.080000 sec): 3 clusters Score: Raw -3205946.235986 + Penalty 4997.638974 = -3200948.597012 nChanged 14 SP:Iteration 45Q (1485.430000 sec): 3 clusters Score: Raw -3205947.112628 + Penalty 4997.638974 = -3200949.473654 nChanged 10 SP:Iteration 46Q (1485.710000 sec): 3 clusters Score: Raw -3205947.714322 + Penalty 4997.638974 = -3200950.075348 nChanged 8 SP:Iteration 47Q (1486.050000 sec): 3 clusters Score: Raw -3205948.056567 + Penalty 4997.638974 = -3200950.417593 nChanged 5 SP:Iteration 48Q (1486.360000 sec): 3 clusters Score: Raw -3205948.406270 + Penalty 4997.638974 = -3200950.767297 nChanged 6 SP:Iteration 49Q (1486.660000 sec): 3 clusters Score: Raw -3205948.968468 + Penalty 4997.638974 = -3200951.329494 nChanged 5 SP:Iteration 50Q (1486.980000 sec): 3 clusters Score: Raw -3205949.354227 + Penalty 4997.638974 = -3200951.715253 nChanged 5 SP:Iteration 51Q (1487.270000 sec): 3 clusters Score: Raw -3205949.690544 + Penalty 4997.638974 = -3200952.051570 nChanged 5 SP:Iteration 52Q (1487.580000 sec): 3 clusters Score: Raw -3205950.028651 + Penalty 4997.638974 = -3200952.389677 nChanged 4 SP:Iteration 53Q (1487.930000 sec): 3 clusters Score: Raw -3205950.290083 + Penalty 4997.638974 = -3200952.651109 nChanged 1 SP:Iteration 54Q (1488.210000 sec): 3 clusters Score: Raw -3205950.343217 + Penalty 4997.638974 = -3200952.704243 nChanged 0 SP:Iteration 55F (1488.530000 sec): 3 clusters Score: Raw -3205950.343217 + Penalty 4997.638974 = -3200952.704243 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 21 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1488.660000 sec): 2 clusters Score: Raw -54372.482878 + Penalty 1520.004452 = -52852.478426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.810000 sec): 3 clusters Score: Raw -54441.987157 + Penalty 3040.008904 = -51401.978253 nChanged 86 SP:Iteration 1F (1489.000000 sec): 3 clusters Score: Raw -54704.632941 + Penalty 3040.008904 = -51664.624037 nChanged 40 SP:Iteration 2F (1489.180000 sec): 3 clusters Score: Raw -54900.587540 + Penalty 3040.008904 = -51860.578635 nChanged 45 SP:Iteration 3F (1489.350000 sec): 3 clusters Score: Raw -55235.746561 + Penalty 3040.008904 = -52195.737656 nChanged 32 SP:Iteration 4F (1489.550000 sec): 3 clusters Score: Raw -55428.782545 + Penalty 3040.008904 = -52388.773641 nChanged 13 SP:Iteration 5Q (1489.750000 sec): 3 clusters Score: Raw -55540.329067 + Penalty 3040.008904 = -52500.320163 nChanged 9 SP:Iteration 6Q (1489.940000 sec): 3 clusters Score: Raw -55611.759329 + Penalty 3040.008904 = -52571.750425 nChanged 6 SP:Iteration 7Q (1490.170000 sec): 3 clusters Score: Raw -55638.720493 + Penalty 3040.008904 = -52598.711589 nChanged 5 SP:Iteration 8Q (1490.350000 sec): 3 clusters Score: Raw -55673.160106 + Penalty 3040.008904 = -52633.151202 nChanged 2 SP:Iteration 9Q (1490.560000 sec): 3 clusters Score: Raw -55679.773796 + Penalty 3040.008904 = -52639.764892 nChanged 1 SP:Iteration 10Q (1490.760000 sec): 3 clusters Score: Raw -55683.426825 + Penalty 3040.008904 = -52643.417921 nChanged 0 SP:Iteration 11F (1490.980000 sec): 3 clusters Score: Raw -55683.426825 + Penalty 3040.008904 = -52643.417921 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 22 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.050000 sec): 2 clusters Score: Raw -16494.586389 + Penalty 1193.421720 = -15301.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.240000 sec): 3 clusters Score: Raw -16752.026965 + Penalty 2386.843440 = -14365.183524 nChanged 2 SP:Iteration 1Q (1491.460000 sec): 3 clusters Score: Raw -16761.534411 + Penalty 2386.843440 = -14374.690971 nChanged 1 SP:Iteration 2Q (1491.670000 sec): 3 clusters Score: Raw -16768.966297 + Penalty 2386.843440 = -14382.122857 nChanged 0 SP:Iteration 3F (1491.890000 sec): 3 clusters Score: Raw -16768.966297 + Penalty 2386.843440 = -14382.122857 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 23 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.960000 sec): 2 clusters Score: Raw -14051.690255 + Penalty 1158.861551 = -12892.828704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.160000 sec): 3 clusters Score: Raw -14335.788143 + Penalty 2317.723102 = -12018.065041 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 24 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.210000 sec): 2 clusters Score: Raw -26463.731961 + Penalty 1359.198453 = -25104.533508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.410000 sec): 3 clusters Score: Raw -26675.288359 + Penalty 2718.396906 = -23956.891453 nChanged 42 SP:Iteration 1F (1492.570000 sec): 3 clusters Score: Raw -26907.019581 + Penalty 2718.396906 = -24188.622675 nChanged 12 SP:Iteration 2Q (1492.770000 sec): 3 clusters Score: Raw -27052.979430 + Penalty 2718.396906 = -24334.582524 nChanged 9 SP:Iteration 3Q (1492.980000 sec): 3 clusters Score: Raw -27111.510270 + Penalty 2718.396906 = -24393.113364 nChanged 9 SP:Iteration 4Q (1493.160000 sec): 3 clusters Score: Raw -27212.650261 + Penalty 2718.396906 = -24494.253355 nChanged 2 SP:Iteration 5Q (1493.370000 sec): 3 clusters Score: Raw -27239.560525 + Penalty 2718.396906 = -24521.163619 nChanged 2 SP:Iteration 6Q (1493.500000 sec): 3 clusters Score: Raw -27269.707662 + Penalty 2718.396906 = -24551.310756 nChanged 1 SP:Iteration 7Q (1493.680000 sec): 3 clusters Score: Raw -27279.057297 + Penalty 2718.396906 = -24560.660391 nChanged 0 SP:Iteration 8F (1493.910000 sec): 3 clusters Score: Raw -27279.057297 + Penalty 2718.396906 = -24560.660391 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 25 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.960000 sec): 2 clusters Score: Raw -82699.476905 + Penalty 1620.379632 = -81079.097273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.140000 sec): 3 clusters Score: Raw -82826.790307 + Penalty 3240.759264 = -79586.031043 nChanged 183 SP:Iteration 1F (1494.320000 sec): 3 clusters Score: Raw -83157.121064 + Penalty 3240.759264 = -79916.361801 nChanged 49 SP:Iteration 2F (1494.500000 sec): 3 clusters Score: Raw -83293.308462 + Penalty 3240.759264 = -80052.549198 nChanged 33 SP:Iteration 3Q (1494.720000 sec): 3 clusters Score: Raw -83375.563284 + Penalty 3240.759264 = -80134.804021 nChanged 14 SP:Iteration 4Q (1494.890000 sec): 3 clusters Score: Raw -83397.345824 + Penalty 3240.759264 = -80156.586560 nChanged 7 SP:Iteration 5Q (1495.030000 sec): 3 clusters Score: Raw -83408.277720 + Penalty 3240.759264 = -80167.518456 nChanged 1 SP:Iteration 6Q (1495.180000 sec): 3 clusters Score: Raw -83409.098459 + Penalty 3240.759264 = -80168.339195 nChanged 2 SP:Iteration 7Q (1495.400000 sec): 3 clusters Score: Raw -83412.273451 + Penalty 3240.759264 = -80171.514188 nChanged 1 SP:Iteration 8Q (1495.590000 sec): 3 clusters Score: Raw -83414.225497 + Penalty 3240.759264 = -80173.466233 nChanged 1 SP:Iteration 9Q (1495.760000 sec): 3 clusters Score: Raw -83429.698866 + Penalty 3240.759264 = -80188.939603 nChanged 1 SP:Iteration 10Q (1496.000000 sec): 3 clusters Score: Raw -83433.741368 + Penalty 3240.759264 = -80192.982104 nChanged 2 SP:Iteration 11Q (1496.160000 sec): 3 clusters Score: Raw -83438.651864 + Penalty 3240.759264 = -80197.892601 nChanged 0 SP:Iteration 12F (1496.360000 sec): 3 clusters Score: Raw -83438.651864 + Penalty 3240.759264 = -80197.892601 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 26 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.470000 sec): 2 clusters Score: Raw -46758.982749 + Penalty 1456.285212 = -45302.697538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.650000 sec): 3 clusters Score: Raw -46845.213157 + Penalty 2912.570424 = -43932.642733 nChanged 40 SP:Iteration 1F (1496.870000 sec): 3 clusters Score: Raw -46977.398649 + Penalty 2912.570424 = -44064.828226 nChanged 12 SP:Iteration 2Q (1497.030000 sec): 3 clusters Score: Raw -47019.880990 + Penalty 2912.570424 = -44107.310566 nChanged 4 SP:Iteration 3Q (1497.220000 sec): 3 clusters Score: Raw -47030.743471 + Penalty 2912.570424 = -44118.173047 nChanged 1 SP:Iteration 4Q (1497.420000 sec): 3 clusters Score: Raw -47032.581990 + Penalty 2912.570424 = -44120.011567 nChanged 2 SP:Iteration 5Q (1497.660000 sec): 3 clusters Score: Raw -47042.174517 + Penalty 2912.570424 = -44129.604093 nChanged 1 SP:Iteration 6Q (1497.820000 sec): 3 clusters Score: Raw -47043.256852 + Penalty 2912.570424 = -44130.686429 nChanged 0 SP:Iteration 7F (1498.000000 sec): 3 clusters Score: Raw -47043.256852 + Penalty 2912.570424 = -44130.686429 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 27 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.110000 sec): 2 clusters Score: Raw -29527.953635 + Penalty 1418.637321 = -28109.316315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.260000 sec): 3 clusters Score: Raw -29795.300473 + Penalty 2837.274641 = -26958.025831 nChanged 59 SP:Iteration 1F (1498.400000 sec): 3 clusters Score: Raw -30189.735069 + Penalty 2837.274641 = -27352.460428 nChanged 17 SP:Iteration 2F (1498.580000 sec): 3 clusters Score: Raw -30353.998998 + Penalty 2837.274641 = -27516.724357 nChanged 8 SP:Iteration 3Q (1498.770000 sec): 3 clusters Score: Raw -30447.660184 + Penalty 2837.274641 = -27610.385543 nChanged 3 SP:Iteration 4Q (1498.950000 sec): 3 clusters Score: Raw -30484.784018 + Penalty 2837.274641 = -27647.509376 nChanged 3 SP:Iteration 5Q (1499.150000 sec): 3 clusters Score: Raw -30502.286535 + Penalty 2837.274641 = -27665.011894 nChanged 2 SP:Iteration 6Q (1499.360000 sec): 3 clusters Score: Raw -30508.386278 + Penalty 2837.274641 = -27671.111637 nChanged 2 SP:Iteration 7Q (1499.530000 sec): 3 clusters Score: Raw -30513.930010 + Penalty 2837.274641 = -27676.655369 nChanged 1 SP:Iteration 8Q (1499.740000 sec): 3 clusters Score: Raw -30518.338487 + Penalty 2837.274641 = -27681.063845 nChanged 0 SP:Iteration 9F (1499.890000 sec): 3 clusters Score: Raw -30518.338487 + Penalty 2837.274641 = -27681.063845 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 28 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.000000 sec): 2 clusters Score: Raw -63619.819815 + Penalty 1528.502071 = -62091.317744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.210000 sec): 3 clusters Score: Raw -63636.186594 + Penalty 3057.004143 = -60579.182451 nChanged 68 SP:Iteration 1F (1500.380000 sec): 3 clusters Score: Raw -63765.202074 + Penalty 3057.004143 = -60708.197931 nChanged 18 SP:Iteration 2Q (1500.550000 sec): 3 clusters Score: Raw -63810.493034 + Penalty 3057.004143 = -60753.488891 nChanged 10 SP:Iteration 3Q (1500.730000 sec): 3 clusters Score: Raw -63834.919652 + Penalty 3057.004143 = -60777.915509 nChanged 4 SP:Iteration 4Q (1500.930000 sec): 3 clusters Score: Raw -63844.630165 + Penalty 3057.004143 = -60787.626022 nChanged 5 SP:Iteration 5Q (1501.110000 sec): 3 clusters Score: Raw -63864.944582 + Penalty 3057.004143 = -60807.940439 nChanged 10 SP:Iteration 6Q (1501.300000 sec): 3 clusters Score: Raw -63894.291402 + Penalty 3057.004143 = -60837.287259 nChanged 7 SP:Iteration 7Q (1501.490000 sec): 3 clusters Score: Raw -63912.842852 + Penalty 3057.004143 = -60855.838710 nChanged 1 SP:Iteration 8Q (1501.690000 sec): 3 clusters Score: Raw -63914.638198 + Penalty 3057.004143 = -60857.634055 nChanged 0 SP:Iteration 9F (1501.860000 sec): 3 clusters Score: Raw -63914.638198 + Penalty 3057.004143 = -60857.634055 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 29 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.940000 sec): 2 clusters Score: Raw -13023.705848 + Penalty 1207.148544 = -11816.557305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1502.100000 sec): 3 clusters Score: Raw -13324.627477 + Penalty 2414.297087 = -10910.330389 nChanged 9 SP:Iteration 1F (1502.230000 sec): 3 clusters Score: Raw -13367.462782 + Penalty 2414.297087 = -10953.165695 nChanged 1 SP:Iteration 2Q (1502.390000 sec): 3 clusters Score: Raw -13376.084898 + Penalty 2414.297087 = -10961.787811 nChanged 3 SP:Iteration 3Q (1502.600000 sec): 3 clusters Score: Raw -13434.072704 + Penalty 2414.297087 = -11019.775616 nChanged 1 SP:Iteration 4Q (1502.760000 sec): 3 clusters Score: Raw -13445.567454 + Penalty 2414.297087 = -11031.270366 nChanged 2 SP:Iteration 5Q (1503.030000 sec): 3 clusters Score: Raw -13507.028147 + Penalty 2414.297087 = -11092.731060 nChanged 1 SP:Iteration 6Q (1503.210000 sec): 3 clusters Score: Raw -13510.816874 + Penalty 2414.297087 = -11096.519786 nChanged 0 SP:Iteration 7F (1503.390000 sec): 3 clusters Score: Raw -13510.816874 + Penalty 2414.297087 = -11096.519786 nChanged 0 Iteration 99Q (1515.450000 sec): 30 clusters Score: Raw -36287685.042159 + Penalty 89908.644199 = -36197776.397961 nChanged 5 Iteration 100F (1532.050000 sec): 30 clusters Score: Raw -36287688.068388 + Penalty 89908.644199 = -36197779.424189 nChanged 7 Iteration 101Q (1542.120000 sec): 30 clusters Score: Raw -36287734.253739 + Penalty 89908.644199 = -36197825.609541 nChanged 3 Iteration 102Q (1552.020000 sec): 30 clusters Score: Raw -36287734.460350 + Penalty 89908.644199 = -36197825.816152 nChanged 4 Iteration 103Q (1561.370000 sec): 30 clusters Score: Raw -36287735.055478 + Penalty 89908.644199 = -36197826.411279 nChanged 1 Iteration 104Q (1570.590000 sec): 30 clusters Score: Raw -36287735.077129 + Penalty 89908.644199 = -36197826.432930 nChanged 1 Iteration 105Q (1580.260000 sec): 30 clusters Score: Raw -36287735.084756 + Penalty 89908.644199 = -36197826.440557 nChanged 0 Iteration 106F (1597.150000 sec): 30 clusters Score: Raw -36287736.963074 + Penalty 89908.644199 = -36197828.318876 nChanged 1 Iteration 107Q (1606.660000 sec): 30 clusters Score: Raw -36287758.954796 + Penalty 89908.644199 = -36197850.310597 nChanged 1 Iteration 108Q (1617.090000 sec): 30 clusters Score: Raw -36287759.874753 + Penalty 89908.644199 = -36197851.230554 nChanged 0 Iteration 109F (1634.760000 sec): 30 clusters Score: Raw -36287759.874753 + Penalty 89908.644199 = -36197851.230554 nChanged 0 Compute initial score before splitting: Score: Raw -36287759.874753 + Penalty 89908.644199 = -36197851.230554 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 1 (26681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1634.990000 sec): 2 clusters Score: Raw -3592248.947945 + Penalty 2527.543331 = -3589721.404614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.280000 sec): 3 clusters Score: Raw -3576342.281864 + Penalty 5055.086662 = -3571287.195201 nChanged 11917 SP:Iteration 1F (1635.600000 sec): 3 clusters Score: Raw -3582713.199799 + Penalty 5055.086662 = -3577658.113137 nChanged 1398 SP:Iteration 2F (1635.900000 sec): 3 clusters Score: Raw -3583272.997336 + Penalty 5055.086662 = -3578217.910674 nChanged 1388 SP:Iteration 3F (1636.200000 sec): 3 clusters Score: Raw -3583867.248121 + Penalty 5055.086662 = -3578812.161458 nChanged 1461 SP:Iteration 4F (1636.510000 sec): 3 clusters Score: Raw -3584633.068274 + Penalty 5055.086662 = -3579577.981611 nChanged 1679 SP:Iteration 5F (1636.870000 sec): 3 clusters Score: Raw -3585734.158335 + Penalty 5055.086662 = -3580679.071672 nChanged 1957 SP:Iteration 6F (1637.130000 sec): 3 clusters Score: Raw -3587303.750992 + Penalty 5055.086662 = -3582248.664330 nChanged 1974 SP:Iteration 7F (1637.390000 sec): 3 clusters Score: Raw -3589089.660854 + Penalty 5055.086662 = -3584034.574192 nChanged 1717 SP:Iteration 8F (1637.720000 sec): 3 clusters Score: Raw -3590699.159959 + Penalty 5055.086662 = -3585644.073297 nChanged 1180 SP:Iteration 9Q (1638.080000 sec): 3 clusters Score: Raw -3591730.384926 + Penalty 5055.086662 = -3586675.298263 nChanged 682 SP:Iteration 10Q (1638.450000 sec): 3 clusters Score: Raw -3592268.880724 + Penalty 5055.086662 = -3587213.794061 nChanged 420 SP:Iteration 11Q (1638.690000 sec): 3 clusters Score: Raw -3592548.741036 + Penalty 5055.086662 = -3587493.654374 nChanged 224 SP:Iteration 12Q (1639.050000 sec): 3 clusters Score: Raw -3592687.265592 + Penalty 5055.086662 = -3587632.178930 nChanged 120 SP:Iteration 13Q (1639.330000 sec): 3 clusters Score: Raw -3592750.862214 + Penalty 5055.086662 = -3587695.775552 nChanged 76 SP:Iteration 14Q (1639.620000 sec): 3 clusters Score: Raw -3592786.650055 + Penalty 5055.086662 = -3587731.563393 nChanged 46 SP:Iteration 15Q (1639.920000 sec): 3 clusters Score: Raw -3592807.818890 + Penalty 5055.086662 = -3587752.732228 nChanged 36 SP:Iteration 16Q (1640.220000 sec): 3 clusters Score: Raw -3592822.539337 + Penalty 5055.086662 = -3587767.452674 nChanged 27 SP:Iteration 17Q (1640.480000 sec): 3 clusters Score: Raw -3592832.561848 + Penalty 5055.086662 = -3587777.475185 nChanged 19 SP:Iteration 18Q (1640.810000 sec): 3 clusters Score: Raw -3592839.130129 + Penalty 5055.086662 = -3587784.043467 nChanged 22 SP:Iteration 19Q (1641.120000 sec): 3 clusters Score: Raw -3592847.249780 + Penalty 5055.086662 = -3587792.163117 nChanged 17 SP:Iteration 20F (1641.440000 sec): 3 clusters Score: Raw -3592853.740940 + Penalty 5055.086662 = -3587798.654277 nChanged 19 SP:Iteration 21Q (1641.700000 sec): 3 clusters Score: Raw -3592859.625537 + Penalty 5055.086662 = -3587804.538875 nChanged 13 SP:Iteration 22Q (1642.000000 sec): 3 clusters Score: Raw -3592865.314845 + Penalty 5055.086662 = -3587810.228182 nChanged 14 SP:Iteration 23Q (1642.270000 sec): 3 clusters Score: Raw -3592870.260763 + Penalty 5055.086662 = -3587815.174101 nChanged 6 SP:Iteration 24Q (1642.610000 sec): 3 clusters Score: Raw -3592872.789777 + Penalty 5055.086662 = -3587817.703115 nChanged 7 SP:Iteration 25Q (1642.890000 sec): 3 clusters Score: Raw -3592875.149515 + Penalty 5055.086662 = -3587820.062852 nChanged 8 SP:Iteration 26Q (1643.160000 sec): 3 clusters Score: Raw -3592877.371432 + Penalty 5055.086662 = -3587822.284770 nChanged 5 SP:Iteration 27Q (1643.440000 sec): 3 clusters Score: Raw -3592879.313324 + Penalty 5055.086662 = -3587824.226662 nChanged 7 SP:Iteration 28Q (1643.740000 sec): 3 clusters Score: Raw -3592881.927851 + Penalty 5055.086662 = -3587826.841188 nChanged 3 SP:Iteration 29Q (1644.000000 sec): 3 clusters Score: Raw -3592882.790006 + Penalty 5055.086662 = -3587827.703343 nChanged 3 SP:Iteration 30Q (1644.280000 sec): 3 clusters Score: Raw -3592883.978008 + Penalty 5055.086662 = -3587828.891346 nChanged 2 SP:Iteration 31Q (1644.620000 sec): 3 clusters Score: Raw -3592885.102375 + Penalty 5055.086662 = -3587830.015713 nChanged 6 SP:Iteration 32Q (1644.920000 sec): 3 clusters Score: Raw -3592887.478683 + Penalty 5055.086662 = -3587832.392021 nChanged 5 SP:Iteration 33Q (1645.210000 sec): 3 clusters Score: Raw -3592889.442370 + Penalty 5055.086662 = -3587834.355708 nChanged 2 SP:Iteration 34Q (1645.490000 sec): 3 clusters Score: Raw -3592890.318501 + Penalty 5055.086662 = -3587835.231838 nChanged 1 SP:Iteration 35Q (1645.820000 sec): 3 clusters Score: Raw -3592890.901641 + Penalty 5055.086662 = -3587835.814979 nChanged 2 SP:Iteration 36Q (1646.130000 sec): 3 clusters Score: Raw -3592891.282200 + Penalty 5055.086662 = -3587836.195538 nChanged 0 SP:Iteration 37F (1646.440000 sec): 3 clusters Score: Raw -3592891.282200 + Penalty 5055.086662 = -3587836.195538 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1646.550000 sec): 2 clusters Score: Raw -104735.259463 + Penalty 1647.336727 = -103087.922736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.710000 sec): 3 clusters Score: Raw -104624.298045 + Penalty 3294.673453 = -101329.624591 nChanged 179 SP:Iteration 1F (1646.830000 sec): 3 clusters Score: Raw -104847.117044 + Penalty 3294.673453 = -101552.443591 nChanged 34 SP:Iteration 2Q (1646.980000 sec): 3 clusters Score: Raw -104918.166942 + Penalty 3294.673453 = -101623.493489 nChanged 14 SP:Iteration 3Q (1647.220000 sec): 3 clusters Score: Raw -104942.642754 + Penalty 3294.673453 = -101647.969300 nChanged 10 SP:Iteration 4Q (1647.370000 sec): 3 clusters Score: Raw -104958.597922 + Penalty 3294.673453 = -101663.924468 nChanged 6 SP:Iteration 5Q (1647.560000 sec): 3 clusters Score: Raw -104965.001589 + Penalty 3294.673453 = -101670.328136 nChanged 1 SP:Iteration 6Q (1647.680000 sec): 3 clusters Score: Raw -104966.283384 + Penalty 3294.673453 = -101671.609931 nChanged 1 SP:Iteration 7Q (1647.900000 sec): 3 clusters Score: Raw -104968.073924 + Penalty 3294.673453 = -101673.400471 nChanged 2 SP:Iteration 8Q (1648.070000 sec): 3 clusters Score: Raw -104971.228241 + Penalty 3294.673453 = -101676.554787 nChanged 1 SP:Iteration 9Q (1648.210000 sec): 3 clusters Score: Raw -104972.101090 + Penalty 3294.673453 = -101677.427637 nChanged 1 SP:Iteration 10Q (1648.370000 sec): 3 clusters Score: Raw -104972.908791 + Penalty 3294.673453 = -101678.235337 nChanged 1 SP:Iteration 11Q (1648.570000 sec): 3 clusters Score: Raw -104973.594699 + Penalty 3294.673453 = -101678.921246 nChanged 1 SP:Iteration 12Q (1648.690000 sec): 3 clusters Score: Raw -104974.732077 + Penalty 3294.673453 = -101680.058623 nChanged 0 SP:Iteration 13F (1648.840000 sec): 3 clusters Score: Raw -104974.732077 + Penalty 3294.673453 = -101680.058623 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1648.900000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.090000 sec): 3 clusters Score: Raw -71737.680078 + Penalty 3104.752406 = -68632.927672 nChanged 91 SP:Iteration 1F (1649.290000 sec): 3 clusters Score: Raw -71904.156082 + Penalty 3104.752406 = -68799.403675 nChanged 20 SP:Iteration 2Q (1649.380000 sec): 3 clusters Score: Raw -71949.627125 + Penalty 3104.752406 = -68844.874719 nChanged 5 SP:Iteration 3Q (1649.540000 sec): 3 clusters Score: Raw -71964.920234 + Penalty 3104.752406 = -68860.167827 nChanged 6 SP:Iteration 4Q (1649.770000 sec): 3 clusters Score: Raw -71975.716984 + Penalty 3104.752406 = -68870.964578 nChanged 2 SP:Iteration 5Q (1649.930000 sec): 3 clusters Score: Raw -71982.360202 + Penalty 3104.752406 = -68877.607796 nChanged 2 SP:Iteration 6Q (1650.080000 sec): 3 clusters Score: Raw -71989.715486 + Penalty 3104.752406 = -68884.963080 nChanged 1 SP:Iteration 7Q (1650.270000 sec): 3 clusters Score: Raw -71993.482338 + Penalty 3104.752406 = -68888.729931 nChanged 2 SP:Iteration 8Q (1650.420000 sec): 3 clusters Score: Raw -71996.099247 + Penalty 3104.752406 = -68891.346841 nChanged 0 SP:Iteration 9F (1650.530000 sec): 3 clusters Score: Raw -71996.099247 + Penalty 3104.752406 = -68891.346841 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.650000 sec): 2 clusters Score: Raw -38782.635459 + Penalty 1418.637321 = -37363.998138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.800000 sec): 3 clusters Score: Raw -38931.887025 + Penalty 2837.274641 = -36094.612384 nChanged 45 SP:Iteration 1F (1651.000000 sec): 3 clusters Score: Raw -39061.227082 + Penalty 2837.274641 = -36223.952441 nChanged 5 SP:Iteration 2Q (1651.150000 sec): 3 clusters Score: Raw -39097.771798 + Penalty 2837.274641 = -36260.497157 nChanged 0 SP:Iteration 3F (1651.300000 sec): 3 clusters Score: Raw -39097.771798 + Penalty 2837.274641 = -36260.497157 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 5 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.360000 sec): 2 clusters Score: Raw -171049.176583 + Penalty 1765.468910 = -169283.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.560000 sec): 3 clusters Score: Raw -170717.722267 + Penalty 3530.937820 = -167186.784447 nChanged 337 SP:Iteration 1F (1651.760000 sec): 3 clusters Score: Raw -171034.586249 + Penalty 3530.937820 = -167503.648429 nChanged 67 SP:Iteration 2F (1651.920000 sec): 3 clusters Score: Raw -171113.914484 + Penalty 3530.937820 = -167582.976665 nChanged 41 SP:Iteration 3Q (1652.080000 sec): 3 clusters Score: Raw -171166.147413 + Penalty 3530.937820 = -167635.209594 nChanged 27 SP:Iteration 4Q (1652.250000 sec): 3 clusters Score: Raw -171194.110066 + Penalty 3530.937820 = -167663.172247 nChanged 15 SP:Iteration 5Q (1652.360000 sec): 3 clusters Score: Raw -171213.105383 + Penalty 3530.937820 = -167682.167564 nChanged 17 SP:Iteration 6Q (1652.530000 sec): 3 clusters Score: Raw -171230.496739 + Penalty 3530.937820 = -167699.558920 nChanged 18 SP:Iteration 7Q (1652.720000 sec): 3 clusters Score: Raw -171249.857537 + Penalty 3530.937820 = -167718.919718 nChanged 16 SP:Iteration 8Q (1652.870000 sec): 3 clusters Score: Raw -171273.296842 + Penalty 3530.937820 = -167742.359022 nChanged 13 SP:Iteration 9Q (1653.070000 sec): 3 clusters Score: Raw -171291.487735 + Penalty 3530.937820 = -167760.549916 nChanged 15 SP:Iteration 10Q (1653.230000 sec): 3 clusters Score: Raw -171310.580342 + Penalty 3530.937820 = -167779.642522 nChanged 20 SP:Iteration 11Q (1653.410000 sec): 3 clusters Score: Raw -171341.982876 + Penalty 3530.937820 = -167811.045057 nChanged 30 SP:Iteration 12Q (1653.600000 sec): 3 clusters Score: Raw -171406.770926 + Penalty 3530.937820 = -167875.833106 nChanged 31 SP:Iteration 13Q (1653.840000 sec): 3 clusters Score: Raw -171492.264479 + Penalty 3530.937820 = -167961.326660 nChanged 37 SP:Iteration 14Q (1654.010000 sec): 3 clusters Score: Raw -171591.144632 + Penalty 3530.937820 = -168060.206813 nChanged 44 SP:Iteration 15Q (1654.210000 sec): 3 clusters Score: Raw -171681.970709 + Penalty 3530.937820 = -168151.032889 nChanged 44 SP:Iteration 16Q (1654.340000 sec): 3 clusters Score: Raw -171774.254424 + Penalty 3530.937820 = -168243.316605 nChanged 32 SP:Iteration 17Q (1654.570000 sec): 3 clusters Score: Raw -171850.243007 + Penalty 3530.937820 = -168319.305187 nChanged 37 SP:Iteration 18Q (1654.720000 sec): 3 clusters Score: Raw -171912.598276 + Penalty 3530.937820 = -168381.660457 nChanged 31 SP:Iteration 19Q (1654.900000 sec): 3 clusters Score: Raw -171974.003522 + Penalty 3530.937820 = -168443.065702 nChanged 41 SP:Iteration 20F (1655.080000 sec): 3 clusters Score: Raw -172044.205248 + Penalty 3530.937820 = -168513.267429 nChanged 29 SP:Iteration 21Q (1655.270000 sec): 3 clusters Score: Raw -172102.557111 + Penalty 3530.937820 = -168571.619291 nChanged 36 SP:Iteration 22Q (1655.470000 sec): 3 clusters Score: Raw -172187.404918 + Penalty 3530.937820 = -168656.467098 nChanged 25 SP:Iteration 23Q (1655.700000 sec): 3 clusters Score: Raw -172234.566253 + Penalty 3530.937820 = -168703.628433 nChanged 23 SP:Iteration 24Q (1655.870000 sec): 3 clusters Score: Raw -172268.341461 + Penalty 3530.937820 = -168737.403641 nChanged 18 SP:Iteration 25Q (1656.030000 sec): 3 clusters Score: Raw -172302.002460 + Penalty 3530.937820 = -168771.064641 nChanged 10 SP:Iteration 26Q (1656.230000 sec): 3 clusters Score: Raw -172313.751943 + Penalty 3530.937820 = -168782.814124 nChanged 10 SP:Iteration 27Q (1656.400000 sec): 3 clusters Score: Raw -172336.544698 + Penalty 3530.937820 = -168805.606879 nChanged 11 SP:Iteration 28Q (1656.580000 sec): 3 clusters Score: Raw -172356.557425 + Penalty 3530.937820 = -168825.619606 nChanged 5 SP:Iteration 29Q (1656.730000 sec): 3 clusters Score: Raw -172364.599924 + Penalty 3530.937820 = -168833.662104 nChanged 8 SP:Iteration 30Q (1656.910000 sec): 3 clusters Score: Raw -172384.714926 + Penalty 3530.937820 = -168853.777107 nChanged 11 SP:Iteration 31Q (1657.150000 sec): 3 clusters Score: Raw -172414.287385 + Penalty 3530.937820 = -168883.349565 nChanged 14 SP:Iteration 32Q (1657.290000 sec): 3 clusters Score: Raw -172445.043751 + Penalty 3530.937820 = -168914.105931 nChanged 12 SP:Iteration 33Q (1657.450000 sec): 3 clusters Score: Raw -172471.627550 + Penalty 3530.937820 = -168940.689731 nChanged 9 SP:Iteration 34Q (1657.630000 sec): 3 clusters Score: Raw -172484.486720 + Penalty 3530.937820 = -168953.548901 nChanged 3 SP:Iteration 35Q (1657.800000 sec): 3 clusters Score: Raw -172486.840726 + Penalty 3530.937820 = -168955.902907 nChanged 1 SP:Iteration 36Q (1657.970000 sec): 3 clusters Score: Raw -172488.190768 + Penalty 3530.937820 = -168957.252949 nChanged 1 SP:Iteration 37Q (1658.160000 sec): 3 clusters Score: Raw -172489.545695 + Penalty 3530.937820 = -168958.607875 nChanged 0 SP:Iteration 38F (1658.350000 sec): 3 clusters Score: Raw -172489.545695 + Penalty 3530.937820 = -168958.607875 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 6 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.450000 sec): 2 clusters Score: Raw -65651.532035 + Penalty 1535.705897 = -64115.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.650000 sec): 3 clusters Score: Raw -65670.924597 + Penalty 3071.411795 = -62599.512802 nChanged 78 SP:Iteration 1F (1658.740000 sec): 3 clusters Score: Raw -65842.873607 + Penalty 3071.411795 = -62771.461812 nChanged 20 SP:Iteration 2Q (1658.890000 sec): 3 clusters Score: Raw -65902.548375 + Penalty 3071.411795 = -62831.136580 nChanged 7 SP:Iteration 3Q (1659.050000 sec): 3 clusters Score: Raw -65933.472592 + Penalty 3071.411795 = -62862.060797 nChanged 7 SP:Iteration 4Q (1659.200000 sec): 3 clusters Score: Raw -65951.721485 + Penalty 3071.411795 = -62880.309690 nChanged 3 SP:Iteration 5Q (1659.370000 sec): 3 clusters Score: Raw -65970.023267 + Penalty 3071.411795 = -62898.611472 nChanged 2 SP:Iteration 6Q (1659.570000 sec): 3 clusters Score: Raw -65983.537455 + Penalty 3071.411795 = -62912.125660 nChanged 6 SP:Iteration 7Q (1659.750000 sec): 3 clusters Score: Raw -66003.696338 + Penalty 3071.411795 = -62932.284543 nChanged 5 SP:Iteration 8Q (1659.950000 sec): 3 clusters Score: Raw -66019.841014 + Penalty 3071.411795 = -62948.429219 nChanged 5 SP:Iteration 9Q (1660.130000 sec): 3 clusters Score: Raw -66038.503787 + Penalty 3071.411795 = -62967.091992 nChanged 3 SP:Iteration 10Q (1660.280000 sec): 3 clusters Score: Raw -66047.380491 + Penalty 3071.411795 = -62975.968696 nChanged 1 SP:Iteration 11Q (1660.460000 sec): 3 clusters Score: Raw -66052.136373 + Penalty 3071.411795 = -62980.724578 nChanged 2 SP:Iteration 12Q (1660.640000 sec): 3 clusters Score: Raw -66060.261351 + Penalty 3071.411795 = -62988.849556 nChanged 1 SP:Iteration 13Q (1660.760000 sec): 3 clusters Score: Raw -66063.080878 + Penalty 3071.411795 = -62991.669083 nChanged 2 SP:Iteration 14Q (1660.920000 sec): 3 clusters Score: Raw -66067.214870 + Penalty 3071.411795 = -62995.803075 nChanged 2 SP:Iteration 15Q (1661.090000 sec): 3 clusters Score: Raw -66072.479923 + Penalty 3071.411795 = -63001.068128 nChanged 2 SP:Iteration 16Q (1661.230000 sec): 3 clusters Score: Raw -66075.287028 + Penalty 3071.411795 = -63003.875233 nChanged 2 SP:Iteration 17Q (1661.410000 sec): 3 clusters Score: Raw -66080.171853 + Penalty 3071.411795 = -63008.760059 nChanged 1 SP:Iteration 18Q (1661.580000 sec): 3 clusters Score: Raw -66081.099277 + Penalty 3071.411795 = -63009.687482 nChanged 2 SP:Iteration 19Q (1661.760000 sec): 3 clusters Score: Raw -66087.467012 + Penalty 3071.411795 = -63016.055217 nChanged 1 SP:Iteration 20F (1661.920000 sec): 3 clusters Score: Raw -66090.561360 + Penalty 3071.411795 = -63019.149565 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (206736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1662.940000 sec): 2 clusters Score: Raw -28336964.583635 + Penalty 3035.321078 = -28333929.262557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1664.190000 sec): 3 clusters Score: Raw -28201466.747189 + Penalty 6070.642156 = -28195396.105033 nChanged 99447 SP:Iteration 1F (1665.430000 sec): 3 clusters Score: Raw -28259654.815653 + Penalty 6070.642156 = -28253584.173496 nChanged 5735 SP:Iteration 2Q (1666.780000 sec): 3 clusters Score: Raw -28260990.773211 + Penalty 6070.642156 = -28254920.131054 nChanged 6323 SP:Iteration 3Q (1668.120000 sec): 3 clusters Score: Raw -28262736.503259 + Penalty 6070.642156 = -28256665.861103 nChanged 7106 SP:Iteration 4Q (1669.440000 sec): 3 clusters Score: Raw -28265241.465394 + Penalty 6070.642156 = -28259170.823237 nChanged 8396 SP:Iteration 5Q (1670.770000 sec): 3 clusters Score: Raw -28269001.913463 + Penalty 6070.642156 = -28262931.271307 nChanged 10394 SP:Iteration 6F (1671.980000 sec): 3 clusters Score: Raw -28274880.784576 + Penalty 6070.642156 = -28268810.142420 nChanged 12402 SP:Iteration 7F (1673.160000 sec): 3 clusters Score: Raw -28283285.260426 + Penalty 6070.642156 = -28277214.618270 nChanged 14220 SP:Iteration 8F (1674.340000 sec): 3 clusters Score: Raw -28294438.758074 + Penalty 6070.642156 = -28288368.115918 nChanged 14544 SP:Iteration 9F (1675.500000 sec): 3 clusters Score: Raw -28306777.083284 + Penalty 6070.642156 = -28300706.441127 nChanged 13015 SP:Iteration 10F (1676.720000 sec): 3 clusters Score: Raw -28318145.655475 + Penalty 6070.642156 = -28312075.013318 nChanged 9835 SP:Iteration 11Q (1677.970000 sec): 3 clusters Score: Raw -28326497.800267 + Penalty 6070.642156 = -28320427.158111 nChanged 6366 SP:Iteration 12Q (1679.210000 sec): 3 clusters Score: Raw -28331686.101844 + Penalty 6070.642156 = -28325615.459687 nChanged 3807 SP:Iteration 13Q (1680.360000 sec): 3 clusters Score: Raw -28334730.719429 + Penalty 6070.642156 = -28328660.077273 nChanged 2157 SP:Iteration 14Q (1681.480000 sec): 3 clusters Score: Raw -28336492.326334 + Penalty 6070.642156 = -28330421.684178 nChanged 1265 SP:Iteration 15Q (1682.590000 sec): 3 clusters Score: Raw -28337467.061111 + Penalty 6070.642156 = -28331396.418954 nChanged 853 SP:Iteration 16Q (1683.700000 sec): 3 clusters Score: Raw -28338057.491999 + Penalty 6070.642156 = -28331986.849842 nChanged 641 SP:Iteration 17Q (1684.800000 sec): 3 clusters Score: Raw -28338455.618005 + Penalty 6070.642156 = -28332384.975848 nChanged 557 SP:Iteration 18Q (1685.820000 sec): 3 clusters Score: Raw -28338742.772845 + Penalty 6070.642156 = -28332672.130688 nChanged 473 SP:Iteration 19Q (1686.920000 sec): 3 clusters Score: Raw -28338969.653276 + Penalty 6070.642156 = -28332899.011120 nChanged 424 SP:Iteration 20F (1688.160000 sec): 3 clusters Score: Raw -28339165.718666 + Penalty 6070.642156 = -28333095.076510 nChanged 380 SP:Iteration 21Q (1689.150000 sec): 3 clusters Score: Raw -28339314.295732 + Penalty 6070.642156 = -28333243.653575 nChanged 342 SP:Iteration 22Q (1690.150000 sec): 3 clusters Score: Raw -28339449.575997 + Penalty 6070.642156 = -28333378.933841 nChanged 328 SP:Iteration 23Q (1691.260000 sec): 3 clusters Score: Raw -28339577.941533 + Penalty 6070.642156 = -28333507.299376 nChanged 321 SP:Iteration 24Q (1692.350000 sec): 3 clusters Score: Raw -28339690.182673 + Penalty 6070.642156 = -28333619.540516 nChanged 293 SP:Iteration 25Q (1693.470000 sec): 3 clusters Score: Raw -28339772.987679 + Penalty 6070.642156 = -28333702.345522 nChanged 238 SP:Iteration 26Q (1694.570000 sec): 3 clusters Score: Raw -28339829.748068 + Penalty 6070.642156 = -28333759.105912 nChanged 208 SP:Iteration 27Q (1695.650000 sec): 3 clusters Score: Raw -28339872.957970 + Penalty 6070.642156 = -28333802.315813 nChanged 169 SP:Iteration 28Q (1696.780000 sec): 3 clusters Score: Raw -28339906.366220 + Penalty 6070.642156 = -28333835.724064 nChanged 141 SP:Iteration 29Q (1697.810000 sec): 3 clusters Score: Raw -28339930.256937 + Penalty 6070.642156 = -28333859.614781 nChanged 118 SP:Iteration 30Q (1698.910000 sec): 3 clusters Score: Raw -28339951.151910 + Penalty 6070.642156 = -28333880.509753 nChanged 121 SP:Iteration 31Q (1699.910000 sec): 3 clusters Score: Raw -28339971.774643 + Penalty 6070.642156 = -28333901.132487 nChanged 101 SP:Iteration 32Q (1700.950000 sec): 3 clusters Score: Raw -28339986.431041 + Penalty 6070.642156 = -28333915.788884 nChanged 98 SP:Iteration 33Q (1701.980000 sec): 3 clusters Score: Raw -28340000.223804 + Penalty 6070.642156 = -28333929.581647 nChanged 96 SP:Iteration 34Q (1703.160000 sec): 3 clusters Score: Raw -28340014.030893 + Penalty 6070.642156 = -28333943.388737 nChanged 75 SP:Iteration 35Q (1704.290000 sec): 3 clusters Score: Raw -28340023.045636 + Penalty 6070.642156 = -28333952.403480 nChanged 86 SP:Iteration 36Q (1705.420000 sec): 3 clusters Score: Raw -28340035.192755 + Penalty 6070.642156 = -28333964.550598 nChanged 79 SP:Iteration 37Q (1706.480000 sec): 3 clusters Score: Raw -28340045.911826 + Penalty 6070.642156 = -28333975.269670 nChanged 68 SP:Iteration 38Q (1707.520000 sec): 3 clusters Score: Raw -28340053.592071 + Penalty 6070.642156 = -28333982.949915 nChanged 52 SP:Iteration 39Q (1708.600000 sec): 3 clusters Score: Raw -28340059.751091 + Penalty 6070.642156 = -28333989.108934 nChanged 44 SP:Iteration 40F (1709.860000 sec): 3 clusters Score: Raw -28340067.689975 + Penalty 6070.642156 = -28333997.047818 nChanged 45 SP:Iteration 41Q (1711.040000 sec): 3 clusters Score: Raw -28340072.988975 + Penalty 6070.642156 = -28334002.346819 nChanged 32 SP:Iteration 42Q (1712.170000 sec): 3 clusters Score: Raw -28340076.355546 + Penalty 6070.642156 = -28334005.713389 nChanged 29 SP:Iteration 43Q (1713.420000 sec): 3 clusters Score: Raw -28340079.259050 + Penalty 6070.642156 = -28334008.616894 nChanged 28 SP:Iteration 44Q (1714.550000 sec): 3 clusters Score: Raw -28340081.962577 + Penalty 6070.642156 = -28334011.320420 nChanged 26 SP:Iteration 45Q (1715.750000 sec): 3 clusters Score: Raw -28340084.693088 + Penalty 6070.642156 = -28334014.050932 nChanged 19 SP:Iteration 46Q (1716.940000 sec): 3 clusters Score: Raw -28340086.556147 + Penalty 6070.642156 = -28334015.913991 nChanged 19 SP:Iteration 47Q (1718.040000 sec): 3 clusters Score: Raw -28340088.164159 + Penalty 6070.642156 = -28334017.522003 nChanged 19 SP:Iteration 48Q (1719.080000 sec): 3 clusters Score: Raw -28340089.724174 + Penalty 6070.642156 = -28334019.082018 nChanged 9 SP:Iteration 49Q (1720.160000 sec): 3 clusters Score: Raw -28340090.299490 + Penalty 6070.642156 = -28334019.657333 nChanged 4 SP:Iteration 50Q (1721.290000 sec): 3 clusters Score: Raw -28340090.511068 + Penalty 6070.642156 = -28334019.868911 nChanged 3 SP:Iteration 51Q (1722.360000 sec): 3 clusters Score: Raw -28340090.673726 + Penalty 6070.642156 = -28334020.031570 nChanged 1 SP:Iteration 52Q (1723.470000 sec): 3 clusters Score: Raw -28340090.753814 + Penalty 6070.642156 = -28334020.111658 nChanged 1 SP:Iteration 53Q (1724.790000 sec): 3 clusters Score: Raw -28340090.814162 + Penalty 6070.642156 = -28334020.172005 nChanged 1 SP:Iteration 54Q (1725.920000 sec): 3 clusters Score: Raw -28340090.865494 + Penalty 6070.642156 = -28334020.223338 nChanged 1 SP:Iteration 55Q (1727.060000 sec): 3 clusters Score: Raw -28340090.982239 + Penalty 6070.642156 = -28334020.340082 nChanged 2 SP:Iteration 56Q (1728.340000 sec): 3 clusters Score: Raw -28340091.119084 + Penalty 6070.642156 = -28334020.476928 nChanged 0 SP:Iteration 57F (1729.540000 sec): 3 clusters Score: Raw -28340091.119084 + Penalty 6070.642156 = -28334020.476928 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.690000 sec): 2 clusters Score: Raw -44691.429196 + Penalty 1463.853067 = -43227.576129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.870000 sec): 3 clusters Score: Raw -44763.230593 + Penalty 2927.706133 = -41835.524460 nChanged 48 SP:Iteration 1F (1730.060000 sec): 3 clusters Score: Raw -44897.851820 + Penalty 2927.706133 = -41970.145687 nChanged 16 SP:Iteration 2Q (1730.240000 sec): 3 clusters Score: Raw -44948.277025 + Penalty 2927.706133 = -42020.570891 nChanged 9 SP:Iteration 3Q (1730.430000 sec): 3 clusters Score: Raw -44986.810965 + Penalty 2927.706133 = -42059.104832 nChanged 7 SP:Iteration 4Q (1730.540000 sec): 3 clusters Score: Raw -45025.883516 + Penalty 2927.706133 = -42098.177383 nChanged 6 SP:Iteration 5Q (1730.720000 sec): 3 clusters Score: Raw -45051.484659 + Penalty 2927.706133 = -42123.778525 nChanged 2 SP:Iteration 6Q (1730.860000 sec): 3 clusters Score: Raw -45059.971103 + Penalty 2927.706133 = -42132.264969 nChanged 3 SP:Iteration 7Q (1731.050000 sec): 3 clusters Score: Raw -45075.492790 + Penalty 2927.706133 = -42147.786657 nChanged 0 SP:Iteration 8F (1731.180000 sec): 3 clusters Score: Raw -45075.492790 + Penalty 2927.706133 = -42147.786657 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 9 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.260000 sec): 2 clusters Score: Raw -17151.771857 + Penalty 1212.806584 = -15938.965273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.430000 sec): 3 clusters Score: Raw -17406.559449 + Penalty 2425.613168 = -14980.946281 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.540000 sec): 2 clusters Score: Raw -200448.990616 + Penalty 1821.810532 = -198627.180084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.690000 sec): 3 clusters Score: Raw -200055.819418 + Penalty 3643.621064 = -196412.198354 nChanged 501 SP:Iteration 1F (1731.860000 sec): 3 clusters Score: Raw -200695.992565 + Penalty 3643.621064 = -197052.371501 nChanged 193 SP:Iteration 2F (1732.040000 sec): 3 clusters Score: Raw -201104.812151 + Penalty 3643.621064 = -197461.191087 nChanged 141 SP:Iteration 3F (1732.220000 sec): 3 clusters Score: Raw -201396.338669 + Penalty 3643.621064 = -197752.717605 nChanged 100 SP:Iteration 4F (1732.380000 sec): 3 clusters Score: Raw -201630.782674 + Penalty 3643.621064 = -197987.161610 nChanged 74 SP:Iteration 5Q (1732.580000 sec): 3 clusters Score: Raw -201742.238140 + Penalty 3643.621064 = -198098.617076 nChanged 47 SP:Iteration 6Q (1732.730000 sec): 3 clusters Score: Raw -201802.594220 + Penalty 3643.621064 = -198158.973156 nChanged 12 SP:Iteration 7Q (1732.910000 sec): 3 clusters Score: Raw -201822.001565 + Penalty 3643.621064 = -198178.380501 nChanged 11 SP:Iteration 8Q (1733.100000 sec): 3 clusters Score: Raw -201833.700373 + Penalty 3643.621064 = -198190.079309 nChanged 8 SP:Iteration 9Q (1733.290000 sec): 3 clusters Score: Raw -201843.835311 + Penalty 3643.621064 = -198200.214247 nChanged 3 SP:Iteration 10Q (1733.500000 sec): 3 clusters Score: Raw -201847.667165 + Penalty 3643.621064 = -198204.046101 nChanged 1 SP:Iteration 11Q (1733.660000 sec): 3 clusters Score: Raw -201848.428409 + Penalty 3643.621064 = -198204.807345 nChanged 0 SP:Iteration 12F (1733.830000 sec): 3 clusters Score: Raw -201848.428409 + Penalty 3643.621064 = -198204.807345 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 11 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.940000 sec): 2 clusters Score: Raw -67774.363633 + Penalty 1550.949545 = -66223.414088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.090000 sec): 3 clusters Score: Raw -67748.444424 + Penalty 3101.899091 = -64646.545334 nChanged 102 SP:Iteration 1F (1734.270000 sec): 3 clusters Score: Raw -67929.409178 + Penalty 3101.899091 = -64827.510088 nChanged 26 SP:Iteration 2Q (1734.450000 sec): 3 clusters Score: Raw -67996.838688 + Penalty 3101.899091 = -64894.939597 nChanged 13 SP:Iteration 3Q (1734.600000 sec): 3 clusters Score: Raw -68027.127040 + Penalty 3101.899091 = -64925.227950 nChanged 10 SP:Iteration 4Q (1734.760000 sec): 3 clusters Score: Raw -68060.439544 + Penalty 3101.899091 = -64958.540454 nChanged 6 SP:Iteration 5Q (1734.930000 sec): 3 clusters Score: Raw -68072.730041 + Penalty 3101.899091 = -64970.830950 nChanged 2 SP:Iteration 6Q (1735.140000 sec): 3 clusters Score: Raw -68076.442802 + Penalty 3101.899091 = -64974.543712 nChanged 1 SP:Iteration 7Q (1735.320000 sec): 3 clusters Score: Raw -68079.191144 + Penalty 3101.899091 = -64977.292054 nChanged 1 SP:Iteration 8Q (1735.500000 sec): 3 clusters Score: Raw -68079.946873 + Penalty 3101.899091 = -64978.047782 nChanged 1 SP:Iteration 9Q (1735.640000 sec): 3 clusters Score: Raw -68083.099026 + Penalty 3101.899091 = -64981.199935 nChanged 1 SP:Iteration 10Q (1735.830000 sec): 3 clusters Score: Raw -68084.814063 + Penalty 3101.899091 = -64982.914973 nChanged 0 SP:Iteration 11F (1735.980000 sec): 3 clusters Score: Raw -68084.814063 + Penalty 3101.899091 = -64982.914973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 12 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1736.070000 sec): 2 clusters Score: Raw -19115.232039 + Penalty 1264.766874 = -17850.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1736.270000 sec): 3 clusters Score: Raw -19348.366159 + Penalty 2529.533748 = -16818.832411 nChanged 5 SP:Iteration 1Q (1736.420000 sec): 3 clusters Score: Raw -19378.857035 + Penalty 2529.533748 = -16849.323287 nChanged 2 SP:Iteration 2Q (1736.650000 sec): 3 clusters Score: Raw -19398.815956 + Penalty 2529.533748 = -16869.282208 nChanged 1 SP:Iteration 3Q (1736.790000 sec): 3 clusters Score: Raw -19402.425365 + Penalty 2529.533748 = -16872.891617 nChanged 0 SP:Iteration 4F (1736.980000 sec): 3 clusters Score: Raw -19402.425365 + Penalty 2529.533748 = -16872.891617 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 13 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1737.040000 sec): 2 clusters Score: Raw -22248.800956 + Penalty 1276.578630 = -20972.222326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1737.220000 sec): 3 clusters Score: Raw -22452.169038 + Penalty 2553.157260 = -19899.011778 nChanged 5 SP:Iteration 1Q (1737.380000 sec): 3 clusters Score: Raw -22486.439038 + Penalty 2553.157260 = -19933.281777 nChanged 2 SP:Iteration 2Q (1737.520000 sec): 3 clusters Score: Raw -22497.356177 + Penalty 2553.157260 = -19944.198916 nChanged 1 SP:Iteration 3Q (1737.660000 sec): 3 clusters Score: Raw -22506.641396 + Penalty 2553.157260 = -19953.484136 nChanged 0 SP:Iteration 4F (1737.840000 sec): 3 clusters Score: Raw -22506.641396 + Penalty 2553.157260 = -19953.484136 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 14 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1737.940000 sec): 2 clusters Score: Raw -38381.720963 + Penalty 1425.849461 = -36955.871503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1738.110000 sec): 3 clusters Score: Raw -38558.693606 + Penalty 2851.698921 = -35706.994685 nChanged 53 SP:Iteration 1F (1738.320000 sec): 3 clusters Score: Raw -38805.223258 + Penalty 2851.698921 = -35953.524337 nChanged 16 SP:Iteration 2F (1738.490000 sec): 3 clusters Score: Raw -39023.494945 + Penalty 2851.698921 = -36171.796024 nChanged 19 SP:Iteration 3F (1738.640000 sec): 3 clusters Score: Raw -39159.173756 + Penalty 2851.698921 = -36307.474835 nChanged 14 SP:Iteration 4Q (1738.870000 sec): 3 clusters Score: Raw -39212.668225 + Penalty 2851.698921 = -36360.969304 nChanged 4 SP:Iteration 5Q (1739.000000 sec): 3 clusters Score: Raw -39232.476763 + Penalty 2851.698921 = -36380.777842 nChanged 5 SP:Iteration 6Q (1739.160000 sec): 3 clusters Score: Raw -39262.043311 + Penalty 2851.698921 = -36410.344390 nChanged 2 SP:Iteration 7Q (1739.320000 sec): 3 clusters Score: Raw -39272.596622 + Penalty 2851.698921 = -36420.897701 nChanged 2 SP:Iteration 8Q (1739.480000 sec): 3 clusters Score: Raw -39285.777734 + Penalty 2851.698921 = -36434.078813 nChanged 2 SP:Iteration 9Q (1739.660000 sec): 3 clusters Score: Raw -39297.456958 + Penalty 2851.698921 = -36445.758037 nChanged 1 SP:Iteration 10Q (1739.770000 sec): 3 clusters Score: Raw -39305.275881 + Penalty 2851.698921 = -36453.576960 nChanged 0 SP:Iteration 11F (1739.940000 sec): 3 clusters Score: Raw -39305.275881 + Penalty 2851.698921 = -36453.576960 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 15 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.990000 sec): 2 clusters Score: Raw -73553.514702 + Penalty 1564.859733 = -71988.654969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.150000 sec): 3 clusters Score: Raw -73534.715206 + Penalty 3129.719466 = -70404.995740 nChanged 109 SP:Iteration 1F (1740.350000 sec): 3 clusters Score: Raw -73724.642452 + Penalty 3129.719466 = -70594.922986 nChanged 25 SP:Iteration 2Q (1740.480000 sec): 3 clusters Score: Raw -73779.888160 + Penalty 3129.719466 = -70650.168694 nChanged 4 SP:Iteration 3Q (1740.640000 sec): 3 clusters Score: Raw -73787.976293 + Penalty 3129.719466 = -70658.256827 nChanged 3 SP:Iteration 4Q (1740.800000 sec): 3 clusters Score: Raw -73795.036329 + Penalty 3129.719466 = -70665.316863 nChanged 2 SP:Iteration 5Q (1740.990000 sec): 3 clusters Score: Raw -73800.294605 + Penalty 3129.719466 = -70670.575139 nChanged 1 SP:Iteration 6Q (1741.180000 sec): 3 clusters Score: Raw -73801.640964 + Penalty 3129.719466 = -70671.921498 nChanged 0 SP:Iteration 7F (1741.380000 sec): 3 clusters Score: Raw -73801.640964 + Penalty 3129.719466 = -70671.921498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.450000 sec): 2 clusters Score: Raw -25384.802486 + Penalty 1327.260817 = -24057.541668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1741.680000 sec): 3 clusters Score: Raw -25732.142832 + Penalty 2654.521634 = -23077.621198 nChanged 23 SP:Iteration 1F (1741.830000 sec): 3 clusters Score: Raw -25920.476851 + Penalty 2654.521634 = -23265.955217 nChanged 12 SP:Iteration 2F (1741.960000 sec): 3 clusters Score: Raw -26002.232954 + Penalty 2654.521634 = -23347.711320 nChanged 9 SP:Iteration 3Q (1742.130000 sec): 3 clusters Score: Raw -26065.942273 + Penalty 2654.521634 = -23411.420639 nChanged 4 SP:Iteration 4Q (1742.280000 sec): 3 clusters Score: Raw -26181.172430 + Penalty 2654.521634 = -23526.650796 nChanged 0 SP:Iteration 5F (1742.450000 sec): 3 clusters Score: Raw -26181.172430 + Penalty 2654.521634 = -23526.650796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1742.590000 sec): 2 clusters Score: Raw -40433.117689 + Penalty 1432.857776 = -39000.259913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.760000 sec): 3 clusters Score: Raw -40546.951086 + Penalty 2865.715552 = -37681.235534 nChanged 39 SP:Iteration 1F (1742.940000 sec): 3 clusters Score: Raw -40663.048579 + Penalty 2865.715552 = -37797.333026 nChanged 8 SP:Iteration 2Q (1743.070000 sec): 3 clusters Score: Raw -40695.317578 + Penalty 2865.715552 = -37829.602026 nChanged 6 SP:Iteration 3Q (1743.200000 sec): 3 clusters Score: Raw -40719.844473 + Penalty 2865.715552 = -37854.128921 nChanged 2 SP:Iteration 4Q (1743.320000 sec): 3 clusters Score: Raw -40726.314364 + Penalty 2865.715552 = -37860.598812 nChanged 3 SP:Iteration 5Q (1743.480000 sec): 3 clusters Score: Raw -40741.271591 + Penalty 2865.715552 = -37875.556039 nChanged 2 SP:Iteration 6Q (1743.620000 sec): 3 clusters Score: Raw -40747.530870 + Penalty 2865.715552 = -37881.815318 nChanged 2 SP:Iteration 7Q (1743.810000 sec): 3 clusters Score: Raw -40757.783785 + Penalty 2865.715552 = -37892.068232 nChanged 1 SP:Iteration 8Q (1743.950000 sec): 3 clusters Score: Raw -40762.421562 + Penalty 2865.715552 = -37896.706010 nChanged 1 SP:Iteration 9Q (1744.090000 sec): 3 clusters Score: Raw -40769.000815 + Penalty 2865.715552 = -37903.285262 nChanged 3 SP:Iteration 10Q (1744.250000 sec): 3 clusters Score: Raw -40784.909887 + Penalty 2865.715552 = -37919.194335 nChanged 2 SP:Iteration 11Q (1744.400000 sec): 3 clusters Score: Raw -40791.819784 + Penalty 2865.715552 = -37926.104232 nChanged 1 SP:Iteration 12Q (1744.560000 sec): 3 clusters Score: Raw -40794.083039 + Penalty 2865.715552 = -37928.367487 nChanged 0 SP:Iteration 13F (1744.720000 sec): 3 clusters Score: Raw -40794.083039 + Penalty 2865.715552 = -37928.367487 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 18 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1744.780000 sec): 2 clusters Score: Raw -34307.242505 + Penalty 1363.297720 = -32943.944785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1744.900000 sec): 3 clusters Score: Raw -34455.660073 + Penalty 2726.595440 = -31729.064634 nChanged 22 SP:Iteration 1F (1745.070000 sec): 3 clusters Score: Raw -34522.039158 + Penalty 2726.595440 = -31795.443719 nChanged 4 SP:Iteration 2Q (1745.250000 sec): 3 clusters Score: Raw -34542.229560 + Penalty 2726.595440 = -31815.634120 nChanged 2 SP:Iteration 3Q (1745.380000 sec): 3 clusters Score: Raw -34549.164158 + Penalty 2726.595440 = -31822.568718 nChanged 0 SP:Iteration 4F (1745.540000 sec): 3 clusters Score: Raw -34549.164158 + Penalty 2726.595440 = -31822.568718 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 19 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.610000 sec): 2 clusters Score: Raw -12032.183865 + Penalty 1126.737106 = -10905.446759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.760000 sec): 3 clusters Score: Raw -12429.540726 + Penalty 2253.474212 = -10176.066514 nChanged 1 SP:Iteration 1Q (1745.900000 sec): 3 clusters Score: Raw -12449.855122 + Penalty 2253.474212 = -10196.380910 nChanged 0 SP:Iteration 2F (1746.080000 sec): 3 clusters Score: Raw -12449.855122 + Penalty 2253.474212 = -10196.380910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 20 (23763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.270000 sec): 2 clusters Score: Raw -3207713.914907 + Penalty 2498.819487 = -3205215.095420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1746.590000 sec): 3 clusters Score: Raw -3193796.494973 + Penalty 4997.638974 = -3188798.855999 nChanged 10550 SP:Iteration 1F (1746.850000 sec): 3 clusters Score: Raw -3199615.357701 + Penalty 4997.638974 = -3194617.718727 nChanged 1363 SP:Iteration 2F (1747.150000 sec): 3 clusters Score: Raw -3200210.960812 + Penalty 4997.638974 = -3195213.321838 nChanged 1340 SP:Iteration 3F (1747.430000 sec): 3 clusters Score: Raw -3200935.823655 + Penalty 4997.638974 = -3195938.184681 nChanged 1456 SP:Iteration 4F (1747.700000 sec): 3 clusters Score: Raw -3201801.332845 + Penalty 4997.638974 = -3196803.693871 nChanged 1666 SP:Iteration 5F (1748.030000 sec): 3 clusters Score: Raw -3202949.276918 + Penalty 4997.638974 = -3197951.637944 nChanged 1686 SP:Iteration 6F (1748.370000 sec): 3 clusters Score: Raw -3204173.303545 + Penalty 4997.638974 = -3199175.664571 nChanged 1502 SP:Iteration 7F (1748.720000 sec): 3 clusters Score: Raw -3205316.064706 + Penalty 4997.638974 = -3200318.425732 nChanged 1159 SP:Iteration 8Q (1749.030000 sec): 3 clusters Score: Raw -3206184.967426 + Penalty 4997.638974 = -3201187.328452 nChanged 756 SP:Iteration 9Q (1749.350000 sec): 3 clusters Score: Raw -3206740.778094 + Penalty 4997.638974 = -3201743.139120 nChanged 483 SP:Iteration 10Q (1749.660000 sec): 3 clusters Score: Raw -3207178.364372 + Penalty 4997.638974 = -3202180.725398 nChanged 353 SP:Iteration 11Q (1749.920000 sec): 3 clusters Score: Raw -3207720.040176 + Penalty 4997.638974 = -3202722.401202 nChanged 241 SP:Iteration 12Q (1750.240000 sec): 3 clusters Score: Raw -3208086.698264 + Penalty 4997.638974 = -3203089.059290 nChanged 205 SP:Iteration 13Q (1750.530000 sec): 3 clusters Score: Raw -3208329.947777 + Penalty 4997.638974 = -3203332.308803 nChanged 138 SP:Iteration 14Q (1750.870000 sec): 3 clusters Score: Raw -3208470.472496 + Penalty 4997.638974 = -3203472.833522 nChanged 108 SP:Iteration 15Q (1751.190000 sec): 3 clusters Score: Raw -3208545.901033 + Penalty 4997.638974 = -3203548.262059 nChanged 75 SP:Iteration 16Q (1751.520000 sec): 3 clusters Score: Raw -3208585.792706 + Penalty 4997.638974 = -3203588.153732 nChanged 47 SP:Iteration 17Q (1751.810000 sec): 3 clusters Score: Raw -3208610.643393 + Penalty 4997.638974 = -3203613.004419 nChanged 40 SP:Iteration 18Q (1752.130000 sec): 3 clusters Score: Raw -3208624.655751 + Penalty 4997.638974 = -3203627.016777 nChanged 21 SP:Iteration 19Q (1752.430000 sec): 3 clusters Score: Raw -3208631.551282 + Penalty 4997.638974 = -3203633.912308 nChanged 19 SP:Iteration 20F (1752.780000 sec): 3 clusters Score: Raw -3208637.959746 + Penalty 4997.638974 = -3203640.320772 nChanged 11 SP:Iteration 21Q (1753.040000 sec): 3 clusters Score: Raw -3208640.856394 + Penalty 4997.638974 = -3203643.217420 nChanged 9 SP:Iteration 22Q (1753.330000 sec): 3 clusters Score: Raw -3208643.316283 + Penalty 4997.638974 = -3203645.677309 nChanged 9 SP:Iteration 23Q (1753.620000 sec): 3 clusters Score: Raw -3208645.303823 + Penalty 4997.638974 = -3203647.664849 nChanged 2 SP:Iteration 24Q (1753.910000 sec): 3 clusters Score: Raw -3208645.554802 + Penalty 4997.638974 = -3203647.915828 nChanged 0 SP:Iteration 25F (1754.240000 sec): 3 clusters Score: Raw -3208645.554802 + Penalty 4997.638974 = -3203647.915828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 21 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1754.360000 sec): 2 clusters Score: Raw -54372.482878 + Penalty 1520.004452 = -52852.478426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1754.550000 sec): 3 clusters Score: Raw -54442.951175 + Penalty 3040.008904 = -51402.942271 nChanged 87 SP:Iteration 1F (1754.760000 sec): 3 clusters Score: Raw -54648.642563 + Penalty 3040.008904 = -51608.633659 nChanged 37 SP:Iteration 2F (1754.910000 sec): 3 clusters Score: Raw -54803.597492 + Penalty 3040.008904 = -51763.588587 nChanged 24 SP:Iteration 3F (1755.100000 sec): 3 clusters Score: Raw -54900.436821 + Penalty 3040.008904 = -51860.427916 nChanged 12 SP:Iteration 4Q (1755.260000 sec): 3 clusters Score: Raw -54934.731389 + Penalty 3040.008904 = -51894.722485 nChanged 9 SP:Iteration 5Q (1755.480000 sec): 3 clusters Score: Raw -54959.922250 + Penalty 3040.008904 = -51919.913346 nChanged 4 SP:Iteration 6Q (1755.710000 sec): 3 clusters Score: Raw -54972.609945 + Penalty 3040.008904 = -51932.601040 nChanged 3 SP:Iteration 7Q (1755.870000 sec): 3 clusters Score: Raw -54979.032849 + Penalty 3040.008904 = -51939.023945 nChanged 1 SP:Iteration 8Q (1756.050000 sec): 3 clusters Score: Raw -54982.987576 + Penalty 3040.008904 = -51942.978672 nChanged 2 SP:Iteration 9Q (1756.280000 sec): 3 clusters Score: Raw -54987.992834 + Penalty 3040.008904 = -51947.983930 nChanged 1 SP:Iteration 10Q (1756.490000 sec): 3 clusters Score: Raw -54990.154050 + Penalty 3040.008904 = -51950.145146 nChanged 0 SP:Iteration 11F (1756.630000 sec): 3 clusters Score: Raw -54990.154050 + Penalty 3040.008904 = -51950.145146 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 22 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1756.750000 sec): 2 clusters Score: Raw -16494.586389 + Penalty 1193.421720 = -15301.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1756.910000 sec): 3 clusters Score: Raw -16771.212317 + Penalty 2386.843440 = -14384.368876 nChanged 3 SP:Iteration 1Q (1757.140000 sec): 3 clusters Score: Raw -16786.990945 + Penalty 2386.843440 = -14400.147504 nChanged 1 SP:Iteration 2Q (1757.300000 sec): 3 clusters Score: Raw -16791.567468 + Penalty 2386.843440 = -14404.724028 nChanged 0 SP:Iteration 3F (1757.480000 sec): 3 clusters Score: Raw -16791.567468 + Penalty 2386.843440 = -14404.724028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 23 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1757.570000 sec): 2 clusters Score: Raw -14051.690255 + Penalty 1158.861551 = -12892.828704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1757.750000 sec): 3 clusters Score: Raw -14394.710325 + Penalty 2317.723102 = -12076.987223 nChanged 1 SP:Iteration 1Q (1757.910000 sec): 3 clusters Score: Raw -14401.110163 + Penalty 2317.723102 = -12083.387061 nChanged 0 SP:Iteration 2F (1758.110000 sec): 3 clusters Score: Raw -14401.110163 + Penalty 2317.723102 = -12083.387061 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 24 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1758.210000 sec): 2 clusters Score: Raw -26463.731961 + Penalty 1359.198453 = -25104.533508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1758.410000 sec): 3 clusters Score: Raw -26712.618084 + Penalty 2718.396906 = -23994.221178 nChanged 33 SP:Iteration 1F (1758.590000 sec): 3 clusters Score: Raw -26890.959971 + Penalty 2718.396906 = -24172.563065 nChanged 7 SP:Iteration 2Q (1758.820000 sec): 3 clusters Score: Raw -27015.005316 + Penalty 2718.396906 = -24296.608410 nChanged 3 SP:Iteration 3Q (1758.930000 sec): 3 clusters Score: Raw -27033.113517 + Penalty 2718.396906 = -24314.716611 nChanged 3 SP:Iteration 4Q (1759.130000 sec): 3 clusters Score: Raw -27084.560534 + Penalty 2718.396906 = -24366.163628 nChanged 1 SP:Iteration 5Q (1759.300000 sec): 3 clusters Score: Raw -27098.280701 + Penalty 2718.396906 = -24379.883795 nChanged 1 SP:Iteration 6Q (1759.480000 sec): 3 clusters Score: Raw -27103.626743 + Penalty 2718.396906 = -24385.229837 nChanged 0 SP:Iteration 7F (1759.700000 sec): 3 clusters Score: Raw -27103.626743 + Penalty 2718.396906 = -24385.229837 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 25 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1759.790000 sec): 2 clusters Score: Raw -83444.445340 + Penalty 1622.533046 = -81821.912294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1759.950000 sec): 3 clusters Score: Raw -83464.564932 + Penalty 3245.066092 = -80219.498839 nChanged 154 SP:Iteration 1F (1760.120000 sec): 3 clusters Score: Raw -83784.846037 + Penalty 3245.066092 = -80539.779944 nChanged 52 SP:Iteration 2F (1760.300000 sec): 3 clusters Score: Raw -83939.067986 + Penalty 3245.066092 = -80694.001893 nChanged 37 SP:Iteration 3F (1760.490000 sec): 3 clusters Score: Raw -84019.791126 + Penalty 3245.066092 = -80774.725034 nChanged 28 SP:Iteration 4Q (1760.670000 sec): 3 clusters Score: Raw -84087.111540 + Penalty 3245.066092 = -80842.045448 nChanged 10 SP:Iteration 5Q (1760.840000 sec): 3 clusters Score: Raw -84118.774849 + Penalty 3245.066092 = -80873.708756 nChanged 9 SP:Iteration 6Q (1761.030000 sec): 3 clusters Score: Raw -84129.407761 + Penalty 3245.066092 = -80884.341668 nChanged 4 SP:Iteration 7Q (1761.230000 sec): 3 clusters Score: Raw -84135.133651 + Penalty 3245.066092 = -80890.067559 nChanged 1 SP:Iteration 8Q (1761.410000 sec): 3 clusters Score: Raw -84136.420614 + Penalty 3245.066092 = -80891.354521 nChanged 0 SP:Iteration 9F (1761.600000 sec): 3 clusters Score: Raw -84136.420614 + Penalty 3245.066092 = -80891.354521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 26 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.670000 sec): 2 clusters Score: Raw -46758.982749 + Penalty 1456.285212 = -45302.697538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.860000 sec): 3 clusters Score: Raw -46843.205586 + Penalty 2912.570424 = -43930.635162 nChanged 50 SP:Iteration 1F (1762.050000 sec): 3 clusters Score: Raw -46964.486605 + Penalty 2912.570424 = -44051.916181 nChanged 5 SP:Iteration 2Q (1762.230000 sec): 3 clusters Score: Raw -46977.819636 + Penalty 2912.570424 = -44065.249213 nChanged 1 SP:Iteration 3Q (1762.410000 sec): 3 clusters Score: Raw -46983.715854 + Penalty 2912.570424 = -44071.145430 nChanged 1 SP:Iteration 4Q (1762.590000 sec): 3 clusters Score: Raw -46986.673236 + Penalty 2912.570424 = -44074.102812 nChanged 0 SP:Iteration 5F (1762.830000 sec): 3 clusters Score: Raw -46986.673236 + Penalty 2912.570424 = -44074.102812 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 27 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1762.900000 sec): 2 clusters Score: Raw -29527.953635 + Penalty 1418.637321 = -28109.316315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1763.100000 sec): 3 clusters Score: Raw -29795.158358 + Penalty 2837.274641 = -26957.883716 nChanged 52 SP:Iteration 1F (1763.310000 sec): 3 clusters Score: Raw -30048.249147 + Penalty 2837.274641 = -27210.974506 nChanged 15 SP:Iteration 2Q (1763.570000 sec): 3 clusters Score: Raw -30118.207685 + Penalty 2837.274641 = -27280.933044 nChanged 11 SP:Iteration 3Q (1763.710000 sec): 3 clusters Score: Raw -30188.800564 + Penalty 2837.274641 = -27351.525923 nChanged 8 SP:Iteration 4Q (1763.890000 sec): 3 clusters Score: Raw -30263.842922 + Penalty 2837.274641 = -27426.568281 nChanged 9 SP:Iteration 5Q (1764.080000 sec): 3 clusters Score: Raw -30456.526052 + Penalty 2837.274641 = -27619.251411 nChanged 5 SP:Iteration 6Q (1764.240000 sec): 3 clusters Score: Raw -30496.549194 + Penalty 2837.274641 = -27659.274553 nChanged 2 SP:Iteration 7Q (1764.390000 sec): 3 clusters Score: Raw -30505.818296 + Penalty 2837.274641 = -27668.543655 nChanged 0 SP:Iteration 8F (1764.620000 sec): 3 clusters Score: Raw -30505.818296 + Penalty 2837.274641 = -27668.543655 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 28 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1764.680000 sec): 2 clusters Score: Raw -63619.819815 + Penalty 1528.502071 = -62091.317744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1764.890000 sec): 3 clusters Score: Raw -63649.650980 + Penalty 3057.004143 = -60592.646837 nChanged 69 SP:Iteration 1F (1765.070000 sec): 3 clusters Score: Raw -63796.463452 + Penalty 3057.004143 = -60739.459309 nChanged 20 SP:Iteration 2Q (1765.250000 sec): 3 clusters Score: Raw -63852.194501 + Penalty 3057.004143 = -60795.190358 nChanged 5 SP:Iteration 3Q (1765.460000 sec): 3 clusters Score: Raw -63869.920256 + Penalty 3057.004143 = -60812.916114 nChanged 8 SP:Iteration 4Q (1765.620000 sec): 3 clusters Score: Raw -63885.367197 + Penalty 3057.004143 = -60828.363054 nChanged 2 SP:Iteration 5Q (1765.840000 sec): 3 clusters Score: Raw -63890.952396 + Penalty 3057.004143 = -60833.948253 nChanged 3 SP:Iteration 6Q (1766.000000 sec): 3 clusters Score: Raw -63896.821045 + Penalty 3057.004143 = -60839.816902 nChanged 3 SP:Iteration 7Q (1766.260000 sec): 3 clusters Score: Raw -63902.689392 + Penalty 3057.004143 = -60845.685249 nChanged 1 SP:Iteration 8Q (1766.440000 sec): 3 clusters Score: Raw -63907.634436 + Penalty 3057.004143 = -60850.630293 nChanged 1 SP:Iteration 9Q (1766.560000 sec): 3 clusters Score: Raw -63911.856828 + Penalty 3057.004143 = -60854.852685 nChanged 2 SP:Iteration 10Q (1766.760000 sec): 3 clusters Score: Raw -63920.012928 + Penalty 3057.004143 = -60863.008785 nChanged 1 SP:Iteration 11Q (1766.920000 sec): 3 clusters Score: Raw -63922.868815 + Penalty 3057.004143 = -60865.864672 nChanged 2 SP:Iteration 12Q (1767.100000 sec): 3 clusters Score: Raw -63930.908929 + Penalty 3057.004143 = -60873.904786 nChanged 1 SP:Iteration 13Q (1767.350000 sec): 3 clusters Score: Raw -63931.420202 + Penalty 3057.004143 = -60874.416059 nChanged 0 SP:Iteration 14F (1767.520000 sec): 3 clusters Score: Raw -63931.420202 + Penalty 3057.004143 = -60874.416059 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 29 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.570000 sec): 2 clusters Score: Raw -13157.041247 + Penalty 1210.934877 = -11946.106370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.740000 sec): 3 clusters Score: Raw -13446.790640 + Penalty 2421.869754 = -11024.920887 nChanged 12 SP:Iteration 1F (1767.960000 sec): 3 clusters Score: Raw -13527.883548 + Penalty 2421.869754 = -11106.013794 nChanged 1 SP:Iteration 2Q (1768.130000 sec): 3 clusters Score: Raw -13535.082838 + Penalty 2421.869754 = -11113.213085 nChanged 1 SP:Iteration 3Q (1768.330000 sec): 3 clusters Score: Raw -13543.588109 + Penalty 2421.869754 = -11121.718356 nChanged 0 SP:Iteration 4F (1768.510000 sec): 3 clusters Score: Raw -13543.588109 + Penalty 2421.869754 = -11121.718356 nChanged 0 Iteration 110F (1785.370000 sec): 31 clusters Score: Raw -36290920.504271 + Penalty 93008.942275 = -36197911.561997 nChanged 595 Iteration 111Q (1795.080000 sec): 31 clusters Score: Raw -36290947.567056 + Penalty 93008.942275 = -36197938.624781 nChanged 304 Iteration 112Q (1805.560000 sec): 31 clusters Score: Raw -36290958.970210 + Penalty 93008.942275 = -36197950.027936 nChanged 179 Iteration 113Q (1814.760000 sec): 31 clusters Score: Raw -36290966.895944 + Penalty 93008.942275 = -36197957.953670 nChanged 121 Iteration 114Q (1824.050000 sec): 31 clusters Score: Raw -36290975.725751 + Penalty 93008.942275 = -36197966.783477 nChanged 89 Iteration 115Q (1833.950000 sec): 31 clusters Score: Raw -36290980.641535 + Penalty 93008.942275 = -36197971.699261 nChanged 60 Iteration 116Q (1843.570000 sec): 31 clusters Score: Raw -36290983.195660 + Penalty 93008.942275 = -36197974.253386 nChanged 49 Iteration 117Q (1852.740000 sec): 31 clusters Score: Raw -36290986.037239 + Penalty 93008.942275 = -36197977.094964 nChanged 43 Iteration 118Q (1862.980000 sec): 31 clusters Score: Raw -36290987.943880 + Penalty 93008.942275 = -36197979.001606 nChanged 32 Iteration 119Q (1873.910000 sec): 31 clusters Score: Raw -36290989.546415 + Penalty 93008.942275 = -36197980.604140 nChanged 34 Iteration 120F (1891.360000 sec): 31 clusters Score: Raw -36290991.377017 + Penalty 93008.942275 = -36197982.434743 nChanged 27 Iteration 121Q (1901.310000 sec): 31 clusters Score: Raw -36290992.624162 + Penalty 93008.942275 = -36197983.681888 nChanged 17 Iteration 122Q (1913.540000 sec): 31 clusters Score: Raw -36290993.996705 + Penalty 93008.942275 = -36197985.054431 nChanged 16 Iteration 123Q (1927.350000 sec): 31 clusters Score: Raw -36290995.218897 + Penalty 93008.942275 = -36197986.276622 nChanged 18 Iteration 124Q (1938.690000 sec): 31 clusters Score: Raw -36290996.310090 + Penalty 93008.942275 = -36197987.367816 nChanged 10 Iteration 125Q (1949.620000 sec): 31 clusters Score: Raw -36290997.043741 + Penalty 93008.942275 = -36197988.101466 nChanged 10 Iteration 126Q (1959.790000 sec): 31 clusters Score: Raw -36290997.818427 + Penalty 93008.942275 = -36197988.876152 nChanged 10 Iteration 127Q (1971.250000 sec): 31 clusters Score: Raw -36290998.508010 + Penalty 93008.942275 = -36197989.565735 nChanged 15 Iteration 128Q (1982.140000 sec): 31 clusters Score: Raw -36290999.390057 + Penalty 93008.942275 = -36197990.447783 nChanged 9 Iteration 129Q (1996.140000 sec): 31 clusters Score: Raw -36291000.048329 + Penalty 93008.942275 = -36197991.106054 nChanged 13 Iteration 130Q (2008.140000 sec): 31 clusters Score: Raw -36291001.101651 + Penalty 93008.942275 = -36197992.159377 nChanged 11 Iteration 131Q (2017.350000 sec): 31 clusters Score: Raw -36291002.226163 + Penalty 93008.942275 = -36197993.283888 nChanged 14 Iteration 132Q (2025.760000 sec): 31 clusters Score: Raw -36291003.187700 + Penalty 93008.942275 = -36197994.245426 nChanged 14 Iteration 133Q (2034.980000 sec): 31 clusters Score: Raw -36291004.065369 + Penalty 93008.942275 = -36197995.123094 nChanged 8 Iteration 134Q (2044.750000 sec): 31 clusters Score: Raw -36291004.641130 + Penalty 93008.942275 = -36197995.698856 nChanged 9 Iteration 135Q (2055.640000 sec): 31 clusters Score: Raw -36291005.330595 + Penalty 93008.942275 = -36197996.388321 nChanged 10 Iteration 136Q (2065.260000 sec): 31 clusters Score: Raw -36291005.862566 + Penalty 93008.942275 = -36197996.920291 nChanged 11 Iteration 137Q (2073.770000 sec): 31 clusters Score: Raw -36291006.420993 + Penalty 93008.942275 = -36197997.478719 nChanged 12 Iteration 138Q (2083.450000 sec): 31 clusters Score: Raw -36291006.952194 + Penalty 93008.942275 = -36197998.009920 nChanged 8 Writing temp clu file Because OldScore, -36197997.478719, is greater than current (better) Score,-36197998.009920 Compute initial score before splitting: Score: Raw -36291006.952194 + Penalty 93008.942275 = -36197998.009920 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 1 (27017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.710000 sec): 2 clusters Score: Raw -3639508.878868 + Penalty 2530.646951 = -3636978.231917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2084.060000 sec): 3 clusters Score: Raw -3623442.286562 + Penalty 5061.293902 = -3618380.992660 nChanged 12032 SP:Iteration 1F (2084.370000 sec): 3 clusters Score: Raw -3630016.603326 + Penalty 5061.293902 = -3624955.309424 nChanged 1441 SP:Iteration 2F (2084.690000 sec): 3 clusters Score: Raw -3630554.250647 + Penalty 5061.293902 = -3625492.956745 nChanged 1284 SP:Iteration 3Q (2085.020000 sec): 3 clusters Score: Raw -3631074.388869 + Penalty 5061.293902 = -3626013.094967 nChanged 1271 SP:Iteration 4Q (2085.370000 sec): 3 clusters Score: Raw -3631655.086274 + Penalty 5061.293902 = -3626593.792372 nChanged 1362 SP:Iteration 5F (2085.700000 sec): 3 clusters Score: Raw -3632377.465231 + Penalty 5061.293902 = -3627316.171329 nChanged 1566 SP:Iteration 6F (2085.990000 sec): 3 clusters Score: Raw -3633358.155149 + Penalty 5061.293902 = -3628296.861247 nChanged 1749 SP:Iteration 7F (2086.310000 sec): 3 clusters Score: Raw -3634693.990872 + Penalty 5061.293902 = -3629632.696970 nChanged 1793 SP:Iteration 8F (2086.670000 sec): 3 clusters Score: Raw -3636298.621855 + Penalty 5061.293902 = -3631237.327953 nChanged 1614 SP:Iteration 9F (2086.970000 sec): 3 clusters Score: Raw -3637837.013322 + Penalty 5061.293902 = -3632775.719420 nChanged 1112 SP:Iteration 10Q (2087.240000 sec): 3 clusters Score: Raw -3638811.530402 + Penalty 5061.293902 = -3633750.236500 nChanged 701 SP:Iteration 11Q (2087.600000 sec): 3 clusters Score: Raw -3639403.364269 + Penalty 5061.293902 = -3634342.070367 nChanged 426 SP:Iteration 12Q (2087.920000 sec): 3 clusters Score: Raw -3639707.874721 + Penalty 5061.293902 = -3634646.580819 nChanged 303 SP:Iteration 13Q (2088.220000 sec): 3 clusters Score: Raw -3639896.923386 + Penalty 5061.293902 = -3634835.629484 nChanged 193 SP:Iteration 14Q (2088.510000 sec): 3 clusters Score: Raw -3639998.643296 + Penalty 5061.293902 = -3634937.349394 nChanged 147 SP:Iteration 15Q (2088.820000 sec): 3 clusters Score: Raw -3640077.692513 + Penalty 5061.293902 = -3635016.398611 nChanged 97 SP:Iteration 16Q (2089.140000 sec): 3 clusters Score: Raw -3640125.673757 + Penalty 5061.293902 = -3635064.379855 nChanged 69 SP:Iteration 17Q (2089.510000 sec): 3 clusters Score: Raw -3640156.420489 + Penalty 5061.293902 = -3635095.126587 nChanged 47 SP:Iteration 18Q (2089.820000 sec): 3 clusters Score: Raw -3640172.241259 + Penalty 5061.293902 = -3635110.947357 nChanged 25 SP:Iteration 19Q (2090.140000 sec): 3 clusters Score: Raw -3640181.637273 + Penalty 5061.293902 = -3635120.343371 nChanged 25 SP:Iteration 20F (2090.470000 sec): 3 clusters Score: Raw -3640188.657069 + Penalty 5061.293902 = -3635127.363167 nChanged 27 SP:Iteration 21Q (2090.810000 sec): 3 clusters Score: Raw -3640198.266437 + Penalty 5061.293902 = -3635136.972535 nChanged 34 SP:Iteration 22Q (2091.130000 sec): 3 clusters Score: Raw -3640210.047275 + Penalty 5061.293902 = -3635148.753373 nChanged 26 SP:Iteration 23Q (2091.450000 sec): 3 clusters Score: Raw -3640218.963387 + Penalty 5061.293902 = -3635157.669485 nChanged 24 SP:Iteration 24Q (2091.780000 sec): 3 clusters Score: Raw -3640227.817919 + Penalty 5061.293902 = -3635166.524017 nChanged 21 SP:Iteration 25Q (2092.090000 sec): 3 clusters Score: Raw -3640235.284599 + Penalty 5061.293902 = -3635173.990697 nChanged 19 SP:Iteration 26Q (2092.450000 sec): 3 clusters Score: Raw -3640241.573147 + Penalty 5061.293902 = -3635180.279245 nChanged 10 SP:Iteration 27Q (2092.740000 sec): 3 clusters Score: Raw -3640245.081461 + Penalty 5061.293902 = -3635183.787559 nChanged 9 SP:Iteration 28Q (2092.990000 sec): 3 clusters Score: Raw -3640248.378906 + Penalty 5061.293902 = -3635187.085004 nChanged 9 SP:Iteration 29Q (2093.310000 sec): 3 clusters Score: Raw -3640250.861117 + Penalty 5061.293902 = -3635189.567215 nChanged 4 SP:Iteration 30Q (2093.650000 sec): 3 clusters Score: Raw -3640251.968148 + Penalty 5061.293902 = -3635190.674246 nChanged 1 SP:Iteration 31Q (2093.950000 sec): 3 clusters Score: Raw -3640252.310512 + Penalty 5061.293902 = -3635191.016610 nChanged 0 SP:Iteration 32F (2094.240000 sec): 3 clusters Score: Raw -3640252.310512 + Penalty 5061.293902 = -3635191.016610 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2094.370000 sec): 2 clusters Score: Raw -104735.259463 + Penalty 1647.336727 = -103087.922736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2094.570000 sec): 3 clusters Score: Raw -104633.407650 + Penalty 3294.673453 = -101338.734197 nChanged 168 SP:Iteration 1F (2094.770000 sec): 3 clusters Score: Raw -104889.021133 + Penalty 3294.673453 = -101594.347679 nChanged 47 SP:Iteration 2F (2094.980000 sec): 3 clusters Score: Raw -104967.309083 + Penalty 3294.673453 = -101672.635629 nChanged 23 SP:Iteration 3Q (2095.150000 sec): 3 clusters Score: Raw -105001.622626 + Penalty 3294.673453 = -101706.949173 nChanged 10 SP:Iteration 4Q (2095.310000 sec): 3 clusters Score: Raw -105013.041920 + Penalty 3294.673453 = -101718.368467 nChanged 6 SP:Iteration 5Q (2095.490000 sec): 3 clusters Score: Raw -105023.027127 + Penalty 3294.673453 = -101728.353673 nChanged 7 SP:Iteration 6Q (2095.720000 sec): 3 clusters Score: Raw -105033.512999 + Penalty 3294.673453 = -101738.839545 nChanged 6 SP:Iteration 7Q (2095.850000 sec): 3 clusters Score: Raw -105041.190723 + Penalty 3294.673453 = -101746.517270 nChanged 1 SP:Iteration 8Q (2096.030000 sec): 3 clusters Score: Raw -105042.529586 + Penalty 3294.673453 = -101747.856133 nChanged 1 SP:Iteration 9Q (2096.260000 sec): 3 clusters Score: Raw -105045.587340 + Penalty 3294.673453 = -101750.913887 nChanged 2 SP:Iteration 10Q (2096.400000 sec): 3 clusters Score: Raw -105048.757510 + Penalty 3294.673453 = -101754.084057 nChanged 3 SP:Iteration 11Q (2096.670000 sec): 3 clusters Score: Raw -105053.449325 + Penalty 3294.673453 = -101758.775871 nChanged 0 SP:Iteration 12F (2096.820000 sec): 3 clusters Score: Raw -105053.449325 + Penalty 3294.673453 = -101758.775871 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2096.940000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.120000 sec): 3 clusters Score: Raw -71728.550412 + Penalty 3104.752406 = -68623.798006 nChanged 100 SP:Iteration 1F (2097.360000 sec): 3 clusters Score: Raw -71905.579843 + Penalty 3104.752406 = -68800.827437 nChanged 29 SP:Iteration 2F (2097.510000 sec): 3 clusters Score: Raw -71968.078162 + Penalty 3104.752406 = -68863.325755 nChanged 10 SP:Iteration 3Q (2097.710000 sec): 3 clusters Score: Raw -71989.075120 + Penalty 3104.752406 = -68884.322714 nChanged 3 SP:Iteration 4Q (2097.900000 sec): 3 clusters Score: Raw -71999.565897 + Penalty 3104.752406 = -68894.813491 nChanged 2 SP:Iteration 5Q (2098.080000 sec): 3 clusters Score: Raw -72003.857271 + Penalty 3104.752406 = -68899.104865 nChanged 0 SP:Iteration 6F (2098.280000 sec): 3 clusters Score: Raw -72003.857271 + Penalty 3104.752406 = -68899.104865 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2098.420000 sec): 2 clusters Score: Raw -38782.635459 + Penalty 1418.637321 = -37363.998138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2098.580000 sec): 3 clusters Score: Raw -38962.113255 + Penalty 2837.274641 = -36124.838613 nChanged 35 SP:Iteration 1F (2098.780000 sec): 3 clusters Score: Raw -39054.899336 + Penalty 2837.274641 = -36217.624695 nChanged 9 SP:Iteration 2Q (2098.940000 sec): 3 clusters Score: Raw -39081.454525 + Penalty 2837.274641 = -36244.179884 nChanged 6 SP:Iteration 3Q (2099.140000 sec): 3 clusters Score: Raw -39090.919539 + Penalty 2837.274641 = -36253.644898 nChanged 2 SP:Iteration 4Q (2099.300000 sec): 3 clusters Score: Raw -39095.811282 + Penalty 2837.274641 = -36258.536641 nChanged 1 SP:Iteration 5Q (2099.480000 sec): 3 clusters Score: Raw -39099.302643 + Penalty 2837.274641 = -36262.028002 nChanged 1 SP:Iteration 6Q (2099.680000 sec): 3 clusters Score: Raw -39102.541012 + Penalty 2837.274641 = -36265.266371 nChanged 0 SP:Iteration 7F (2099.870000 sec): 3 clusters Score: Raw -39102.541012 + Penalty 2837.274641 = -36265.266371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 5 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2099.960000 sec): 2 clusters Score: Raw -171049.176583 + Penalty 1765.468910 = -169283.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.120000 sec): 3 clusters Score: Raw -170689.356901 + Penalty 3530.937820 = -167158.419081 nChanged 320 SP:Iteration 1F (2100.350000 sec): 3 clusters Score: Raw -170979.973789 + Penalty 3530.937820 = -167449.035970 nChanged 86 SP:Iteration 2F (2100.500000 sec): 3 clusters Score: Raw -171080.114814 + Penalty 3530.937820 = -167549.176994 nChanged 41 SP:Iteration 3Q (2100.690000 sec): 3 clusters Score: Raw -171134.192651 + Penalty 3530.937820 = -167603.254831 nChanged 31 SP:Iteration 4Q (2100.860000 sec): 3 clusters Score: Raw -171170.922342 + Penalty 3530.937820 = -167639.984523 nChanged 24 SP:Iteration 5Q (2101.010000 sec): 3 clusters Score: Raw -171205.491802 + Penalty 3530.937820 = -167674.553983 nChanged 18 SP:Iteration 6Q (2101.160000 sec): 3 clusters Score: Raw -171232.959245 + Penalty 3530.937820 = -167702.021425 nChanged 18 SP:Iteration 7Q (2101.290000 sec): 3 clusters Score: Raw -171267.213887 + Penalty 3530.937820 = -167736.276067 nChanged 24 SP:Iteration 8Q (2101.460000 sec): 3 clusters Score: Raw -171322.705362 + Penalty 3530.937820 = -167791.767543 nChanged 38 SP:Iteration 9Q (2101.680000 sec): 3 clusters Score: Raw -171399.100929 + Penalty 3530.937820 = -167868.163109 nChanged 35 SP:Iteration 10Q (2101.820000 sec): 3 clusters Score: Raw -171497.601804 + Penalty 3530.937820 = -167966.663984 nChanged 45 SP:Iteration 11Q (2102.020000 sec): 3 clusters Score: Raw -171584.364255 + Penalty 3530.937820 = -168053.426435 nChanged 40 SP:Iteration 12Q (2102.220000 sec): 3 clusters Score: Raw -171668.502271 + Penalty 3530.937820 = -168137.564452 nChanged 46 SP:Iteration 13Q (2102.430000 sec): 3 clusters Score: Raw -171766.928029 + Penalty 3530.937820 = -168235.990209 nChanged 39 SP:Iteration 14Q (2102.620000 sec): 3 clusters Score: Raw -171861.889532 + Penalty 3530.937820 = -168330.951713 nChanged 27 SP:Iteration 15Q (2102.840000 sec): 3 clusters Score: Raw -171916.326341 + Penalty 3530.937820 = -168385.388521 nChanged 21 SP:Iteration 16Q (2103.040000 sec): 3 clusters Score: Raw -171974.740750 + Penalty 3530.937820 = -168443.802930 nChanged 19 SP:Iteration 17Q (2103.170000 sec): 3 clusters Score: Raw -172000.077896 + Penalty 3530.937820 = -168469.140076 nChanged 12 SP:Iteration 18Q (2103.280000 sec): 3 clusters Score: Raw -172025.775659 + Penalty 3530.937820 = -168494.837839 nChanged 16 SP:Iteration 19Q (2103.460000 sec): 3 clusters Score: Raw -172064.340812 + Penalty 3530.937820 = -168533.402993 nChanged 19 SP:Iteration 20F (2103.630000 sec): 3 clusters Score: Raw -172098.959693 + Penalty 3530.937820 = -168568.021873 nChanged 16 SP:Iteration 21Q (2103.790000 sec): 3 clusters Score: Raw -172139.189183 + Penalty 3530.937820 = -168608.251363 nChanged 24 SP:Iteration 22Q (2103.960000 sec): 3 clusters Score: Raw -172183.657574 + Penalty 3530.937820 = -168652.719754 nChanged 17 SP:Iteration 23Q (2104.130000 sec): 3 clusters Score: Raw -172209.202440 + Penalty 3530.937820 = -168678.264621 nChanged 10 SP:Iteration 24Q (2104.280000 sec): 3 clusters Score: Raw -172217.450208 + Penalty 3530.937820 = -168686.512388 nChanged 5 SP:Iteration 25Q (2104.430000 sec): 3 clusters Score: Raw -172221.763962 + Penalty 3530.937820 = -168690.826143 nChanged 5 SP:Iteration 26Q (2104.580000 sec): 3 clusters Score: Raw -172230.493951 + Penalty 3530.937820 = -168699.556131 nChanged 5 SP:Iteration 27Q (2104.740000 sec): 3 clusters Score: Raw -172243.688021 + Penalty 3530.937820 = -168712.750201 nChanged 8 SP:Iteration 28Q (2104.920000 sec): 3 clusters Score: Raw -172256.953019 + Penalty 3530.937820 = -168726.015199 nChanged 10 SP:Iteration 29Q (2105.070000 sec): 3 clusters Score: Raw -172273.613241 + Penalty 3530.937820 = -168742.675422 nChanged 13 SP:Iteration 30Q (2105.250000 sec): 3 clusters Score: Raw -172303.292773 + Penalty 3530.937820 = -168772.354953 nChanged 16 SP:Iteration 31Q (2105.420000 sec): 3 clusters Score: Raw -172333.913149 + Penalty 3530.937820 = -168802.975330 nChanged 17 SP:Iteration 32Q (2105.640000 sec): 3 clusters Score: Raw -172370.119710 + Penalty 3530.937820 = -168839.181890 nChanged 16 SP:Iteration 33Q (2105.780000 sec): 3 clusters Score: Raw -172401.690301 + Penalty 3530.937820 = -168870.752481 nChanged 14 SP:Iteration 34Q (2105.960000 sec): 3 clusters Score: Raw -172425.666822 + Penalty 3530.937820 = -168894.729002 nChanged 10 SP:Iteration 35Q (2106.140000 sec): 3 clusters Score: Raw -172449.075569 + Penalty 3530.937820 = -168918.137749 nChanged 11 SP:Iteration 36Q (2106.330000 sec): 3 clusters Score: Raw -172470.901906 + Penalty 3530.937820 = -168939.964086 nChanged 5 SP:Iteration 37Q (2106.500000 sec): 3 clusters Score: Raw -172477.512367 + Penalty 3530.937820 = -168946.574548 nChanged 5 SP:Iteration 38Q (2106.720000 sec): 3 clusters Score: Raw -172483.981677 + Penalty 3530.937820 = -168953.043857 nChanged 2 SP:Iteration 39Q (2106.880000 sec): 3 clusters Score: Raw -172487.703047 + Penalty 3530.937820 = -168956.765228 nChanged 1 SP:Iteration 40F (2107.090000 sec): 3 clusters Score: Raw -172489.068067 + Penalty 3530.937820 = -168958.130248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 6 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2107.180000 sec): 2 clusters Score: Raw -65651.532035 + Penalty 1535.705897 = -64115.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2107.360000 sec): 3 clusters Score: Raw -65638.799381 + Penalty 3071.411795 = -62567.387586 nChanged 69 SP:Iteration 1F (2107.510000 sec): 3 clusters Score: Raw -65784.021101 + Penalty 3071.411795 = -62712.609306 nChanged 25 SP:Iteration 2F (2107.710000 sec): 3 clusters Score: Raw -65846.282446 + Penalty 3071.411795 = -62774.870651 nChanged 6 SP:Iteration 3Q (2107.890000 sec): 3 clusters Score: Raw -65864.450072 + Penalty 3071.411795 = -62793.038277 nChanged 5 SP:Iteration 4Q (2108.100000 sec): 3 clusters Score: Raw -65875.513525 + Penalty 3071.411795 = -62804.101731 nChanged 3 SP:Iteration 5Q (2108.260000 sec): 3 clusters Score: Raw -65883.399439 + Penalty 3071.411795 = -62811.987645 nChanged 0 SP:Iteration 6F (2108.490000 sec): 3 clusters Score: Raw -65883.399439 + Penalty 3071.411795 = -62811.987645 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (5634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2108.610000 sec): 2 clusters Score: Raw -826200.545764 + Penalty 2141.870587 = -824058.675176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2108.790000 sec): 3 clusters Score: Raw -823410.400452 + Penalty 4283.741174 = -819126.659277 nChanged 2209 SP:Iteration 1F (2109.010000 sec): 3 clusters Score: Raw -824615.051991 + Penalty 4283.741174 = -820331.310816 nChanged 393 SP:Iteration 2F (2109.210000 sec): 3 clusters Score: Raw -824804.295226 + Penalty 4283.741174 = -820520.554052 nChanged 231 SP:Iteration 3Q (2109.440000 sec): 3 clusters Score: Raw -824908.284819 + Penalty 4283.741174 = -820624.543645 nChanged 159 SP:Iteration 4Q (2109.630000 sec): 3 clusters Score: Raw -824979.953616 + Penalty 4283.741174 = -820696.212441 nChanged 143 SP:Iteration 5Q (2109.850000 sec): 3 clusters Score: Raw -825035.394842 + Penalty 4283.741174 = -820751.653667 nChanged 118 SP:Iteration 6Q (2110.040000 sec): 3 clusters Score: Raw -825078.148214 + Penalty 4283.741174 = -820794.407040 nChanged 105 SP:Iteration 7Q (2110.290000 sec): 3 clusters Score: Raw -825117.412600 + Penalty 4283.741174 = -820833.671425 nChanged 79 SP:Iteration 8Q (2110.470000 sec): 3 clusters Score: Raw -825144.952610 + Penalty 4283.741174 = -820861.211436 nChanged 67 SP:Iteration 9Q (2110.590000 sec): 3 clusters Score: Raw -825167.573138 + Penalty 4283.741174 = -820883.831963 nChanged 63 SP:Iteration 10Q (2110.770000 sec): 3 clusters Score: Raw -825187.207656 + Penalty 4283.741174 = -820903.466481 nChanged 47 SP:Iteration 11Q (2111.020000 sec): 3 clusters Score: Raw -825199.539016 + Penalty 4283.741174 = -820915.797841 nChanged 42 SP:Iteration 12Q (2111.170000 sec): 3 clusters Score: Raw -825212.322663 + Penalty 4283.741174 = -820928.581488 nChanged 27 SP:Iteration 13Q (2111.380000 sec): 3 clusters Score: Raw -825220.599001 + Penalty 4283.741174 = -820936.857826 nChanged 25 SP:Iteration 14Q (2111.570000 sec): 3 clusters Score: Raw -825226.762932 + Penalty 4283.741174 = -820943.021758 nChanged 23 SP:Iteration 15Q (2111.730000 sec): 3 clusters Score: Raw -825233.705434 + Penalty 4283.741174 = -820949.964260 nChanged 21 SP:Iteration 16Q (2111.890000 sec): 3 clusters Score: Raw -825238.139184 + Penalty 4283.741174 = -820954.398010 nChanged 11 SP:Iteration 17Q (2112.090000 sec): 3 clusters Score: Raw -825240.416626 + Penalty 4283.741174 = -820956.675452 nChanged 11 SP:Iteration 18Q (2112.300000 sec): 3 clusters Score: Raw -825243.333097 + Penalty 4283.741174 = -820959.591922 nChanged 17 SP:Iteration 19Q (2112.500000 sec): 3 clusters Score: Raw -825248.053864 + Penalty 4283.741174 = -820964.312690 nChanged 15 SP:Iteration 20F (2112.670000 sec): 3 clusters Score: Raw -825251.185261 + Penalty 4283.741174 = -820967.444087 nChanged 15 SP:Iteration 21Q (2112.890000 sec): 3 clusters Score: Raw -825255.162663 + Penalty 4283.741174 = -820971.421488 nChanged 20 SP:Iteration 22Q (2113.110000 sec): 3 clusters Score: Raw -825259.672376 + Penalty 4283.741174 = -820975.931202 nChanged 13 SP:Iteration 23Q (2113.330000 sec): 3 clusters Score: Raw -825263.470765 + Penalty 4283.741174 = -820979.729590 nChanged 12 SP:Iteration 24Q (2113.540000 sec): 3 clusters Score: Raw -825266.639777 + Penalty 4283.741174 = -820982.898603 nChanged 10 SP:Iteration 25Q (2113.730000 sec): 3 clusters Score: Raw -825268.657510 + Penalty 4283.741174 = -820984.916336 nChanged 10 SP:Iteration 26Q (2113.940000 sec): 3 clusters Score: Raw -825270.934840 + Penalty 4283.741174 = -820987.193665 nChanged 11 SP:Iteration 27Q (2114.150000 sec): 3 clusters Score: Raw -825273.234796 + Penalty 4283.741174 = -820989.493621 nChanged 8 SP:Iteration 28Q (2114.370000 sec): 3 clusters Score: Raw -825275.420142 + Penalty 4283.741174 = -820991.678968 nChanged 12 SP:Iteration 29Q (2114.600000 sec): 3 clusters Score: Raw -825278.440289 + Penalty 4283.741174 = -820994.699115 nChanged 10 SP:Iteration 30Q (2114.830000 sec): 3 clusters Score: Raw -825280.811279 + Penalty 4283.741174 = -820997.070104 nChanged 11 SP:Iteration 31Q (2115.040000 sec): 3 clusters Score: Raw -825283.093001 + Penalty 4283.741174 = -820999.351827 nChanged 6 SP:Iteration 32Q (2115.300000 sec): 3 clusters Score: Raw -825284.593285 + Penalty 4283.741174 = -821000.852110 nChanged 3 SP:Iteration 33Q (2115.530000 sec): 3 clusters Score: Raw -825285.446782 + Penalty 4283.741174 = -821001.705607 nChanged 5 SP:Iteration 34Q (2115.760000 sec): 3 clusters Score: Raw -825286.317565 + Penalty 4283.741174 = -821002.576390 nChanged 6 SP:Iteration 35Q (2116.000000 sec): 3 clusters Score: Raw -825287.440602 + Penalty 4283.741174 = -821003.699427 nChanged 3 SP:Iteration 36Q (2116.250000 sec): 3 clusters Score: Raw -825287.865484 + Penalty 4283.741174 = -821004.124310 nChanged 1 SP:Iteration 37Q (2116.480000 sec): 3 clusters Score: Raw -825288.008476 + Penalty 4283.741174 = -821004.267302 nChanged 1 SP:Iteration 38Q (2116.650000 sec): 3 clusters Score: Raw -825288.157733 + Penalty 4283.741174 = -821004.416559 nChanged 0 SP:Iteration 39F (2116.880000 sec): 3 clusters Score: Raw -825288.157733 + Penalty 4283.741174 = -821004.416559 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2116.980000 sec): 2 clusters Score: Raw -44691.429196 + Penalty 1463.853067 = -43227.576129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.190000 sec): 3 clusters Score: Raw -44766.910399 + Penalty 2927.706133 = -41839.204266 nChanged 51 SP:Iteration 1F (2117.370000 sec): 3 clusters Score: Raw -44919.738991 + Penalty 2927.706133 = -41992.032858 nChanged 13 SP:Iteration 2Q (2117.530000 sec): 3 clusters Score: Raw -44954.913545 + Penalty 2927.706133 = -42027.207412 nChanged 7 SP:Iteration 3Q (2117.680000 sec): 3 clusters Score: Raw -44972.769848 + Penalty 2927.706133 = -42045.063714 nChanged 4 SP:Iteration 4Q (2117.830000 sec): 3 clusters Score: Raw -44982.380640 + Penalty 2927.706133 = -42054.674506 nChanged 2 SP:Iteration 5Q (2118.020000 sec): 3 clusters Score: Raw -44990.975782 + Penalty 2927.706133 = -42063.269649 nChanged 4 SP:Iteration 6Q (2118.210000 sec): 3 clusters Score: Raw -45008.634938 + Penalty 2927.706133 = -42080.928804 nChanged 3 SP:Iteration 7Q (2118.370000 sec): 3 clusters Score: Raw -45019.377131 + Penalty 2927.706133 = -42091.670997 nChanged 1 SP:Iteration 8Q (2118.560000 sec): 3 clusters Score: Raw -45024.099467 + Penalty 2927.706133 = -42096.393334 nChanged 1 SP:Iteration 9Q (2118.750000 sec): 3 clusters Score: Raw -45031.437368 + Penalty 2927.706133 = -42103.731235 nChanged 2 SP:Iteration 10Q (2119.000000 sec): 3 clusters Score: Raw -45039.612044 + Penalty 2927.706133 = -42111.905910 nChanged 1 SP:Iteration 11Q (2119.180000 sec): 3 clusters Score: Raw -45047.835878 + Penalty 2927.706133 = -42120.129745 nChanged 0 SP:Iteration 12F (2119.340000 sec): 3 clusters Score: Raw -45047.835878 + Penalty 2927.706133 = -42120.129745 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 9 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.470000 sec): 2 clusters Score: Raw -17151.771857 + Penalty 1212.806584 = -15938.965273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.660000 sec): 3 clusters Score: Raw -17414.929449 + Penalty 2425.613168 = -14989.316282 nChanged 4 SP:Iteration 1Q (2119.880000 sec): 3 clusters Score: Raw -17442.942095 + Penalty 2425.613168 = -15017.328928 nChanged 0 SP:Iteration 2F (2120.080000 sec): 3 clusters Score: Raw -17442.942095 + Penalty 2425.613168 = -15017.328928 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2120.200000 sec): 2 clusters Score: Raw -205070.158720 + Penalty 1827.348242 = -203242.810477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.380000 sec): 3 clusters Score: Raw -204576.339954 + Penalty 3654.696484 = -200921.643469 nChanged 510 SP:Iteration 1F (2120.570000 sec): 3 clusters Score: Raw -204969.768583 + Penalty 3654.696484 = -201315.072098 nChanged 123 SP:Iteration 2F (2120.780000 sec): 3 clusters Score: Raw -205105.972241 + Penalty 3654.696484 = -201451.275756 nChanged 62 SP:Iteration 3Q (2120.950000 sec): 3 clusters Score: Raw -205200.913023 + Penalty 3654.696484 = -201546.216539 nChanged 49 SP:Iteration 4Q (2121.160000 sec): 3 clusters Score: Raw -205277.309425 + Penalty 3654.696484 = -201622.612940 nChanged 50 SP:Iteration 5Q (2121.340000 sec): 3 clusters Score: Raw -205347.344826 + Penalty 3654.696484 = -201692.648341 nChanged 40 SP:Iteration 6Q (2121.530000 sec): 3 clusters Score: Raw -205371.829297 + Penalty 3654.696484 = -201717.132813 nChanged 21 SP:Iteration 7Q (2121.730000 sec): 3 clusters Score: Raw -205384.637556 + Penalty 3654.696484 = -201729.941071 nChanged 13 SP:Iteration 8Q (2121.920000 sec): 3 clusters Score: Raw -205392.510667 + Penalty 3654.696484 = -201737.814183 nChanged 10 SP:Iteration 9Q (2122.130000 sec): 3 clusters Score: Raw -205396.871888 + Penalty 3654.696484 = -201742.175404 nChanged 3 SP:Iteration 10Q (2122.360000 sec): 3 clusters Score: Raw -205397.822674 + Penalty 3654.696484 = -201743.126189 nChanged 2 SP:Iteration 11Q (2122.530000 sec): 3 clusters Score: Raw -205398.809864 + Penalty 3654.696484 = -201744.113380 nChanged 1 SP:Iteration 12Q (2122.720000 sec): 3 clusters Score: Raw -205399.903678 + Penalty 3654.696484 = -201745.207193 nChanged 3 SP:Iteration 13Q (2122.890000 sec): 3 clusters Score: Raw -205402.168989 + Penalty 3654.696484 = -201747.472505 nChanged 4 SP:Iteration 14Q (2123.130000 sec): 3 clusters Score: Raw -205404.948667 + Penalty 3654.696484 = -201750.252183 nChanged 7 SP:Iteration 15Q (2123.330000 sec): 3 clusters Score: Raw -205408.162123 + Penalty 3654.696484 = -201753.465639 nChanged 4 SP:Iteration 16Q (2123.490000 sec): 3 clusters Score: Raw -205410.532894 + Penalty 3654.696484 = -201755.836410 nChanged 3 SP:Iteration 17Q (2123.680000 sec): 3 clusters Score: Raw -205412.126315 + Penalty 3654.696484 = -201757.429830 nChanged 2 SP:Iteration 18Q (2123.860000 sec): 3 clusters Score: Raw -205413.157576 + Penalty 3654.696484 = -201758.461092 nChanged 1 SP:Iteration 19Q (2124.040000 sec): 3 clusters Score: Raw -205413.480290 + Penalty 3654.696484 = -201758.783805 nChanged 0 SP:Iteration 20F (2124.240000 sec): 3 clusters Score: Raw -205413.480290 + Penalty 3654.696484 = -201758.783805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 11 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.400000 sec): 2 clusters Score: Raw -67774.363633 + Penalty 1550.949545 = -66223.414088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.580000 sec): 3 clusters Score: Raw -67795.445460 + Penalty 3101.899091 = -64693.546370 nChanged 96 SP:Iteration 1F (2124.790000 sec): 3 clusters Score: Raw -67970.769521 + Penalty 3101.899091 = -64868.870431 nChanged 34 SP:Iteration 2F (2124.920000 sec): 3 clusters Score: Raw -68043.846077 + Penalty 3101.899091 = -64941.946986 nChanged 7 SP:Iteration 3Q (2125.090000 sec): 3 clusters Score: Raw -68061.891224 + Penalty 3101.899091 = -64959.992134 nChanged 2 SP:Iteration 4Q (2125.310000 sec): 3 clusters Score: Raw -68067.164385 + Penalty 3101.899091 = -64965.265294 nChanged 3 SP:Iteration 5Q (2125.480000 sec): 3 clusters Score: Raw -68070.954208 + Penalty 3101.899091 = -64969.055117 nChanged 2 SP:Iteration 6Q (2125.620000 sec): 3 clusters Score: Raw -68076.658322 + Penalty 3101.899091 = -64974.759232 nChanged 0 SP:Iteration 7F (2125.810000 sec): 3 clusters Score: Raw -68076.658322 + Penalty 3101.899091 = -64974.759232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 12 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.900000 sec): 2 clusters Score: Raw -19115.232039 + Penalty 1264.766874 = -17850.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.060000 sec): 3 clusters Score: Raw -19349.665955 + Penalty 2529.533748 = -16820.132207 nChanged 2 SP:Iteration 1Q (2126.260000 sec): 3 clusters Score: Raw -19362.490735 + Penalty 2529.533748 = -16832.956987 nChanged 1 SP:Iteration 2Q (2126.460000 sec): 3 clusters Score: Raw -19367.284872 + Penalty 2529.533748 = -16837.751124 nChanged 0 SP:Iteration 3F (2126.640000 sec): 3 clusters Score: Raw -19367.284872 + Penalty 2529.533748 = -16837.751124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 13 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.740000 sec): 2 clusters Score: Raw -22248.800956 + Penalty 1276.578630 = -20972.222326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.890000 sec): 3 clusters Score: Raw -22451.441802 + Penalty 2553.157260 = -19898.284542 nChanged 5 SP:Iteration 1Q (2127.070000 sec): 3 clusters Score: Raw -22491.817936 + Penalty 2553.157260 = -19938.660676 nChanged 1 SP:Iteration 2Q (2127.260000 sec): 3 clusters Score: Raw -22503.211390 + Penalty 2553.157260 = -19950.054129 nChanged 0 SP:Iteration 3F (2127.440000 sec): 3 clusters Score: Raw -22503.211390 + Penalty 2553.157260 = -19950.054129 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 14 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.540000 sec): 2 clusters Score: Raw -38381.720963 + Penalty 1425.849461 = -36955.871503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2127.750000 sec): 3 clusters Score: Raw -38513.862445 + Penalty 2851.698921 = -35662.163524 nChanged 43 SP:Iteration 1F (2127.920000 sec): 3 clusters Score: Raw -38676.885461 + Penalty 2851.698921 = -35825.186540 nChanged 16 SP:Iteration 2F (2128.110000 sec): 3 clusters Score: Raw -38775.882358 + Penalty 2851.698921 = -35924.183437 nChanged 8 SP:Iteration 3Q (2128.310000 sec): 3 clusters Score: Raw -38841.382724 + Penalty 2851.698921 = -35989.683803 nChanged 3 SP:Iteration 4Q (2128.510000 sec): 3 clusters Score: Raw -38857.483689 + Penalty 2851.698921 = -36005.784768 nChanged 3 SP:Iteration 5Q (2128.710000 sec): 3 clusters Score: Raw -38862.666913 + Penalty 2851.698921 = -36010.967992 nChanged 0 SP:Iteration 6F (2128.910000 sec): 3 clusters Score: Raw -38862.666913 + Penalty 2851.698921 = -36010.967992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 15 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.040000 sec): 2 clusters Score: Raw -73553.514702 + Penalty 1564.859733 = -71988.654969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.180000 sec): 3 clusters Score: Raw -73508.275267 + Penalty 3129.719466 = -70378.555801 nChanged 102 SP:Iteration 1F (2129.380000 sec): 3 clusters Score: Raw -73682.374970 + Penalty 3129.719466 = -70552.655504 nChanged 28 SP:Iteration 2F (2129.580000 sec): 3 clusters Score: Raw -73741.071899 + Penalty 3129.719466 = -70611.352433 nChanged 14 SP:Iteration 3Q (2129.780000 sec): 3 clusters Score: Raw -73770.366534 + Penalty 3129.719466 = -70640.647068 nChanged 6 SP:Iteration 4Q (2129.960000 sec): 3 clusters Score: Raw -73782.188084 + Penalty 3129.719466 = -70652.468618 nChanged 1 SP:Iteration 5Q (2130.140000 sec): 3 clusters Score: Raw -73787.387906 + Penalty 3129.719466 = -70657.668440 nChanged 3 SP:Iteration 6Q (2130.330000 sec): 3 clusters Score: Raw -73796.485188 + Penalty 3129.719466 = -70666.765722 nChanged 2 SP:Iteration 7Q (2130.570000 sec): 3 clusters Score: Raw -73799.607360 + Penalty 3129.719466 = -70669.887894 nChanged 1 SP:Iteration 8Q (2130.750000 sec): 3 clusters Score: Raw -73801.686504 + Penalty 3129.719466 = -70671.967038 nChanged 1 SP:Iteration 9Q (2131.000000 sec): 3 clusters Score: Raw -73804.551007 + Penalty 3129.719466 = -70674.831541 nChanged 0 SP:Iteration 10F (2131.180000 sec): 3 clusters Score: Raw -73804.551007 + Penalty 3129.719466 = -70674.831541 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 16 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.270000 sec): 2 clusters Score: Raw -25260.286328 + Penalty 1326.082668 = -23934.203660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.450000 sec): 3 clusters Score: Raw -25557.276907 + Penalty 2652.165335 = -22905.111572 nChanged 21 SP:Iteration 1F (2131.660000 sec): 3 clusters Score: Raw -25648.633850 + Penalty 2652.165335 = -22996.468514 nChanged 9 SP:Iteration 2Q (2131.850000 sec): 3 clusters Score: Raw -25736.732123 + Penalty 2652.165335 = -23084.566788 nChanged 4 SP:Iteration 3Q (2132.020000 sec): 3 clusters Score: Raw -25755.556828 + Penalty 2652.165335 = -23103.391493 nChanged 2 SP:Iteration 4Q (2132.220000 sec): 3 clusters Score: Raw -25767.246933 + Penalty 2652.165335 = -23115.081598 nChanged 0 SP:Iteration 5F (2132.430000 sec): 3 clusters Score: Raw -25767.246933 + Penalty 2652.165335 = -23115.081598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.480000 sec): 2 clusters Score: Raw -40433.117689 + Penalty 1432.857776 = -39000.259913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.700000 sec): 3 clusters Score: Raw -40567.133846 + Penalty 2865.715552 = -37701.418294 nChanged 35 SP:Iteration 1F (2132.880000 sec): 3 clusters Score: Raw -40672.484229 + Penalty 2865.715552 = -37806.768677 nChanged 7 SP:Iteration 2Q (2133.070000 sec): 3 clusters Score: Raw -40699.642144 + Penalty 2865.715552 = -37833.926592 nChanged 4 SP:Iteration 3Q (2133.280000 sec): 3 clusters Score: Raw -40714.536387 + Penalty 2865.715552 = -37848.820835 nChanged 0 SP:Iteration 4F (2133.460000 sec): 3 clusters Score: Raw -40714.536387 + Penalty 2865.715552 = -37848.820835 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 18 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2133.590000 sec): 2 clusters Score: Raw -34307.242505 + Penalty 1363.297720 = -32943.944785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2133.750000 sec): 3 clusters Score: Raw -34454.797904 + Penalty 2726.595440 = -31728.202464 nChanged 13 SP:Iteration 1F (2133.940000 sec): 3 clusters Score: Raw -34502.827141 + Penalty 2726.595440 = -31776.231701 nChanged 3 SP:Iteration 2Q (2134.160000 sec): 3 clusters Score: Raw -34514.683224 + Penalty 2726.595440 = -31788.087784 nChanged 2 SP:Iteration 3Q (2134.340000 sec): 3 clusters Score: Raw -34527.906551 + Penalty 2726.595440 = -31801.311111 nChanged 2 SP:Iteration 4Q (2134.500000 sec): 3 clusters Score: Raw -34544.011542 + Penalty 2726.595440 = -31817.416102 nChanged 2 SP:Iteration 5Q (2134.670000 sec): 3 clusters Score: Raw -34553.500114 + Penalty 2726.595440 = -31826.904674 nChanged 0 SP:Iteration 6F (2134.890000 sec): 3 clusters Score: Raw -34553.500114 + Penalty 2726.595440 = -31826.904674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 19 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2134.990000 sec): 2 clusters Score: Raw -12032.183865 + Penalty 1126.737106 = -10905.446759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.140000 sec): 3 clusters Score: Raw -12453.060928 + Penalty 2253.474212 = -10199.586716 nChanged 1 SP:Iteration 1Q (2135.320000 sec): 3 clusters Score: Raw -12464.623642 + Penalty 2253.474212 = -10211.149430 nChanged 0 SP:Iteration 2F (2135.510000 sec): 3 clusters Score: Raw -12464.623642 + Penalty 2253.474212 = -10211.149430 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 20 (23431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.730000 sec): 2 clusters Score: Raw -3164527.835187 + Penalty 2495.330172 = -3162032.505015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.070000 sec): 3 clusters Score: Raw -3150582.438940 + Penalty 4990.660345 = -3145591.778596 nChanged 10429 SP:Iteration 1F (2136.460000 sec): 3 clusters Score: Raw -3156224.647505 + Penalty 4990.660345 = -3151233.987161 nChanged 1152 SP:Iteration 2Q (2136.820000 sec): 3 clusters Score: Raw -3156632.240463 + Penalty 4990.660345 = -3151641.580119 nChanged 1043 SP:Iteration 3Q (2137.130000 sec): 3 clusters Score: Raw -3157072.371094 + Penalty 4990.660345 = -3152081.710750 nChanged 1080 SP:Iteration 4Q (2137.470000 sec): 3 clusters Score: Raw -3157621.762477 + Penalty 4990.660345 = -3152631.102133 nChanged 1214 SP:Iteration 5F (2137.820000 sec): 3 clusters Score: Raw -3158276.303481 + Penalty 4990.660345 = -3153285.643136 nChanged 1379 SP:Iteration 6F (2138.160000 sec): 3 clusters Score: Raw -3159108.027885 + Penalty 4990.660345 = -3154117.367541 nChanged 1485 SP:Iteration 7F (2138.470000 sec): 3 clusters Score: Raw -3160068.614874 + Penalty 4990.660345 = -3155077.954529 nChanged 1503 SP:Iteration 8F (2138.810000 sec): 3 clusters Score: Raw -3161115.249955 + Penalty 4990.660345 = -3156124.589610 nChanged 1346 SP:Iteration 9F (2139.120000 sec): 3 clusters Score: Raw -3162023.800826 + Penalty 4990.660345 = -3157033.140481 nChanged 1033 SP:Iteration 10Q (2139.460000 sec): 3 clusters Score: Raw -3162670.965176 + Penalty 4990.660345 = -3157680.304831 nChanged 692 SP:Iteration 11Q (2139.800000 sec): 3 clusters Score: Raw -3163004.013097 + Penalty 4990.660345 = -3158013.352752 nChanged 428 SP:Iteration 12Q (2140.080000 sec): 3 clusters Score: Raw -3163163.559615 + Penalty 4990.660345 = -3158172.899271 nChanged 333 SP:Iteration 13Q (2140.460000 sec): 3 clusters Score: Raw -3163278.858742 + Penalty 4990.660345 = -3158288.198397 nChanged 275 SP:Iteration 14Q (2140.730000 sec): 3 clusters Score: Raw -3163382.709872 + Penalty 4990.660345 = -3158392.049527 nChanged 276 SP:Iteration 15Q (2141.090000 sec): 3 clusters Score: Raw -3163499.727694 + Penalty 4990.660345 = -3158509.067349 nChanged 257 SP:Iteration 16Q (2141.450000 sec): 3 clusters Score: Raw -3163615.253015 + Penalty 4990.660345 = -3158624.592671 nChanged 271 SP:Iteration 17Q (2141.760000 sec): 3 clusters Score: Raw -3163764.969691 + Penalty 4990.660345 = -3158774.309347 nChanged 284 SP:Iteration 18Q (2142.060000 sec): 3 clusters Score: Raw -3163992.532472 + Penalty 4990.660345 = -3159001.872127 nChanged 281 SP:Iteration 19Q (2142.430000 sec): 3 clusters Score: Raw -3164340.698186 + Penalty 4990.660345 = -3159350.037841 nChanged 279 SP:Iteration 20F (2142.780000 sec): 3 clusters Score: Raw -3164770.554255 + Penalty 4990.660345 = -3159779.893911 nChanged 226 SP:Iteration 21Q (2143.150000 sec): 3 clusters Score: Raw -3165044.576929 + Penalty 4990.660345 = -3160053.916584 nChanged 177 SP:Iteration 22Q (2143.440000 sec): 3 clusters Score: Raw -3165200.521011 + Penalty 4990.660345 = -3160209.860666 nChanged 143 SP:Iteration 23Q (2143.840000 sec): 3 clusters Score: Raw -3165290.302834 + Penalty 4990.660345 = -3160299.642489 nChanged 96 SP:Iteration 24Q (2144.190000 sec): 3 clusters Score: Raw -3165338.686886 + Penalty 4990.660345 = -3160348.026541 nChanged 85 SP:Iteration 25Q (2144.500000 sec): 3 clusters Score: Raw -3165372.535159 + Penalty 4990.660345 = -3160381.874815 nChanged 74 SP:Iteration 26Q (2144.810000 sec): 3 clusters Score: Raw -3165400.003956 + Penalty 4990.660345 = -3160409.343611 nChanged 44 SP:Iteration 27Q (2145.110000 sec): 3 clusters Score: Raw -3165414.076249 + Penalty 4990.660345 = -3160423.415904 nChanged 30 SP:Iteration 28Q (2145.450000 sec): 3 clusters Score: Raw -3165422.254033 + Penalty 4990.660345 = -3160431.593688 nChanged 23 SP:Iteration 29Q (2145.750000 sec): 3 clusters Score: Raw -3165428.284084 + Penalty 4990.660345 = -3160437.623739 nChanged 23 SP:Iteration 30Q (2146.100000 sec): 3 clusters Score: Raw -3165434.733922 + Penalty 4990.660345 = -3160444.073577 nChanged 27 SP:Iteration 31Q (2146.370000 sec): 3 clusters Score: Raw -3165441.839393 + Penalty 4990.660345 = -3160451.179048 nChanged 25 SP:Iteration 32Q (2146.710000 sec): 3 clusters Score: Raw -3165446.916532 + Penalty 4990.660345 = -3160456.256187 nChanged 21 SP:Iteration 33Q (2147.030000 sec): 3 clusters Score: Raw -3165452.435474 + Penalty 4990.660345 = -3160461.775129 nChanged 19 SP:Iteration 34Q (2147.350000 sec): 3 clusters Score: Raw -3165456.778472 + Penalty 4990.660345 = -3160466.118128 nChanged 16 SP:Iteration 35Q (2147.650000 sec): 3 clusters Score: Raw -3165461.494097 + Penalty 4990.660345 = -3160470.833752 nChanged 18 SP:Iteration 36Q (2147.980000 sec): 3 clusters Score: Raw -3165466.405125 + Penalty 4990.660345 = -3160475.744780 nChanged 14 SP:Iteration 37Q (2148.280000 sec): 3 clusters Score: Raw -3165469.869912 + Penalty 4990.660345 = -3160479.209568 nChanged 13 SP:Iteration 38Q (2148.610000 sec): 3 clusters Score: Raw -3165473.250495 + Penalty 4990.660345 = -3160482.590151 nChanged 12 SP:Iteration 39Q (2148.920000 sec): 3 clusters Score: Raw -3165476.239123 + Penalty 4990.660345 = -3160485.578778 nChanged 10 SP:Iteration 40F (2149.230000 sec): 3 clusters Score: Raw -3165479.129534 + Penalty 4990.660345 = -3160488.469189 nChanged 11 SP:Iteration 41Q (2149.520000 sec): 3 clusters Score: Raw -3165482.503169 + Penalty 4990.660345 = -3160491.842825 nChanged 9 SP:Iteration 42Q (2149.840000 sec): 3 clusters Score: Raw -3165484.713175 + Penalty 4990.660345 = -3160494.052831 nChanged 5 SP:Iteration 43Q (2150.130000 sec): 3 clusters Score: Raw -3165485.598893 + Penalty 4990.660345 = -3160494.938549 nChanged 4 SP:Iteration 44Q (2150.520000 sec): 3 clusters Score: Raw -3165487.160175 + Penalty 4990.660345 = -3160496.499830 nChanged 2 SP:Iteration 45Q (2150.850000 sec): 3 clusters Score: Raw -3165487.398689 + Penalty 4990.660345 = -3160496.738344 nChanged 4 SP:Iteration 46Q (2151.160000 sec): 3 clusters Score: Raw -3165488.015519 + Penalty 4990.660345 = -3160497.355174 nChanged 2 SP:Iteration 47Q (2151.560000 sec): 3 clusters Score: Raw -3165488.245531 + Penalty 4990.660345 = -3160497.585186 nChanged 2 SP:Iteration 48Q (2151.830000 sec): 3 clusters Score: Raw -3165488.897762 + Penalty 4990.660345 = -3160498.237417 nChanged 2 SP:Iteration 49Q (2152.080000 sec): 3 clusters Score: Raw -3165489.472732 + Penalty 4990.660345 = -3160498.812387 nChanged 3 SP:Iteration 50Q (2152.330000 sec): 3 clusters Score: Raw -3165489.948621 + Penalty 4990.660345 = -3160499.288276 nChanged 2 SP:Iteration 51Q (2152.650000 sec): 3 clusters Score: Raw -3165490.230558 + Penalty 4990.660345 = -3160499.570214 nChanged 0 SP:Iteration 52F (2152.970000 sec): 3 clusters Score: Raw -3165490.230558 + Penalty 4990.660345 = -3160499.570214 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 21 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.100000 sec): 2 clusters Score: Raw -54372.482878 + Penalty 1520.004452 = -52852.478426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.260000 sec): 3 clusters Score: Raw -54553.322260 + Penalty 3040.008904 = -51513.313356 nChanged 76 SP:Iteration 1F (2153.440000 sec): 3 clusters Score: Raw -54819.786264 + Penalty 3040.008904 = -51779.777359 nChanged 31 SP:Iteration 2F (2153.570000 sec): 3 clusters Score: Raw -54966.286427 + Penalty 3040.008904 = -51926.277523 nChanged 14 SP:Iteration 3Q (2153.810000 sec): 3 clusters Score: Raw -55035.074871 + Penalty 3040.008904 = -51995.065966 nChanged 10 SP:Iteration 4Q (2153.940000 sec): 3 clusters Score: Raw -55084.944363 + Penalty 3040.008904 = -52044.935458 nChanged 10 SP:Iteration 5Q (2154.110000 sec): 3 clusters Score: Raw -55107.871520 + Penalty 3040.008904 = -52067.862616 nChanged 7 SP:Iteration 6Q (2154.320000 sec): 3 clusters Score: Raw -55130.252624 + Penalty 3040.008904 = -52090.243720 nChanged 6 SP:Iteration 7Q (2154.510000 sec): 3 clusters Score: Raw -55148.186698 + Penalty 3040.008904 = -52108.177794 nChanged 2 SP:Iteration 8Q (2154.690000 sec): 3 clusters Score: Raw -55152.509510 + Penalty 3040.008904 = -52112.500606 nChanged 1 SP:Iteration 9Q (2154.910000 sec): 3 clusters Score: Raw -55154.876969 + Penalty 3040.008904 = -52114.868065 nChanged 3 SP:Iteration 10Q (2155.150000 sec): 3 clusters Score: Raw -55159.961201 + Penalty 3040.008904 = -52119.952297 nChanged 3 SP:Iteration 11Q (2155.340000 sec): 3 clusters Score: Raw -55166.309794 + Penalty 3040.008904 = -52126.300890 nChanged 3 SP:Iteration 12Q (2155.480000 sec): 3 clusters Score: Raw -55173.966100 + Penalty 3040.008904 = -52133.957196 nChanged 2 SP:Iteration 13Q (2155.670000 sec): 3 clusters Score: Raw -55179.808751 + Penalty 3040.008904 = -52139.799847 nChanged 1 SP:Iteration 14Q (2155.860000 sec): 3 clusters Score: Raw -55182.007799 + Penalty 3040.008904 = -52141.998895 nChanged 1 SP:Iteration 15Q (2156.080000 sec): 3 clusters Score: Raw -55188.474676 + Penalty 3040.008904 = -52148.465772 nChanged 1 SP:Iteration 16Q (2156.290000 sec): 3 clusters Score: Raw -55192.168148 + Penalty 3040.008904 = -52152.159244 nChanged 4 SP:Iteration 17Q (2156.470000 sec): 3 clusters Score: Raw -55207.854805 + Penalty 3040.008904 = -52167.845901 nChanged 4 SP:Iteration 18Q (2156.620000 sec): 3 clusters Score: Raw -55232.876609 + Penalty 3040.008904 = -52192.867705 nChanged 8 SP:Iteration 19Q (2156.800000 sec): 3 clusters Score: Raw -55283.683955 + Penalty 3040.008904 = -52243.675051 nChanged 6 SP:Iteration 20F (2156.970000 sec): 3 clusters Score: Raw -55306.297632 + Penalty 3040.008904 = -52266.288727 nChanged 3 SP:Iteration 21Q (2157.160000 sec): 3 clusters Score: Raw -55321.386202 + Penalty 3040.008904 = -52281.377298 nChanged 1 SP:Iteration 22Q (2157.330000 sec): 3 clusters Score: Raw -55325.632185 + Penalty 3040.008904 = -52285.623280 nChanged 2 SP:Iteration 23Q (2157.480000 sec): 3 clusters Score: Raw -55329.563874 + Penalty 3040.008904 = -52289.554970 nChanged 1 SP:Iteration 24Q (2157.660000 sec): 3 clusters Score: Raw -55335.217238 + Penalty 3040.008904 = -52295.208334 nChanged 1 SP:Iteration 25Q (2157.790000 sec): 3 clusters Score: Raw -55339.871824 + Penalty 3040.008904 = -52299.862920 nChanged 1 SP:Iteration 26Q (2157.920000 sec): 3 clusters Score: Raw -55345.713567 + Penalty 3040.008904 = -52305.704663 nChanged 1 SP:Iteration 27Q (2158.050000 sec): 3 clusters Score: Raw -55347.561183 + Penalty 3040.008904 = -52307.552279 nChanged 1 SP:Iteration 28Q (2158.170000 sec): 3 clusters Score: Raw -55349.936546 + Penalty 3040.008904 = -52309.927642 nChanged 1 SP:Iteration 29Q (2158.310000 sec): 3 clusters Score: Raw -55352.791901 + Penalty 3040.008904 = -52312.782997 nChanged 0 SP:Iteration 30F (2158.430000 sec): 3 clusters Score: Raw -55352.791901 + Penalty 3040.008904 = -52312.782997 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 22 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.490000 sec): 2 clusters Score: Raw -16494.586389 + Penalty 1193.421720 = -15301.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.620000 sec): 3 clusters Score: Raw -16855.234142 + Penalty 2386.843440 = -14468.390702 nChanged 1 SP:Iteration 1Q (2158.750000 sec): 3 clusters Score: Raw -16857.576251 + Penalty 2386.843440 = -14470.732811 nChanged 0 SP:Iteration 2F (2158.880000 sec): 3 clusters Score: Raw -16857.576251 + Penalty 2386.843440 = -14470.732811 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 23 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.940000 sec): 2 clusters Score: Raw -14051.690255 + Penalty 1158.861551 = -12892.828704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2159.070000 sec): 3 clusters Score: Raw -14340.931643 + Penalty 2317.723102 = -12023.208542 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 24 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2159.130000 sec): 2 clusters Score: Raw -26463.731961 + Penalty 1359.198453 = -25104.533508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2159.260000 sec): 3 clusters Score: Raw -26729.135472 + Penalty 2718.396906 = -24010.738566 nChanged 28 SP:Iteration 1F (2159.390000 sec): 3 clusters Score: Raw -26927.006614 + Penalty 2718.396906 = -24208.609708 nChanged 11 SP:Iteration 2Q (2159.550000 sec): 3 clusters Score: Raw -27062.784773 + Penalty 2718.396906 = -24344.387867 nChanged 1 SP:Iteration 3Q (2159.750000 sec): 3 clusters Score: Raw -27069.390926 + Penalty 2718.396906 = -24350.994020 nChanged 0 SP:Iteration 4F (2159.950000 sec): 3 clusters Score: Raw -27069.390926 + Penalty 2718.396906 = -24350.994020 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 25 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.040000 sec): 2 clusters Score: Raw -84461.077519 + Penalty 1625.375484 = -82835.702035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.230000 sec): 3 clusters Score: Raw -84508.903321 + Penalty 3250.750968 = -81258.152352 nChanged 180 SP:Iteration 1F (2160.430000 sec): 3 clusters Score: Raw -84845.112580 + Penalty 3250.750968 = -81594.361612 nChanged 47 SP:Iteration 2F (2160.560000 sec): 3 clusters Score: Raw -84946.134354 + Penalty 3250.750968 = -81695.383385 nChanged 19 SP:Iteration 3Q (2160.710000 sec): 3 clusters Score: Raw -84989.517445 + Penalty 3250.750968 = -81738.766477 nChanged 10 SP:Iteration 4Q (2160.890000 sec): 3 clusters Score: Raw -85023.916902 + Penalty 3250.750968 = -81773.165934 nChanged 11 SP:Iteration 5Q (2161.100000 sec): 3 clusters Score: Raw -85056.695473 + Penalty 3250.750968 = -81805.944505 nChanged 10 SP:Iteration 6Q (2161.300000 sec): 3 clusters Score: Raw -85113.648423 + Penalty 3250.750968 = -81862.897455 nChanged 15 SP:Iteration 7Q (2161.550000 sec): 3 clusters Score: Raw -85177.504771 + Penalty 3250.750968 = -81926.753802 nChanged 27 SP:Iteration 8Q (2161.730000 sec): 3 clusters Score: Raw -85265.406961 + Penalty 3250.750968 = -82014.655992 nChanged 25 SP:Iteration 9Q (2161.930000 sec): 3 clusters Score: Raw -85348.863230 + Penalty 3250.750968 = -82098.112261 nChanged 17 SP:Iteration 10Q (2162.080000 sec): 3 clusters Score: Raw -85420.037227 + Penalty 3250.750968 = -82169.286258 nChanged 14 SP:Iteration 11Q (2162.290000 sec): 3 clusters Score: Raw -85462.107086 + Penalty 3250.750968 = -82211.356118 nChanged 6 SP:Iteration 12Q (2162.490000 sec): 3 clusters Score: Raw -85481.513723 + Penalty 3250.750968 = -82230.762754 nChanged 3 SP:Iteration 13Q (2162.630000 sec): 3 clusters Score: Raw -85485.074660 + Penalty 3250.750968 = -82234.323691 nChanged 1 SP:Iteration 14Q (2162.850000 sec): 3 clusters Score: Raw -85488.625754 + Penalty 3250.750968 = -82237.874786 nChanged 0 SP:Iteration 15F (2163.010000 sec): 3 clusters Score: Raw -85488.625754 + Penalty 3250.750968 = -82237.874786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 26 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.130000 sec): 2 clusters Score: Raw -46758.982749 + Penalty 1456.285212 = -45302.697538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.330000 sec): 3 clusters Score: Raw -46846.809779 + Penalty 2912.570424 = -43934.239355 nChanged 39 SP:Iteration 1F (2163.510000 sec): 3 clusters Score: Raw -46946.053940 + Penalty 2912.570424 = -44033.483516 nChanged 9 SP:Iteration 2Q (2163.670000 sec): 3 clusters Score: Raw -46975.078616 + Penalty 2912.570424 = -44062.508192 nChanged 2 SP:Iteration 3Q (2163.870000 sec): 3 clusters Score: Raw -46984.396807 + Penalty 2912.570424 = -44071.826383 nChanged 3 SP:Iteration 4Q (2164.100000 sec): 3 clusters Score: Raw -46991.171193 + Penalty 2912.570424 = -44078.600769 nChanged 0 SP:Iteration 5F (2164.290000 sec): 3 clusters Score: Raw -46991.171193 + Penalty 2912.570424 = -44078.600769 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 27 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.350000 sec): 2 clusters Score: Raw -29527.953635 + Penalty 1418.637321 = -28109.316315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.530000 sec): 3 clusters Score: Raw -29731.911404 + Penalty 2837.274641 = -26894.636762 nChanged 49 SP:Iteration 1F (2164.700000 sec): 3 clusters Score: Raw -29937.041168 + Penalty 2837.274641 = -27099.766527 nChanged 26 SP:Iteration 2F (2164.870000 sec): 3 clusters Score: Raw -30094.917935 + Penalty 2837.274641 = -27257.643293 nChanged 10 SP:Iteration 3Q (2165.050000 sec): 3 clusters Score: Raw -30172.357988 + Penalty 2837.274641 = -27335.083347 nChanged 7 SP:Iteration 4Q (2165.220000 sec): 3 clusters Score: Raw -30247.833253 + Penalty 2837.274641 = -27410.558611 nChanged 5 SP:Iteration 5Q (2165.440000 sec): 3 clusters Score: Raw -30300.814927 + Penalty 2837.274641 = -27463.540286 nChanged 5 SP:Iteration 6Q (2165.630000 sec): 3 clusters Score: Raw -30349.275401 + Penalty 2837.274641 = -27512.000760 nChanged 5 SP:Iteration 7Q (2165.790000 sec): 3 clusters Score: Raw -30406.381203 + Penalty 2837.274641 = -27569.106562 nChanged 2 SP:Iteration 8Q (2165.970000 sec): 3 clusters Score: Raw -30425.387206 + Penalty 2837.274641 = -27588.112565 nChanged 4 SP:Iteration 9Q (2166.110000 sec): 3 clusters Score: Raw -30458.578703 + Penalty 2837.274641 = -27621.304062 nChanged 2 SP:Iteration 10Q (2166.350000 sec): 3 clusters Score: Raw -30478.845890 + Penalty 2837.274641 = -27641.571248 nChanged 4 SP:Iteration 11Q (2166.550000 sec): 3 clusters Score: Raw -30524.150720 + Penalty 2837.274641 = -27686.876079 nChanged 2 SP:Iteration 12Q (2166.710000 sec): 3 clusters Score: Raw -30541.505947 + Penalty 2837.274641 = -27704.231306 nChanged 2 SP:Iteration 13Q (2166.830000 sec): 3 clusters Score: Raw -30558.238493 + Penalty 2837.274641 = -27720.963852 nChanged 4 SP:Iteration 14Q (2167.030000 sec): 3 clusters Score: Raw -30593.579396 + Penalty 2837.274641 = -27756.304755 nChanged 3 SP:Iteration 15Q (2167.200000 sec): 3 clusters Score: Raw -30621.803192 + Penalty 2837.274641 = -27784.528551 nChanged 1 SP:Iteration 16Q (2167.430000 sec): 3 clusters Score: Raw -30624.323229 + Penalty 2837.274641 = -27787.048587 nChanged 0 SP:Iteration 17F (2167.570000 sec): 3 clusters Score: Raw -30624.323229 + Penalty 2837.274641 = -27787.048587 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 28 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2167.680000 sec): 2 clusters Score: Raw -63619.819815 + Penalty 1528.502071 = -62091.317744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.860000 sec): 3 clusters Score: Raw -63667.631221 + Penalty 3057.004143 = -60610.627079 nChanged 71 SP:Iteration 1F (2168.040000 sec): 3 clusters Score: Raw -63841.898613 + Penalty 3057.004143 = -60784.894470 nChanged 14 SP:Iteration 2Q (2168.180000 sec): 3 clusters Score: Raw -63875.992174 + Penalty 3057.004143 = -60818.988031 nChanged 6 SP:Iteration 3Q (2168.400000 sec): 3 clusters Score: Raw -63893.823467 + Penalty 3057.004143 = -60836.819325 nChanged 4 SP:Iteration 4Q (2168.640000 sec): 3 clusters Score: Raw -63908.742914 + Penalty 3057.004143 = -60851.738771 nChanged 5 SP:Iteration 5Q (2168.840000 sec): 3 clusters Score: Raw -63918.421827 + Penalty 3057.004143 = -60861.417684 nChanged 0 SP:Iteration 6F (2169.040000 sec): 3 clusters Score: Raw -63918.421827 + Penalty 3057.004143 = -60861.417684 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 29 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2169.140000 sec): 2 clusters Score: Raw -13258.887164 + Penalty 1212.806584 = -12046.080580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2169.300000 sec): 3 clusters Score: Raw -13647.130763 + Penalty 2425.613168 = -11221.517595 nChanged 11 SP:Iteration 1F (2169.520000 sec): 3 clusters Score: Raw -13785.570422 + Penalty 2425.613168 = -11359.957255 nChanged 3 SP:Iteration 2Q (2169.680000 sec): 3 clusters Score: Raw -13811.820701 + Penalty 2425.613168 = -11386.207533 nChanged 3 SP:Iteration 3Q (2169.840000 sec): 3 clusters Score: Raw -13844.186276 + Penalty 2425.613168 = -11418.573109 nChanged 2 SP:Iteration 4Q (2170.060000 sec): 3 clusters Score: Raw -13857.909152 + Penalty 2425.613168 = -11432.295984 nChanged 1 SP:Iteration 5Q (2170.200000 sec): 3 clusters Score: Raw -13860.804674 + Penalty 2425.613168 = -11435.191507 nChanged 0 SP:Iteration 6F (2170.380000 sec): 3 clusters Score: Raw -13860.804674 + Penalty 2425.613168 = -11435.191507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 30 (201055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.440000 sec): 2 clusters Score: Raw -27530356.115306 + Penalty 3028.410778 = -27527327.704528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.550000 sec): 3 clusters Score: Raw -27398134.455128 + Penalty 6056.821556 = -27392077.633572 nChanged 96864 SP:Iteration 1F (2173.770000 sec): 3 clusters Score: Raw -27454995.459305 + Penalty 6056.821556 = -27448938.637749 nChanged 5255 SP:Iteration 2Q (2175.010000 sec): 3 clusters Score: Raw -27455991.667757 + Penalty 6056.821556 = -27449934.846201 nChanged 5608 SP:Iteration 3Q (2176.210000 sec): 3 clusters Score: Raw -27457272.259644 + Penalty 6056.821556 = -27451215.438089 nChanged 6682 SP:Iteration 4Q (2177.360000 sec): 3 clusters Score: Raw -27459215.632664 + Penalty 6056.821556 = -27453158.811109 nChanged 8331 SP:Iteration 5Q (2178.570000 sec): 3 clusters Score: Raw -27462496.597301 + Penalty 6056.821556 = -27456439.775745 nChanged 11085 SP:Iteration 6F (2179.730000 sec): 3 clusters Score: Raw -27468412.755254 + Penalty 6056.821556 = -27462355.933698 nChanged 14458 SP:Iteration 7F (2180.940000 sec): 3 clusters Score: Raw -27478498.330347 + Penalty 6056.821556 = -27472441.508791 nChanged 17137 SP:Iteration 8F (2182.120000 sec): 3 clusters Score: Raw -27493344.521820 + Penalty 6056.821556 = -27487287.700264 nChanged 16525 SP:Iteration 9F (2183.270000 sec): 3 clusters Score: Raw -27509190.880860 + Penalty 6056.821556 = -27503134.059305 nChanged 12112 SP:Iteration 10F (2184.410000 sec): 3 clusters Score: Raw -27520963.735811 + Penalty 6056.821556 = -27514906.914255 nChanged 6514 SP:Iteration 11Q (2185.460000 sec): 3 clusters Score: Raw -27526909.187241 + Penalty 6056.821556 = -27520852.365686 nChanged 2794 SP:Iteration 12Q (2186.500000 sec): 3 clusters Score: Raw -27529298.183952 + Penalty 6056.821556 = -27523241.362397 nChanged 1102 SP:Iteration 13Q (2187.670000 sec): 3 clusters Score: Raw -27530171.502415 + Penalty 6056.821556 = -27524114.680860 nChanged 389 SP:Iteration 14Q (2188.740000 sec): 3 clusters Score: Raw -27530493.302255 + Penalty 6056.821556 = -27524436.480700 nChanged 186 SP:Iteration 15Q (2189.810000 sec): 3 clusters Score: Raw -27530630.511551 + Penalty 6056.821556 = -27524573.689995 nChanged 103 SP:Iteration 16Q (2190.770000 sec): 3 clusters Score: Raw -27530702.548383 + Penalty 6056.821556 = -27524645.726828 nChanged 56 SP:Iteration 17Q (2191.870000 sec): 3 clusters Score: Raw -27530739.062011 + Penalty 6056.821556 = -27524682.240455 nChanged 34 SP:Iteration 18Q (2192.840000 sec): 3 clusters Score: Raw -27530760.670892 + Penalty 6056.821556 = -27524703.849337 nChanged 18 SP:Iteration 19Q (2193.820000 sec): 3 clusters Score: Raw -27530774.722742 + Penalty 6056.821556 = -27524717.901186 nChanged 21 SP:Iteration 20F (2194.990000 sec): 3 clusters Score: Raw -27530790.303160 + Penalty 6056.821556 = -27524733.481605 nChanged 23 SP:Iteration 21Q (2196.060000 sec): 3 clusters Score: Raw -27530805.807489 + Penalty 6056.821556 = -27524748.985933 nChanged 23 SP:Iteration 22Q (2197.080000 sec): 3 clusters Score: Raw -27530829.073326 + Penalty 6056.821556 = -27524772.251771 nChanged 18 SP:Iteration 23Q (2198.180000 sec): 3 clusters Score: Raw -27530839.368449 + Penalty 6056.821556 = -27524782.546894 nChanged 13 SP:Iteration 24Q (2199.260000 sec): 3 clusters Score: Raw -27530848.364955 + Penalty 6056.821556 = -27524791.543399 nChanged 12 SP:Iteration 25Q (2200.520000 sec): 3 clusters Score: Raw -27530854.362498 + Penalty 6056.821556 = -27524797.540942 nChanged 9 SP:Iteration 26Q (2201.620000 sec): 3 clusters Score: Raw -27530861.277758 + Penalty 6056.821556 = -27524804.456202 nChanged 10 SP:Iteration 27Q (2202.700000 sec): 3 clusters Score: Raw -27530868.326622 + Penalty 6056.821556 = -27524811.505066 nChanged 9 SP:Iteration 28Q (2203.730000 sec): 3 clusters Score: Raw -27530874.246390 + Penalty 6056.821556 = -27524817.424834 nChanged 4 SP:Iteration 29Q (2204.660000 sec): 3 clusters Score: Raw -27530875.713342 + Penalty 6056.821556 = -27524818.891786 nChanged 1 SP:Iteration 30Q (2205.660000 sec): 3 clusters Score: Raw -27530876.865215 + Penalty 6056.821556 = -27524820.043659 nChanged 2 SP:Iteration 31Q (2206.740000 sec): 3 clusters Score: Raw -27530877.834828 + Penalty 6056.821556 = -27524821.013272 nChanged 1 SP:Iteration 32Q (2207.660000 sec): 3 clusters Score: Raw -27530879.043866 + Penalty 6056.821556 = -27524822.222310 nChanged 2 SP:Iteration 33Q (2208.710000 sec): 3 clusters Score: Raw -27530879.844110 + Penalty 6056.821556 = -27524823.022554 nChanged 1 SP:Iteration 34Q (2209.730000 sec): 3 clusters Score: Raw -27530880.073798 + Penalty 6056.821556 = -27524823.252243 nChanged 0 SP:Iteration 35F (2210.950000 sec): 3 clusters Score: Raw -27530880.073798 + Penalty 6056.821556 = -27524823.252243 nChanged 0 Iteration 139Q (2219.240000 sec): 31 clusters Score: Raw -36291007.403358 + Penalty 93008.942275 = -36197998.461084 nChanged 3 Iteration 140F (2235.600000 sec): 31 clusters Score: Raw -36291007.740693 + Penalty 93008.942275 = -36197998.798419 nChanged 7 Iteration 141Q (2245.320000 sec): 31 clusters Score: Raw -36291008.334106 + Penalty 93008.942275 = -36197999.391831 nChanged 7 Iteration 142Q (2254.600000 sec): 31 clusters Score: Raw -36291009.183541 + Penalty 93008.942275 = -36198000.241266 nChanged 11 Iteration 143Q (2265.480000 sec): 31 clusters Score: Raw -36291009.846723 + Penalty 93008.942275 = -36198000.904449 nChanged 12 Iteration 144Q (2275.170000 sec): 31 clusters Score: Raw -36291011.148575 + Penalty 93008.942275 = -36198002.206300 nChanged 11 Iteration 145Q (2284.950000 sec): 31 clusters Score: Raw -36291011.758874 + Penalty 93008.942275 = -36198002.816599 nChanged 3 Iteration 146Q (2296.550000 sec): 31 clusters Score: Raw -36291012.098465 + Penalty 93008.942275 = -36198003.156191 nChanged 7 Iteration 147Q (2306.270000 sec): 31 clusters Score: Raw -36291012.732700 + Penalty 93008.942275 = -36198003.790426 nChanged 3 Iteration 148Q (2316.220000 sec): 31 clusters Score: Raw -36291012.837947 + Penalty 93008.942275 = -36198003.895673 nChanged 0 Iteration 149F (2333.010000 sec): 31 clusters Score: Raw -36291012.837947 + Penalty 93008.942275 = -36198003.895673 nChanged 0 Compute initial score before splitting: Score: Raw -36291012.837947 + Penalty 93008.942275 = -36198003.895673 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 1 (27018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.290000 sec): 2 clusters Score: Raw -3639649.931671 + Penalty 2530.656130 = -3637119.275541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.630000 sec): 3 clusters Score: Raw -3623519.180420 + Penalty 5061.312260 = -3618457.868160 nChanged 12153 SP:Iteration 1F (2333.980000 sec): 3 clusters Score: Raw -3630115.374396 + Penalty 5061.312260 = -3625054.062136 nChanged 1375 SP:Iteration 2F (2334.340000 sec): 3 clusters Score: Raw -3630598.374050 + Penalty 5061.312260 = -3625537.061790 nChanged 1245 SP:Iteration 3Q (2334.650000 sec): 3 clusters Score: Raw -3631034.179396 + Penalty 5061.312260 = -3625972.867136 nChanged 1143 SP:Iteration 4Q (2334.980000 sec): 3 clusters Score: Raw -3631450.863481 + Penalty 5061.312260 = -3626389.551221 nChanged 1088 SP:Iteration 5Q (2335.330000 sec): 3 clusters Score: Raw -3631889.977506 + Penalty 5061.312260 = -3626828.665245 nChanged 1182 SP:Iteration 6Q (2335.680000 sec): 3 clusters Score: Raw -3632369.361338 + Penalty 5061.312260 = -3627308.049078 nChanged 1183 SP:Iteration 7Q (2336.100000 sec): 3 clusters Score: Raw -3632873.694665 + Penalty 5061.312260 = -3627812.382405 nChanged 1173 SP:Iteration 8Q (2336.430000 sec): 3 clusters Score: Raw -3633372.006968 + Penalty 5061.312260 = -3628310.694708 nChanged 1156 SP:Iteration 9Q (2336.760000 sec): 3 clusters Score: Raw -3633895.699166 + Penalty 5061.312260 = -3628834.386906 nChanged 1189 SP:Iteration 10Q (2337.100000 sec): 3 clusters Score: Raw -3634442.795417 + Penalty 5061.312260 = -3629381.483156 nChanged 1186 SP:Iteration 11Q (2337.460000 sec): 3 clusters Score: Raw -3634973.493717 + Penalty 5061.312260 = -3629912.181457 nChanged 1097 SP:Iteration 12Q (2337.800000 sec): 3 clusters Score: Raw -3635477.168170 + Penalty 5061.312260 = -3630415.855909 nChanged 1025 SP:Iteration 13Q (2338.110000 sec): 3 clusters Score: Raw -3635945.297732 + Penalty 5061.312260 = -3630883.985472 nChanged 998 SP:Iteration 14Q (2338.440000 sec): 3 clusters Score: Raw -3636406.593202 + Penalty 5061.312260 = -3631345.280942 nChanged 971 SP:Iteration 15Q (2338.770000 sec): 3 clusters Score: Raw -3636865.756033 + Penalty 5061.312260 = -3631804.443773 nChanged 912 SP:Iteration 16Q (2339.090000 sec): 3 clusters Score: Raw -3637300.231650 + Penalty 5061.312260 = -3632238.919390 nChanged 848 SP:Iteration 17Q (2339.430000 sec): 3 clusters Score: Raw -3637717.147367 + Penalty 5061.312260 = -3632655.835107 nChanged 785 SP:Iteration 18Q (2339.710000 sec): 3 clusters Score: Raw -3638104.096305 + Penalty 5061.312260 = -3633042.784045 nChanged 735 SP:Iteration 19Q (2340.070000 sec): 3 clusters Score: Raw -3638450.860181 + Penalty 5061.312260 = -3633389.547920 nChanged 638 SP:Iteration 20F (2340.410000 sec): 3 clusters Score: Raw -3638757.066557 + Penalty 5061.312260 = -3633695.754296 nChanged 574 SP:Iteration 21Q (2340.700000 sec): 3 clusters Score: Raw -3639035.466766 + Penalty 5061.312260 = -3633974.154506 nChanged 527 SP:Iteration 22Q (2341.050000 sec): 3 clusters Score: Raw -3639294.389904 + Penalty 5061.312260 = -3634233.077643 nChanged 422 SP:Iteration 23Q (2341.380000 sec): 3 clusters Score: Raw -3639488.951662 + Penalty 5061.312260 = -3634427.639401 nChanged 325 SP:Iteration 24Q (2341.710000 sec): 3 clusters Score: Raw -3639644.831620 + Penalty 5061.312260 = -3634583.519360 nChanged 311 SP:Iteration 25Q (2342.030000 sec): 3 clusters Score: Raw -3639796.274548 + Penalty 5061.312260 = -3634734.962287 nChanged 261 SP:Iteration 26Q (2342.310000 sec): 3 clusters Score: Raw -3639924.479012 + Penalty 5061.312260 = -3634863.166751 nChanged 211 SP:Iteration 27Q (2342.650000 sec): 3 clusters Score: Raw -3640036.245573 + Penalty 5061.312260 = -3634974.933312 nChanged 164 SP:Iteration 28Q (2342.950000 sec): 3 clusters Score: Raw -3640125.487252 + Penalty 5061.312260 = -3635064.174992 nChanged 122 SP:Iteration 29Q (2343.270000 sec): 3 clusters Score: Raw -3640187.446866 + Penalty 5061.312260 = -3635126.134605 nChanged 108 SP:Iteration 30Q (2343.600000 sec): 3 clusters Score: Raw -3640233.210983 + Penalty 5061.312260 = -3635171.898723 nChanged 86 SP:Iteration 31Q (2343.900000 sec): 3 clusters Score: Raw -3640259.314011 + Penalty 5061.312260 = -3635198.001751 nChanged 44 SP:Iteration 32Q (2344.240000 sec): 3 clusters Score: Raw -3640273.001436 + Penalty 5061.312260 = -3635211.689175 nChanged 41 SP:Iteration 33Q (2344.520000 sec): 3 clusters Score: Raw -3640285.138017 + Penalty 5061.312260 = -3635223.825756 nChanged 39 SP:Iteration 34Q (2344.820000 sec): 3 clusters Score: Raw -3640294.351261 + Penalty 5061.312260 = -3635233.039001 nChanged 28 SP:Iteration 35Q (2345.110000 sec): 3 clusters Score: Raw -3640300.341096 + Penalty 5061.312260 = -3635239.028836 nChanged 19 SP:Iteration 36Q (2345.420000 sec): 3 clusters Score: Raw -3640305.706400 + Penalty 5061.312260 = -3635244.394140 nChanged 22 SP:Iteration 37Q (2345.760000 sec): 3 clusters Score: Raw -3640312.178271 + Penalty 5061.312260 = -3635250.866011 nChanged 23 SP:Iteration 38Q (2346.030000 sec): 3 clusters Score: Raw -3640317.879249 + Penalty 5061.312260 = -3635256.566989 nChanged 15 SP:Iteration 39Q (2346.350000 sec): 3 clusters Score: Raw -3640321.617804 + Penalty 5061.312260 = -3635260.305544 nChanged 19 SP:Iteration 40F (2346.680000 sec): 3 clusters Score: Raw -3640326.330013 + Penalty 5061.312260 = -3635265.017753 nChanged 17 SP:Iteration 41Q (2347.020000 sec): 3 clusters Score: Raw -3640330.010316 + Penalty 5061.312260 = -3635268.698056 nChanged 16 SP:Iteration 42Q (2347.340000 sec): 3 clusters Score: Raw -3640334.046967 + Penalty 5061.312260 = -3635272.734706 nChanged 11 SP:Iteration 43Q (2347.680000 sec): 3 clusters Score: Raw -3640336.481458 + Penalty 5061.312260 = -3635275.169198 nChanged 9 SP:Iteration 44Q (2348.010000 sec): 3 clusters Score: Raw -3640338.798836 + Penalty 5061.312260 = -3635277.486576 nChanged 14 SP:Iteration 45Q (2348.260000 sec): 3 clusters Score: Raw -3640342.944700 + Penalty 5061.312260 = -3635281.632440 nChanged 15 SP:Iteration 46Q (2348.560000 sec): 3 clusters Score: Raw -3640345.772775 + Penalty 5061.312260 = -3635284.460514 nChanged 11 SP:Iteration 47Q (2348.860000 sec): 3 clusters Score: Raw -3640347.915727 + Penalty 5061.312260 = -3635286.603467 nChanged 11 SP:Iteration 48Q (2349.140000 sec): 3 clusters Score: Raw -3640350.146534 + Penalty 5061.312260 = -3635288.834274 nChanged 13 SP:Iteration 49Q (2349.390000 sec): 3 clusters Score: Raw -3640353.305871 + Penalty 5061.312260 = -3635291.993611 nChanged 7 SP:Iteration 50Q (2349.690000 sec): 3 clusters Score: Raw -3640354.530441 + Penalty 5061.312260 = -3635293.218181 nChanged 5 SP:Iteration 51Q (2349.960000 sec): 3 clusters Score: Raw -3640355.230226 + Penalty 5061.312260 = -3635293.917965 nChanged 3 SP:Iteration 52Q (2350.240000 sec): 3 clusters Score: Raw -3640355.588109 + Penalty 5061.312260 = -3635294.275848 nChanged 1 SP:Iteration 53Q (2350.520000 sec): 3 clusters Score: Raw -3640355.714713 + Penalty 5061.312260 = -3635294.402452 nChanged 2 SP:Iteration 54Q (2350.780000 sec): 3 clusters Score: Raw -3640355.853837 + Penalty 5061.312260 = -3635294.541576 nChanged 0 SP:Iteration 55F (2351.080000 sec): 3 clusters Score: Raw -3640355.853837 + Penalty 5061.312260 = -3635294.541576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 2 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.220000 sec): 2 clusters Score: Raw -104735.259463 + Penalty 1647.336727 = -103087.922736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.380000 sec): 3 clusters Score: Raw -104611.536858 + Penalty 3294.673453 = -101316.863404 nChanged 156 SP:Iteration 1F (2351.620000 sec): 3 clusters Score: Raw -104833.954296 + Penalty 3294.673453 = -101539.280843 nChanged 27 SP:Iteration 2Q (2351.760000 sec): 3 clusters Score: Raw -104865.272936 + Penalty 3294.673453 = -101570.599482 nChanged 10 SP:Iteration 3Q (2351.930000 sec): 3 clusters Score: Raw -104880.000538 + Penalty 3294.673453 = -101585.327084 nChanged 3 SP:Iteration 4Q (2352.100000 sec): 3 clusters Score: Raw -104885.581251 + Penalty 3294.673453 = -101590.907797 nChanged 8 SP:Iteration 5Q (2352.310000 sec): 3 clusters Score: Raw -104894.650693 + Penalty 3294.673453 = -101599.977240 nChanged 7 SP:Iteration 6Q (2352.460000 sec): 3 clusters Score: Raw -104904.535438 + Penalty 3294.673453 = -101609.861985 nChanged 7 SP:Iteration 7Q (2352.680000 sec): 3 clusters Score: Raw -104913.305821 + Penalty 3294.673453 = -101618.632367 nChanged 6 SP:Iteration 8Q (2352.860000 sec): 3 clusters Score: Raw -104923.777168 + Penalty 3294.673453 = -101629.103715 nChanged 5 SP:Iteration 9Q (2353.100000 sec): 3 clusters Score: Raw -104929.957714 + Penalty 3294.673453 = -101635.284261 nChanged 2 SP:Iteration 10Q (2353.310000 sec): 3 clusters Score: Raw -104936.217991 + Penalty 3294.673453 = -101641.544537 nChanged 3 SP:Iteration 11Q (2353.450000 sec): 3 clusters Score: Raw -104939.301184 + Penalty 3294.673453 = -101644.627731 nChanged 1 SP:Iteration 12Q (2353.670000 sec): 3 clusters Score: Raw -104940.918227 + Penalty 3294.673453 = -101646.244773 nChanged 0 SP:Iteration 13F (2353.870000 sec): 3 clusters Score: Raw -104940.918227 + Penalty 3294.673453 = -101646.244773 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 3 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.960000 sec): 2 clusters Score: Raw -71736.253810 + Penalty 1552.376203 = -70183.877607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2354.180000 sec): 3 clusters Score: Raw -71710.212386 + Penalty 3104.752406 = -68605.459980 nChanged 111 SP:Iteration 1F (2354.370000 sec): 3 clusters Score: Raw -71931.421916 + Penalty 3104.752406 = -68826.669509 nChanged 24 SP:Iteration 2Q (2354.520000 sec): 3 clusters Score: Raw -71982.834811 + Penalty 3104.752406 = -68878.082405 nChanged 9 SP:Iteration 3Q (2354.720000 sec): 3 clusters Score: Raw -72001.709055 + Penalty 3104.752406 = -68896.956649 nChanged 7 SP:Iteration 4Q (2354.920000 sec): 3 clusters Score: Raw -72020.259625 + Penalty 3104.752406 = -68915.507218 nChanged 4 SP:Iteration 5Q (2355.100000 sec): 3 clusters Score: Raw -72027.554010 + Penalty 3104.752406 = -68922.801604 nChanged 2 SP:Iteration 6Q (2355.290000 sec): 3 clusters Score: Raw -72033.203981 + Penalty 3104.752406 = -68928.451575 nChanged 1 SP:Iteration 7Q (2355.480000 sec): 3 clusters Score: Raw -72034.289409 + Penalty 3104.752406 = -68929.537003 nChanged 0 SP:Iteration 8F (2355.690000 sec): 3 clusters Score: Raw -72034.289409 + Penalty 3104.752406 = -68929.537003 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 4 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2355.750000 sec): 2 clusters Score: Raw -38782.635459 + Penalty 1418.637321 = -37363.998138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.950000 sec): 3 clusters Score: Raw -38979.743833 + Penalty 2837.274641 = -36142.469192 nChanged 44 SP:Iteration 1F (2356.170000 sec): 3 clusters Score: Raw -39290.368903 + Penalty 2837.274641 = -36453.094262 nChanged 23 SP:Iteration 2F (2356.340000 sec): 3 clusters Score: Raw -39534.562086 + Penalty 2837.274641 = -36697.287445 nChanged 21 SP:Iteration 3F (2356.520000 sec): 3 clusters Score: Raw -39623.555973 + Penalty 2837.274641 = -36786.281332 nChanged 13 SP:Iteration 4Q (2356.670000 sec): 3 clusters Score: Raw -39677.997026 + Penalty 2837.274641 = -36840.722385 nChanged 9 SP:Iteration 5Q (2356.890000 sec): 3 clusters Score: Raw -39721.609518 + Penalty 2837.274641 = -36884.334877 nChanged 4 SP:Iteration 6Q (2357.040000 sec): 3 clusters Score: Raw -39738.448784 + Penalty 2837.274641 = -36901.174142 nChanged 1 SP:Iteration 7Q (2357.190000 sec): 3 clusters Score: Raw -39743.757585 + Penalty 2837.274641 = -36906.482943 nChanged 1 SP:Iteration 8Q (2357.390000 sec): 3 clusters Score: Raw -39749.245889 + Penalty 2837.274641 = -36911.971248 nChanged 0 SP:Iteration 9F (2357.550000 sec): 3 clusters Score: Raw -39749.245889 + Penalty 2837.274641 = -36911.971248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 5 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.640000 sec): 2 clusters Score: Raw -171049.176583 + Penalty 1765.468910 = -169283.707673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.840000 sec): 3 clusters Score: Raw -170695.522063 + Penalty 3530.937820 = -167164.584244 nChanged 332 SP:Iteration 1F (2358.010000 sec): 3 clusters Score: Raw -170994.895253 + Penalty 3530.937820 = -167463.957434 nChanged 68 SP:Iteration 2F (2358.220000 sec): 3 clusters Score: Raw -171079.870653 + Penalty 3530.937820 = -167548.932833 nChanged 43 SP:Iteration 3Q (2358.380000 sec): 3 clusters Score: Raw -171132.538082 + Penalty 3530.937820 = -167601.600263 nChanged 29 SP:Iteration 4Q (2358.550000 sec): 3 clusters Score: Raw -171162.210265 + Penalty 3530.937820 = -167631.272445 nChanged 18 SP:Iteration 5Q (2358.750000 sec): 3 clusters Score: Raw -171182.321728 + Penalty 3530.937820 = -167651.383909 nChanged 12 SP:Iteration 6Q (2358.880000 sec): 3 clusters Score: Raw -171192.021121 + Penalty 3530.937820 = -167661.083301 nChanged 9 SP:Iteration 7Q (2359.070000 sec): 3 clusters Score: Raw -171199.615848 + Penalty 3530.937820 = -167668.678029 nChanged 4 SP:Iteration 8Q (2359.200000 sec): 3 clusters Score: Raw -171203.191149 + Penalty 3530.937820 = -167672.253329 nChanged 4 SP:Iteration 9Q (2359.380000 sec): 3 clusters Score: Raw -171206.882303 + Penalty 3530.937820 = -167675.944484 nChanged 5 SP:Iteration 10Q (2359.560000 sec): 3 clusters Score: Raw -171211.617515 + Penalty 3530.937820 = -167680.679696 nChanged 6 SP:Iteration 11Q (2359.750000 sec): 3 clusters Score: Raw -171219.105435 + Penalty 3530.937820 = -167688.167616 nChanged 6 SP:Iteration 12Q (2359.890000 sec): 3 clusters Score: Raw -171227.381734 + Penalty 3530.937820 = -167696.443914 nChanged 7 SP:Iteration 13Q (2360.090000 sec): 3 clusters Score: Raw -171236.887327 + Penalty 3530.937820 = -167705.949508 nChanged 12 SP:Iteration 14Q (2360.270000 sec): 3 clusters Score: Raw -171251.186857 + Penalty 3530.937820 = -167720.249038 nChanged 7 SP:Iteration 15Q (2360.420000 sec): 3 clusters Score: Raw -171256.585487 + Penalty 3530.937820 = -167725.647667 nChanged 2 SP:Iteration 16Q (2360.630000 sec): 3 clusters Score: Raw -171258.852198 + Penalty 3530.937820 = -167727.914378 nChanged 4 SP:Iteration 17Q (2360.760000 sec): 3 clusters Score: Raw -171262.215641 + Penalty 3530.937820 = -167731.277821 nChanged 3 SP:Iteration 18Q (2360.940000 sec): 3 clusters Score: Raw -171265.618365 + Penalty 3530.937820 = -167734.680545 nChanged 2 SP:Iteration 19Q (2361.120000 sec): 3 clusters Score: Raw -171267.370483 + Penalty 3530.937820 = -167736.432664 nChanged 2 SP:Iteration 20F (2361.300000 sec): 3 clusters Score: Raw -171269.612669 + Penalty 3530.937820 = -167738.674849 nChanged 4 SP:Iteration 21Q (2361.460000 sec): 3 clusters Score: Raw -171274.319372 + Penalty 3530.937820 = -167743.381552 nChanged 6 SP:Iteration 22Q (2361.630000 sec): 3 clusters Score: Raw -171279.042296 + Penalty 3530.937820 = -167748.104477 nChanged 2 SP:Iteration 23Q (2361.840000 sec): 3 clusters Score: Raw -171280.299875 + Penalty 3530.937820 = -167749.362055 nChanged 1 SP:Iteration 24Q (2362.030000 sec): 3 clusters Score: Raw -171280.870035 + Penalty 3530.937820 = -167749.932216 nChanged 1 SP:Iteration 25Q (2362.210000 sec): 3 clusters Score: Raw -171282.314529 + Penalty 3530.937820 = -167751.376709 nChanged 2 SP:Iteration 26Q (2362.380000 sec): 3 clusters Score: Raw -171284.382630 + Penalty 3530.937820 = -167753.444810 nChanged 3 SP:Iteration 27Q (2362.590000 sec): 3 clusters Score: Raw -171289.177218 + Penalty 3530.937820 = -167758.239398 nChanged 3 SP:Iteration 28Q (2362.740000 sec): 3 clusters Score: Raw -171291.194545 + Penalty 3530.937820 = -167760.256725 nChanged 2 SP:Iteration 29Q (2362.960000 sec): 3 clusters Score: Raw -171292.701901 + Penalty 3530.937820 = -167761.764081 nChanged 4 SP:Iteration 30Q (2363.150000 sec): 3 clusters Score: Raw -171299.552636 + Penalty 3530.937820 = -167768.614816 nChanged 5 SP:Iteration 31Q (2363.360000 sec): 3 clusters Score: Raw -171307.502941 + Penalty 3530.937820 = -167776.565121 nChanged 4 SP:Iteration 32Q (2363.600000 sec): 3 clusters Score: Raw -171312.403694 + Penalty 3530.937820 = -167781.465875 nChanged 4 SP:Iteration 33Q (2363.780000 sec): 3 clusters Score: Raw -171317.067603 + Penalty 3530.937820 = -167786.129784 nChanged 4 SP:Iteration 34Q (2363.940000 sec): 3 clusters Score: Raw -171320.713829 + Penalty 3530.937820 = -167789.776009 nChanged 2 SP:Iteration 35Q (2364.100000 sec): 3 clusters Score: Raw -171323.578429 + Penalty 3530.937820 = -167792.640610 nChanged 4 SP:Iteration 36Q (2364.290000 sec): 3 clusters Score: Raw -171329.784208 + Penalty 3530.937820 = -167798.846388 nChanged 6 SP:Iteration 37Q (2364.440000 sec): 3 clusters Score: Raw -171336.322533 + Penalty 3530.937820 = -167805.384714 nChanged 7 SP:Iteration 38Q (2364.560000 sec): 3 clusters Score: Raw -171344.131643 + Penalty 3530.937820 = -167813.193823 nChanged 6 SP:Iteration 39Q (2364.710000 sec): 3 clusters Score: Raw -171354.773437 + Penalty 3530.937820 = -167823.835618 nChanged 10 SP:Iteration 40F (2364.870000 sec): 3 clusters Score: Raw -171371.278399 + Penalty 3530.937820 = -167840.340580 nChanged 6 SP:Iteration 41Q (2365.040000 sec): 3 clusters Score: Raw -171378.950917 + Penalty 3530.937820 = -167848.013098 nChanged 6 SP:Iteration 42Q (2365.210000 sec): 3 clusters Score: Raw -171384.581316 + Penalty 3530.937820 = -167853.643497 nChanged 2 SP:Iteration 43Q (2365.370000 sec): 3 clusters Score: Raw -171387.783542 + Penalty 3530.937820 = -167856.845723 nChanged 3 SP:Iteration 44Q (2365.570000 sec): 3 clusters Score: Raw -171390.608370 + Penalty 3530.937820 = -167859.670550 nChanged 0 SP:Iteration 45F (2365.770000 sec): 3 clusters Score: Raw -171390.608370 + Penalty 3530.937820 = -167859.670550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 6 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2365.870000 sec): 2 clusters Score: Raw -65651.532035 + Penalty 1535.705897 = -64115.826138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.090000 sec): 3 clusters Score: Raw -65687.445583 + Penalty 3071.411795 = -62616.033788 nChanged 78 SP:Iteration 1F (2366.260000 sec): 3 clusters Score: Raw -65854.722574 + Penalty 3071.411795 = -62783.310779 nChanged 26 SP:Iteration 2F (2366.490000 sec): 3 clusters Score: Raw -65913.957421 + Penalty 3071.411795 = -62842.545626 nChanged 9 SP:Iteration 3Q (2366.680000 sec): 3 clusters Score: Raw -65928.266821 + Penalty 3071.411795 = -62856.855027 nChanged 0 SP:Iteration 4F (2366.850000 sec): 3 clusters Score: Raw -65928.266821 + Penalty 3071.411795 = -62856.855027 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 7 (5640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.950000 sec): 2 clusters Score: Raw -827075.552663 + Penalty 2142.134557 = -824933.418106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.180000 sec): 3 clusters Score: Raw -824301.547331 + Penalty 4284.269115 = -820017.278216 nChanged 2142 SP:Iteration 1F (2367.400000 sec): 3 clusters Score: Raw -825449.506250 + Penalty 4284.269115 = -821165.237136 nChanged 369 SP:Iteration 2F (2367.630000 sec): 3 clusters Score: Raw -825646.429921 + Penalty 4284.269115 = -821362.160806 nChanged 230 SP:Iteration 3Q (2367.820000 sec): 3 clusters Score: Raw -825757.054966 + Penalty 4284.269115 = -821472.785852 nChanged 184 SP:Iteration 4Q (2368.070000 sec): 3 clusters Score: Raw -825826.303451 + Penalty 4284.269115 = -821542.034336 nChanged 144 SP:Iteration 5Q (2368.290000 sec): 3 clusters Score: Raw -825897.524835 + Penalty 4284.269115 = -821613.255720 nChanged 136 SP:Iteration 6Q (2368.560000 sec): 3 clusters Score: Raw -825955.492881 + Penalty 4284.269115 = -821671.223766 nChanged 110 SP:Iteration 7Q (2368.710000 sec): 3 clusters Score: Raw -826006.813526 + Penalty 4284.269115 = -821722.544411 nChanged 110 SP:Iteration 8Q (2368.890000 sec): 3 clusters Score: Raw -826049.931663 + Penalty 4284.269115 = -821765.662548 nChanged 96 SP:Iteration 9Q (2369.070000 sec): 3 clusters Score: Raw -826090.174581 + Penalty 4284.269115 = -821805.905466 nChanged 98 SP:Iteration 10Q (2369.270000 sec): 3 clusters Score: Raw -826132.316639 + Penalty 4284.269115 = -821848.047524 nChanged 94 SP:Iteration 11Q (2369.500000 sec): 3 clusters Score: Raw -826175.521830 + Penalty 4284.269115 = -821891.252715 nChanged 85 SP:Iteration 12Q (2369.680000 sec): 3 clusters Score: Raw -826216.813320 + Penalty 4284.269115 = -821932.544205 nChanged 90 SP:Iteration 13Q (2369.860000 sec): 3 clusters Score: Raw -826258.859364 + Penalty 4284.269115 = -821974.590249 nChanged 73 SP:Iteration 14Q (2370.090000 sec): 3 clusters Score: Raw -826301.111236 + Penalty 4284.269115 = -822016.842121 nChanged 108 SP:Iteration 15Q (2370.270000 sec): 3 clusters Score: Raw -826363.496466 + Penalty 4284.269115 = -822079.227351 nChanged 116 SP:Iteration 16Q (2370.510000 sec): 3 clusters Score: Raw -826430.655038 + Penalty 4284.269115 = -822146.385923 nChanged 109 SP:Iteration 17Q (2370.730000 sec): 3 clusters Score: Raw -826490.734653 + Penalty 4284.269115 = -822206.465538 nChanged 108 SP:Iteration 18Q (2370.920000 sec): 3 clusters Score: Raw -826558.483982 + Penalty 4284.269115 = -822274.214867 nChanged 102 SP:Iteration 19Q (2371.120000 sec): 3 clusters Score: Raw -826619.529491 + Penalty 4284.269115 = -822335.260376 nChanged 107 SP:Iteration 20F (2371.320000 sec): 3 clusters Score: Raw -826691.171669 + Penalty 4284.269115 = -822406.902555 nChanged 98 SP:Iteration 21Q (2371.510000 sec): 3 clusters Score: Raw -826753.899658 + Penalty 4284.269115 = -822469.630544 nChanged 100 SP:Iteration 22Q (2371.770000 sec): 3 clusters Score: Raw -826818.462938 + Penalty 4284.269115 = -822534.193823 nChanged 91 SP:Iteration 23Q (2371.970000 sec): 3 clusters Score: Raw -826877.267603 + Penalty 4284.269115 = -822592.998488 nChanged 85 SP:Iteration 24Q (2372.220000 sec): 3 clusters Score: Raw -826943.933567 + Penalty 4284.269115 = -822659.664452 nChanged 77 SP:Iteration 25Q (2372.430000 sec): 3 clusters Score: Raw -827001.162756 + Penalty 4284.269115 = -822716.893642 nChanged 63 SP:Iteration 26Q (2372.630000 sec): 3 clusters Score: Raw -827042.634386 + Penalty 4284.269115 = -822758.365272 nChanged 44 SP:Iteration 27Q (2372.830000 sec): 3 clusters Score: Raw -827080.252274 + Penalty 4284.269115 = -822795.983159 nChanged 46 SP:Iteration 28Q (2373.050000 sec): 3 clusters Score: Raw -827113.569654 + Penalty 4284.269115 = -822829.300540 nChanged 35 SP:Iteration 29Q (2373.230000 sec): 3 clusters Score: Raw -827141.234827 + Penalty 4284.269115 = -822856.965712 nChanged 42 SP:Iteration 30Q (2373.430000 sec): 3 clusters Score: Raw -827179.627341 + Penalty 4284.269115 = -822895.358226 nChanged 33 SP:Iteration 31Q (2373.640000 sec): 3 clusters Score: Raw -827214.827600 + Penalty 4284.269115 = -822930.558485 nChanged 24 SP:Iteration 32Q (2373.850000 sec): 3 clusters Score: Raw -827239.944580 + Penalty 4284.269115 = -822955.675465 nChanged 17 SP:Iteration 33Q (2374.030000 sec): 3 clusters Score: Raw -827255.384625 + Penalty 4284.269115 = -822971.115510 nChanged 16 SP:Iteration 34Q (2374.210000 sec): 3 clusters Score: Raw -827271.376285 + Penalty 4284.269115 = -822987.107170 nChanged 17 SP:Iteration 35Q (2374.390000 sec): 3 clusters Score: Raw -827293.464474 + Penalty 4284.269115 = -823009.195359 nChanged 12 SP:Iteration 36Q (2374.590000 sec): 3 clusters Score: Raw -827306.856060 + Penalty 4284.269115 = -823022.586945 nChanged 7 SP:Iteration 37Q (2374.780000 sec): 3 clusters Score: Raw -827314.115521 + Penalty 4284.269115 = -823029.846406 nChanged 4 SP:Iteration 38Q (2375.010000 sec): 3 clusters Score: Raw -827317.162792 + Penalty 4284.269115 = -823032.893678 nChanged 3 SP:Iteration 39Q (2375.180000 sec): 3 clusters Score: Raw -827319.166197 + Penalty 4284.269115 = -823034.897082 nChanged 2 SP:Iteration 40F (2375.370000 sec): 3 clusters Score: Raw -827322.014008 + Penalty 4284.269115 = -823037.744893 nChanged 6 SP:Iteration 41Q (2375.550000 sec): 3 clusters Score: Raw -827329.093127 + Penalty 4284.269115 = -823044.824012 nChanged 9 SP:Iteration 42Q (2375.760000 sec): 3 clusters Score: Raw -827338.147897 + Penalty 4284.269115 = -823053.878782 nChanged 11 SP:Iteration 43Q (2375.960000 sec): 3 clusters Score: Raw -827348.294554 + Penalty 4284.269115 = -823064.025440 nChanged 6 SP:Iteration 44Q (2376.120000 sec): 3 clusters Score: Raw -827355.179232 + Penalty 4284.269115 = -823070.910117 nChanged 2 SP:Iteration 45Q (2376.290000 sec): 3 clusters Score: Raw -827358.354941 + Penalty 4284.269115 = -823074.085827 nChanged 3 SP:Iteration 46Q (2376.460000 sec): 3 clusters Score: Raw -827361.601960 + Penalty 4284.269115 = -823077.332845 nChanged 1 SP:Iteration 47Q (2376.680000 sec): 3 clusters Score: Raw -827362.007151 + Penalty 4284.269115 = -823077.738036 nChanged 0 SP:Iteration 48F (2376.880000 sec): 3 clusters Score: Raw -827362.007151 + Penalty 4284.269115 = -823077.738036 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.930000 sec): 2 clusters Score: Raw -44691.429196 + Penalty 1463.853067 = -43227.576129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.090000 sec): 3 clusters Score: Raw -44776.699882 + Penalty 2927.706133 = -41848.993749 nChanged 58 SP:Iteration 1F (2377.250000 sec): 3 clusters Score: Raw -44937.114045 + Penalty 2927.706133 = -42009.407911 nChanged 18 SP:Iteration 2Q (2377.420000 sec): 3 clusters Score: Raw -45044.004157 + Penalty 2927.706133 = -42116.298024 nChanged 7 SP:Iteration 3Q (2377.570000 sec): 3 clusters Score: Raw -45089.660070 + Penalty 2927.706133 = -42161.953937 nChanged 5 SP:Iteration 4Q (2377.780000 sec): 3 clusters Score: Raw -45116.071548 + Penalty 2927.706133 = -42188.365415 nChanged 5 SP:Iteration 5Q (2378.000000 sec): 3 clusters Score: Raw -45136.953182 + Penalty 2927.706133 = -42209.247048 nChanged 2 SP:Iteration 6Q (2378.180000 sec): 3 clusters Score: Raw -45140.396460 + Penalty 2927.706133 = -42212.690327 nChanged 3 SP:Iteration 7Q (2378.360000 sec): 3 clusters Score: Raw -45150.502289 + Penalty 2927.706133 = -42222.796155 nChanged 3 SP:Iteration 8Q (2378.550000 sec): 3 clusters Score: Raw -45155.541025 + Penalty 2927.706133 = -42227.834892 nChanged 0 SP:Iteration 9F (2378.760000 sec): 3 clusters Score: Raw -45155.541025 + Penalty 2927.706133 = -42227.834892 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 9 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.850000 sec): 2 clusters Score: Raw -17151.771857 + Penalty 1212.806584 = -15938.965273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.980000 sec): 3 clusters Score: Raw -17405.435579 + Penalty 2425.613168 = -14979.822412 nChanged 4 SP:Iteration 1Q (2379.140000 sec): 3 clusters Score: Raw -17436.356038 + Penalty 2425.613168 = -15010.742871 nChanged 1 SP:Iteration 2Q (2379.290000 sec): 3 clusters Score: Raw -17444.905367 + Penalty 2425.613168 = -15019.292199 nChanged 0 SP:Iteration 3F (2379.480000 sec): 3 clusters Score: Raw -17444.905367 + Penalty 2425.613168 = -15019.292199 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 10 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.620000 sec): 2 clusters Score: Raw -208358.281244 + Penalty 1831.229386 = -206527.051858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.820000 sec): 3 clusters Score: Raw -207911.582568 + Penalty 3662.458771 = -204249.123797 nChanged 525 SP:Iteration 1F (2379.970000 sec): 3 clusters Score: Raw -208480.986407 + Penalty 3662.458771 = -204818.527635 nChanged 145 SP:Iteration 2F (2380.140000 sec): 3 clusters Score: Raw -208667.948084 + Penalty 3662.458771 = -205005.489312 nChanged 87 SP:Iteration 3F (2380.330000 sec): 3 clusters Score: Raw -208774.759819 + Penalty 3662.458771 = -205112.301048 nChanged 81 SP:Iteration 4F (2380.530000 sec): 3 clusters Score: Raw -208894.452082 + Penalty 3662.458771 = -205231.993311 nChanged 91 SP:Iteration 5F (2380.670000 sec): 3 clusters Score: Raw -209045.108540 + Penalty 3662.458771 = -205382.649769 nChanged 77 SP:Iteration 6Q (2380.840000 sec): 3 clusters Score: Raw -209217.660310 + Penalty 3662.458771 = -205555.201539 nChanged 79 SP:Iteration 7Q (2381.040000 sec): 3 clusters Score: Raw -209396.245204 + Penalty 3662.458771 = -205733.786433 nChanged 47 SP:Iteration 8Q (2381.230000 sec): 3 clusters Score: Raw -209513.769421 + Penalty 3662.458771 = -205851.310649 nChanged 42 SP:Iteration 9Q (2381.430000 sec): 3 clusters Score: Raw -209641.736287 + Penalty 3662.458771 = -205979.277516 nChanged 24 SP:Iteration 10Q (2381.620000 sec): 3 clusters Score: Raw -209678.140393 + Penalty 3662.458771 = -206015.681622 nChanged 14 SP:Iteration 11Q (2381.790000 sec): 3 clusters Score: Raw -209699.812562 + Penalty 3662.458771 = -206037.353791 nChanged 7 SP:Iteration 12Q (2381.990000 sec): 3 clusters Score: Raw -209710.732151 + Penalty 3662.458771 = -206048.273380 nChanged 3 SP:Iteration 13Q (2382.160000 sec): 3 clusters Score: Raw -209717.350547 + Penalty 3662.458771 = -206054.891776 nChanged 4 SP:Iteration 14Q (2382.320000 sec): 3 clusters Score: Raw -209723.059777 + Penalty 3662.458771 = -206060.601006 nChanged 4 SP:Iteration 15Q (2382.540000 sec): 3 clusters Score: Raw -209731.354398 + Penalty 3662.458771 = -206068.895627 nChanged 2 SP:Iteration 16Q (2382.710000 sec): 3 clusters Score: Raw -209733.281331 + Penalty 3662.458771 = -206070.822560 nChanged 0 SP:Iteration 17F (2382.900000 sec): 3 clusters Score: Raw -209749.352661 + Penalty 3662.458771 = -206086.893890 nChanged 3 SP:Iteration 18Q (2383.090000 sec): 3 clusters Score: Raw -209799.734078 + Penalty 3662.458771 = -206137.275307 nChanged 7 SP:Iteration 19Q (2383.310000 sec): 3 clusters Score: Raw -209808.410721 + Penalty 3662.458771 = -206145.951950 nChanged 3 SP:Iteration 20F (2383.530000 sec): 3 clusters Score: Raw -209813.890172 + Penalty 3662.458771 = -206151.431401 nChanged 2 SP:Iteration 21Q (2383.740000 sec): 3 clusters Score: Raw -209831.997278 + Penalty 3662.458771 = -206169.538507 nChanged 6 SP:Iteration 22Q (2383.890000 sec): 3 clusters Score: Raw -209837.810083 + Penalty 3662.458771 = -206175.351311 nChanged 4 SP:Iteration 23Q (2384.120000 sec): 3 clusters Score: Raw -209843.966050 + Penalty 3662.458771 = -206181.507279 nChanged 2 SP:Iteration 24Q (2384.280000 sec): 3 clusters Score: Raw -209846.745071 + Penalty 3662.458771 = -206184.286300 nChanged 0 SP:Iteration 25F (2384.470000 sec): 3 clusters Score: Raw -209846.745071 + Penalty 3662.458771 = -206184.286300 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 11 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.550000 sec): 2 clusters Score: Raw -67774.363633 + Penalty 1550.949545 = -66223.414088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.730000 sec): 3 clusters Score: Raw -67801.017241 + Penalty 3101.899091 = -64699.118150 nChanged 105 SP:Iteration 1F (2384.910000 sec): 3 clusters Score: Raw -68004.530568 + Penalty 3101.899091 = -64902.631477 nChanged 21 SP:Iteration 2Q (2385.080000 sec): 3 clusters Score: Raw -68047.705197 + Penalty 3101.899091 = -64945.806106 nChanged 8 SP:Iteration 3Q (2385.260000 sec): 3 clusters Score: Raw -68066.959638 + Penalty 3101.899091 = -64965.060548 nChanged 4 SP:Iteration 4Q (2385.420000 sec): 3 clusters Score: Raw -68075.920143 + Penalty 3101.899091 = -64974.021052 nChanged 3 SP:Iteration 5Q (2385.600000 sec): 3 clusters Score: Raw -68080.672768 + Penalty 3101.899091 = -64978.773677 nChanged 3 SP:Iteration 6Q (2385.790000 sec): 3 clusters Score: Raw -68087.217193 + Penalty 3101.899091 = -64985.318103 nChanged 2 SP:Iteration 7Q (2385.960000 sec): 3 clusters Score: Raw -68090.922048 + Penalty 3101.899091 = -64989.022957 nChanged 0 SP:Iteration 8F (2386.170000 sec): 3 clusters Score: Raw -68090.922048 + Penalty 3101.899091 = -64989.022957 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 12 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2386.280000 sec): 2 clusters Score: Raw -19115.232039 + Penalty 1264.766874 = -17850.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.470000 sec): 3 clusters Score: Raw -19311.152525 + Penalty 2529.533748 = -16781.618777 nChanged 10 SP:Iteration 1F (2386.680000 sec): 3 clusters Score: Raw -19385.915656 + Penalty 2529.533748 = -16856.381908 nChanged 4 SP:Iteration 2Q (2386.920000 sec): 3 clusters Score: Raw -19407.388309 + Penalty 2529.533748 = -16877.854561 nChanged 1 SP:Iteration 3Q (2387.060000 sec): 3 clusters Score: Raw -19412.971434 + Penalty 2529.533748 = -16883.437686 nChanged 1 SP:Iteration 4Q (2387.270000 sec): 3 clusters Score: Raw -19436.649841 + Penalty 2529.533748 = -16907.116093 nChanged 0 SP:Iteration 5F (2387.460000 sec): 3 clusters Score: Raw -19436.649841 + Penalty 2529.533748 = -16907.116093 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 13 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.510000 sec): 2 clusters Score: Raw -22248.800956 + Penalty 1276.578630 = -20972.222326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.750000 sec): 3 clusters Score: Raw -22441.078774 + Penalty 2553.157260 = -19887.921514 nChanged 6 SP:Iteration 1Q (2387.920000 sec): 3 clusters Score: Raw -22482.239059 + Penalty 2553.157260 = -19929.081798 nChanged 0 SP:Iteration 2F (2388.090000 sec): 3 clusters Score: Raw -22482.239059 + Penalty 2553.157260 = -19929.081798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 14 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.180000 sec): 2 clusters Score: Raw -38381.720963 + Penalty 1425.849461 = -36955.871503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2388.310000 sec): 3 clusters Score: Raw -38539.265452 + Penalty 2851.698921 = -35687.566531 nChanged 42 SP:Iteration 1F (2388.530000 sec): 3 clusters Score: Raw -38662.398476 + Penalty 2851.698921 = -35810.699555 nChanged 10 SP:Iteration 2Q (2388.720000 sec): 3 clusters Score: Raw -38707.192164 + Penalty 2851.698921 = -35855.493243 nChanged 8 SP:Iteration 3Q (2388.900000 sec): 3 clusters Score: Raw -38736.819333 + Penalty 2851.698921 = -35885.120412 nChanged 3 SP:Iteration 4Q (2389.080000 sec): 3 clusters Score: Raw -38742.691354 + Penalty 2851.698921 = -35890.992433 nChanged 0 SP:Iteration 5F (2389.250000 sec): 3 clusters Score: Raw -38742.691354 + Penalty 2851.698921 = -35890.992433 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 15 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2389.340000 sec): 2 clusters Score: Raw -73553.514702 + Penalty 1564.859733 = -71988.654969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2389.530000 sec): 3 clusters Score: Raw -73514.047503 + Penalty 3129.719466 = -70384.328037 nChanged 113 SP:Iteration 1F (2389.640000 sec): 3 clusters Score: Raw -73698.772593 + Penalty 3129.719466 = -70569.053127 nChanged 19 SP:Iteration 2Q (2389.800000 sec): 3 clusters Score: Raw -73741.654562 + Penalty 3129.719466 = -70611.935096 nChanged 6 SP:Iteration 3Q (2389.990000 sec): 3 clusters Score: Raw -73754.687589 + Penalty 3129.719466 = -70624.968123 nChanged 1 SP:Iteration 4Q (2390.130000 sec): 3 clusters Score: Raw -73755.834306 + Penalty 3129.719466 = -70626.114840 nChanged 2 SP:Iteration 5Q (2390.330000 sec): 3 clusters Score: Raw -73762.956433 + Penalty 3129.719466 = -70633.236967 nChanged 2 SP:Iteration 6Q (2390.460000 sec): 3 clusters Score: Raw -73766.472536 + Penalty 3129.719466 = -70636.753070 nChanged 1 SP:Iteration 7Q (2390.660000 sec): 3 clusters Score: Raw -73768.296619 + Penalty 3129.719466 = -70638.577153 nChanged 1 SP:Iteration 8Q (2390.880000 sec): 3 clusters Score: Raw -73769.928434 + Penalty 3129.719466 = -70640.208968 nChanged 0 SP:Iteration 9F (2391.050000 sec): 3 clusters Score: Raw -73769.928434 + Penalty 3129.719466 = -70640.208968 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 16 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2391.140000 sec): 2 clusters Score: Raw -25260.286328 + Penalty 1326.082668 = -23934.203660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2391.360000 sec): 3 clusters Score: Raw -25569.822168 + Penalty 2652.165335 = -22917.656833 nChanged 31 SP:Iteration 1F (2391.510000 sec): 3 clusters Score: Raw -25736.304037 + Penalty 2652.165335 = -23084.138701 nChanged 11 SP:Iteration 2F (2391.690000 sec): 3 clusters Score: Raw -25788.174646 + Penalty 2652.165335 = -23136.009311 nChanged 4 SP:Iteration 3Q (2391.910000 sec): 3 clusters Score: Raw -25803.821015 + Penalty 2652.165335 = -23151.655679 nChanged 2 SP:Iteration 4Q (2392.070000 sec): 3 clusters Score: Raw -25810.949192 + Penalty 2652.165335 = -23158.783856 nChanged 0 SP:Iteration 5F (2392.200000 sec): 3 clusters Score: Raw -25810.949192 + Penalty 2652.165335 = -23158.783856 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 17 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2392.320000 sec): 2 clusters Score: Raw -40433.117689 + Penalty 1432.857776 = -39000.259913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2392.470000 sec): 3 clusters Score: Raw -40533.571063 + Penalty 2865.715552 = -37667.855510 nChanged 31 SP:Iteration 1F (2392.660000 sec): 3 clusters Score: Raw -40646.463235 + Penalty 2865.715552 = -37780.747682 nChanged 15 SP:Iteration 2Q (2392.850000 sec): 3 clusters Score: Raw -40706.586809 + Penalty 2865.715552 = -37840.871257 nChanged 7 SP:Iteration 3Q (2393.000000 sec): 3 clusters Score: Raw -40737.213962 + Penalty 2865.715552 = -37871.498410 nChanged 1 SP:Iteration 4Q (2393.190000 sec): 3 clusters Score: Raw -40739.383854 + Penalty 2865.715552 = -37873.668302 nChanged 2 SP:Iteration 5Q (2393.330000 sec): 3 clusters Score: Raw -40743.991881 + Penalty 2865.715552 = -37878.276328 nChanged 2 SP:Iteration 6Q (2393.470000 sec): 3 clusters Score: Raw -40749.541888 + Penalty 2865.715552 = -37883.826335 nChanged 2 SP:Iteration 7Q (2393.650000 sec): 3 clusters Score: Raw -40754.734736 + Penalty 2865.715552 = -37889.019183 nChanged 0 SP:Iteration 8F (2393.850000 sec): 3 clusters Score: Raw -40754.734736 + Penalty 2865.715552 = -37889.019183 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 18 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.940000 sec): 2 clusters Score: Raw -34307.242505 + Penalty 1363.297720 = -32943.944785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2394.120000 sec): 3 clusters Score: Raw -34443.286183 + Penalty 2726.595440 = -31716.690743 nChanged 16 SP:Iteration 1F (2394.290000 sec): 3 clusters Score: Raw -34509.196174 + Penalty 2726.595440 = -31782.600734 nChanged 1 SP:Iteration 2Q (2394.450000 sec): 3 clusters Score: Raw -34511.631168 + Penalty 2726.595440 = -31785.035728 nChanged 0 SP:Iteration 3F (2394.620000 sec): 3 clusters Score: Raw -34511.631168 + Penalty 2726.595440 = -31785.035728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 19 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2394.730000 sec): 2 clusters Score: Raw -12032.183865 + Penalty 1126.737106 = -10905.446759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2394.900000 sec): 3 clusters Score: Raw -12438.178757 + Penalty 2253.474212 = -10184.704545 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 20 (23388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.120000 sec): 2 clusters Score: Raw -3158938.885682 + Penalty 2494.874631 = -3156444.011051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.440000 sec): 3 clusters Score: Raw -3145133.030798 + Penalty 4989.749261 = -3140143.281537 nChanged 10475 SP:Iteration 1F (2395.790000 sec): 3 clusters Score: Raw -3150909.029710 + Penalty 4989.749261 = -3145919.280449 nChanged 1280 SP:Iteration 2F (2396.110000 sec): 3 clusters Score: Raw -3151433.920006 + Penalty 4989.749261 = -3146444.170745 nChanged 1233 SP:Iteration 3F (2396.430000 sec): 3 clusters Score: Raw -3151969.607863 + Penalty 4989.749261 = -3146979.858602 nChanged 1236 SP:Iteration 4F (2396.700000 sec): 3 clusters Score: Raw -3152590.992757 + Penalty 4989.749261 = -3147601.243495 nChanged 1348 SP:Iteration 5F (2397.010000 sec): 3 clusters Score: Raw -3153417.852238 + Penalty 4989.749261 = -3148428.102977 nChanged 1575 SP:Iteration 6F (2397.310000 sec): 3 clusters Score: Raw -3154548.015392 + Penalty 4989.749261 = -3149558.266130 nChanged 1605 SP:Iteration 7F (2397.620000 sec): 3 clusters Score: Raw -3155789.084264 + Penalty 4989.749261 = -3150799.335002 nChanged 1415 SP:Iteration 8F (2398.000000 sec): 3 clusters Score: Raw -3156952.275080 + Penalty 4989.749261 = -3151962.525819 nChanged 1130 SP:Iteration 9Q (2398.300000 sec): 3 clusters Score: Raw -3157865.345763 + Penalty 4989.749261 = -3152875.596501 nChanged 749 SP:Iteration 10Q (2398.640000 sec): 3 clusters Score: Raw -3158426.524096 + Penalty 4989.749261 = -3153436.774835 nChanged 434 SP:Iteration 11Q (2399.060000 sec): 3 clusters Score: Raw -3158727.929910 + Penalty 4989.749261 = -3153738.180649 nChanged 262 SP:Iteration 12Q (2399.360000 sec): 3 clusters Score: Raw -3158919.605061 + Penalty 4989.749261 = -3153929.855800 nChanged 196 SP:Iteration 13Q (2399.670000 sec): 3 clusters Score: Raw -3159076.815571 + Penalty 4989.749261 = -3154087.066310 nChanged 146 SP:Iteration 14Q (2399.990000 sec): 3 clusters Score: Raw -3159188.939973 + Penalty 4989.749261 = -3154199.190712 nChanged 92 SP:Iteration 15Q (2400.320000 sec): 3 clusters Score: Raw -3159249.049089 + Penalty 4989.749261 = -3154259.299828 nChanged 63 SP:Iteration 16Q (2400.640000 sec): 3 clusters Score: Raw -3159288.589400 + Penalty 4989.749261 = -3154298.840138 nChanged 54 SP:Iteration 17Q (2400.930000 sec): 3 clusters Score: Raw -3159323.638430 + Penalty 4989.749261 = -3154333.889169 nChanged 40 SP:Iteration 18Q (2401.250000 sec): 3 clusters Score: Raw -3159353.942206 + Penalty 4989.749261 = -3154364.192945 nChanged 30 SP:Iteration 19Q (2401.500000 sec): 3 clusters Score: Raw -3159371.449728 + Penalty 4989.749261 = -3154381.700467 nChanged 22 SP:Iteration 20F (2401.840000 sec): 3 clusters Score: Raw -3159386.716069 + Penalty 4989.749261 = -3154396.966808 nChanged 19 SP:Iteration 21Q (2402.100000 sec): 3 clusters Score: Raw -3159401.647571 + Penalty 4989.749261 = -3154411.898310 nChanged 14 SP:Iteration 22Q (2402.410000 sec): 3 clusters Score: Raw -3159409.786286 + Penalty 4989.749261 = -3154420.037025 nChanged 13 SP:Iteration 23Q (2402.690000 sec): 3 clusters Score: Raw -3159422.248336 + Penalty 4989.749261 = -3154432.499075 nChanged 11 SP:Iteration 24Q (2402.950000 sec): 3 clusters Score: Raw -3159428.673200 + Penalty 4989.749261 = -3154438.923939 nChanged 5 SP:Iteration 25Q (2403.280000 sec): 3 clusters Score: Raw -3159432.278014 + Penalty 4989.749261 = -3154442.528753 nChanged 4 SP:Iteration 26Q (2403.520000 sec): 3 clusters Score: Raw -3159434.720962 + Penalty 4989.749261 = -3154444.971701 nChanged 2 SP:Iteration 27Q (2403.820000 sec): 3 clusters Score: Raw -3159435.446412 + Penalty 4989.749261 = -3154445.697151 nChanged 2 SP:Iteration 28Q (2404.110000 sec): 3 clusters Score: Raw -3159436.136585 + Penalty 4989.749261 = -3154446.387324 nChanged 2 SP:Iteration 29Q (2404.420000 sec): 3 clusters Score: Raw -3159437.193181 + Penalty 4989.749261 = -3154447.443920 nChanged 1 SP:Iteration 30Q (2404.750000 sec): 3 clusters Score: Raw -3159438.161675 + Penalty 4989.749261 = -3154448.412414 nChanged 1 SP:Iteration 31Q (2405.040000 sec): 3 clusters Score: Raw -3159439.586742 + Penalty 4989.749261 = -3154449.837480 nChanged 3 SP:Iteration 32Q (2405.320000 sec): 3 clusters Score: Raw -3159441.694228 + Penalty 4989.749261 = -3154451.944967 nChanged 1 SP:Iteration 33Q (2405.610000 sec): 3 clusters Score: Raw -3159442.628047 + Penalty 4989.749261 = -3154452.878786 nChanged 2 SP:Iteration 34Q (2405.920000 sec): 3 clusters Score: Raw -3159443.749294 + Penalty 4989.749261 = -3154454.000033 nChanged 1 SP:Iteration 35Q (2406.150000 sec): 3 clusters Score: Raw -3159444.765849 + Penalty 4989.749261 = -3154455.016588 nChanged 0 SP:Iteration 36F (2406.470000 sec): 3 clusters Score: Raw -3159444.765849 + Penalty 4989.749261 = -3154455.016588 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 21 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2406.580000 sec): 2 clusters Score: Raw -54372.482878 + Penalty 1520.004452 = -52852.478426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2406.780000 sec): 3 clusters Score: Raw -54422.247254 + Penalty 3040.008904 = -51382.238350 nChanged 89 SP:Iteration 1F (2406.960000 sec): 3 clusters Score: Raw -54627.102666 + Penalty 3040.008904 = -51587.093762 nChanged 36 SP:Iteration 2F (2407.150000 sec): 3 clusters Score: Raw -54738.466322 + Penalty 3040.008904 = -51698.457418 nChanged 16 SP:Iteration 3Q (2407.350000 sec): 3 clusters Score: Raw -54804.380261 + Penalty 3040.008904 = -51764.371357 nChanged 11 SP:Iteration 4Q (2407.580000 sec): 3 clusters Score: Raw -54843.522164 + Penalty 3040.008904 = -51803.513260 nChanged 8 SP:Iteration 5Q (2407.750000 sec): 3 clusters Score: Raw -54880.427709 + Penalty 3040.008904 = -51840.418805 nChanged 8 SP:Iteration 6Q (2407.970000 sec): 3 clusters Score: Raw -54905.346140 + Penalty 3040.008904 = -51865.337236 nChanged 7 SP:Iteration 7Q (2408.120000 sec): 3 clusters Score: Raw -54931.841681 + Penalty 3040.008904 = -51891.832777 nChanged 10 SP:Iteration 8Q (2408.300000 sec): 3 clusters Score: Raw -55047.209278 + Penalty 3040.008904 = -52007.200374 nChanged 15 SP:Iteration 9Q (2408.480000 sec): 3 clusters Score: Raw -55208.265550 + Penalty 3040.008904 = -52168.256646 nChanged 17 SP:Iteration 10Q (2408.650000 sec): 3 clusters Score: Raw -55315.813934 + Penalty 3040.008904 = -52275.805029 nChanged 10 SP:Iteration 11Q (2408.830000 sec): 3 clusters Score: Raw -55369.228884 + Penalty 3040.008904 = -52329.219979 nChanged 5 SP:Iteration 12Q (2409.040000 sec): 3 clusters Score: Raw -55389.112736 + Penalty 3040.008904 = -52349.103832 nChanged 4 SP:Iteration 13Q (2409.290000 sec): 3 clusters Score: Raw -55403.701267 + Penalty 3040.008904 = -52363.692363 nChanged 2 SP:Iteration 14Q (2409.490000 sec): 3 clusters Score: Raw -55408.296344 + Penalty 3040.008904 = -52368.287439 nChanged 0 SP:Iteration 15F (2409.690000 sec): 3 clusters Score: Raw -55408.296344 + Penalty 3040.008904 = -52368.287439 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 22 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2409.790000 sec): 2 clusters Score: Raw -16494.586389 + Penalty 1193.421720 = -15301.164669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2409.990000 sec): 3 clusters Score: Raw -16861.014972 + Penalty 2386.843440 = -14474.171531 nChanged 3 SP:Iteration 1Q (2410.180000 sec): 3 clusters Score: Raw -16881.715801 + Penalty 2386.843440 = -14494.872361 nChanged 0 SP:Iteration 2F (2410.380000 sec): 3 clusters Score: Raw -16881.715801 + Penalty 2386.843440 = -14494.872361 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 23 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2410.420000 sec): 2 clusters Score: Raw -14051.690255 + Penalty 1158.861551 = -12892.828704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2410.600000 sec): 3 clusters Score: Raw -14380.590892 + Penalty 2317.723102 = -12062.867790 nChanged 1 SP:Iteration 1Q (2410.820000 sec): 3 clusters Score: Raw -14388.999763 + Penalty 2317.723102 = -12071.276662 nChanged 0 SP:Iteration 2F (2411.020000 sec): 3 clusters Score: Raw -14388.999763 + Penalty 2317.723102 = -12071.276662 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 24 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.110000 sec): 2 clusters Score: Raw -26463.731961 + Penalty 1359.198453 = -25104.533508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.300000 sec): 3 clusters Score: Raw -26668.330230 + Penalty 2718.396906 = -23949.933324 nChanged 31 SP:Iteration 1F (2411.480000 sec): 3 clusters Score: Raw -26848.282943 + Penalty 2718.396906 = -24129.886037 nChanged 10 SP:Iteration 2Q (2411.630000 sec): 3 clusters Score: Raw -26978.280303 + Penalty 2718.396906 = -24259.883397 nChanged 9 SP:Iteration 3Q (2411.810000 sec): 3 clusters Score: Raw -27044.084815 + Penalty 2718.396906 = -24325.687909 nChanged 11 SP:Iteration 4Q (2411.980000 sec): 3 clusters Score: Raw -27153.428548 + Penalty 2718.396906 = -24435.031642 nChanged 10 SP:Iteration 5Q (2412.180000 sec): 3 clusters Score: Raw -27278.243393 + Penalty 2718.396906 = -24559.846487 nChanged 4 SP:Iteration 6Q (2412.360000 sec): 3 clusters Score: Raw -27329.945377 + Penalty 2718.396906 = -24611.548471 nChanged 2 SP:Iteration 7Q (2412.580000 sec): 3 clusters Score: Raw -27344.816638 + Penalty 2718.396906 = -24626.419732 nChanged 3 SP:Iteration 8Q (2412.760000 sec): 3 clusters Score: Raw -27452.934080 + Penalty 2718.396906 = -24734.537174 nChanged 2 SP:Iteration 9Q (2412.940000 sec): 3 clusters Score: Raw -27459.012103 + Penalty 2718.396906 = -24740.615197 nChanged 2 SP:Iteration 10Q (2413.100000 sec): 3 clusters Score: Raw -27468.467306 + Penalty 2718.396906 = -24750.070400 nChanged 2 SP:Iteration 11Q (2413.260000 sec): 3 clusters Score: Raw -27489.006850 + Penalty 2718.396906 = -24770.609944 nChanged 0 SP:Iteration 12F (2413.490000 sec): 3 clusters Score: Raw -27492.177110 + Penalty 2718.396906 = -24773.780204 nChanged 2 SP:Iteration 13Q (2413.640000 sec): 3 clusters Score: Raw -27516.634530 + Penalty 2718.396906 = -24798.237624 nChanged 1 SP:Iteration 14Q (2413.830000 sec): 3 clusters Score: Raw -27530.288759 + Penalty 2718.396906 = -24811.891853 nChanged 1 SP:Iteration 15Q (2414.030000 sec): 3 clusters Score: Raw -27542.739925 + Penalty 2718.396906 = -24824.343019 nChanged 0 SP:Iteration 16F (2414.200000 sec): 3 clusters Score: Raw -27542.739925 + Penalty 2718.396906 = -24824.343019 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 25 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2414.300000 sec): 2 clusters Score: Raw -84461.077519 + Penalty 1625.375484 = -82835.702035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2414.450000 sec): 3 clusters Score: Raw -84458.352078 + Penalty 3250.750968 = -81207.601110 nChanged 182 SP:Iteration 1F (2414.680000 sec): 3 clusters Score: Raw -84785.532724 + Penalty 3250.750968 = -81534.781756 nChanged 60 SP:Iteration 2F (2414.870000 sec): 3 clusters Score: Raw -84899.447846 + Penalty 3250.750968 = -81648.696878 nChanged 34 SP:Iteration 3Q (2415.020000 sec): 3 clusters Score: Raw -84961.699320 + Penalty 3250.750968 = -81710.948352 nChanged 23 SP:Iteration 4Q (2415.210000 sec): 3 clusters Score: Raw -85016.577518 + Penalty 3250.750968 = -81765.826550 nChanged 15 SP:Iteration 5Q (2415.360000 sec): 3 clusters Score: Raw -85068.463854 + Penalty 3250.750968 = -81817.712885 nChanged 10 SP:Iteration 6Q (2415.560000 sec): 3 clusters Score: Raw -85097.255555 + Penalty 3250.750968 = -81846.504586 nChanged 10 SP:Iteration 7Q (2415.750000 sec): 3 clusters Score: Raw -85114.562071 + Penalty 3250.750968 = -81863.811102 nChanged 8 SP:Iteration 8Q (2415.960000 sec): 3 clusters Score: Raw -85128.077994 + Penalty 3250.750968 = -81877.327025 nChanged 10 SP:Iteration 9Q (2416.140000 sec): 3 clusters Score: Raw -85146.572981 + Penalty 3250.750968 = -81895.822012 nChanged 8 SP:Iteration 10Q (2416.340000 sec): 3 clusters Score: Raw -85159.697746 + Penalty 3250.750968 = -81908.946778 nChanged 7 SP:Iteration 11Q (2416.520000 sec): 3 clusters Score: Raw -85175.696149 + Penalty 3250.750968 = -81924.945180 nChanged 4 SP:Iteration 12Q (2416.710000 sec): 3 clusters Score: Raw -85181.124576 + Penalty 3250.750968 = -81930.373607 nChanged 1 SP:Iteration 13Q (2416.900000 sec): 3 clusters Score: Raw -85182.114236 + Penalty 3250.750968 = -81931.363268 nChanged 1 SP:Iteration 14Q (2417.080000 sec): 3 clusters Score: Raw -85186.016696 + Penalty 3250.750968 = -81935.265728 nChanged 2 SP:Iteration 15Q (2417.250000 sec): 3 clusters Score: Raw -85188.489304 + Penalty 3250.750968 = -81937.738336 nChanged 1 SP:Iteration 16Q (2417.450000 sec): 3 clusters Score: Raw -85189.348398 + Penalty 3250.750968 = -81938.597429 nChanged 1 SP:Iteration 17Q (2417.630000 sec): 3 clusters Score: Raw -85191.014417 + Penalty 3250.750968 = -81940.263449 nChanged 2 SP:Iteration 18Q (2417.800000 sec): 3 clusters Score: Raw -85196.908084 + Penalty 3250.750968 = -81946.157116 nChanged 4 SP:Iteration 19Q (2418.020000 sec): 3 clusters Score: Raw -85208.591552 + Penalty 3250.750968 = -81957.840583 nChanged 2 SP:Iteration 20F (2418.160000 sec): 3 clusters Score: Raw -85212.106776 + Penalty 3250.750968 = -81961.355807 nChanged 1 SP:Iteration 21Q (2418.340000 sec): 3 clusters Score: Raw -85215.712836 + Penalty 3250.750968 = -81964.961868 nChanged 0 SP:Iteration 22F (2418.510000 sec): 3 clusters Score: Raw -85215.712836 + Penalty 3250.750968 = -81964.961868 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 26 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2418.600000 sec): 2 clusters Score: Raw -46758.982749 + Penalty 1456.285212 = -45302.697538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2418.780000 sec): 3 clusters Score: Raw -46863.313441 + Penalty 2912.570424 = -43950.743018 nChanged 49 SP:Iteration 1F (2418.920000 sec): 3 clusters Score: Raw -46990.259495 + Penalty 2912.570424 = -44077.689072 nChanged 8 SP:Iteration 2Q (2419.110000 sec): 3 clusters Score: Raw -47012.661711 + Penalty 2912.570424 = -44100.091288 nChanged 4 SP:Iteration 3Q (2419.260000 sec): 3 clusters Score: Raw -47023.412025 + Penalty 2912.570424 = -44110.841601 nChanged 1 SP:Iteration 4Q (2419.400000 sec): 3 clusters Score: Raw -47031.745906 + Penalty 2912.570424 = -44119.175482 nChanged 2 SP:Iteration 5Q (2419.580000 sec): 3 clusters Score: Raw -47035.874946 + Penalty 2912.570424 = -44123.304523 nChanged 1 SP:Iteration 6Q (2419.720000 sec): 3 clusters Score: Raw -47036.926699 + Penalty 2912.570424 = -44124.356276 nChanged 0 SP:Iteration 7F (2419.900000 sec): 3 clusters Score: Raw -47036.926699 + Penalty 2912.570424 = -44124.356276 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 27 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2420.000000 sec): 2 clusters Score: Raw -29527.953635 + Penalty 1418.637321 = -28109.316315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2420.090000 sec): 3 clusters Score: Raw -29726.031790 + Penalty 2837.274641 = -26888.757149 nChanged 57 SP:Iteration 1F (2420.250000 sec): 3 clusters Score: Raw -30093.346176 + Penalty 2837.274641 = -27256.071534 nChanged 21 SP:Iteration 2F (2420.390000 sec): 3 clusters Score: Raw -30198.552303 + Penalty 2837.274641 = -27361.277661 nChanged 15 SP:Iteration 3Q (2420.510000 sec): 3 clusters Score: Raw -30276.361929 + Penalty 2837.274641 = -27439.087288 nChanged 6 SP:Iteration 4Q (2420.700000 sec): 3 clusters Score: Raw -30301.583363 + Penalty 2837.274641 = -27464.308722 nChanged 4 SP:Iteration 5Q (2420.860000 sec): 3 clusters Score: Raw -30329.550092 + Penalty 2837.274641 = -27492.275451 nChanged 3 SP:Iteration 6Q (2421.020000 sec): 3 clusters Score: Raw -30340.136723 + Penalty 2837.274641 = -27502.862082 nChanged 2 SP:Iteration 7Q (2421.210000 sec): 3 clusters Score: Raw -30373.826681 + Penalty 2837.274641 = -27536.552040 nChanged 4 SP:Iteration 8Q (2421.360000 sec): 3 clusters Score: Raw -30406.758873 + Penalty 2837.274641 = -27569.484232 nChanged 2 SP:Iteration 9Q (2421.510000 sec): 3 clusters Score: Raw -30414.281388 + Penalty 2837.274641 = -27577.006747 nChanged 1 SP:Iteration 10Q (2421.670000 sec): 3 clusters Score: Raw -30415.736542 + Penalty 2837.274641 = -27578.461901 nChanged 1 SP:Iteration 11Q (2421.840000 sec): 3 clusters Score: Raw -30423.393439 + Penalty 2837.274641 = -27586.118798 nChanged 0 SP:Iteration 12F (2422.020000 sec): 3 clusters Score: Raw -30423.393439 + Penalty 2837.274641 = -27586.118798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 28 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.110000 sec): 2 clusters Score: Raw -63619.819815 + Penalty 1528.502071 = -62091.317744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.260000 sec): 3 clusters Score: Raw -63647.760329 + Penalty 3057.004143 = -60590.756186 nChanged 76 SP:Iteration 1F (2422.440000 sec): 3 clusters Score: Raw -63815.988299 + Penalty 3057.004143 = -60758.984156 nChanged 26 SP:Iteration 2F (2422.570000 sec): 3 clusters Score: Raw -63901.431165 + Penalty 3057.004143 = -60844.427022 nChanged 16 SP:Iteration 3Q (2422.740000 sec): 3 clusters Score: Raw -63959.559557 + Penalty 3057.004143 = -60902.555414 nChanged 9 SP:Iteration 4Q (2422.880000 sec): 3 clusters Score: Raw -63986.154672 + Penalty 3057.004143 = -60929.150529 nChanged 4 SP:Iteration 5Q (2423.070000 sec): 3 clusters Score: Raw -63997.549296 + Penalty 3057.004143 = -60940.545153 nChanged 6 SP:Iteration 6Q (2423.290000 sec): 3 clusters Score: Raw -64012.782812 + Penalty 3057.004143 = -60955.778669 nChanged 8 SP:Iteration 7Q (2423.450000 sec): 3 clusters Score: Raw -64027.134185 + Penalty 3057.004143 = -60970.130042 nChanged 3 SP:Iteration 8Q (2423.630000 sec): 3 clusters Score: Raw -64037.089464 + Penalty 3057.004143 = -60980.085321 nChanged 1 SP:Iteration 9Q (2423.830000 sec): 3 clusters Score: Raw -64038.895686 + Penalty 3057.004143 = -60981.891543 nChanged 0 SP:Iteration 10F (2424.050000 sec): 3 clusters Score: Raw -64038.895686 + Penalty 3057.004143 = -60981.891543 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 29 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2424.150000 sec): 2 clusters Score: Raw -13258.887164 + Penalty 1212.806584 = -12046.080580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.410000 sec): 3 clusters Score: Raw -13617.616936 + Penalty 2425.613168 = -11192.003769 nChanged 16 SP:Iteration 1F (2424.590000 sec): 3 clusters Score: Raw -13769.468206 + Penalty 2425.613168 = -11343.855039 nChanged 2 SP:Iteration 2Q (2424.810000 sec): 3 clusters Score: Raw -13792.281785 + Penalty 2425.613168 = -11366.668617 nChanged 0 SP:Iteration 3F (2425.020000 sec): 3 clusters Score: Raw -13792.281785 + Penalty 2425.613168 = -11366.668617 nChanged 0 Memory request: 0.00 GB would take us to total of 2.06 GB. Trying to split cluster 30 (201066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2425.940000 sec): 2 clusters Score: Raw -27531698.206726 + Penalty 3028.424346 = -27528669.782380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2427.190000 sec): 3 clusters Score: Raw -27399790.738012 + Penalty 6056.848692 = -27393733.889320 nChanged 96739 SP:Iteration 1F (2428.420000 sec): 3 clusters Score: Raw -27456830.186612 + Penalty 6056.848692 = -27450773.337920 nChanged 5568 SP:Iteration 2Q (2429.670000 sec): 3 clusters Score: Raw -27458146.636073 + Penalty 6056.848692 = -27452089.787382 nChanged 6437 SP:Iteration 3Q (2430.870000 sec): 3 clusters Score: Raw -27460064.211162 + Penalty 6056.848692 = -27454007.362470 nChanged 7673 SP:Iteration 4Q (2432.150000 sec): 3 clusters Score: Raw -27463117.685405 + Penalty 6056.848692 = -27457060.836713 nChanged 10085 SP:Iteration 5F (2433.330000 sec): 3 clusters Score: Raw -27468552.629766 + Penalty 6056.848692 = -27462495.781074 nChanged 13435 SP:Iteration 6F (2434.600000 sec): 3 clusters Score: Raw -27478094.319683 + Penalty 6056.848692 = -27472037.470991 nChanged 16453 SP:Iteration 7F (2435.770000 sec): 3 clusters Score: Raw -27492275.511976 + Penalty 6056.848692 = -27486218.663284 nChanged 16683 SP:Iteration 8F (2436.920000 sec): 3 clusters Score: Raw -27508029.663288 + Penalty 6056.848692 = -27501972.814596 nChanged 12967 SP:Iteration 9F (2438.100000 sec): 3 clusters Score: Raw -27520378.272478 + Penalty 6056.848692 = -27514321.423787 nChanged 7581 SP:Iteration 10Q (2439.270000 sec): 3 clusters Score: Raw -27527289.640972 + Penalty 6056.848692 = -27521232.792281 nChanged 3441 SP:Iteration 11Q (2440.360000 sec): 3 clusters Score: Raw -27530196.530080 + Penalty 6056.848692 = -27524139.681388 nChanged 1316 SP:Iteration 12Q (2441.440000 sec): 3 clusters Score: Raw -27531237.034242 + Penalty 6056.848692 = -27525180.185550 nChanged 540 SP:Iteration 13Q (2442.500000 sec): 3 clusters Score: Raw -27531663.036771 + Penalty 6056.848692 = -27525606.188079 nChanged 244 SP:Iteration 14Q (2443.580000 sec): 3 clusters Score: Raw -27531856.382154 + Penalty 6056.848692 = -27525799.533463 nChanged 152 SP:Iteration 15Q (2444.700000 sec): 3 clusters Score: Raw -27531967.883637 + Penalty 6056.848692 = -27525911.034946 nChanged 94 SP:Iteration 16Q (2445.830000 sec): 3 clusters Score: Raw -27532038.485779 + Penalty 6056.848692 = -27525981.637087 nChanged 56 SP:Iteration 17Q (2447.020000 sec): 3 clusters Score: Raw -27532079.743664 + Penalty 6056.848692 = -27526022.894973 nChanged 51 SP:Iteration 18Q (2448.120000 sec): 3 clusters Score: Raw -27532119.766853 + Penalty 6056.848692 = -27526062.918161 nChanged 39 SP:Iteration 19Q (2449.320000 sec): 3 clusters Score: Raw -27532152.552584 + Penalty 6056.848692 = -27526095.703892 nChanged 27 SP:Iteration 20F (2450.590000 sec): 3 clusters Score: Raw -27532172.245332 + Penalty 6056.848692 = -27526115.396641 nChanged 17 SP:Iteration 21Q (2451.680000 sec): 3 clusters Score: Raw -27532185.673554 + Penalty 6056.848692 = -27526128.824863 nChanged 17 SP:Iteration 22Q (2452.670000 sec): 3 clusters Score: Raw -27532196.428835 + Penalty 6056.848692 = -27526139.580143 nChanged 13 SP:Iteration 23Q (2453.730000 sec): 3 clusters Score: Raw -27532206.305683 + Penalty 6056.848692 = -27526149.456991 nChanged 11 SP:Iteration 24Q (2454.760000 sec): 3 clusters Score: Raw -27532213.448754 + Penalty 6056.848692 = -27526156.600062 nChanged 6 SP:Iteration 25Q (2455.790000 sec): 3 clusters Score: Raw -27532217.502469 + Penalty 6056.848692 = -27526160.653778 nChanged 8 SP:Iteration 26Q (2456.940000 sec): 3 clusters Score: Raw -27532221.934890 + Penalty 6056.848692 = -27526165.086198 nChanged 5 SP:Iteration 27Q (2457.990000 sec): 3 clusters Score: Raw -27532225.516692 + Penalty 6056.848692 = -27526168.668000 nChanged 4 SP:Iteration 28Q (2459.090000 sec): 3 clusters Score: Raw -27532227.631784 + Penalty 6056.848692 = -27526170.783093 nChanged 3 SP:Iteration 29Q (2460.200000 sec): 3 clusters Score: Raw -27532229.223960 + Penalty 6056.848692 = -27526172.375268 nChanged 2 SP:Iteration 30Q (2461.390000 sec): 3 clusters Score: Raw -27532231.013385 + Penalty 6056.848692 = -27526174.164693 nChanged 4 SP:Iteration 31Q (2462.540000 sec): 3 clusters Score: Raw -27532233.135867 + Penalty 6056.848692 = -27526176.287175 nChanged 5 SP:Iteration 32Q (2463.630000 sec): 3 clusters Score: Raw -27532237.407426 + Penalty 6056.848692 = -27526180.558734 nChanged 2 SP:Iteration 33Q (2464.870000 sec): 3 clusters Score: Raw -27532239.280617 + Penalty 6056.848692 = -27526182.431925 nChanged 2 SP:Iteration 34Q (2466.080000 sec): 3 clusters Score: Raw -27532241.161549 + Penalty 6056.848692 = -27526184.312857 nChanged 3 SP:Iteration 35Q (2467.230000 sec): 3 clusters Score: Raw -27532243.092553 + Penalty 6056.848692 = -27526186.243861 nChanged 1 SP:Iteration 36Q (2468.310000 sec): 3 clusters Score: Raw -27532243.706760 + Penalty 6056.848692 = -27526186.858068 nChanged 0 SP:Iteration 37F (2469.600000 sec): 3 clusters Score: Raw -27532243.706760 + Penalty 6056.848692 = -27526186.858068 nChanged 0 ------ Evaluating fit on full set of 805981 points ------ Score: Raw -108819298.694478 + Penalty 101182.626933 = -108718116.067544 Time taken for this iteration:2502.310000 seconds. 20->31 Clusters: Score -108718116.067544, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.50 GB would take us to total of 2.00 GB. ------ Running on subset of 268660 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 17 (276 points): Lose 205.480502 but Gain 3100.298076 Iteration 0F (2532.840000 sec): 20 clusters Score: Raw -31902083.069133 + Penalty 58905.663441 = -31843177.405692 nChanged 255227 Deleting Class 10 (664 points): Lose 821.710665 but Gain 3100.298076 Iteration 1F (2544.670000 sec): 19 clusters Score: Raw -35699532.382146 + Penalty 55805.365365 = -35643727.016782 nChanged 66175 Deleting Class 5 (773 points): Lose 774.139043 but Gain 3100.298076 Iteration 2F (2554.860000 sec): 18 clusters Score: Raw -35964479.831486 + Penalty 52705.067289 = -35911774.764197 nChanged 30928 Deleting Class 18 (505 points): Lose 1349.712474 but Gain 3100.298076 Iteration 3F (2564.530000 sec): 17 clusters Score: Raw -36090569.280334 + Penalty 49604.769213 = -36040964.511121 nChanged 15856 Iteration 4F (2573.680000 sec): 17 clusters Score: Raw -36156465.720057 + Penalty 49604.769213 = -36106860.950843 nChanged 10044 Iteration 5Q (2579.500000 sec): 17 clusters Score: Raw -36187106.427359 + Penalty 49604.769213 = -36137501.658146 nChanged 6325 Iteration 6Q (2584.940000 sec): 17 clusters Score: Raw -36191323.567108 + Penalty 49604.769213 = -36141718.797895 nChanged 4620 Iteration 7Q (2590.740000 sec): 17 clusters Score: Raw -36193684.180530 + Penalty 49604.769213 = -36144079.411317 nChanged 3505 Iteration 8Q (2597.240000 sec): 17 clusters Score: Raw -36195189.266896 + Penalty 49604.769213 = -36145584.497683 nChanged 2649 Iteration 9Q (2603.710000 sec): 17 clusters Score: Raw -36196272.162148 + Penalty 49604.769213 = -36146667.392935 nChanged 2092 Iteration 10Q (2609.330000 sec): 17 clusters Score: Raw -36197001.266864 + Penalty 49604.769213 = -36147396.497651 nChanged 1685 Iteration 11Q (2615.100000 sec): 17 clusters Score: Raw -36197534.623336 + Penalty 49604.769213 = -36147929.854123 nChanged 1409 Iteration 12Q (2620.390000 sec): 17 clusters Score: Raw -36197981.320676 + Penalty 49604.769213 = -36148376.551463 nChanged 1189 Iteration 13Q (2626.050000 sec): 17 clusters Score: Raw -36198353.996992 + Penalty 49604.769213 = -36148749.227779 nChanged 1073 Iteration 14Q (2631.660000 sec): 17 clusters Score: Raw -36198692.361053 + Penalty 49604.769213 = -36149087.591840 nChanged 938 Iteration 15Q (2637.480000 sec): 17 clusters Score: Raw -36199001.608039 + Penalty 49604.769213 = -36149396.838826 nChanged 905 Iteration 16Q (2642.970000 sec): 17 clusters Score: Raw -36199272.472072 + Penalty 49604.769213 = -36149667.702859 nChanged 801 Iteration 17Q (2649.750000 sec): 17 clusters Score: Raw -36199533.412885 + Penalty 49604.769213 = -36149928.643672 nChanged 719 Iteration 18Q (2656.610000 sec): 17 clusters Score: Raw -36199759.751142 + Penalty 49604.769213 = -36150154.981929 nChanged 628 Iteration 19Q (2662.690000 sec): 17 clusters Score: Raw -36199932.871721 + Penalty 49604.769213 = -36150328.102508 nChanged 527 Writing temp clu file Because OldScore, -36150154.981929, is greater than current (better) Score,-36150328.102508 Compute initial score before splitting: Score: Raw -36199932.871721 + Penalty 49604.769213 = -36150328.102508 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2662.830000 sec): 2 clusters Score: Raw -181133.844770 + Penalty 1778.951552 = -179354.893218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.050000 sec): 3 clusters Score: Raw -180771.202943 + Penalty 3557.903104 = -177213.299839 nChanged 325 SP:Iteration 1F (2663.190000 sec): 3 clusters Score: Raw -181108.532090 + Penalty 3557.903104 = -177550.628986 nChanged 82 SP:Iteration 2F (2663.370000 sec): 3 clusters Score: Raw -181200.879767 + Penalty 3557.903104 = -177642.976663 nChanged 37 SP:Iteration 3Q (2663.580000 sec): 3 clusters Score: Raw -181257.885628 + Penalty 3557.903104 = -177699.982524 nChanged 30 SP:Iteration 4Q (2663.740000 sec): 3 clusters Score: Raw -181306.961415 + Penalty 3557.903104 = -177749.058311 nChanged 30 SP:Iteration 5Q (2663.950000 sec): 3 clusters Score: Raw -181344.966219 + Penalty 3557.903104 = -177787.063115 nChanged 21 SP:Iteration 6Q (2664.150000 sec): 3 clusters Score: Raw -181366.757422 + Penalty 3557.903104 = -177808.854318 nChanged 14 SP:Iteration 7Q (2664.290000 sec): 3 clusters Score: Raw -181377.804724 + Penalty 3557.903104 = -177819.901620 nChanged 7 SP:Iteration 8Q (2664.440000 sec): 3 clusters Score: Raw -181384.113359 + Penalty 3557.903104 = -177826.210254 nChanged 6 SP:Iteration 9Q (2664.670000 sec): 3 clusters Score: Raw -181389.108071 + Penalty 3557.903104 = -177831.204967 nChanged 4 SP:Iteration 10Q (2664.830000 sec): 3 clusters Score: Raw -181393.526363 + Penalty 3557.903104 = -177835.623259 nChanged 4 SP:Iteration 11Q (2665.040000 sec): 3 clusters Score: Raw -181400.075850 + Penalty 3557.903104 = -177842.172746 nChanged 3 SP:Iteration 12Q (2665.280000 sec): 3 clusters Score: Raw -181406.373367 + Penalty 3557.903104 = -177848.470262 nChanged 4 SP:Iteration 13Q (2665.510000 sec): 3 clusters Score: Raw -181409.430625 + Penalty 3557.903104 = -177851.527521 nChanged 3 SP:Iteration 14Q (2665.720000 sec): 3 clusters Score: Raw -181411.363525 + Penalty 3557.903104 = -177853.460421 nChanged 2 SP:Iteration 15Q (2665.870000 sec): 3 clusters Score: Raw -181414.086337 + Penalty 3557.903104 = -177856.183233 nChanged 4 SP:Iteration 16Q (2666.110000 sec): 3 clusters Score: Raw -181418.369868 + Penalty 3557.903104 = -177860.466763 nChanged 4 SP:Iteration 17Q (2666.270000 sec): 3 clusters Score: Raw -181420.927298 + Penalty 3557.903104 = -177863.024194 nChanged 2 SP:Iteration 18Q (2666.480000 sec): 3 clusters Score: Raw -181422.573691 + Penalty 3557.903104 = -177864.670587 nChanged 2 SP:Iteration 19Q (2666.710000 sec): 3 clusters Score: Raw -181423.833869 + Penalty 3557.903104 = -177865.930765 nChanged 0 SP:Iteration 20F (2666.930000 sec): 3 clusters Score: Raw -181423.833869 + Penalty 3557.903104 = -177865.930765 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.060000 sec): 2 clusters Score: Raw -132585.151595 + Penalty 1731.979911 = -130853.171683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.230000 sec): 3 clusters Score: Raw -132385.586664 + Penalty 3463.959823 = -128921.626842 nChanged 328 SP:Iteration 1F (2667.500000 sec): 3 clusters Score: Raw -132991.384509 + Penalty 3463.959823 = -129527.424687 nChanged 121 SP:Iteration 2F (2667.650000 sec): 3 clusters Score: Raw -133754.295961 + Penalty 3463.959823 = -130290.336139 nChanged 128 SP:Iteration 3F (2667.870000 sec): 3 clusters Score: Raw -134551.445177 + Penalty 3463.959823 = -131087.485354 nChanged 113 SP:Iteration 4F (2668.030000 sec): 3 clusters Score: Raw -135207.674964 + Penalty 3463.959823 = -131743.715142 nChanged 49 SP:Iteration 5Q (2668.200000 sec): 3 clusters Score: Raw -135430.472388 + Penalty 3463.959823 = -131966.512565 nChanged 26 SP:Iteration 6Q (2668.370000 sec): 3 clusters Score: Raw -135603.586319 + Penalty 3463.959823 = -132139.626496 nChanged 21 SP:Iteration 7Q (2668.550000 sec): 3 clusters Score: Raw -135833.034464 + Penalty 3463.959823 = -132369.074641 nChanged 12 SP:Iteration 8Q (2668.740000 sec): 3 clusters Score: Raw -136157.362346 + Penalty 3463.959823 = -132693.402523 nChanged 6 SP:Iteration 9Q (2668.930000 sec): 3 clusters Score: Raw -136451.947512 + Penalty 3463.959823 = -132987.987690 nChanged 4 SP:Iteration 10Q (2669.090000 sec): 3 clusters Score: Raw -136458.996968 + Penalty 3463.959823 = -132995.037145 nChanged 1 SP:Iteration 11Q (2669.280000 sec): 3 clusters Score: Raw -136460.051689 + Penalty 3463.959823 = -132996.091867 nChanged 0 SP:Iteration 12F (2669.450000 sec): 3 clusters Score: Raw -136460.051689 + Penalty 3463.959823 = -132996.091867 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 2.01 GB. Trying to split cluster 3 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2669.560000 sec): 2 clusters Score: Raw -105115.993477 + Penalty 1672.526678 = -103443.466799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2669.730000 sec): 3 clusters Score: Raw -104973.985731 + Penalty 3345.053356 = -101628.932375 nChanged 226 SP:Iteration 1F (2669.920000 sec): 3 clusters Score: Raw -105396.987234 + Penalty 3345.053356 = -102051.933877 nChanged 88 SP:Iteration 2F (2670.090000 sec): 3 clusters Score: Raw -105620.356651 + Penalty 3345.053356 = -102275.303295 nChanged 52 SP:Iteration 3F (2670.270000 sec): 3 clusters Score: Raw -105777.014410 + Penalty 3345.053356 = -102431.961053 nChanged 52 SP:Iteration 4F (2670.470000 sec): 3 clusters Score: Raw -105960.015301 + Penalty 3345.053356 = -102614.961944 nChanged 41 SP:Iteration 5Q (2670.690000 sec): 3 clusters Score: Raw -106095.859698 + Penalty 3345.053356 = -102750.806342 nChanged 47 SP:Iteration 6F (2670.860000 sec): 3 clusters Score: Raw -106266.856916 + Penalty 3345.053356 = -102921.803560 nChanged 37 SP:Iteration 7Q (2671.030000 sec): 3 clusters Score: Raw -106443.657318 + Penalty 3345.053356 = -103098.603962 nChanged 27 SP:Iteration 8Q (2671.250000 sec): 3 clusters Score: Raw -106615.565998 + Penalty 3345.053356 = -103270.512641 nChanged 30 SP:Iteration 9Q (2671.410000 sec): 3 clusters Score: Raw -106801.815514 + Penalty 3345.053356 = -103456.762157 nChanged 28 SP:Iteration 10Q (2671.570000 sec): 3 clusters Score: Raw -106984.336577 + Penalty 3345.053356 = -103639.283221 nChanged 30 SP:Iteration 11Q (2671.770000 sec): 3 clusters Score: Raw -107164.845001 + Penalty 3345.053356 = -103819.791644 nChanged 23 SP:Iteration 12Q (2671.950000 sec): 3 clusters Score: Raw -107499.989401 + Penalty 3345.053356 = -104154.936045 nChanged 24 SP:Iteration 13Q (2672.090000 sec): 3 clusters Score: Raw -108005.858849 + Penalty 3345.053356 = -104660.805493 nChanged 16 SP:Iteration 14Q (2672.220000 sec): 3 clusters Score: Raw -108220.337004 + Penalty 3345.053356 = -104875.283648 nChanged 10 SP:Iteration 15Q (2672.430000 sec): 3 clusters Score: Raw -108394.785042 + Penalty 3345.053356 = -105049.731686 nChanged 8 SP:Iteration 16Q (2672.580000 sec): 3 clusters Score: Raw -108801.013132 + Penalty 3345.053356 = -105455.959775 nChanged 2 SP:Iteration 17Q (2672.740000 sec): 3 clusters Score: Raw -108899.640327 + Penalty 3345.053356 = -105554.586971 nChanged 0 SP:Iteration 18F (2672.950000 sec): 3 clusters Score: Raw -109030.245631 + Penalty 3345.053356 = -105685.192275 nChanged 34 SP:Iteration 19Q (2673.100000 sec): 3 clusters Score: Raw -109482.260546 + Penalty 3345.053356 = -106137.207190 nChanged 31 SP:Iteration 20F (2673.260000 sec): 3 clusters Score: Raw -109899.398853 + Penalty 3345.053356 = -106554.345497 nChanged 1 SP:Iteration 21Q (2673.470000 sec): 3 clusters Score: Raw -109985.098885 + Penalty 3345.053356 = -106640.045529 nChanged 0 SP:Iteration 22F (2673.590000 sec): 3 clusters Score: Raw -109985.098885 + Penalty 3345.053356 = -106640.045529 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (15402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2673.830000 sec): 2 clusters Score: Raw -2105311.912144 + Penalty 2391.278657 = -2102920.633487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2674.050000 sec): 3 clusters Score: Raw -2096534.224072 + Penalty 4782.557314 = -2091751.666758 nChanged 6685 SP:Iteration 1F (2674.320000 sec): 3 clusters Score: Raw -2100027.300600 + Penalty 4782.557314 = -2095244.743285 nChanged 868 SP:Iteration 2F (2674.580000 sec): 3 clusters Score: Raw -2100352.855485 + Penalty 4782.557314 = -2095570.298171 nChanged 681 SP:Iteration 3Q (2674.880000 sec): 3 clusters Score: Raw -2100601.357582 + Penalty 4782.557314 = -2095818.800268 nChanged 607 SP:Iteration 4Q (2675.140000 sec): 3 clusters Score: Raw -2100839.838710 + Penalty 4782.557314 = -2096057.281396 nChanged 603 SP:Iteration 5Q (2675.380000 sec): 3 clusters Score: Raw -2101098.660238 + Penalty 4782.557314 = -2096316.102924 nChanged 656 SP:Iteration 6Q (2675.670000 sec): 3 clusters Score: Raw -2101417.621803 + Penalty 4782.557314 = -2096635.064489 nChanged 709 SP:Iteration 7Q (2675.970000 sec): 3 clusters Score: Raw -2101811.881825 + Penalty 4782.557314 = -2097029.324510 nChanged 801 SP:Iteration 8F (2676.240000 sec): 3 clusters Score: Raw -2102320.557126 + Penalty 4782.557314 = -2097537.999811 nChanged 863 SP:Iteration 9F (2676.540000 sec): 3 clusters Score: Raw -2102949.651343 + Penalty 4782.557314 = -2098167.094028 nChanged 841 SP:Iteration 10F (2676.800000 sec): 3 clusters Score: Raw -2103630.285973 + Penalty 4782.557314 = -2098847.728659 nChanged 740 SP:Iteration 11Q (2677.060000 sec): 3 clusters Score: Raw -2104241.537669 + Penalty 4782.557314 = -2099458.980354 nChanged 568 SP:Iteration 12Q (2677.350000 sec): 3 clusters Score: Raw -2104755.152800 + Penalty 4782.557314 = -2099972.595486 nChanged 386 SP:Iteration 13Q (2677.610000 sec): 3 clusters Score: Raw -2105106.528646 + Penalty 4782.557314 = -2100323.971332 nChanged 200 SP:Iteration 14Q (2677.890000 sec): 3 clusters Score: Raw -2105284.061015 + Penalty 4782.557314 = -2100501.503700 nChanged 117 SP:Iteration 15Q (2678.180000 sec): 3 clusters Score: Raw -2105396.656098 + Penalty 4782.557314 = -2100614.098783 nChanged 75 SP:Iteration 16Q (2678.420000 sec): 3 clusters Score: Raw -2105480.814684 + Penalty 4782.557314 = -2100698.257370 nChanged 52 SP:Iteration 17Q (2678.690000 sec): 3 clusters Score: Raw -2105547.735381 + Penalty 4782.557314 = -2100765.178066 nChanged 25 SP:Iteration 18Q (2679.000000 sec): 3 clusters Score: Raw -2105578.003100 + Penalty 4782.557314 = -2100795.445785 nChanged 10 SP:Iteration 19Q (2679.290000 sec): 3 clusters Score: Raw -2105591.122530 + Penalty 4782.557314 = -2100808.565216 nChanged 12 SP:Iteration 20F (2679.550000 sec): 3 clusters Score: Raw -2105607.727826 + Penalty 4782.557314 = -2100825.170512 nChanged 12 SP:Iteration 21Q (2679.810000 sec): 3 clusters Score: Raw -2105621.645228 + Penalty 4782.557314 = -2100839.087913 nChanged 11 SP:Iteration 22Q (2680.000000 sec): 3 clusters Score: Raw -2105634.848074 + Penalty 4782.557314 = -2100852.290759 nChanged 6 SP:Iteration 23Q (2680.280000 sec): 3 clusters Score: Raw -2105643.100488 + Penalty 4782.557314 = -2100860.543174 nChanged 1 SP:Iteration 24Q (2680.560000 sec): 3 clusters Score: Raw -2105644.922451 + Penalty 4782.557314 = -2100862.365137 nChanged 3 SP:Iteration 25Q (2680.820000 sec): 3 clusters Score: Raw -2105646.652661 + Penalty 4782.557314 = -2100864.095347 nChanged 1 SP:Iteration 26Q (2681.100000 sec): 3 clusters Score: Raw -2105648.109643 + Penalty 4782.557314 = -2100865.552329 nChanged 2 SP:Iteration 27Q (2681.360000 sec): 3 clusters Score: Raw -2105651.182396 + Penalty 4782.557314 = -2100868.625081 nChanged 1 SP:Iteration 28Q (2681.610000 sec): 3 clusters Score: Raw -2105651.714913 + Penalty 4782.557314 = -2100869.157598 nChanged 0 SP:Iteration 29F (2681.940000 sec): 3 clusters Score: Raw -2105651.714913 + Penalty 4782.557314 = -2100869.157598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2682.100000 sec): 2 clusters Score: Raw -143676.417858 + Penalty 1808.330740 = -141868.087118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2682.300000 sec): 3 clusters Score: Raw -143596.357765 + Penalty 3616.661480 = -139979.696286 nChanged 512 SP:Iteration 1F (2682.440000 sec): 3 clusters Score: Raw -146478.348283 + Penalty 3616.661480 = -142861.686803 nChanged 205 SP:Iteration 2F (2682.620000 sec): 3 clusters Score: Raw -148116.041612 + Penalty 3616.661480 = -144499.380132 nChanged 97 SP:Iteration 3F (2682.770000 sec): 3 clusters Score: Raw -149182.020880 + Penalty 3616.661480 = -145565.359401 nChanged 53 SP:Iteration 4Q (2682.920000 sec): 3 clusters Score: Raw -149446.578039 + Penalty 3616.661480 = -145829.916560 nChanged 41 SP:Iteration 5Q (2683.070000 sec): 3 clusters Score: Raw -149710.986648 + Penalty 3616.661480 = -146094.325169 nChanged 22 SP:Iteration 6Q (2683.220000 sec): 3 clusters Score: Raw -149965.991852 + Penalty 3616.661480 = -146349.330372 nChanged 8 SP:Iteration 7Q (2683.360000 sec): 3 clusters Score: Raw -150036.843341 + Penalty 3616.661480 = -146420.181861 nChanged 4 SP:Iteration 8Q (2683.510000 sec): 3 clusters Score: Raw -150069.490967 + Penalty 3616.661480 = -146452.829488 nChanged 3 SP:Iteration 9Q (2683.690000 sec): 3 clusters Score: Raw -150109.878274 + Penalty 3616.661480 = -146493.216794 nChanged 5 SP:Iteration 10Q (2683.840000 sec): 3 clusters Score: Raw -150140.875782 + Penalty 3616.661480 = -146524.214303 nChanged 6 SP:Iteration 11Q (2684.040000 sec): 3 clusters Score: Raw -150266.444348 + Penalty 3616.661480 = -146649.782868 nChanged 3 SP:Iteration 12Q (2684.200000 sec): 3 clusters Score: Raw -150331.644214 + Penalty 3616.661480 = -146714.982734 nChanged 2 SP:Iteration 13Q (2684.360000 sec): 3 clusters Score: Raw -150343.250761 + Penalty 3616.661480 = -146726.589281 nChanged 1 SP:Iteration 14Q (2684.510000 sec): 3 clusters Score: Raw -150343.635671 + Penalty 3616.661480 = -146726.974191 nChanged 0 SP:Iteration 15F (2684.670000 sec): 3 clusters Score: Raw -150364.750019 + Penalty 3616.661480 = -146748.088539 nChanged 4 SP:Iteration 16Q (2684.900000 sec): 3 clusters Score: Raw -150477.576732 + Penalty 3616.661480 = -146860.915252 nChanged 11 SP:Iteration 17Q (2685.040000 sec): 3 clusters Score: Raw -150816.836455 + Penalty 3616.661480 = -147200.174975 nChanged 3 SP:Iteration 18Q (2685.180000 sec): 3 clusters Score: Raw -150933.114471 + Penalty 3616.661480 = -147316.452991 nChanged 2 SP:Iteration 19Q (2685.310000 sec): 3 clusters Score: Raw -150937.448667 + Penalty 3616.661480 = -147320.787188 nChanged 0 SP:Iteration 20F (2685.500000 sec): 3 clusters Score: Raw -150937.448667 + Penalty 3616.661480 = -147320.787188 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 2.01 GB. Trying to split cluster 7 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2685.590000 sec): 2 clusters Score: Raw -72535.892874 + Penalty 1602.444108 = -70933.448766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2685.740000 sec): 3 clusters Score: Raw -72803.046797 + Penalty 3204.888215 = -69598.158581 nChanged 186 SP:Iteration 1F (2685.880000 sec): 3 clusters Score: Raw -73917.459503 + Penalty 3204.888215 = -70712.571287 nChanged 86 SP:Iteration 2F (2686.030000 sec): 3 clusters Score: Raw -74568.754308 + Penalty 3204.888215 = -71363.866093 nChanged 37 SP:Iteration 3F (2686.170000 sec): 3 clusters Score: Raw -74739.116923 + Penalty 3204.888215 = -71534.228707 nChanged 15 SP:Iteration 4Q (2686.320000 sec): 3 clusters Score: Raw -74811.431556 + Penalty 3204.888215 = -71606.543340 nChanged 9 SP:Iteration 5Q (2686.510000 sec): 3 clusters Score: Raw -74850.134940 + Penalty 3204.888215 = -71645.246725 nChanged 5 SP:Iteration 6Q (2686.650000 sec): 3 clusters Score: Raw -74890.518121 + Penalty 3204.888215 = -71685.629906 nChanged 4 SP:Iteration 7Q (2686.800000 sec): 3 clusters Score: Raw -74919.584994 + Penalty 3204.888215 = -71714.696778 nChanged 4 SP:Iteration 8Q (2686.940000 sec): 3 clusters Score: Raw -74942.745570 + Penalty 3204.888215 = -71737.857354 nChanged 2 SP:Iteration 9Q (2687.080000 sec): 3 clusters Score: Raw -74947.494340 + Penalty 3204.888215 = -71742.606124 nChanged 1 SP:Iteration 10Q (2687.230000 sec): 3 clusters Score: Raw -74951.299135 + Penalty 3204.888215 = -71746.410919 nChanged 0 SP:Iteration 11F (2687.380000 sec): 3 clusters Score: Raw -74991.234381 + Penalty 3204.888215 = -71786.346166 nChanged 6 SP:Iteration 12Q (2687.520000 sec): 3 clusters Score: Raw -75113.871945 + Penalty 3204.888215 = -71908.983729 nChanged 9 SP:Iteration 13Q (2687.660000 sec): 3 clusters Score: Raw -75201.537671 + Penalty 3204.888215 = -71996.649456 nChanged 10 SP:Iteration 14Q (2687.800000 sec): 3 clusters Score: Raw -75371.034482 + Penalty 3204.888215 = -72166.146267 nChanged 11 SP:Iteration 15Q (2687.950000 sec): 3 clusters Score: Raw -75484.465649 + Penalty 3204.888215 = -72279.577434 nChanged 9 SP:Iteration 16Q (2688.090000 sec): 3 clusters Score: Raw -75554.681126 + Penalty 3204.888215 = -72349.792911 nChanged 13 SP:Iteration 17Q (2688.240000 sec): 3 clusters Score: Raw -75654.087442 + Penalty 3204.888215 = -72449.199227 nChanged 13 SP:Iteration 18Q (2688.380000 sec): 3 clusters Score: Raw -75779.810209 + Penalty 3204.888215 = -72574.921994 nChanged 4 SP:Iteration 19Q (2688.620000 sec): 3 clusters Score: Raw -75799.273832 + Penalty 3204.888215 = -72594.385617 nChanged 3 SP:Iteration 20F (2688.870000 sec): 3 clusters Score: Raw -75810.285709 + Penalty 3204.888215 = -72605.397493 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2688.980000 sec): 2 clusters Score: Raw -43305.956255 + Penalty 1448.479131 = -41857.477124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2689.190000 sec): 3 clusters Score: Raw -43428.797174 + Penalty 2896.958262 = -40531.838912 nChanged 48 SP:Iteration 1F (2689.420000 sec): 3 clusters Score: Raw -43587.819283 + Penalty 2896.958262 = -40690.861021 nChanged 15 SP:Iteration 2Q (2689.670000 sec): 3 clusters Score: Raw -43630.218596 + Penalty 2896.958262 = -40733.260334 nChanged 8 SP:Iteration 3Q (2689.870000 sec): 3 clusters Score: Raw -43649.729470 + Penalty 2896.958262 = -40752.771208 nChanged 1 SP:Iteration 4Q (2690.070000 sec): 3 clusters Score: Raw -43653.177449 + Penalty 2896.958262 = -40756.219187 nChanged 1 SP:Iteration 5Q (2690.230000 sec): 3 clusters Score: Raw -43654.648464 + Penalty 2896.958262 = -40757.690202 nChanged 0 SP:Iteration 6F (2690.410000 sec): 3 clusters Score: Raw -43654.648464 + Penalty 2896.958262 = -40757.690202 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2690.480000 sec): 2 clusters Score: Raw -258607.190625 + Penalty 1883.905291 = -256723.285334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2690.680000 sec): 3 clusters Score: Raw -257862.869249 + Penalty 3767.810583 = -254095.058667 nChanged 579 SP:Iteration 1F (2690.810000 sec): 3 clusters Score: Raw -258276.096503 + Penalty 3767.810583 = -254508.285920 nChanged 160 SP:Iteration 2F (2691.000000 sec): 3 clusters Score: Raw -258410.310044 + Penalty 3767.810583 = -254642.499461 nChanged 80 SP:Iteration 3Q (2691.140000 sec): 3 clusters Score: Raw -258476.048487 + Penalty 3767.810583 = -254708.237904 nChanged 46 SP:Iteration 4Q (2691.340000 sec): 3 clusters Score: Raw -258509.266893 + Penalty 3767.810583 = -254741.456310 nChanged 40 SP:Iteration 5Q (2691.480000 sec): 3 clusters Score: Raw -258533.270320 + Penalty 3767.810583 = -254765.459738 nChanged 21 SP:Iteration 6Q (2691.700000 sec): 3 clusters Score: Raw -258548.434234 + Penalty 3767.810583 = -254780.623652 nChanged 19 SP:Iteration 7Q (2691.850000 sec): 3 clusters Score: Raw -258562.853326 + Penalty 3767.810583 = -254795.042743 nChanged 16 SP:Iteration 8Q (2691.990000 sec): 3 clusters Score: Raw -258573.798710 + Penalty 3767.810583 = -254805.988127 nChanged 14 SP:Iteration 9Q (2692.190000 sec): 3 clusters Score: Raw -258580.913895 + Penalty 3767.810583 = -254813.103312 nChanged 8 SP:Iteration 10Q (2692.330000 sec): 3 clusters Score: Raw -258584.471071 + Penalty 3767.810583 = -254816.660488 nChanged 3 SP:Iteration 11Q (2692.480000 sec): 3 clusters Score: Raw -258585.952575 + Penalty 3767.810583 = -254818.141993 nChanged 3 SP:Iteration 12Q (2692.630000 sec): 3 clusters Score: Raw -258587.280935 + Penalty 3767.810583 = -254819.470352 nChanged 6 SP:Iteration 13Q (2692.770000 sec): 3 clusters Score: Raw -258590.964299 + Penalty 3767.810583 = -254823.153717 nChanged 6 SP:Iteration 14Q (2692.940000 sec): 3 clusters Score: Raw -258597.487094 + Penalty 3767.810583 = -254829.676511 nChanged 6 SP:Iteration 15Q (2693.090000 sec): 3 clusters Score: Raw -258602.642945 + Penalty 3767.810583 = -254834.832362 nChanged 5 SP:Iteration 16Q (2693.230000 sec): 3 clusters Score: Raw -258605.416067 + Penalty 3767.810583 = -254837.605484 nChanged 7 SP:Iteration 17Q (2693.370000 sec): 3 clusters Score: Raw -258609.073387 + Penalty 3767.810583 = -254841.262804 nChanged 7 SP:Iteration 18Q (2693.510000 sec): 3 clusters Score: Raw -258614.604614 + Penalty 3767.810583 = -254846.794031 nChanged 4 SP:Iteration 19Q (2693.660000 sec): 3 clusters Score: Raw -258616.362226 + Penalty 3767.810583 = -254848.551643 nChanged 4 SP:Iteration 20F (2693.800000 sec): 3 clusters Score: Raw -258618.380647 + Penalty 3767.810583 = -254850.570064 nChanged 3 SP:Iteration 21Q (2693.950000 sec): 3 clusters Score: Raw -258621.407543 + Penalty 3767.810583 = -254853.596960 nChanged 1 SP:Iteration 22Q (2694.090000 sec): 3 clusters Score: Raw -258621.877099 + Penalty 3767.810583 = -254854.066516 nChanged 0 SP:Iteration 23F (2694.230000 sec): 3 clusters Score: Raw -258621.877099 + Penalty 3767.810583 = -254854.066516 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2694.330000 sec): 2 clusters Score: Raw -81526.841567 + Penalty 1604.758277 = -79922.083290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2694.470000 sec): 3 clusters Score: Raw -81519.763099 + Penalty 3209.516554 = -78310.246545 nChanged 138 SP:Iteration 1F (2694.620000 sec): 3 clusters Score: Raw -81753.610770 + Penalty 3209.516554 = -78544.094216 nChanged 48 SP:Iteration 2F (2694.760000 sec): 3 clusters Score: Raw -82000.143339 + Penalty 3209.516554 = -78790.626785 nChanged 61 SP:Iteration 3F (2694.900000 sec): 3 clusters Score: Raw -83111.384347 + Penalty 3209.516554 = -79901.867793 nChanged 104 SP:Iteration 4F (2695.040000 sec): 3 clusters Score: Raw -84253.288543 + Penalty 3209.516554 = -81043.771989 nChanged 66 SP:Iteration 5F (2695.190000 sec): 3 clusters Score: Raw -85174.919192 + Penalty 3209.516554 = -81965.402638 nChanged 17 SP:Iteration 6Q (2695.330000 sec): 3 clusters Score: Raw -85402.568602 + Penalty 3209.516554 = -82193.052048 nChanged 2 SP:Iteration 7Q (2695.510000 sec): 3 clusters Score: Raw -85471.747905 + Penalty 3209.516554 = -82262.231351 nChanged 0 SP:Iteration 8F (2695.650000 sec): 3 clusters Score: Raw -85472.404436 + Penalty 3209.516554 = -82262.887882 nChanged 1 SP:Iteration 9Q (2695.840000 sec): 3 clusters Score: Raw -85553.854188 + Penalty 3209.516554 = -82344.337635 nChanged 0 SP:Iteration 10F (2695.980000 sec): 3 clusters Score: Raw -85553.854188 + Penalty 3209.516554 = -82344.337635 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 2.01 GB. Trying to split cluster 12 (8083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.090000 sec): 2 clusters Score: Raw -1081925.579277 + Penalty 2231.384556 = -1079694.194721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.360000 sec): 3 clusters Score: Raw -1077715.695899 + Penalty 4462.769111 = -1073252.926788 nChanged 3225 SP:Iteration 1F (2696.640000 sec): 3 clusters Score: Raw -1079447.223301 + Penalty 4462.769111 = -1074984.454190 nChanged 511 SP:Iteration 2F (2696.870000 sec): 3 clusters Score: Raw -1079682.805565 + Penalty 4462.769111 = -1075220.036454 nChanged 367 SP:Iteration 3Q (2697.110000 sec): 3 clusters Score: Raw -1079844.656135 + Penalty 4462.769111 = -1075381.887024 nChanged 284 SP:Iteration 4Q (2697.310000 sec): 3 clusters Score: Raw -1079960.270425 + Penalty 4462.769111 = -1075497.501313 nChanged 232 SP:Iteration 5Q (2697.550000 sec): 3 clusters Score: Raw -1080046.501246 + Penalty 4462.769111 = -1075583.732135 nChanged 196 SP:Iteration 6Q (2697.770000 sec): 3 clusters Score: Raw -1080115.163287 + Penalty 4462.769111 = -1075652.394175 nChanged 188 SP:Iteration 7Q (2698.000000 sec): 3 clusters Score: Raw -1080185.975030 + Penalty 4462.769111 = -1075723.205919 nChanged 164 SP:Iteration 8Q (2698.240000 sec): 3 clusters Score: Raw -1080235.453210 + Penalty 4462.769111 = -1075772.684099 nChanged 144 SP:Iteration 9Q (2698.500000 sec): 3 clusters Score: Raw -1080281.684028 + Penalty 4462.769111 = -1075818.914916 nChanged 137 SP:Iteration 10Q (2698.690000 sec): 3 clusters Score: Raw -1080329.992552 + Penalty 4462.769111 = -1075867.223441 nChanged 118 SP:Iteration 11Q (2698.920000 sec): 3 clusters Score: Raw -1080363.162227 + Penalty 4462.769111 = -1075900.393115 nChanged 109 SP:Iteration 12Q (2699.170000 sec): 3 clusters Score: Raw -1080390.733776 + Penalty 4462.769111 = -1075927.964665 nChanged 83 SP:Iteration 13Q (2699.400000 sec): 3 clusters Score: Raw -1080413.283969 + Penalty 4462.769111 = -1075950.514858 nChanged 88 SP:Iteration 14Q (2699.750000 sec): 3 clusters Score: Raw -1080438.689897 + Penalty 4462.769111 = -1075975.920786 nChanged 90 SP:Iteration 15Q (2700.010000 sec): 3 clusters Score: Raw -1080462.807839 + Penalty 4462.769111 = -1076000.038728 nChanged 83 SP:Iteration 16Q (2700.280000 sec): 3 clusters Score: Raw -1080486.315423 + Penalty 4462.769111 = -1076023.546312 nChanged 99 SP:Iteration 17Q (2700.470000 sec): 3 clusters Score: Raw -1080521.478759 + Penalty 4462.769111 = -1076058.709648 nChanged 110 SP:Iteration 18Q (2700.680000 sec): 3 clusters Score: Raw -1080563.400890 + Penalty 4462.769111 = -1076100.631779 nChanged 124 SP:Iteration 19Q (2700.940000 sec): 3 clusters Score: Raw -1080611.680412 + Penalty 4462.769111 = -1076148.911301 nChanged 133 SP:Iteration 20F (2701.120000 sec): 3 clusters Score: Raw -1080663.000139 + Penalty 4462.769111 = -1076200.231028 nChanged 134 SP:Iteration 21Q (2701.410000 sec): 3 clusters Score: Raw -1080721.956589 + Penalty 4462.769111 = -1076259.187478 nChanged 170 SP:Iteration 22Q (2701.650000 sec): 3 clusters Score: Raw -1080805.600922 + Penalty 4462.769111 = -1076342.831811 nChanged 174 SP:Iteration 23Q (2701.910000 sec): 3 clusters Score: Raw -1080892.526571 + Penalty 4462.769111 = -1076429.757460 nChanged 172 SP:Iteration 24Q (2702.110000 sec): 3 clusters Score: Raw -1080978.449309 + Penalty 4462.769111 = -1076515.680198 nChanged 170 SP:Iteration 25Q (2702.330000 sec): 3 clusters Score: Raw -1081069.726072 + Penalty 4462.769111 = -1076606.956960 nChanged 163 SP:Iteration 26Q (2702.570000 sec): 3 clusters Score: Raw -1081160.945584 + Penalty 4462.769111 = -1076698.176472 nChanged 165 SP:Iteration 27Q (2702.820000 sec): 3 clusters Score: Raw -1081258.444325 + Penalty 4462.769111 = -1076795.675214 nChanged 151 SP:Iteration 28Q (2703.060000 sec): 3 clusters Score: Raw -1081344.836328 + Penalty 4462.769111 = -1076882.067216 nChanged 142 SP:Iteration 29Q (2703.310000 sec): 3 clusters Score: Raw -1081421.293186 + Penalty 4462.769111 = -1076958.524075 nChanged 134 SP:Iteration 30Q (2703.520000 sec): 3 clusters Score: Raw -1081493.116730 + Penalty 4462.769111 = -1077030.347618 nChanged 125 SP:Iteration 31Q (2703.830000 sec): 3 clusters Score: Raw -1081564.686475 + Penalty 4462.769111 = -1077101.917364 nChanged 123 SP:Iteration 32Q (2704.090000 sec): 3 clusters Score: Raw -1081636.626950 + Penalty 4462.769111 = -1077173.857838 nChanged 98 SP:Iteration 33Q (2704.280000 sec): 3 clusters Score: Raw -1081689.916079 + Penalty 4462.769111 = -1077227.146967 nChanged 84 SP:Iteration 34Q (2704.520000 sec): 3 clusters Score: Raw -1081739.378664 + Penalty 4462.769111 = -1077276.609553 nChanged 75 SP:Iteration 35Q (2704.750000 sec): 3 clusters Score: Raw -1081781.806404 + Penalty 4462.769111 = -1077319.037292 nChanged 63 SP:Iteration 36Q (2704.990000 sec): 3 clusters Score: Raw -1081821.012150 + Penalty 4462.769111 = -1077358.243039 nChanged 50 SP:Iteration 37Q (2705.210000 sec): 3 clusters Score: Raw -1081848.322879 + Penalty 4462.769111 = -1077385.553768 nChanged 48 SP:Iteration 38Q (2705.420000 sec): 3 clusters Score: Raw -1081871.355894 + Penalty 4462.769111 = -1077408.586783 nChanged 32 SP:Iteration 39Q (2705.620000 sec): 3 clusters Score: Raw -1081885.890006 + Penalty 4462.769111 = -1077423.120894 nChanged 34 SP:Iteration 40F (2705.870000 sec): 3 clusters Score: Raw -1081901.188776 + Penalty 4462.769111 = -1077438.419665 nChanged 36 SP:Iteration 41Q (2706.130000 sec): 3 clusters Score: Raw -1081920.854940 + Penalty 4462.769111 = -1077458.085828 nChanged 30 SP:Iteration 42Q (2706.390000 sec): 3 clusters Score: Raw -1081938.274741 + Penalty 4462.769111 = -1077475.505629 nChanged 46 SP:Iteration 43Q (2706.600000 sec): 3 clusters Score: Raw -1081973.592640 + Penalty 4462.769111 = -1077510.823529 nChanged 46 SP:Iteration 44Q (2706.850000 sec): 3 clusters Score: Raw -1082001.369049 + Penalty 4462.769111 = -1077538.599937 nChanged 39 SP:Iteration 45Q (2707.090000 sec): 3 clusters Score: Raw -1082021.394299 + Penalty 4462.769111 = -1077558.625188 nChanged 27 SP:Iteration 46Q (2707.320000 sec): 3 clusters Score: Raw -1082033.618186 + Penalty 4462.769111 = -1077570.849075 nChanged 24 SP:Iteration 47Q (2707.540000 sec): 3 clusters Score: Raw -1082045.854160 + Penalty 4462.769111 = -1077583.085049 nChanged 30 SP:Iteration 48Q (2707.760000 sec): 3 clusters Score: Raw -1082064.163870 + Penalty 4462.769111 = -1077601.394758 nChanged 27 SP:Iteration 49Q (2707.990000 sec): 3 clusters Score: Raw -1082083.283297 + Penalty 4462.769111 = -1077620.514185 nChanged 33 SP:Iteration 50Q (2708.240000 sec): 3 clusters Score: Raw -1082108.239959 + Penalty 4462.769111 = -1077645.470847 nChanged 22 SP:Iteration 51Q (2708.490000 sec): 3 clusters Score: Raw -1082124.543804 + Penalty 4462.769111 = -1077661.774692 nChanged 25 SP:Iteration 52Q (2708.730000 sec): 3 clusters Score: Raw -1082138.660213 + Penalty 4462.769111 = -1077675.891102 nChanged 21 SP:Iteration 53Q (2708.950000 sec): 3 clusters Score: Raw -1082153.392716 + Penalty 4462.769111 = -1077690.623605 nChanged 20 SP:Iteration 54Q (2709.200000 sec): 3 clusters Score: Raw -1082164.732580 + Penalty 4462.769111 = -1077701.963468 nChanged 15 SP:Iteration 55Q (2709.400000 sec): 3 clusters Score: Raw -1082174.966629 + Penalty 4462.769111 = -1077712.197517 nChanged 17 SP:Iteration 56Q (2709.650000 sec): 3 clusters Score: Raw -1082183.918874 + Penalty 4462.769111 = -1077721.149763 nChanged 6 SP:Iteration 57Q (2709.880000 sec): 3 clusters Score: Raw -1082187.229994 + Penalty 4462.769111 = -1077724.460882 nChanged 6 SP:Iteration 58Q (2710.080000 sec): 3 clusters Score: Raw -1082191.523609 + Penalty 4462.769111 = -1077728.754497 nChanged 7 SP:Iteration 59Q (2710.310000 sec): 3 clusters Score: Raw -1082195.841613 + Penalty 4462.769111 = -1077733.072502 nChanged 7 SP:Iteration 60F (2710.580000 sec): 3 clusters Score: Raw -1082199.171531 + Penalty 4462.769111 = -1077736.402420 nChanged 2 SP:Iteration 61Q (2710.790000 sec): 3 clusters Score: Raw -1082199.994130 + Penalty 4462.769111 = -1077737.225019 nChanged 0 SP:Iteration 62F (2711.100000 sec): 3 clusters Score: Raw -1082199.994130 + Penalty 4462.769111 = -1077737.225019 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (211964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.480000 sec): 2 clusters Score: Raw -29035386.017901 + Penalty 3041.514589 = -29032344.503312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2713.870000 sec): 3 clusters Score: Raw -28896084.137319 + Penalty 6083.029177 = -28890001.108142 nChanged 102079 SP:Iteration 1F (2715.140000 sec): 3 clusters Score: Raw -28957153.752774 + Penalty 6083.029177 = -28951070.723597 nChanged 8543 SP:Iteration 2Q (2716.510000 sec): 3 clusters Score: Raw -28960270.756552 + Penalty 6083.029177 = -28954187.727374 nChanged 11790 SP:Iteration 3F (2717.760000 sec): 3 clusters Score: Raw -28966344.440949 + Penalty 6083.029177 = -28960261.411771 nChanged 16304 SP:Iteration 4F (2719.060000 sec): 3 clusters Score: Raw -28978005.284527 + Penalty 6083.029177 = -28971922.255350 nChanged 20150 SP:Iteration 5F (2720.360000 sec): 3 clusters Score: Raw -28996195.405752 + Penalty 6083.029177 = -28990112.376575 nChanged 19037 SP:Iteration 6F (2721.640000 sec): 3 clusters Score: Raw -29015708.575720 + Penalty 6083.029177 = -29009625.546543 nChanged 12529 SP:Iteration 7F (2722.990000 sec): 3 clusters Score: Raw -29028506.389111 + Penalty 6083.029177 = -29022423.359934 nChanged 5289 SP:Iteration 8Q (2724.320000 sec): 3 clusters Score: Raw -29033481.071505 + Penalty 6083.029177 = -29027398.042328 nChanged 1655 SP:Iteration 9Q (2725.550000 sec): 3 clusters Score: Raw -29034953.695279 + Penalty 6083.029177 = -29028870.666102 nChanged 458 SP:Iteration 10Q (2726.760000 sec): 3 clusters Score: Raw -29035396.945852 + Penalty 6083.029177 = -29029313.916675 nChanged 109 SP:Iteration 11Q (2727.850000 sec): 3 clusters Score: Raw -29035535.448577 + Penalty 6083.029177 = -29029452.419400 nChanged 41 SP:Iteration 12Q (2729.010000 sec): 3 clusters Score: Raw -29035605.477628 + Penalty 6083.029177 = -29029522.448451 nChanged 22 SP:Iteration 13Q (2730.090000 sec): 3 clusters Score: Raw -29035641.223964 + Penalty 6083.029177 = -29029558.194787 nChanged 7 SP:Iteration 14Q (2731.230000 sec): 3 clusters Score: Raw -29035655.307556 + Penalty 6083.029177 = -29029572.278379 nChanged 4 SP:Iteration 15Q (2732.320000 sec): 3 clusters Score: Raw -29035662.933026 + Penalty 6083.029177 = -29029579.903849 nChanged 4 SP:Iteration 16Q (2733.500000 sec): 3 clusters Score: Raw -29035668.729302 + Penalty 6083.029177 = -29029585.700125 nChanged 3 SP:Iteration 17Q (2734.650000 sec): 3 clusters Score: Raw -29035672.962343 + Penalty 6083.029177 = -29029589.933166 nChanged 4 SP:Iteration 18Q (2735.760000 sec): 3 clusters Score: Raw -29035678.029543 + Penalty 6083.029177 = -29029595.000365 nChanged 2 SP:Iteration 19Q (2736.880000 sec): 3 clusters Score: Raw -29035680.209466 + Penalty 6083.029177 = -29029597.180289 nChanged 3 SP:Iteration 20F (2738.100000 sec): 3 clusters Score: Raw -29035685.854281 + Penalty 6083.029177 = -29029602.825104 nChanged 2 SP:Iteration 21Q (2739.170000 sec): 3 clusters Score: Raw -29035689.349273 + Penalty 6083.029177 = -29029606.320096 nChanged 0 SP:Iteration 22F (2740.370000 sec): 3 clusters Score: Raw -29035689.349273 + Penalty 6083.029177 = -29029606.320096 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (21504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2740.650000 sec): 2 clusters Score: Raw -2882515.713437 + Penalty 2474.046572 = -2880041.666864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2740.980000 sec): 3 clusters Score: Raw -2869941.591813 + Penalty 4948.093145 = -2864993.498668 nChanged 9535 SP:Iteration 1F (2741.310000 sec): 3 clusters Score: Raw -2875785.630038 + Penalty 4948.093145 = -2870837.536894 nChanged 1661 SP:Iteration 2F (2741.650000 sec): 3 clusters Score: Raw -2877835.164869 + Penalty 4948.093145 = -2872887.071724 nChanged 2227 SP:Iteration 3F (2741.950000 sec): 3 clusters Score: Raw -2880045.311676 + Penalty 4948.093145 = -2875097.218531 nChanged 2345 SP:Iteration 4F (2742.300000 sec): 3 clusters Score: Raw -2882228.335781 + Penalty 4948.093145 = -2877280.242636 nChanged 1995 SP:Iteration 5F (2742.630000 sec): 3 clusters Score: Raw -2883983.308794 + Penalty 4948.093145 = -2879035.215650 nChanged 1327 SP:Iteration 6F (2742.960000 sec): 3 clusters Score: Raw -2885047.470867 + Penalty 4948.093145 = -2880099.377723 nChanged 832 SP:Iteration 7Q (2743.300000 sec): 3 clusters Score: Raw -2885623.034265 + Penalty 4948.093145 = -2880674.941121 nChanged 557 SP:Iteration 8Q (2743.640000 sec): 3 clusters Score: Raw -2885981.838446 + Penalty 4948.093145 = -2881033.745301 nChanged 364 SP:Iteration 9Q (2743.960000 sec): 3 clusters Score: Raw -2886192.486130 + Penalty 4948.093145 = -2881244.392985 nChanged 253 SP:Iteration 10Q (2744.280000 sec): 3 clusters Score: Raw -2886330.468725 + Penalty 4948.093145 = -2881382.375580 nChanged 195 SP:Iteration 11Q (2744.640000 sec): 3 clusters Score: Raw -2886422.502555 + Penalty 4948.093145 = -2881474.409410 nChanged 139 SP:Iteration 12Q (2744.980000 sec): 3 clusters Score: Raw -2886482.669313 + Penalty 4948.093145 = -2881534.576168 nChanged 100 SP:Iteration 13Q (2745.310000 sec): 3 clusters Score: Raw -2886520.045140 + Penalty 4948.093145 = -2881571.951995 nChanged 90 SP:Iteration 14Q (2745.630000 sec): 3 clusters Score: Raw -2886551.802074 + Penalty 4948.093145 = -2881603.708929 nChanged 77 SP:Iteration 15Q (2745.990000 sec): 3 clusters Score: Raw -2886580.767656 + Penalty 4948.093145 = -2881632.674511 nChanged 69 SP:Iteration 16Q (2746.320000 sec): 3 clusters Score: Raw -2886604.468600 + Penalty 4948.093145 = -2881656.375455 nChanged 61 SP:Iteration 17Q (2746.640000 sec): 3 clusters Score: Raw -2886623.265792 + Penalty 4948.093145 = -2881675.172648 nChanged 56 SP:Iteration 18Q (2746.960000 sec): 3 clusters Score: Raw -2886642.122045 + Penalty 4948.093145 = -2881694.028900 nChanged 46 SP:Iteration 19Q (2747.320000 sec): 3 clusters Score: Raw -2886658.196420 + Penalty 4948.093145 = -2881710.103276 nChanged 41 SP:Iteration 20F (2747.710000 sec): 3 clusters Score: Raw -2886672.070227 + Penalty 4948.093145 = -2881723.977082 nChanged 33 SP:Iteration 21Q (2748.010000 sec): 3 clusters Score: Raw -2886684.201125 + Penalty 4948.093145 = -2881736.107980 nChanged 24 SP:Iteration 22Q (2748.300000 sec): 3 clusters Score: Raw -2886690.995630 + Penalty 4948.093145 = -2881742.902486 nChanged 20 SP:Iteration 23Q (2748.650000 sec): 3 clusters Score: Raw -2886697.286039 + Penalty 4948.093145 = -2881749.192894 nChanged 19 SP:Iteration 24Q (2749.030000 sec): 3 clusters Score: Raw -2886702.761867 + Penalty 4948.093145 = -2881754.668722 nChanged 11 SP:Iteration 25Q (2749.380000 sec): 3 clusters Score: Raw -2886705.190708 + Penalty 4948.093145 = -2881757.097564 nChanged 7 SP:Iteration 26Q (2749.700000 sec): 3 clusters Score: Raw -2886706.991374 + Penalty 4948.093145 = -2881758.898229 nChanged 7 SP:Iteration 27Q (2750.040000 sec): 3 clusters Score: Raw -2886708.567295 + Penalty 4948.093145 = -2881760.474151 nChanged 7 SP:Iteration 28Q (2750.360000 sec): 3 clusters Score: Raw -2886710.421376 + Penalty 4948.093145 = -2881762.328232 nChanged 9 SP:Iteration 29Q (2750.670000 sec): 3 clusters Score: Raw -2886712.815298 + Penalty 4948.093145 = -2881764.722153 nChanged 6 SP:Iteration 30Q (2751.040000 sec): 3 clusters Score: Raw -2886714.445470 + Penalty 4948.093145 = -2881766.352325 nChanged 6 SP:Iteration 31Q (2751.340000 sec): 3 clusters Score: Raw -2886716.074752 + Penalty 4948.093145 = -2881767.981607 nChanged 5 SP:Iteration 32Q (2751.630000 sec): 3 clusters Score: Raw -2886717.189683 + Penalty 4948.093145 = -2881769.096538 nChanged 3 SP:Iteration 33Q (2751.960000 sec): 3 clusters Score: Raw -2886717.725649 + Penalty 4948.093145 = -2881769.632504 nChanged 0 SP:Iteration 34F (2752.210000 sec): 3 clusters Score: Raw -2886717.725649 + Penalty 4948.093145 = -2881769.632504 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 2.01 GB. Trying to split cluster 15 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.280000 sec): 2 clusters Score: Raw -78264.285054 + Penalty 1595.369143 = -76668.915911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.400000 sec): 3 clusters Score: Raw -78257.844947 + Penalty 3190.738286 = -75067.106661 nChanged 134 SP:Iteration 1F (2752.530000 sec): 3 clusters Score: Raw -78596.338726 + Penalty 3190.738286 = -75405.600440 nChanged 57 SP:Iteration 2F (2752.660000 sec): 3 clusters Score: Raw -78938.725261 + Penalty 3190.738286 = -75747.986975 nChanged 75 SP:Iteration 3F (2752.790000 sec): 3 clusters Score: Raw -79769.162503 + Penalty 3190.738286 = -76578.424217 nChanged 79 SP:Iteration 4F (2752.910000 sec): 3 clusters Score: Raw -81134.597959 + Penalty 3190.738286 = -77943.859673 nChanged 38 SP:Iteration 5F (2753.040000 sec): 3 clusters Score: Raw -82380.909833 + Penalty 3190.738286 = -79190.171547 nChanged 8 SP:Iteration 6Q (2753.170000 sec): 3 clusters Score: Raw -82707.599385 + Penalty 3190.738286 = -79516.861099 nChanged 4 SP:Iteration 7Q (2753.320000 sec): 3 clusters Score: Raw -82901.703710 + Penalty 3190.738286 = -79710.965424 nChanged 1 SP:Iteration 8Q (2753.430000 sec): 3 clusters Score: Raw -82927.505867 + Penalty 3190.738286 = -79736.767581 nChanged 0 SP:Iteration 9F (2753.550000 sec): 3 clusters Score: Raw -82927.505867 + Penalty 3190.738286 = -79736.767581 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 2.01 GB. Trying to split cluster 16 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.600000 sec): 2 clusters Score: Raw -39812.952754 + Penalty 1469.215438 = -38343.737317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.710000 sec): 3 clusters Score: Raw -40125.755683 + Penalty 2938.430876 = -37187.324808 nChanged 100 SP:Iteration 1F (2753.820000 sec): 3 clusters Score: Raw -40602.414621 + Penalty 2938.430876 = -37663.983746 nChanged 38 SP:Iteration 2F (2753.930000 sec): 3 clusters Score: Raw -40967.079300 + Penalty 2938.430876 = -38028.648425 nChanged 26 SP:Iteration 3F (2754.050000 sec): 3 clusters Score: Raw -41335.619289 + Penalty 2938.430876 = -38397.188413 nChanged 23 SP:Iteration 4F (2754.160000 sec): 3 clusters Score: Raw -41676.164833 + Penalty 2938.430876 = -38737.733958 nChanged 20 SP:Iteration 5F (2754.270000 sec): 3 clusters Score: Raw -41950.401154 + Penalty 2938.430876 = -39011.970279 nChanged 16 SP:Iteration 6Q (2754.380000 sec): 3 clusters Score: Raw -42198.187572 + Penalty 2938.430876 = -39259.756697 nChanged 4 SP:Iteration 7Q (2754.500000 sec): 3 clusters Score: Raw -42297.063151 + Penalty 2938.430876 = -39358.632276 nChanged 1 SP:Iteration 8Q (2754.630000 sec): 3 clusters Score: Raw -42302.312787 + Penalty 2938.430876 = -39363.881912 nChanged 0 SP:Iteration 9F (2754.740000 sec): 3 clusters Score: Raw -42302.312787 + Penalty 2938.430876 = -39363.881912 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 2.01 GB. Trying to split cluster 19 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.790000 sec): 2 clusters Score: Raw -60091.520946 + Penalty 1526.404807 = -58565.116138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.910000 sec): 3 clusters Score: Raw -60162.864281 + Penalty 3052.809615 = -57110.054667 nChanged 93 SP:Iteration 1F (2755.020000 sec): 3 clusters Score: Raw -60491.223384 + Penalty 3052.809615 = -57438.413769 nChanged 39 SP:Iteration 2F (2755.130000 sec): 3 clusters Score: Raw -60865.213866 + Penalty 3052.809615 = -57812.404251 nChanged 51 SP:Iteration 3F (2755.240000 sec): 3 clusters Score: Raw -61357.855234 + Penalty 3052.809615 = -58305.045619 nChanged 74 SP:Iteration 4F (2755.350000 sec): 3 clusters Score: Raw -62452.718297 + Penalty 3052.809615 = -59399.908682 nChanged 53 SP:Iteration 5F (2755.460000 sec): 3 clusters Score: Raw -63396.847369 + Penalty 3052.809615 = -60344.037754 nChanged 12 SP:Iteration 6Q (2755.570000 sec): 3 clusters Score: Raw -64230.931128 + Penalty 3052.809615 = -61178.121513 nChanged 1 SP:Iteration 7Q (2755.690000 sec): 3 clusters Score: Raw -64635.761472 + Penalty 3052.809615 = -61582.951857 nChanged 0 SP:Iteration 8F (2755.800000 sec): 3 clusters Score: Raw -64635.761472 + Penalty 3052.809615 = -61582.951857 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.850000 sec): 2 clusters Score: Raw -140379.458667 + Penalty 1728.041482 = -138651.417185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.960000 sec): 3 clusters Score: Raw -140137.307729 + Penalty 3456.082964 = -136681.224765 nChanged 274 SP:Iteration 1F (2756.070000 sec): 3 clusters Score: Raw -140457.531237 + Penalty 3456.082964 = -137001.448273 nChanged 66 SP:Iteration 2F (2756.200000 sec): 3 clusters Score: Raw -140598.758728 + Penalty 3456.082964 = -137142.675764 nChanged 54 SP:Iteration 3F (2756.400000 sec): 3 clusters Score: Raw -140731.871161 + Penalty 3456.082964 = -137275.788197 nChanged 53 SP:Iteration 4Q (2756.590000 sec): 3 clusters Score: Raw -140861.079666 + Penalty 3456.082964 = -137404.996702 nChanged 59 SP:Iteration 5F (2756.790000 sec): 3 clusters Score: Raw -141041.250941 + Penalty 3456.082964 = -137585.167977 nChanged 64 SP:Iteration 6F (2756.920000 sec): 3 clusters Score: Raw -141241.127901 + Penalty 3456.082964 = -137785.044937 nChanged 61 SP:Iteration 7F (2757.090000 sec): 3 clusters Score: Raw -141471.068975 + Penalty 3456.082964 = -138014.986011 nChanged 73 SP:Iteration 8F (2757.250000 sec): 3 clusters Score: Raw -141879.636875 + Penalty 3456.082964 = -138423.553911 nChanged 80 SP:Iteration 9F (2757.350000 sec): 3 clusters Score: Raw -142592.295765 + Penalty 3456.082964 = -139136.212800 nChanged 45 SP:Iteration 10Q (2757.500000 sec): 3 clusters Score: Raw -143237.119563 + Penalty 3456.082964 = -139781.036599 nChanged 11 SP:Iteration 11Q (2757.650000 sec): 3 clusters Score: Raw -143294.193258 + Penalty 3456.082964 = -139838.110294 nChanged 0 SP:Iteration 12F (2757.750000 sec): 3 clusters Score: Raw -143294.193258 + Penalty 3456.082964 = -139838.110294 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Deleting Class 21 (133 points): Lose 1678.095761 but Gain 3100.298076 Iteration 20F (2773.120000 sec): 26 clusters Score: Raw -36258788.296025 + Penalty 77507.451895 = -36181280.844129 nChanged 2553 Iteration 21Q (2781.080000 sec): 26 clusters Score: Raw -36266378.309771 + Penalty 77507.451895 = -36188870.857876 nChanged 1472 Iteration 22Q (2788.990000 sec): 26 clusters Score: Raw -36267348.952450 + Penalty 77507.451895 = -36189841.500555 nChanged 1041 Iteration 23Q (2797.290000 sec): 26 clusters Score: Raw -36267731.855580 + Penalty 77507.451895 = -36190224.403685 nChanged 768 Iteration 24Q (2805.590000 sec): 26 clusters Score: Raw -36268382.091690 + Penalty 77507.451895 = -36190874.639794 nChanged 650 Iteration 25Q (2814.000000 sec): 26 clusters Score: Raw -36268767.316068 + Penalty 77507.451895 = -36191259.864172 nChanged 539 Iteration 26Q (2822.620000 sec): 26 clusters Score: Raw -36268871.131240 + Penalty 77507.451895 = -36191363.679344 nChanged 457 Iteration 27Q (2830.580000 sec): 26 clusters Score: Raw -36268952.371548 + Penalty 77507.451895 = -36191444.919652 nChanged 390 Iteration 28Q (2838.550000 sec): 26 clusters Score: Raw -36269014.789186 + Penalty 77507.451895 = -36191507.337291 nChanged 333 Iteration 29Q (2845.970000 sec): 26 clusters Score: Raw -36269063.517520 + Penalty 77507.451895 = -36191556.065625 nChanged 296 Iteration 30Q (2854.060000 sec): 26 clusters Score: Raw -36269113.927755 + Penalty 77507.451895 = -36191606.475860 nChanged 232 Iteration 31Q (2862.760000 sec): 26 clusters Score: Raw -36269246.815807 + Penalty 77507.451895 = -36191739.363912 nChanged 193 Iteration 32Q (2872.630000 sec): 26 clusters Score: Raw -36269399.517979 + Penalty 77507.451895 = -36191892.066084 nChanged 169 Iteration 33Q (2882.640000 sec): 26 clusters Score: Raw -36269431.678543 + Penalty 77507.451895 = -36191924.226647 nChanged 165 Iteration 34Q (2891.570000 sec): 26 clusters Score: Raw -36269447.181590 + Penalty 77507.451895 = -36191939.729695 nChanged 110 Iteration 35Q (2899.510000 sec): 26 clusters Score: Raw -36269456.574505 + Penalty 77507.451895 = -36191949.122609 nChanged 117 Iteration 36Q (2908.040000 sec): 26 clusters Score: Raw -36269465.762885 + Penalty 77507.451895 = -36191958.310989 nChanged 122 Iteration 37Q (2916.550000 sec): 26 clusters Score: Raw -36269474.453575 + Penalty 77507.451895 = -36191967.001679 nChanged 120 Iteration 38Q (2924.820000 sec): 26 clusters Score: Raw -36269483.067771 + Penalty 77507.451895 = -36191975.615876 nChanged 91 Iteration 39Q (2933.240000 sec): 26 clusters Score: Raw -36269488.345781 + Penalty 77507.451895 = -36191980.893886 nChanged 102 Deleting Class 18 (336 points): Lose 3019.840237 but Gain 3100.298076 Iteration 40F (2948.940000 sec): 25 clusters Score: Raw -36269751.915229 + Penalty 74407.153820 = -36195344.761409 nChanged 547 Iteration 41Q (2956.360000 sec): 25 clusters Score: Raw -36273200.335325 + Penalty 74407.153820 = -36198793.181505 nChanged 195 Iteration 42Q (2964.290000 sec): 25 clusters Score: Raw -36273801.841059 + Penalty 74407.153820 = -36199394.687240 nChanged 131 Iteration 43Q (2971.710000 sec): 25 clusters Score: Raw -36273864.049137 + Penalty 74407.153820 = -36199456.895318 nChanged 89 Iteration 44Q (2979.530000 sec): 25 clusters Score: Raw -36273873.918105 + Penalty 74407.153820 = -36199466.764285 nChanged 67 Iteration 45Q (2987.460000 sec): 25 clusters Score: Raw -36273880.421925 + Penalty 74407.153820 = -36199473.268105 nChanged 72 Iteration 46Q (2997.030000 sec): 25 clusters Score: Raw -36273886.298034 + Penalty 74407.153820 = -36199479.144214 nChanged 62 Iteration 47Q (3005.980000 sec): 25 clusters Score: Raw -36273891.244652 + Penalty 74407.153820 = -36199484.090832 nChanged 60 Iteration 48Q (3013.100000 sec): 25 clusters Score: Raw -36273895.692200 + Penalty 74407.153820 = -36199488.538381 nChanged 48 Iteration 49Q (3020.160000 sec): 25 clusters Score: Raw -36273899.847429 + Penalty 74407.153820 = -36199492.693609 nChanged 42 Iteration 50Q (3027.820000 sec): 25 clusters Score: Raw -36273903.361838 + Penalty 74407.153820 = -36199496.208018 nChanged 48 Iteration 51Q (3034.970000 sec): 25 clusters Score: Raw -36273908.221227 + Penalty 74407.153820 = -36199501.067408 nChanged 52 Iteration 52Q (3042.740000 sec): 25 clusters Score: Raw -36273915.963770 + Penalty 74407.153820 = -36199508.809950 nChanged 56 Iteration 53Q (3050.430000 sec): 25 clusters Score: Raw -36273924.288471 + Penalty 74407.153820 = -36199517.134651 nChanged 67 Iteration 54Q (3058.430000 sec): 25 clusters Score: Raw -36273935.086054 + Penalty 74407.153820 = -36199527.932234 nChanged 63 Iteration 55Q (3065.980000 sec): 25 clusters Score: Raw -36273944.496439 + Penalty 74407.153820 = -36199537.342619 nChanged 62 Iteration 56Q (3073.930000 sec): 25 clusters Score: Raw -36273953.557850 + Penalty 74407.153820 = -36199546.404031 nChanged 61 Iteration 57Q (3081.830000 sec): 25 clusters Score: Raw -36273965.109688 + Penalty 74407.153820 = -36199557.955868 nChanged 62 Iteration 58Q (3089.540000 sec): 25 clusters Score: Raw -36273975.967000 + Penalty 74407.153820 = -36199568.813181 nChanged 63 Writing temp clu file Because OldScore, -36199557.955868, is greater than current (better) Score,-36199568.813181 Compute initial score before splitting: Score: Raw -36273975.967000 + Penalty 74407.153820 = -36199568.813181 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.670000 sec): 2 clusters Score: Raw -194779.332195 + Penalty 1798.509380 = -192980.822815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.860000 sec): 3 clusters Score: Raw -194340.878943 + Penalty 3597.018760 = -190743.860183 nChanged 410 SP:Iteration 1F (3090.020000 sec): 3 clusters Score: Raw -194725.512353 + Penalty 3597.018760 = -191128.493593 nChanged 98 SP:Iteration 2F (3090.180000 sec): 3 clusters Score: Raw -194836.778884 + Penalty 3597.018760 = -191239.760124 nChanged 54 SP:Iteration 3Q (3090.400000 sec): 3 clusters Score: Raw -194893.506974 + Penalty 3597.018760 = -191296.488214 nChanged 30 SP:Iteration 4Q (3090.540000 sec): 3 clusters Score: Raw -194936.866389 + Penalty 3597.018760 = -191339.847628 nChanged 27 SP:Iteration 5Q (3090.730000 sec): 3 clusters Score: Raw -194966.435329 + Penalty 3597.018760 = -191369.416569 nChanged 25 SP:Iteration 6Q (3090.880000 sec): 3 clusters Score: Raw -194996.403320 + Penalty 3597.018760 = -191399.384560 nChanged 25 SP:Iteration 7Q (3091.020000 sec): 3 clusters Score: Raw -195026.947988 + Penalty 3597.018760 = -191429.929227 nChanged 24 SP:Iteration 8Q (3091.220000 sec): 3 clusters Score: Raw -195053.823341 + Penalty 3597.018760 = -191456.804581 nChanged 21 SP:Iteration 9Q (3091.370000 sec): 3 clusters Score: Raw -195079.516303 + Penalty 3597.018760 = -191482.497543 nChanged 18 SP:Iteration 10Q (3091.520000 sec): 3 clusters Score: Raw -195116.788383 + Penalty 3597.018760 = -191519.769623 nChanged 18 SP:Iteration 11Q (3091.720000 sec): 3 clusters Score: Raw -195187.007256 + Penalty 3597.018760 = -191589.988496 nChanged 32 SP:Iteration 12Q (3091.870000 sec): 3 clusters Score: Raw -195299.981353 + Penalty 3597.018760 = -191702.962593 nChanged 34 SP:Iteration 13Q (3092.060000 sec): 3 clusters Score: Raw -195392.956760 + Penalty 3597.018760 = -191795.938000 nChanged 37 SP:Iteration 14Q (3092.210000 sec): 3 clusters Score: Raw -195449.241273 + Penalty 3597.018760 = -191852.222513 nChanged 34 SP:Iteration 15Q (3092.420000 sec): 3 clusters Score: Raw -195498.988077 + Penalty 3597.018760 = -191901.969317 nChanged 32 SP:Iteration 16Q (3092.580000 sec): 3 clusters Score: Raw -195546.733876 + Penalty 3597.018760 = -191949.715116 nChanged 24 SP:Iteration 17Q (3092.800000 sec): 3 clusters Score: Raw -195579.856447 + Penalty 3597.018760 = -191982.837687 nChanged 20 SP:Iteration 18Q (3093.020000 sec): 3 clusters Score: Raw -195598.397569 + Penalty 3597.018760 = -192001.378809 nChanged 11 SP:Iteration 19Q (3093.180000 sec): 3 clusters Score: Raw -195610.325158 + Penalty 3597.018760 = -192013.306398 nChanged 7 SP:Iteration 20F (3093.340000 sec): 3 clusters Score: Raw -195617.089634 + Penalty 3597.018760 = -192020.070874 nChanged 4 SP:Iteration 21Q (3093.520000 sec): 3 clusters Score: Raw -195622.328560 + Penalty 3597.018760 = -192025.309800 nChanged 5 SP:Iteration 22Q (3093.740000 sec): 3 clusters Score: Raw -195626.858621 + Penalty 3597.018760 = -192029.839861 nChanged 3 SP:Iteration 23Q (3093.940000 sec): 3 clusters Score: Raw -195628.858792 + Penalty 3597.018760 = -192031.840032 nChanged 2 SP:Iteration 24Q (3094.100000 sec): 3 clusters Score: Raw -195630.701739 + Penalty 3597.018760 = -192033.682979 nChanged 1 SP:Iteration 25Q (3094.300000 sec): 3 clusters Score: Raw -195632.092906 + Penalty 3597.018760 = -192035.074145 nChanged 3 SP:Iteration 26Q (3094.500000 sec): 3 clusters Score: Raw -195635.400070 + Penalty 3597.018760 = -192038.381310 nChanged 5 SP:Iteration 27Q (3094.640000 sec): 3 clusters Score: Raw -195639.367596 + Penalty 3597.018760 = -192042.348836 nChanged 2 SP:Iteration 28Q (3094.780000 sec): 3 clusters Score: Raw -195640.195399 + Penalty 3597.018760 = -192043.176638 nChanged 1 SP:Iteration 29Q (3095.000000 sec): 3 clusters Score: Raw -195640.593257 + Penalty 3597.018760 = -192043.574496 nChanged 0 SP:Iteration 30F (3095.140000 sec): 3 clusters Score: Raw -195640.593257 + Penalty 3597.018760 = -192043.574496 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3095.290000 sec): 2 clusters Score: Raw -94010.870911 + Penalty 1641.447268 = -92369.423643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3095.420000 sec): 3 clusters Score: Raw -93994.297858 + Penalty 3282.894536 = -90711.403322 nChanged 199 SP:Iteration 1F (3095.600000 sec): 3 clusters Score: Raw -94241.173951 + Penalty 3282.894536 = -90958.279415 nChanged 42 SP:Iteration 2F (3095.760000 sec): 3 clusters Score: Raw -94312.113104 + Penalty 3282.894536 = -91029.218568 nChanged 12 SP:Iteration 3Q (3095.890000 sec): 3 clusters Score: Raw -94346.803568 + Penalty 3282.894536 = -91063.909032 nChanged 15 SP:Iteration 4Q (3096.040000 sec): 3 clusters Score: Raw -94384.888419 + Penalty 3282.894536 = -91101.993884 nChanged 10 SP:Iteration 5Q (3096.180000 sec): 3 clusters Score: Raw -94412.154752 + Penalty 3282.894536 = -91129.260216 nChanged 9 SP:Iteration 6Q (3096.330000 sec): 3 clusters Score: Raw -94452.549905 + Penalty 3282.894536 = -91169.655370 nChanged 9 SP:Iteration 7Q (3096.520000 sec): 3 clusters Score: Raw -94464.859062 + Penalty 3282.894536 = -91181.964526 nChanged 9 SP:Iteration 8Q (3096.660000 sec): 3 clusters Score: Raw -94477.575541 + Penalty 3282.894536 = -91194.681005 nChanged 5 SP:Iteration 9Q (3096.800000 sec): 3 clusters Score: Raw -94486.380357 + Penalty 3282.894536 = -91203.485821 nChanged 1 SP:Iteration 10Q (3096.940000 sec): 3 clusters Score: Raw -94487.274230 + Penalty 3282.894536 = -91204.379694 nChanged 0 SP:Iteration 11F (3097.090000 sec): 3 clusters Score: Raw -94487.274230 + Penalty 3282.894536 = -91204.379694 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3097.180000 sec): 2 clusters Score: Raw -41233.543479 + Penalty 1438.925357 = -39794.618122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3097.320000 sec): 3 clusters Score: Raw -41341.292822 + Penalty 2877.850714 = -38463.442107 nChanged 49 SP:Iteration 1F (3097.470000 sec): 3 clusters Score: Raw -41476.155731 + Penalty 2877.850714 = -38598.305017 nChanged 14 SP:Iteration 2Q (3097.620000 sec): 3 clusters Score: Raw -41517.457649 + Penalty 2877.850714 = -38639.606935 nChanged 5 SP:Iteration 3Q (3097.760000 sec): 3 clusters Score: Raw -41531.109206 + Penalty 2877.850714 = -38653.258492 nChanged 3 SP:Iteration 4Q (3097.910000 sec): 3 clusters Score: Raw -41535.992277 + Penalty 2877.850714 = -38658.141563 nChanged 1 SP:Iteration 5Q (3098.050000 sec): 3 clusters Score: Raw -41538.331485 + Penalty 2877.850714 = -38660.480771 nChanged 2 SP:Iteration 6Q (3098.200000 sec): 3 clusters Score: Raw -41550.376406 + Penalty 2877.850714 = -38672.525692 nChanged 1 SP:Iteration 7Q (3098.340000 sec): 3 clusters Score: Raw -41551.474869 + Penalty 2877.850714 = -38673.624154 nChanged 0 SP:Iteration 8F (3098.480000 sec): 3 clusters Score: Raw -41551.474869 + Penalty 2877.850714 = -38673.624154 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (16714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3098.660000 sec): 2 clusters Score: Raw -2278628.639725 + Penalty 2411.552489 = -2276217.087237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3098.880000 sec): 3 clusters Score: Raw -2269106.170376 + Penalty 4823.104977 = -2264283.065399 nChanged 7268 SP:Iteration 1F (3099.200000 sec): 3 clusters Score: Raw -2272975.315409 + Penalty 4823.104977 = -2268152.210431 nChanged 972 SP:Iteration 2F (3099.470000 sec): 3 clusters Score: Raw -2273350.087448 + Penalty 4823.104977 = -2268526.982470 nChanged 754 SP:Iteration 3Q (3099.740000 sec): 3 clusters Score: Raw -2273624.961747 + Penalty 4823.104977 = -2268801.856769 nChanged 673 SP:Iteration 4Q (3099.980000 sec): 3 clusters Score: Raw -2273866.507253 + Penalty 4823.104977 = -2269043.402275 nChanged 617 SP:Iteration 5Q (3100.260000 sec): 3 clusters Score: Raw -2274089.222793 + Penalty 4823.104977 = -2269266.117816 nChanged 573 SP:Iteration 6Q (3100.590000 sec): 3 clusters Score: Raw -2274303.770639 + Penalty 4823.104977 = -2269480.665661 nChanged 545 SP:Iteration 7Q (3100.830000 sec): 3 clusters Score: Raw -2274521.840300 + Penalty 4823.104977 = -2269698.735322 nChanged 576 SP:Iteration 8Q (3101.130000 sec): 3 clusters Score: Raw -2274744.403704 + Penalty 4823.104977 = -2269921.298727 nChanged 557 SP:Iteration 9Q (3101.440000 sec): 3 clusters Score: Raw -2274968.226024 + Penalty 4823.104977 = -2270145.121047 nChanged 562 SP:Iteration 10Q (3101.700000 sec): 3 clusters Score: Raw -2275220.168575 + Penalty 4823.104977 = -2270397.063598 nChanged 599 SP:Iteration 11Q (3102.000000 sec): 3 clusters Score: Raw -2275509.509718 + Penalty 4823.104977 = -2270686.404741 nChanged 570 SP:Iteration 12Q (3102.270000 sec): 3 clusters Score: Raw -2275804.693332 + Penalty 4823.104977 = -2270981.588355 nChanged 582 SP:Iteration 13Q (3102.560000 sec): 3 clusters Score: Raw -2276096.156226 + Penalty 4823.104977 = -2271273.051249 nChanged 548 SP:Iteration 14Q (3102.840000 sec): 3 clusters Score: Raw -2276353.228633 + Penalty 4823.104977 = -2271530.123655 nChanged 479 SP:Iteration 15Q (3103.120000 sec): 3 clusters Score: Raw -2276554.726813 + Penalty 4823.104977 = -2271731.621836 nChanged 383 SP:Iteration 16Q (3103.400000 sec): 3 clusters Score: Raw -2276698.506277 + Penalty 4823.104977 = -2271875.401300 nChanged 320 SP:Iteration 17Q (3103.700000 sec): 3 clusters Score: Raw -2276798.190774 + Penalty 4823.104977 = -2271975.085797 nChanged 245 SP:Iteration 18Q (3103.980000 sec): 3 clusters Score: Raw -2276876.464474 + Penalty 4823.104977 = -2272053.359496 nChanged 230 SP:Iteration 19Q (3104.260000 sec): 3 clusters Score: Raw -2276938.334036 + Penalty 4823.104977 = -2272115.229059 nChanged 173 SP:Iteration 20F (3104.560000 sec): 3 clusters Score: Raw -2276977.806857 + Penalty 4823.104977 = -2272154.701880 nChanged 121 SP:Iteration 21Q (3104.780000 sec): 3 clusters Score: Raw -2276999.579985 + Penalty 4823.104977 = -2272176.475008 nChanged 93 SP:Iteration 22Q (3105.060000 sec): 3 clusters Score: Raw -2277018.208594 + Penalty 4823.104977 = -2272195.103617 nChanged 90 SP:Iteration 23Q (3105.360000 sec): 3 clusters Score: Raw -2277033.930563 + Penalty 4823.104977 = -2272210.825586 nChanged 81 SP:Iteration 24Q (3105.700000 sec): 3 clusters Score: Raw -2277045.508869 + Penalty 4823.104977 = -2272222.403891 nChanged 62 SP:Iteration 25Q (3106.020000 sec): 3 clusters Score: Raw -2277053.570335 + Penalty 4823.104977 = -2272230.465358 nChanged 52 SP:Iteration 26Q (3106.360000 sec): 3 clusters Score: Raw -2277060.408849 + Penalty 4823.104977 = -2272237.303872 nChanged 47 SP:Iteration 27Q (3106.630000 sec): 3 clusters Score: Raw -2277066.325071 + Penalty 4823.104977 = -2272243.220094 nChanged 47 SP:Iteration 28Q (3106.970000 sec): 3 clusters Score: Raw -2277072.843825 + Penalty 4823.104977 = -2272249.738847 nChanged 51 SP:Iteration 29Q (3107.260000 sec): 3 clusters Score: Raw -2277079.534840 + Penalty 4823.104977 = -2272256.429862 nChanged 54 SP:Iteration 30Q (3107.550000 sec): 3 clusters Score: Raw -2277087.539226 + Penalty 4823.104977 = -2272264.434249 nChanged 53 SP:Iteration 31Q (3107.860000 sec): 3 clusters Score: Raw -2277095.228482 + Penalty 4823.104977 = -2272272.123505 nChanged 50 SP:Iteration 32Q (3108.210000 sec): 3 clusters Score: Raw -2277102.173803 + Penalty 4823.104977 = -2272279.068826 nChanged 54 SP:Iteration 33Q (3108.550000 sec): 3 clusters Score: Raw -2277112.003229 + Penalty 4823.104977 = -2272288.898251 nChanged 38 SP:Iteration 34Q (3108.770000 sec): 3 clusters Score: Raw -2277116.960534 + Penalty 4823.104977 = -2272293.855556 nChanged 30 SP:Iteration 35Q (3108.990000 sec): 3 clusters Score: Raw -2277119.872112 + Penalty 4823.104977 = -2272296.767134 nChanged 20 SP:Iteration 36Q (3109.340000 sec): 3 clusters Score: Raw -2277121.900790 + Penalty 4823.104977 = -2272298.795813 nChanged 23 SP:Iteration 37Q (3109.570000 sec): 3 clusters Score: Raw -2277124.780925 + Penalty 4823.104977 = -2272301.675948 nChanged 23 SP:Iteration 38Q (3109.880000 sec): 3 clusters Score: Raw -2277127.168541 + Penalty 4823.104977 = -2272304.063564 nChanged 18 SP:Iteration 39Q (3110.170000 sec): 3 clusters Score: Raw -2277128.811135 + Penalty 4823.104977 = -2272305.706158 nChanged 14 SP:Iteration 40F (3110.440000 sec): 3 clusters Score: Raw -2277130.342927 + Penalty 4823.104977 = -2272307.237950 nChanged 17 SP:Iteration 41Q (3110.690000 sec): 3 clusters Score: Raw -2277132.404248 + Penalty 4823.104977 = -2272309.299271 nChanged 14 SP:Iteration 42Q (3111.000000 sec): 3 clusters Score: Raw -2277134.192531 + Penalty 4823.104977 = -2272311.087554 nChanged 15 SP:Iteration 43Q (3111.270000 sec): 3 clusters Score: Raw -2277135.902149 + Penalty 4823.104977 = -2272312.797172 nChanged 20 SP:Iteration 44Q (3111.580000 sec): 3 clusters Score: Raw -2277137.857749 + Penalty 4823.104977 = -2272314.752772 nChanged 22 SP:Iteration 45Q (3111.860000 sec): 3 clusters Score: Raw -2277141.056567 + Penalty 4823.104977 = -2272317.951589 nChanged 25 SP:Iteration 46Q (3112.130000 sec): 3 clusters Score: Raw -2277143.968902 + Penalty 4823.104977 = -2272320.863924 nChanged 25 SP:Iteration 47Q (3112.390000 sec): 3 clusters Score: Raw -2277146.656408 + Penalty 4823.104977 = -2272323.551430 nChanged 31 SP:Iteration 48Q (3112.700000 sec): 3 clusters Score: Raw -2277151.647639 + Penalty 4823.104977 = -2272328.542662 nChanged 44 SP:Iteration 49Q (3113.050000 sec): 3 clusters Score: Raw -2277158.034301 + Penalty 4823.104977 = -2272334.929324 nChanged 43 SP:Iteration 50Q (3113.350000 sec): 3 clusters Score: Raw -2277164.847802 + Penalty 4823.104977 = -2272341.742824 nChanged 48 SP:Iteration 51Q (3113.630000 sec): 3 clusters Score: Raw -2277171.865422 + Penalty 4823.104977 = -2272348.760444 nChanged 39 SP:Iteration 52Q (3113.940000 sec): 3 clusters Score: Raw -2277176.506438 + Penalty 4823.104977 = -2272353.401460 nChanged 40 SP:Iteration 53Q (3114.280000 sec): 3 clusters Score: Raw -2277182.711393 + Penalty 4823.104977 = -2272359.606416 nChanged 42 SP:Iteration 54Q (3114.540000 sec): 3 clusters Score: Raw -2277188.441527 + Penalty 4823.104977 = -2272365.336550 nChanged 40 SP:Iteration 55Q (3114.830000 sec): 3 clusters Score: Raw -2277195.612144 + Penalty 4823.104977 = -2272372.507167 nChanged 52 SP:Iteration 56Q (3115.160000 sec): 3 clusters Score: Raw -2277204.522394 + Penalty 4823.104977 = -2272381.417416 nChanged 52 SP:Iteration 57Q (3115.460000 sec): 3 clusters Score: Raw -2277212.180376 + Penalty 4823.104977 = -2272389.075399 nChanged 53 SP:Iteration 58Q (3115.790000 sec): 3 clusters Score: Raw -2277220.324148 + Penalty 4823.104977 = -2272397.219171 nChanged 52 SP:Iteration 59Q (3116.060000 sec): 3 clusters Score: Raw -2277226.234848 + Penalty 4823.104977 = -2272403.129870 nChanged 37 SP:Iteration 60F (3116.380000 sec): 3 clusters Score: Raw -2277231.179794 + Penalty 4823.104977 = -2272408.074816 nChanged 40 SP:Iteration 61Q (3116.650000 sec): 3 clusters Score: Raw -2277236.626166 + Penalty 4823.104977 = -2272413.521189 nChanged 41 SP:Iteration 62Q (3116.940000 sec): 3 clusters Score: Raw -2277242.493946 + Penalty 4823.104977 = -2272419.388968 nChanged 44 SP:Iteration 63Q (3117.310000 sec): 3 clusters Score: Raw -2277249.668794 + Penalty 4823.104977 = -2272426.563817 nChanged 43 SP:Iteration 64Q (3117.580000 sec): 3 clusters Score: Raw -2277258.230952 + Penalty 4823.104977 = -2272435.125975 nChanged 42 SP:Iteration 65Q (3117.850000 sec): 3 clusters Score: Raw -2277265.671247 + Penalty 4823.104977 = -2272442.566269 nChanged 37 SP:Iteration 66Q (3118.180000 sec): 3 clusters Score: Raw -2277271.259672 + Penalty 4823.104977 = -2272448.154695 nChanged 45 SP:Iteration 67Q (3118.480000 sec): 3 clusters Score: Raw -2277279.343620 + Penalty 4823.104977 = -2272456.238642 nChanged 46 SP:Iteration 68Q (3118.770000 sec): 3 clusters Score: Raw -2277286.802412 + Penalty 4823.104977 = -2272463.697434 nChanged 39 SP:Iteration 69Q (3119.060000 sec): 3 clusters Score: Raw -2277293.263704 + Penalty 4823.104977 = -2272470.158726 nChanged 38 SP:Iteration 70Q (3119.320000 sec): 3 clusters Score: Raw -2277298.931698 + Penalty 4823.104977 = -2272475.826720 nChanged 40 SP:Iteration 71Q (3119.630000 sec): 3 clusters Score: Raw -2277305.549119 + Penalty 4823.104977 = -2272482.444141 nChanged 36 SP:Iteration 72Q (3119.960000 sec): 3 clusters Score: Raw -2277310.653228 + Penalty 4823.104977 = -2272487.548251 nChanged 42 SP:Iteration 73Q (3120.250000 sec): 3 clusters Score: Raw -2277315.973778 + Penalty 4823.104977 = -2272492.868800 nChanged 36 SP:Iteration 74Q (3120.600000 sec): 3 clusters Score: Raw -2277321.482216 + Penalty 4823.104977 = -2272498.377239 nChanged 38 SP:Iteration 75Q (3120.900000 sec): 3 clusters Score: Raw -2277327.038597 + Penalty 4823.104977 = -2272503.933620 nChanged 30 SP:Iteration 76Q (3121.190000 sec): 3 clusters Score: Raw -2277331.257342 + Penalty 4823.104977 = -2272508.152364 nChanged 31 SP:Iteration 77Q (3121.480000 sec): 3 clusters Score: Raw -2277335.407036 + Penalty 4823.104977 = -2272512.302059 nChanged 29 SP:Iteration 78Q (3121.780000 sec): 3 clusters Score: Raw -2277339.172297 + Penalty 4823.104977 = -2272516.067319 nChanged 33 SP:Iteration 79Q (3122.110000 sec): 3 clusters Score: Raw -2277343.971138 + Penalty 4823.104977 = -2272520.866161 nChanged 44 SP:Iteration 80F (3122.410000 sec): 3 clusters Score: Raw -2277351.194412 + Penalty 4823.104977 = -2272528.089434 nChanged 49 SP:Iteration 81Q (3122.660000 sec): 3 clusters Score: Raw -2277360.044936 + Penalty 4823.104977 = -2272536.939959 nChanged 63 SP:Iteration 82Q (3122.960000 sec): 3 clusters Score: Raw -2277371.127853 + Penalty 4823.104977 = -2272548.022876 nChanged 66 SP:Iteration 83Q (3123.300000 sec): 3 clusters Score: Raw -2277383.592596 + Penalty 4823.104977 = -2272560.487618 nChanged 67 SP:Iteration 84Q (3123.640000 sec): 3 clusters Score: Raw -2277397.598481 + Penalty 4823.104977 = -2272574.493504 nChanged 72 SP:Iteration 85Q (3123.920000 sec): 3 clusters Score: Raw -2277411.532808 + Penalty 4823.104977 = -2272588.427830 nChanged 75 SP:Iteration 86Q (3124.200000 sec): 3 clusters Score: Raw -2277427.251268 + Penalty 4823.104977 = -2272604.146290 nChanged 69 SP:Iteration 87Q (3124.480000 sec): 3 clusters Score: Raw -2277440.050110 + Penalty 4823.104977 = -2272616.945132 nChanged 70 SP:Iteration 88Q (3124.720000 sec): 3 clusters Score: Raw -2277455.151927 + Penalty 4823.104977 = -2272632.046949 nChanged 69 SP:Iteration 89Q (3125.030000 sec): 3 clusters Score: Raw -2277468.198435 + Penalty 4823.104977 = -2272645.093457 nChanged 61 SP:Iteration 90Q (3125.310000 sec): 3 clusters Score: Raw -2277479.251303 + Penalty 4823.104977 = -2272656.146325 nChanged 77 SP:Iteration 91Q (3125.590000 sec): 3 clusters Score: Raw -2277495.132388 + Penalty 4823.104977 = -2272672.027410 nChanged 79 SP:Iteration 92Q (3125.910000 sec): 3 clusters Score: Raw -2277512.741315 + Penalty 4823.104977 = -2272689.636337 nChanged 79 SP:Iteration 93Q (3126.170000 sec): 3 clusters Score: Raw -2277532.181559 + Penalty 4823.104977 = -2272709.076582 nChanged 70 SP:Iteration 94Q (3126.460000 sec): 3 clusters Score: Raw -2277549.418371 + Penalty 4823.104977 = -2272726.313393 nChanged 68 SP:Iteration 95Q (3126.720000 sec): 3 clusters Score: Raw -2277562.891720 + Penalty 4823.104977 = -2272739.786742 nChanged 82 SP:Iteration 96Q (3126.980000 sec): 3 clusters Score: Raw -2277580.385604 + Penalty 4823.104977 = -2272757.280626 nChanged 68 SP:Iteration 97Q (3127.290000 sec): 3 clusters Score: Raw -2277592.740843 + Penalty 4823.104977 = -2272769.635865 nChanged 67 SP:Iteration 98Q (3127.520000 sec): 3 clusters Score: Raw -2277605.789281 + Penalty 4823.104977 = -2272782.684303 nChanged 73 SP:Iteration 99Q (3127.750000 sec): 3 clusters Score: Raw -2277620.787484 + Penalty 4823.104977 = -2272797.682507 nChanged 69 SP:Iteration 100F (3128.060000 sec): 3 clusters Score: Raw -2277637.442358 + Penalty 4823.104977 = -2272814.337380 nChanged 69 SP:Iteration 101Q (3128.370000 sec): 3 clusters Score: Raw -2277655.965059 + Penalty 4823.104977 = -2272832.860081 nChanged 89 SP:Iteration 102Q (3128.640000 sec): 3 clusters Score: Raw -2277675.156947 + Penalty 4823.104977 = -2272852.051970 nChanged 74 SP:Iteration 103Q (3128.880000 sec): 3 clusters Score: Raw -2277692.160166 + Penalty 4823.104977 = -2272869.055189 nChanged 85 SP:Iteration 104Q (3129.200000 sec): 3 clusters Score: Raw -2277712.731848 + Penalty 4823.104977 = -2272889.626871 nChanged 79 SP:Iteration 105Q (3129.510000 sec): 3 clusters Score: Raw -2277731.725320 + Penalty 4823.104977 = -2272908.620343 nChanged 75 SP:Iteration 106Q (3129.780000 sec): 3 clusters Score: Raw -2277747.570350 + Penalty 4823.104977 = -2272924.465373 nChanged 67 SP:Iteration 107Q (3130.040000 sec): 3 clusters Score: Raw -2277761.837615 + Penalty 4823.104977 = -2272938.732637 nChanged 66 SP:Iteration 108Q (3130.300000 sec): 3 clusters Score: Raw -2277776.070163 + Penalty 4823.104977 = -2272952.965186 nChanged 61 SP:Iteration 109Q (3130.600000 sec): 3 clusters Score: Raw -2277788.890174 + Penalty 4823.104977 = -2272965.785196 nChanged 60 SP:Iteration 110Q (3130.880000 sec): 3 clusters Score: Raw -2277803.353820 + Penalty 4823.104977 = -2272980.248843 nChanged 72 SP:Iteration 111Q (3131.200000 sec): 3 clusters Score: Raw -2277822.117460 + Penalty 4823.104977 = -2272999.012482 nChanged 72 SP:Iteration 112Q (3131.480000 sec): 3 clusters Score: Raw -2277840.380759 + Penalty 4823.104977 = -2273017.275781 nChanged 76 SP:Iteration 113Q (3131.750000 sec): 3 clusters Score: Raw -2277860.951580 + Penalty 4823.104977 = -2273037.846603 nChanged 85 SP:Iteration 114Q (3132.120000 sec): 3 clusters Score: Raw -2277886.670657 + Penalty 4823.104977 = -2273063.565680 nChanged 83 SP:Iteration 115Q (3132.420000 sec): 3 clusters Score: Raw -2277914.482807 + Penalty 4823.104977 = -2273091.377830 nChanged 92 SP:Iteration 116Q (3132.710000 sec): 3 clusters Score: Raw -2277946.381264 + Penalty 4823.104977 = -2273123.276287 nChanged 91 SP:Iteration 117Q (3132.980000 sec): 3 clusters Score: Raw -2277975.278938 + Penalty 4823.104977 = -2273152.173961 nChanged 87 SP:Iteration 118Q (3133.240000 sec): 3 clusters Score: Raw -2278003.327736 + Penalty 4823.104977 = -2273180.222759 nChanged 94 SP:Iteration 119Q (3133.570000 sec): 3 clusters Score: Raw -2278030.837142 + Penalty 4823.104977 = -2273207.732165 nChanged 85 SP:Iteration 120F (3133.870000 sec): 3 clusters Score: Raw -2278055.716839 + Penalty 4823.104977 = -2273232.611862 nChanged 95 SP:Iteration 121Q (3134.190000 sec): 3 clusters Score: Raw -2278086.022166 + Penalty 4823.104977 = -2273262.917188 nChanged 100 SP:Iteration 122Q (3134.440000 sec): 3 clusters Score: Raw -2278116.767542 + Penalty 4823.104977 = -2273293.662565 nChanged 102 SP:Iteration 123Q (3134.680000 sec): 3 clusters Score: Raw -2278153.048950 + Penalty 4823.104977 = -2273329.943973 nChanged 114 SP:Iteration 124Q (3134.960000 sec): 3 clusters Score: Raw -2278195.770274 + Penalty 4823.104977 = -2273372.665297 nChanged 104 SP:Iteration 125Q (3135.220000 sec): 3 clusters Score: Raw -2278232.894211 + Penalty 4823.104977 = -2273409.789234 nChanged 91 SP:Iteration 126Q (3135.480000 sec): 3 clusters Score: Raw -2278260.589799 + Penalty 4823.104977 = -2273437.484821 nChanged 90 SP:Iteration 127Q (3135.730000 sec): 3 clusters Score: Raw -2278296.110210 + Penalty 4823.104977 = -2273473.005233 nChanged 87 SP:Iteration 128Q (3136.020000 sec): 3 clusters Score: Raw -2278326.099996 + Penalty 4823.104977 = -2273502.995019 nChanged 80 SP:Iteration 129Q (3136.270000 sec): 3 clusters Score: Raw -2278356.439570 + Penalty 4823.104977 = -2273533.334593 nChanged 82 SP:Iteration 130Q (3136.570000 sec): 3 clusters Score: Raw -2278392.729389 + Penalty 4823.104977 = -2273569.624411 nChanged 85 SP:Iteration 131Q (3136.830000 sec): 3 clusters Score: Raw -2278426.842971 + Penalty 4823.104977 = -2273603.737994 nChanged 72 SP:Iteration 132Q (3137.130000 sec): 3 clusters Score: Raw -2278452.440294 + Penalty 4823.104977 = -2273629.335317 nChanged 65 SP:Iteration 133Q (3137.380000 sec): 3 clusters Score: Raw -2278474.412127 + Penalty 4823.104977 = -2273651.307149 nChanged 62 SP:Iteration 134Q (3137.690000 sec): 3 clusters Score: Raw -2278500.182370 + Penalty 4823.104977 = -2273677.077393 nChanged 59 SP:Iteration 135Q (3137.980000 sec): 3 clusters Score: Raw -2278522.098030 + Penalty 4823.104977 = -2273698.993052 nChanged 45 SP:Iteration 136Q (3138.300000 sec): 3 clusters Score: Raw -2278536.479331 + Penalty 4823.104977 = -2273713.374353 nChanged 44 SP:Iteration 137Q (3138.570000 sec): 3 clusters Score: Raw -2278554.511877 + Penalty 4823.104977 = -2273731.406900 nChanged 44 SP:Iteration 138Q (3138.910000 sec): 3 clusters Score: Raw -2278572.676788 + Penalty 4823.104977 = -2273749.571811 nChanged 39 SP:Iteration 139Q (3139.150000 sec): 3 clusters Score: Raw -2278586.895373 + Penalty 4823.104977 = -2273763.790396 nChanged 40 SP:Iteration 140F (3139.430000 sec): 3 clusters Score: Raw -2278604.354448 + Penalty 4823.104977 = -2273781.249470 nChanged 30 SP:Iteration 141Q (3139.770000 sec): 3 clusters Score: Raw -2278618.390171 + Penalty 4823.104977 = -2273795.285193 nChanged 29 SP:Iteration 142Q (3140.070000 sec): 3 clusters Score: Raw -2278632.978120 + Penalty 4823.104977 = -2273809.873142 nChanged 39 SP:Iteration 143Q (3140.350000 sec): 3 clusters Score: Raw -2278650.464447 + Penalty 4823.104977 = -2273827.359469 nChanged 35 SP:Iteration 144Q (3140.660000 sec): 3 clusters Score: Raw -2278667.686504 + Penalty 4823.104977 = -2273844.581527 nChanged 37 SP:Iteration 145Q (3140.970000 sec): 3 clusters Score: Raw -2278686.558399 + Penalty 4823.104977 = -2273863.453422 nChanged 37 SP:Iteration 146Q (3141.220000 sec): 3 clusters Score: Raw -2278703.501131 + Penalty 4823.104977 = -2273880.396154 nChanged 30 SP:Iteration 147Q (3141.540000 sec): 3 clusters Score: Raw -2278716.750760 + Penalty 4823.104977 = -2273893.645782 nChanged 30 SP:Iteration 148Q (3141.800000 sec): 3 clusters Score: Raw -2278727.868860 + Penalty 4823.104977 = -2273904.763882 nChanged 25 SP:Iteration 149Q (3142.080000 sec): 3 clusters Score: Raw -2278738.945657 + Penalty 4823.104977 = -2273915.840680 nChanged 24 SP:Iteration 150Q (3142.420000 sec): 3 clusters Score: Raw -2278752.977697 + Penalty 4823.104977 = -2273929.872720 nChanged 33 SP:Iteration 151Q (3142.720000 sec): 3 clusters Score: Raw -2278771.551729 + Penalty 4823.104977 = -2273948.446752 nChanged 35 SP:Iteration 152Q (3142.990000 sec): 3 clusters Score: Raw -2278795.480252 + Penalty 4823.104977 = -2273972.375275 nChanged 30 SP:Iteration 153Q (3143.320000 sec): 3 clusters Score: Raw -2278814.546148 + Penalty 4823.104977 = -2273991.441170 nChanged 32 SP:Iteration 154Q (3143.570000 sec): 3 clusters Score: Raw -2278835.002698 + Penalty 4823.104977 = -2274011.897720 nChanged 24 SP:Iteration 155Q (3143.880000 sec): 3 clusters Score: Raw -2278845.479537 + Penalty 4823.104977 = -2274022.374559 nChanged 11 SP:Iteration 156Q (3144.100000 sec): 3 clusters Score: Raw -2278850.453593 + Penalty 4823.104977 = -2274027.348616 nChanged 13 SP:Iteration 157Q (3144.380000 sec): 3 clusters Score: Raw -2278856.576616 + Penalty 4823.104977 = -2274033.471638 nChanged 13 SP:Iteration 158Q (3144.650000 sec): 3 clusters Score: Raw -2278863.622628 + Penalty 4823.104977 = -2274040.517651 nChanged 12 SP:Iteration 159Q (3144.920000 sec): 3 clusters Score: Raw -2278869.419177 + Penalty 4823.104977 = -2274046.314200 nChanged 9 SP:Iteration 160F (3145.220000 sec): 3 clusters Score: Raw -2278873.056813 + Penalty 4823.104977 = -2274049.951836 nChanged 6 SP:Iteration 161Q (3145.490000 sec): 3 clusters Score: Raw -2278875.225508 + Penalty 4823.104977 = -2274052.120531 nChanged 5 SP:Iteration 162Q (3145.830000 sec): 3 clusters Score: Raw -2278876.839302 + Penalty 4823.104977 = -2274053.734325 nChanged 4 SP:Iteration 163Q (3146.110000 sec): 3 clusters Score: Raw -2278878.401332 + Penalty 4823.104977 = -2274055.296355 nChanged 0 SP:Iteration 164F (3146.440000 sec): 3 clusters Score: Raw -2278878.401332 + Penalty 4823.104977 = -2274055.296355 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3146.560000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3146.740000 sec): 3 clusters Score: Raw -42246.762245 + Penalty 2861.087214 = -39385.675031 nChanged 29 SP:Iteration 1F (3146.970000 sec): 3 clusters Score: Raw -42366.719864 + Penalty 2861.087214 = -39505.632650 nChanged 12 SP:Iteration 2Q (3147.150000 sec): 3 clusters Score: Raw -42423.007437 + Penalty 2861.087214 = -39561.920223 nChanged 7 SP:Iteration 3Q (3147.330000 sec): 3 clusters Score: Raw -42441.917124 + Penalty 2861.087214 = -39580.829910 nChanged 1 SP:Iteration 4Q (3147.550000 sec): 3 clusters Score: Raw -42446.223143 + Penalty 2861.087214 = -39585.135929 nChanged 0 SP:Iteration 5F (3147.730000 sec): 3 clusters Score: Raw -42446.223143 + Penalty 2861.087214 = -39585.135929 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3147.800000 sec): 2 clusters Score: Raw -60141.538402 + Penalty 1566.656842 = -58574.881560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3148.040000 sec): 3 clusters Score: Raw -60216.321896 + Penalty 3133.313685 = -57083.008211 nChanged 122 SP:Iteration 1F (3148.240000 sec): 3 clusters Score: Raw -60683.666083 + Penalty 3133.313685 = -57550.352398 nChanged 56 SP:Iteration 2F (3148.450000 sec): 3 clusters Score: Raw -61221.658111 + Penalty 3133.313685 = -58088.344426 nChanged 56 SP:Iteration 3F (3148.610000 sec): 3 clusters Score: Raw -62146.463296 + Penalty 3133.313685 = -59013.149611 nChanged 33 SP:Iteration 4F (3148.830000 sec): 3 clusters Score: Raw -62629.123953 + Penalty 3133.313685 = -59495.810268 nChanged 17 SP:Iteration 5Q (3149.020000 sec): 3 clusters Score: Raw -62730.490264 + Penalty 3133.313685 = -59597.176579 nChanged 14 SP:Iteration 6Q (3149.170000 sec): 3 clusters Score: Raw -62833.846534 + Penalty 3133.313685 = -59700.532849 nChanged 6 SP:Iteration 7Q (3149.320000 sec): 3 clusters Score: Raw -62873.746840 + Penalty 3133.313685 = -59740.433156 nChanged 9 SP:Iteration 8Q (3149.490000 sec): 3 clusters Score: Raw -62960.425046 + Penalty 3133.313685 = -59827.111361 nChanged 9 SP:Iteration 9Q (3149.700000 sec): 3 clusters Score: Raw -63089.427397 + Penalty 3133.313685 = -59956.113712 nChanged 5 SP:Iteration 10Q (3149.860000 sec): 3 clusters Score: Raw -63136.984195 + Penalty 3133.313685 = -60003.670511 nChanged 4 SP:Iteration 11Q (3150.080000 sec): 3 clusters Score: Raw -63164.084916 + Penalty 3133.313685 = -60030.771232 nChanged 4 SP:Iteration 12Q (3150.270000 sec): 3 clusters Score: Raw -63195.126636 + Penalty 3133.313685 = -60061.812951 nChanged 4 SP:Iteration 13Q (3150.500000 sec): 3 clusters Score: Raw -63224.957012 + Penalty 3133.313685 = -60091.643327 nChanged 4 SP:Iteration 14Q (3150.710000 sec): 3 clusters Score: Raw -63267.821405 + Penalty 3133.313685 = -60134.507720 nChanged 3 SP:Iteration 15Q (3150.860000 sec): 3 clusters Score: Raw -63300.516149 + Penalty 3133.313685 = -60167.202464 nChanged 5 SP:Iteration 16Q (3151.120000 sec): 3 clusters Score: Raw -63396.276449 + Penalty 3133.313685 = -60262.962764 nChanged 6 SP:Iteration 17Q (3151.300000 sec): 3 clusters Score: Raw -63925.577367 + Penalty 3133.313685 = -60792.263682 nChanged 0 SP:Iteration 18F (3151.500000 sec): 3 clusters Score: Raw -63925.577367 + Penalty 3133.313685 = -60792.263682 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3151.570000 sec): 2 clusters Score: Raw -36966.835270 + Penalty 1450.632545 = -35516.202725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3151.780000 sec): 3 clusters Score: Raw -37331.221217 + Penalty 2901.265091 = -34429.956126 nChanged 82 SP:Iteration 1F (3151.990000 sec): 3 clusters Score: Raw -37647.287141 + Penalty 2901.265091 = -34746.022050 nChanged 28 SP:Iteration 2F (3152.220000 sec): 3 clusters Score: Raw -37807.843895 + Penalty 2901.265091 = -34906.578804 nChanged 14 SP:Iteration 3Q (3152.350000 sec): 3 clusters Score: Raw -37849.492016 + Penalty 2901.265091 = -34948.226925 nChanged 11 SP:Iteration 4Q (3152.610000 sec): 3 clusters Score: Raw -37879.273081 + Penalty 2901.265091 = -34978.007990 nChanged 1 SP:Iteration 5Q (3152.770000 sec): 3 clusters Score: Raw -37880.520911 + Penalty 2901.265091 = -34979.255820 nChanged 3 SP:Iteration 6Q (3152.900000 sec): 3 clusters Score: Raw -37886.703514 + Penalty 2901.265091 = -34985.438423 nChanged 4 SP:Iteration 7Q (3153.090000 sec): 3 clusters Score: Raw -37895.428070 + Penalty 2901.265091 = -34994.162979 nChanged 3 SP:Iteration 8Q (3153.270000 sec): 3 clusters Score: Raw -37915.031462 + Penalty 2901.265091 = -35013.766371 nChanged 6 SP:Iteration 9Q (3153.400000 sec): 3 clusters Score: Raw -37961.937283 + Penalty 2901.265091 = -35060.672192 nChanged 5 SP:Iteration 10Q (3153.580000 sec): 3 clusters Score: Raw -37977.855437 + Penalty 2901.265091 = -35076.590347 nChanged 4 SP:Iteration 11Q (3153.760000 sec): 3 clusters Score: Raw -38002.351674 + Penalty 2901.265091 = -35101.086583 nChanged 2 SP:Iteration 12Q (3153.950000 sec): 3 clusters Score: Raw -38010.341071 + Penalty 2901.265091 = -35109.075981 nChanged 2 SP:Iteration 13Q (3154.190000 sec): 3 clusters Score: Raw -38013.251781 + Penalty 2901.265091 = -35111.986690 nChanged 0 SP:Iteration 14F (3154.380000 sec): 3 clusters Score: Raw -38013.251781 + Penalty 2901.265091 = -35111.986690 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3154.500000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3154.690000 sec): 3 clusters Score: Raw -24011.354555 + Penalty 2597.275214 = -21414.079341 nChanged 9 SP:Iteration 1Q (3154.900000 sec): 3 clusters Score: Raw -24088.809354 + Penalty 2597.275214 = -21491.534141 nChanged 1 SP:Iteration 2Q (3155.070000 sec): 3 clusters Score: Raw -24091.693502 + Penalty 2597.275214 = -21494.418289 nChanged 0 SP:Iteration 3F (3155.240000 sec): 3 clusters Score: Raw -24091.693502 + Penalty 2597.275214 = -21494.418289 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (2014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.370000 sec): 2 clusters Score: Raw -257665.549913 + Penalty 1886.753762 = -255778.796151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.510000 sec): 3 clusters Score: Raw -256891.639806 + Penalty 3773.507524 = -253118.132281 nChanged 637 SP:Iteration 1F (3155.730000 sec): 3 clusters Score: Raw -257372.367071 + Penalty 3773.507524 = -253598.859546 nChanged 171 SP:Iteration 2F (3155.880000 sec): 3 clusters Score: Raw -257524.175543 + Penalty 3773.507524 = -253750.668018 nChanged 89 SP:Iteration 3Q (3156.130000 sec): 3 clusters Score: Raw -257602.973028 + Penalty 3773.507524 = -253829.465504 nChanged 59 SP:Iteration 4Q (3156.310000 sec): 3 clusters Score: Raw -257655.204010 + Penalty 3773.507524 = -253881.696486 nChanged 46 SP:Iteration 5Q (3156.510000 sec): 3 clusters Score: Raw -257696.015973 + Penalty 3773.507524 = -253922.508448 nChanged 42 SP:Iteration 6Q (3156.670000 sec): 3 clusters Score: Raw -257727.781311 + Penalty 3773.507524 = -253954.273787 nChanged 27 SP:Iteration 7Q (3156.880000 sec): 3 clusters Score: Raw -257750.913555 + Penalty 3773.507524 = -253977.406031 nChanged 24 SP:Iteration 8Q (3157.050000 sec): 3 clusters Score: Raw -257763.555259 + Penalty 3773.507524 = -253990.047735 nChanged 17 SP:Iteration 9Q (3157.240000 sec): 3 clusters Score: Raw -257775.566458 + Penalty 3773.507524 = -254002.058934 nChanged 14 SP:Iteration 10Q (3157.450000 sec): 3 clusters Score: Raw -257783.488432 + Penalty 3773.507524 = -254009.980908 nChanged 12 SP:Iteration 11Q (3157.640000 sec): 3 clusters Score: Raw -257789.577799 + Penalty 3773.507524 = -254016.070274 nChanged 7 SP:Iteration 12Q (3157.890000 sec): 3 clusters Score: Raw -257794.484921 + Penalty 3773.507524 = -254020.977397 nChanged 10 SP:Iteration 13Q (3158.120000 sec): 3 clusters Score: Raw -257801.463146 + Penalty 3773.507524 = -254027.955622 nChanged 7 SP:Iteration 14Q (3158.340000 sec): 3 clusters Score: Raw -257805.151107 + Penalty 3773.507524 = -254031.643583 nChanged 5 SP:Iteration 15Q (3158.540000 sec): 3 clusters Score: Raw -257808.187901 + Penalty 3773.507524 = -254034.680377 nChanged 5 SP:Iteration 16Q (3158.710000 sec): 3 clusters Score: Raw -257811.641954 + Penalty 3773.507524 = -254038.134429 nChanged 3 SP:Iteration 17Q (3158.930000 sec): 3 clusters Score: Raw -257813.347486 + Penalty 3773.507524 = -254039.839962 nChanged 4 SP:Iteration 18Q (3159.120000 sec): 3 clusters Score: Raw -257816.375602 + Penalty 3773.507524 = -254042.868078 nChanged 3 SP:Iteration 19Q (3159.290000 sec): 3 clusters Score: Raw -257818.457665 + Penalty 3773.507524 = -254044.950141 nChanged 1 SP:Iteration 20F (3159.480000 sec): 3 clusters Score: Raw -257819.198876 + Penalty 3773.507524 = -254045.691352 nChanged 1 SP:Iteration 21Q (3159.650000 sec): 3 clusters Score: Raw -257819.632994 + Penalty 3773.507524 = -254046.125469 nChanged 0 SP:Iteration 22F (3159.850000 sec): 3 clusters Score: Raw -257819.632994 + Penalty 3773.507524 = -254046.125469 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3159.980000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3160.150000 sec): 3 clusters Score: Raw -71890.074343 + Penalty 3120.618293 = -68769.456050 nChanged 108 SP:Iteration 1F (3160.310000 sec): 3 clusters Score: Raw -72119.142412 + Penalty 3120.618293 = -68998.524119 nChanged 31 SP:Iteration 2F (3160.470000 sec): 3 clusters Score: Raw -72205.034282 + Penalty 3120.618293 = -69084.415988 nChanged 18 SP:Iteration 3Q (3160.630000 sec): 3 clusters Score: Raw -72253.466453 + Penalty 3120.618293 = -69132.848160 nChanged 11 SP:Iteration 4Q (3160.790000 sec): 3 clusters Score: Raw -72276.459102 + Penalty 3120.618293 = -69155.840808 nChanged 4 SP:Iteration 5Q (3161.040000 sec): 3 clusters Score: Raw -72284.495380 + Penalty 3120.618293 = -69163.877087 nChanged 1 SP:Iteration 6Q (3161.210000 sec): 3 clusters Score: Raw -72286.905355 + Penalty 3120.618293 = -69166.287061 nChanged 1 SP:Iteration 7Q (3161.460000 sec): 3 clusters Score: Raw -72288.804805 + Penalty 3120.618293 = -69168.186512 nChanged 1 SP:Iteration 8Q (3161.580000 sec): 3 clusters Score: Raw -72292.454509 + Penalty 3120.618293 = -69171.836216 nChanged 1 SP:Iteration 9Q (3161.790000 sec): 3 clusters Score: Raw -72296.271676 + Penalty 3120.618293 = -69175.653383 nChanged 2 SP:Iteration 10Q (3162.020000 sec): 3 clusters Score: Raw -72301.794646 + Penalty 3120.618293 = -69181.176352 nChanged 2 SP:Iteration 11Q (3162.220000 sec): 3 clusters Score: Raw -72305.706679 + Penalty 3120.618293 = -69185.088386 nChanged 0 SP:Iteration 12F (3162.450000 sec): 3 clusters Score: Raw -72305.706679 + Penalty 3120.618293 = -69185.088386 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3162.600000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3162.810000 sec): 3 clusters Score: Raw -70727.762136 + Penalty 3111.346995 = -67616.415141 nChanged 80 SP:Iteration 1F (3162.940000 sec): 3 clusters Score: Raw -70896.100201 + Penalty 3111.346995 = -67784.753206 nChanged 29 SP:Iteration 2F (3163.160000 sec): 3 clusters Score: Raw -70960.747028 + Penalty 3111.346995 = -67849.400033 nChanged 9 SP:Iteration 3Q (3163.330000 sec): 3 clusters Score: Raw -70987.659971 + Penalty 3111.346995 = -67876.312976 nChanged 9 SP:Iteration 4Q (3163.480000 sec): 3 clusters Score: Raw -71008.419024 + Penalty 3111.346995 = -67897.072029 nChanged 5 SP:Iteration 5Q (3163.680000 sec): 3 clusters Score: Raw -71019.333160 + Penalty 3111.346995 = -67907.986165 nChanged 3 SP:Iteration 6Q (3163.830000 sec): 3 clusters Score: Raw -71024.766855 + Penalty 3111.346995 = -67913.419860 nChanged 1 SP:Iteration 7Q (3164.040000 sec): 3 clusters Score: Raw -71025.702109 + Penalty 3111.346995 = -67914.355114 nChanged 0 SP:Iteration 8F (3164.260000 sec): 3 clusters Score: Raw -71025.702109 + Penalty 3111.346995 = -67914.355114 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (7395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3164.380000 sec): 2 clusters Score: Raw -991841.877815 + Penalty 2209.322725 = -989632.555090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3164.610000 sec): 3 clusters Score: Raw -988024.246982 + Penalty 4418.645450 = -983605.601532 nChanged 2961 SP:Iteration 1F (3164.880000 sec): 3 clusters Score: Raw -989728.503927 + Penalty 4418.645450 = -985309.858477 nChanged 490 SP:Iteration 2F (3165.140000 sec): 3 clusters Score: Raw -989968.771720 + Penalty 4418.645450 = -985550.126270 nChanged 332 SP:Iteration 3Q (3165.410000 sec): 3 clusters Score: Raw -990127.609868 + Penalty 4418.645450 = -985708.964418 nChanged 269 SP:Iteration 4Q (3165.650000 sec): 3 clusters Score: Raw -990263.987699 + Penalty 4418.645450 = -985845.342249 nChanged 247 SP:Iteration 5Q (3165.880000 sec): 3 clusters Score: Raw -990353.935714 + Penalty 4418.645450 = -985935.290264 nChanged 179 SP:Iteration 6Q (3166.150000 sec): 3 clusters Score: Raw -990425.422066 + Penalty 4418.645450 = -986006.776616 nChanged 157 SP:Iteration 7Q (3166.420000 sec): 3 clusters Score: Raw -990478.582161 + Penalty 4418.645450 = -986059.936711 nChanged 137 SP:Iteration 8Q (3166.650000 sec): 3 clusters Score: Raw -990531.745364 + Penalty 4418.645450 = -986113.099914 nChanged 131 SP:Iteration 9Q (3166.870000 sec): 3 clusters Score: Raw -990577.925216 + Penalty 4418.645450 = -986159.279766 nChanged 108 SP:Iteration 10Q (3167.170000 sec): 3 clusters Score: Raw -990616.651747 + Penalty 4418.645450 = -986198.006297 nChanged 106 SP:Iteration 11Q (3167.390000 sec): 3 clusters Score: Raw -990652.235039 + Penalty 4418.645450 = -986233.589589 nChanged 99 SP:Iteration 12Q (3167.720000 sec): 3 clusters Score: Raw -990688.724288 + Penalty 4418.645450 = -986270.078838 nChanged 100 SP:Iteration 13Q (3167.940000 sec): 3 clusters Score: Raw -990724.364512 + Penalty 4418.645450 = -986305.719061 nChanged 89 SP:Iteration 14Q (3168.190000 sec): 3 clusters Score: Raw -990762.324736 + Penalty 4418.645450 = -986343.679286 nChanged 128 SP:Iteration 15Q (3168.460000 sec): 3 clusters Score: Raw -990818.368713 + Penalty 4418.645450 = -986399.723263 nChanged 154 SP:Iteration 16Q (3168.680000 sec): 3 clusters Score: Raw -990894.284005 + Penalty 4418.645450 = -986475.638554 nChanged 165 SP:Iteration 17Q (3168.940000 sec): 3 clusters Score: Raw -990980.753722 + Penalty 4418.645450 = -986562.108272 nChanged 189 SP:Iteration 18Q (3169.120000 sec): 3 clusters Score: Raw -991088.952055 + Penalty 4418.645450 = -986670.306605 nChanged 178 SP:Iteration 19Q (3169.370000 sec): 3 clusters Score: Raw -991188.137690 + Penalty 4418.645450 = -986769.492240 nChanged 162 SP:Iteration 20F (3169.630000 sec): 3 clusters Score: Raw -991289.986187 + Penalty 4418.645450 = -986871.340737 nChanged 150 SP:Iteration 21Q (3169.970000 sec): 3 clusters Score: Raw -991386.914659 + Penalty 4418.645450 = -986968.269208 nChanged 149 SP:Iteration 22Q (3170.160000 sec): 3 clusters Score: Raw -991478.082725 + Penalty 4418.645450 = -987059.437275 nChanged 120 SP:Iteration 23Q (3170.340000 sec): 3 clusters Score: Raw -991561.209052 + Penalty 4418.645450 = -987142.563602 nChanged 132 SP:Iteration 24Q (3170.580000 sec): 3 clusters Score: Raw -991667.507177 + Penalty 4418.645450 = -987248.861727 nChanged 126 SP:Iteration 25Q (3170.830000 sec): 3 clusters Score: Raw -991772.023628 + Penalty 4418.645450 = -987353.378178 nChanged 105 SP:Iteration 26Q (3170.990000 sec): 3 clusters Score: Raw -991852.669973 + Penalty 4418.645450 = -987434.024523 nChanged 80 SP:Iteration 27Q (3171.200000 sec): 3 clusters Score: Raw -991916.335127 + Penalty 4418.645450 = -987497.689677 nChanged 57 SP:Iteration 28Q (3171.400000 sec): 3 clusters Score: Raw -991959.746717 + Penalty 4418.645450 = -987541.101267 nChanged 47 SP:Iteration 29Q (3171.630000 sec): 3 clusters Score: Raw -992001.149653 + Penalty 4418.645450 = -987582.504203 nChanged 35 SP:Iteration 30Q (3171.880000 sec): 3 clusters Score: Raw -992024.856081 + Penalty 4418.645450 = -987606.210631 nChanged 21 SP:Iteration 31Q (3172.100000 sec): 3 clusters Score: Raw -992039.731546 + Penalty 4418.645450 = -987621.086096 nChanged 16 SP:Iteration 32Q (3172.340000 sec): 3 clusters Score: Raw -992052.229994 + Penalty 4418.645450 = -987633.584544 nChanged 15 SP:Iteration 33Q (3172.540000 sec): 3 clusters Score: Raw -992061.926235 + Penalty 4418.645450 = -987643.280785 nChanged 8 SP:Iteration 34Q (3172.760000 sec): 3 clusters Score: Raw -992069.037646 + Penalty 4418.645450 = -987650.392196 nChanged 6 SP:Iteration 35Q (3172.970000 sec): 3 clusters Score: Raw -992073.494513 + Penalty 4418.645450 = -987654.849063 nChanged 2 SP:Iteration 36Q (3173.210000 sec): 3 clusters Score: Raw -992075.441379 + Penalty 4418.645450 = -987656.795929 nChanged 2 SP:Iteration 37Q (3173.440000 sec): 3 clusters Score: Raw -992076.627704 + Penalty 4418.645450 = -987657.982254 nChanged 1 SP:Iteration 38Q (3173.680000 sec): 3 clusters Score: Raw -992077.185810 + Penalty 4418.645450 = -987658.540360 nChanged 0 SP:Iteration 39F (3173.890000 sec): 3 clusters Score: Raw -992077.185810 + Penalty 4418.645450 = -987658.540360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3175.140000 sec): 2 clusters Score: Raw -28303280.448721 + Penalty 3035.016193 = -28300245.432528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3176.490000 sec): 3 clusters Score: Raw -28167902.513440 + Penalty 6070.032386 = -28161832.481053 nChanged 99310 SP:Iteration 1F (3177.830000 sec): 3 clusters Score: Raw -28225655.965066 + Penalty 6070.032386 = -28219585.932680 nChanged 5521 SP:Iteration 2Q (3179.180000 sec): 3 clusters Score: Raw -28226806.650014 + Penalty 6070.032386 = -28220736.617628 nChanged 6059 SP:Iteration 3Q (3180.440000 sec): 3 clusters Score: Raw -28228318.430525 + Penalty 6070.032386 = -28222248.398139 nChanged 6973 SP:Iteration 4Q (3181.790000 sec): 3 clusters Score: Raw -28230432.577660 + Penalty 6070.032386 = -28224362.545274 nChanged 8415 SP:Iteration 5Q (3183.080000 sec): 3 clusters Score: Raw -28233509.799191 + Penalty 6070.032386 = -28227439.766805 nChanged 9984 SP:Iteration 6Q (3184.350000 sec): 3 clusters Score: Raw -28237745.123343 + Penalty 6070.032386 = -28231675.090957 nChanged 11497 SP:Iteration 7F (3185.550000 sec): 3 clusters Score: Raw -28243179.688833 + Penalty 6070.032386 = -28237109.656447 nChanged 12176 SP:Iteration 8F (3186.750000 sec): 3 clusters Score: Raw -28249277.644441 + Penalty 6070.032386 = -28243207.612055 nChanged 12068 SP:Iteration 9F (3188.040000 sec): 3 clusters Score: Raw -28255667.371917 + Penalty 6070.032386 = -28249597.339531 nChanged 11351 SP:Iteration 10F (3189.250000 sec): 3 clusters Score: Raw -28262425.817973 + Penalty 6070.032386 = -28256355.785586 nChanged 10467 SP:Iteration 11F (3190.580000 sec): 3 clusters Score: Raw -28270008.000279 + Penalty 6070.032386 = -28263937.967893 nChanged 9398 SP:Iteration 12Q (3191.900000 sec): 3 clusters Score: Raw -28278616.369723 + Penalty 6070.032386 = -28272546.337337 nChanged 7291 SP:Iteration 13Q (3193.200000 sec): 3 clusters Score: Raw -28286589.911474 + Penalty 6070.032386 = -28280519.879087 nChanged 5416 SP:Iteration 14Q (3194.440000 sec): 3 clusters Score: Raw -28291891.231153 + Penalty 6070.032386 = -28285821.198767 nChanged 3742 SP:Iteration 15Q (3195.640000 sec): 3 clusters Score: Raw -28294631.860290 + Penalty 6070.032386 = -28288561.827904 nChanged 2679 SP:Iteration 16Q (3196.840000 sec): 3 clusters Score: Raw -28296258.506037 + Penalty 6070.032386 = -28290188.473651 nChanged 2151 SP:Iteration 17Q (3198.030000 sec): 3 clusters Score: Raw -28297354.947541 + Penalty 6070.032386 = -28291284.915155 nChanged 1872 SP:Iteration 18Q (3199.190000 sec): 3 clusters Score: Raw -28298256.287764 + Penalty 6070.032386 = -28292186.255377 nChanged 1713 SP:Iteration 19Q (3200.400000 sec): 3 clusters Score: Raw -28299035.612105 + Penalty 6070.032386 = -28292965.579719 nChanged 1569 SP:Iteration 20F (3201.650000 sec): 3 clusters Score: Raw -28299718.390605 + Penalty 6070.032386 = -28293648.358219 nChanged 1401 SP:Iteration 21Q (3202.830000 sec): 3 clusters Score: Raw -28300291.709468 + Penalty 6070.032386 = -28294221.677081 nChanged 1229 SP:Iteration 22Q (3204.010000 sec): 3 clusters Score: Raw -28300759.121269 + Penalty 6070.032386 = -28294689.088883 nChanged 1123 SP:Iteration 23Q (3205.190000 sec): 3 clusters Score: Raw -28301169.720594 + Penalty 6070.032386 = -28295099.688207 nChanged 961 SP:Iteration 24Q (3206.360000 sec): 3 clusters Score: Raw -28301504.651018 + Penalty 6070.032386 = -28295434.618632 nChanged 870 SP:Iteration 25Q (3207.570000 sec): 3 clusters Score: Raw -28301811.692032 + Penalty 6070.032386 = -28295741.659645 nChanged 840 SP:Iteration 26Q (3208.840000 sec): 3 clusters Score: Raw -28302122.714564 + Penalty 6070.032386 = -28296052.682178 nChanged 735 SP:Iteration 27Q (3210.070000 sec): 3 clusters Score: Raw -28302399.347640 + Penalty 6070.032386 = -28296329.315254 nChanged 641 SP:Iteration 28Q (3211.180000 sec): 3 clusters Score: Raw -28302622.797882 + Penalty 6070.032386 = -28296552.765496 nChanged 578 SP:Iteration 29Q (3212.230000 sec): 3 clusters Score: Raw -28302816.689353 + Penalty 6070.032386 = -28296746.656967 nChanged 473 SP:Iteration 30Q (3213.370000 sec): 3 clusters Score: Raw -28302967.089294 + Penalty 6070.032386 = -28296897.056908 nChanged 421 SP:Iteration 31Q (3214.580000 sec): 3 clusters Score: Raw -28303097.230421 + Penalty 6070.032386 = -28297027.198035 nChanged 378 SP:Iteration 32Q (3215.740000 sec): 3 clusters Score: Raw -28303213.574550 + Penalty 6070.032386 = -28297143.542164 nChanged 323 SP:Iteration 33Q (3217.050000 sec): 3 clusters Score: Raw -28303307.581437 + Penalty 6070.032386 = -28297237.549051 nChanged 273 SP:Iteration 34Q (3218.180000 sec): 3 clusters Score: Raw -28303379.240591 + Penalty 6070.032386 = -28297309.208205 nChanged 231 SP:Iteration 35Q (3219.380000 sec): 3 clusters Score: Raw -28303436.660166 + Penalty 6070.032386 = -28297366.627780 nChanged 204 SP:Iteration 36Q (3220.590000 sec): 3 clusters Score: Raw -28303483.738617 + Penalty 6070.032386 = -28297413.706231 nChanged 171 SP:Iteration 37Q (3221.750000 sec): 3 clusters Score: Raw -28303521.328799 + Penalty 6070.032386 = -28297451.296413 nChanged 147 SP:Iteration 38Q (3222.880000 sec): 3 clusters Score: Raw -28303554.372722 + Penalty 6070.032386 = -28297484.340336 nChanged 130 SP:Iteration 39Q (3223.990000 sec): 3 clusters Score: Raw -28303581.738358 + Penalty 6070.032386 = -28297511.705971 nChanged 119 SP:Iteration 40F (3225.180000 sec): 3 clusters Score: Raw -28303605.081371 + Penalty 6070.032386 = -28297535.048985 nChanged 117 SP:Iteration 41Q (3226.230000 sec): 3 clusters Score: Raw -28303628.180206 + Penalty 6070.032386 = -28297558.147819 nChanged 99 SP:Iteration 42Q (3227.280000 sec): 3 clusters Score: Raw -28303647.995060 + Penalty 6070.032386 = -28297577.962673 nChanged 106 SP:Iteration 43Q (3228.410000 sec): 3 clusters Score: Raw -28303671.131020 + Penalty 6070.032386 = -28297601.098634 nChanged 110 SP:Iteration 44Q (3229.420000 sec): 3 clusters Score: Raw -28303695.187177 + Penalty 6070.032386 = -28297625.154791 nChanged 88 SP:Iteration 45Q (3230.490000 sec): 3 clusters Score: Raw -28303714.190775 + Penalty 6070.032386 = -28297644.158389 nChanged 87 SP:Iteration 46Q (3231.510000 sec): 3 clusters Score: Raw -28303732.196046 + Penalty 6070.032386 = -28297662.163660 nChanged 87 SP:Iteration 47Q (3232.460000 sec): 3 clusters Score: Raw -28303749.363822 + Penalty 6070.032386 = -28297679.331435 nChanged 79 SP:Iteration 48Q (3233.500000 sec): 3 clusters Score: Raw -28303763.829702 + Penalty 6070.032386 = -28297693.797316 nChanged 66 SP:Iteration 49Q (3234.530000 sec): 3 clusters Score: Raw -28303777.024128 + Penalty 6070.032386 = -28297706.991742 nChanged 58 SP:Iteration 50Q (3235.520000 sec): 3 clusters Score: Raw -28303788.735915 + Penalty 6070.032386 = -28297718.703529 nChanged 58 SP:Iteration 51Q (3236.580000 sec): 3 clusters Score: Raw -28303802.266641 + Penalty 6070.032386 = -28297732.234255 nChanged 70 SP:Iteration 52Q (3237.670000 sec): 3 clusters Score: Raw -28303817.579449 + Penalty 6070.032386 = -28297747.547063 nChanged 62 SP:Iteration 53Q (3238.630000 sec): 3 clusters Score: Raw -28303828.967664 + Penalty 6070.032386 = -28297758.935278 nChanged 47 SP:Iteration 54Q (3239.680000 sec): 3 clusters Score: Raw -28303837.773306 + Penalty 6070.032386 = -28297767.740920 nChanged 46 SP:Iteration 55Q (3240.750000 sec): 3 clusters Score: Raw -28303846.239872 + Penalty 6070.032386 = -28297776.207486 nChanged 58 SP:Iteration 56Q (3241.830000 sec): 3 clusters Score: Raw -28303856.727301 + Penalty 6070.032386 = -28297786.694915 nChanged 31 SP:Iteration 57Q (3242.870000 sec): 3 clusters Score: Raw -28303862.638841 + Penalty 6070.032386 = -28297792.606455 nChanged 27 SP:Iteration 58Q (3243.970000 sec): 3 clusters Score: Raw -28303867.020769 + Penalty 6070.032386 = -28297796.988382 nChanged 27 SP:Iteration 59Q (3245.160000 sec): 3 clusters Score: Raw -28303871.994096 + Penalty 6070.032386 = -28297801.961710 nChanged 28 SP:Iteration 60F (3246.420000 sec): 3 clusters Score: Raw -28303877.180619 + Penalty 6070.032386 = -28297807.148233 nChanged 31 SP:Iteration 61Q (3247.580000 sec): 3 clusters Score: Raw -28303881.484354 + Penalty 6070.032386 = -28297811.451968 nChanged 24 SP:Iteration 62Q (3248.690000 sec): 3 clusters Score: Raw -28303885.382669 + Penalty 6070.032386 = -28297815.350283 nChanged 23 SP:Iteration 63Q (3249.790000 sec): 3 clusters Score: Raw -28303889.388315 + Penalty 6070.032386 = -28297819.355929 nChanged 26 SP:Iteration 64Q (3250.930000 sec): 3 clusters Score: Raw -28303893.162761 + Penalty 6070.032386 = -28297823.130374 nChanged 27 SP:Iteration 65Q (3251.950000 sec): 3 clusters Score: Raw -28303897.063528 + Penalty 6070.032386 = -28297827.031142 nChanged 17 SP:Iteration 66Q (3253.010000 sec): 3 clusters Score: Raw -28303899.254671 + Penalty 6070.032386 = -28297829.222285 nChanged 20 SP:Iteration 67Q (3254.220000 sec): 3 clusters Score: Raw -28303902.479899 + Penalty 6070.032386 = -28297832.447513 nChanged 23 SP:Iteration 68Q (3255.340000 sec): 3 clusters Score: Raw -28303905.549308 + Penalty 6070.032386 = -28297835.516922 nChanged 11 SP:Iteration 69Q (3256.640000 sec): 3 clusters Score: Raw -28303907.056682 + Penalty 6070.032386 = -28297837.024296 nChanged 8 SP:Iteration 70Q (3257.880000 sec): 3 clusters Score: Raw -28303907.898316 + Penalty 6070.032386 = -28297837.865930 nChanged 4 SP:Iteration 71Q (3259.000000 sec): 3 clusters Score: Raw -28303908.505444 + Penalty 6070.032386 = -28297838.473058 nChanged 8 SP:Iteration 72Q (3260.090000 sec): 3 clusters Score: Raw -28303909.442648 + Penalty 6070.032386 = -28297839.410262 nChanged 7 SP:Iteration 73Q (3261.130000 sec): 3 clusters Score: Raw -28303910.803928 + Penalty 6070.032386 = -28297840.771542 nChanged 5 SP:Iteration 74Q (3262.270000 sec): 3 clusters Score: Raw -28303911.525473 + Penalty 6070.032386 = -28297841.493087 nChanged 2 SP:Iteration 75Q (3263.290000 sec): 3 clusters Score: Raw -28303911.860841 + Penalty 6070.032386 = -28297841.828455 nChanged 1 SP:Iteration 76Q (3264.450000 sec): 3 clusters Score: Raw -28303912.000598 + Penalty 6070.032386 = -28297841.968212 nChanged 1 SP:Iteration 77Q (3265.520000 sec): 3 clusters Score: Raw -28303912.116418 + Penalty 6070.032386 = -28297842.084032 nChanged 2 SP:Iteration 78Q (3266.540000 sec): 3 clusters Score: Raw -28303912.472336 + Penalty 6070.032386 = -28297842.439950 nChanged 4 SP:Iteration 79Q (3267.640000 sec): 3 clusters Score: Raw -28303913.207450 + Penalty 6070.032386 = -28297843.175063 nChanged 3 SP:Iteration 80F (3268.910000 sec): 3 clusters Score: Raw -28303913.433433 + Penalty 6070.032386 = -28297843.401047 nChanged 3 SP:Iteration 81Q (3269.890000 sec): 3 clusters Score: Raw -28303913.848158 + Penalty 6070.032386 = -28297843.815772 nChanged 5 SP:Iteration 82Q (3270.820000 sec): 3 clusters Score: Raw -28303914.473773 + Penalty 6070.032386 = -28297844.441387 nChanged 6 SP:Iteration 83Q (3271.790000 sec): 3 clusters Score: Raw -28303915.714257 + Penalty 6070.032386 = -28297845.681871 nChanged 8 SP:Iteration 84Q (3272.760000 sec): 3 clusters Score: Raw -28303916.546326 + Penalty 6070.032386 = -28297846.513940 nChanged 8 SP:Iteration 85Q (3273.760000 sec): 3 clusters Score: Raw -28303917.347049 + Penalty 6070.032386 = -28297847.314663 nChanged 3 SP:Iteration 86Q (3274.740000 sec): 3 clusters Score: Raw -28303918.002811 + Penalty 6070.032386 = -28297847.970425 nChanged 4 SP:Iteration 87Q (3275.770000 sec): 3 clusters Score: Raw -28303918.511898 + Penalty 6070.032386 = -28297848.479512 nChanged 5 SP:Iteration 88Q (3276.800000 sec): 3 clusters Score: Raw -28303919.340563 + Penalty 6070.032386 = -28297849.308177 nChanged 3 SP:Iteration 89Q (3277.830000 sec): 3 clusters Score: Raw -28303919.972912 + Penalty 6070.032386 = -28297849.940526 nChanged 2 SP:Iteration 90Q (3278.980000 sec): 3 clusters Score: Raw -28303920.415141 + Penalty 6070.032386 = -28297850.382755 nChanged 4 SP:Iteration 91Q (3279.960000 sec): 3 clusters Score: Raw -28303920.760488 + Penalty 6070.032386 = -28297850.728102 nChanged 1 SP:Iteration 92Q (3281.050000 sec): 3 clusters Score: Raw -28303920.840084 + Penalty 6070.032386 = -28297850.807698 nChanged 0 SP:Iteration 93F (3282.250000 sec): 3 clusters Score: Raw -28303920.840084 + Penalty 6070.032386 = -28297850.807698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.560000 sec): 2 clusters Score: Raw -3321961.339190 + Penalty 2507.101803 = -3319454.237387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.900000 sec): 3 clusters Score: Raw -3307392.405063 + Penalty 5014.203607 = -3302378.201456 nChanged 10887 SP:Iteration 1F (3283.290000 sec): 3 clusters Score: Raw -3313155.708717 + Penalty 5014.203607 = -3308141.505110 nChanged 1194 SP:Iteration 2Q (3283.610000 sec): 3 clusters Score: Raw -3313551.893595 + Penalty 5014.203607 = -3308537.689988 nChanged 1038 SP:Iteration 3Q (3283.960000 sec): 3 clusters Score: Raw -3313892.404444 + Penalty 5014.203607 = -3308878.200837 nChanged 948 SP:Iteration 4Q (3284.300000 sec): 3 clusters Score: Raw -3314189.233455 + Penalty 5014.203607 = -3309175.029848 nChanged 815 SP:Iteration 5Q (3284.630000 sec): 3 clusters Score: Raw -3314450.224698 + Penalty 5014.203607 = -3309436.021091 nChanged 765 SP:Iteration 6Q (3285.000000 sec): 3 clusters Score: Raw -3314735.657201 + Penalty 5014.203607 = -3309721.453595 nChanged 780 SP:Iteration 7Q (3285.380000 sec): 3 clusters Score: Raw -3315049.428959 + Penalty 5014.203607 = -3310035.225352 nChanged 806 SP:Iteration 8Q (3285.660000 sec): 3 clusters Score: Raw -3315385.913650 + Penalty 5014.203607 = -3310371.710043 nChanged 864 SP:Iteration 9Q (3286.080000 sec): 3 clusters Score: Raw -3315767.376083 + Penalty 5014.203607 = -3310753.172476 nChanged 969 SP:Iteration 10Q (3286.400000 sec): 3 clusters Score: Raw -3316205.672900 + Penalty 5014.203607 = -3311191.469293 nChanged 986 SP:Iteration 11Q (3286.820000 sec): 3 clusters Score: Raw -3316682.819817 + Penalty 5014.203607 = -3311668.616211 nChanged 1065 SP:Iteration 12Q (3287.150000 sec): 3 clusters Score: Raw -3317257.281209 + Penalty 5014.203607 = -3312243.077602 nChanged 1091 SP:Iteration 13Q (3287.470000 sec): 3 clusters Score: Raw -3317856.258860 + Penalty 5014.203607 = -3312842.055253 nChanged 1116 SP:Iteration 14Q (3287.850000 sec): 3 clusters Score: Raw -3318473.783531 + Penalty 5014.203607 = -3313459.579925 nChanged 1002 SP:Iteration 15Q (3288.260000 sec): 3 clusters Score: Raw -3319004.437500 + Penalty 5014.203607 = -3313990.233893 nChanged 878 SP:Iteration 16Q (3288.550000 sec): 3 clusters Score: Raw -3319409.370236 + Penalty 5014.203607 = -3314395.166629 nChanged 700 SP:Iteration 17Q (3288.930000 sec): 3 clusters Score: Raw -3319689.231229 + Penalty 5014.203607 = -3314675.027622 nChanged 598 SP:Iteration 18Q (3289.320000 sec): 3 clusters Score: Raw -3319907.140337 + Penalty 5014.203607 = -3314892.936730 nChanged 532 SP:Iteration 19Q (3289.680000 sec): 3 clusters Score: Raw -3320083.840776 + Penalty 5014.203607 = -3315069.637169 nChanged 462 SP:Iteration 20F (3290.000000 sec): 3 clusters Score: Raw -3320212.236958 + Penalty 5014.203607 = -3315198.033351 nChanged 394 SP:Iteration 21Q (3290.430000 sec): 3 clusters Score: Raw -3320315.361372 + Penalty 5014.203607 = -3315301.157765 nChanged 343 SP:Iteration 22Q (3290.790000 sec): 3 clusters Score: Raw -3320399.373649 + Penalty 5014.203607 = -3315385.170042 nChanged 326 SP:Iteration 23Q (3291.110000 sec): 3 clusters Score: Raw -3320476.281526 + Penalty 5014.203607 = -3315462.077919 nChanged 308 SP:Iteration 24Q (3291.450000 sec): 3 clusters Score: Raw -3320547.955967 + Penalty 5014.203607 = -3315533.752360 nChanged 271 SP:Iteration 25Q (3291.800000 sec): 3 clusters Score: Raw -3320610.724992 + Penalty 5014.203607 = -3315596.521385 nChanged 269 SP:Iteration 26Q (3292.170000 sec): 3 clusters Score: Raw -3320671.998963 + Penalty 5014.203607 = -3315657.795356 nChanged 276 SP:Iteration 27Q (3292.470000 sec): 3 clusters Score: Raw -3320735.312498 + Penalty 5014.203607 = -3315721.108891 nChanged 265 SP:Iteration 28Q (3292.830000 sec): 3 clusters Score: Raw -3320799.016731 + Penalty 5014.203607 = -3315784.813124 nChanged 253 SP:Iteration 29Q (3293.200000 sec): 3 clusters Score: Raw -3320856.469072 + Penalty 5014.203607 = -3315842.265465 nChanged 261 SP:Iteration 30Q (3293.570000 sec): 3 clusters Score: Raw -3320922.549205 + Penalty 5014.203607 = -3315908.345598 nChanged 303 SP:Iteration 31Q (3293.880000 sec): 3 clusters Score: Raw -3321005.556940 + Penalty 5014.203607 = -3315991.353334 nChanged 290 SP:Iteration 32Q (3294.180000 sec): 3 clusters Score: Raw -3321083.698902 + Penalty 5014.203607 = -3316069.495295 nChanged 265 SP:Iteration 33Q (3294.500000 sec): 3 clusters Score: Raw -3321150.075841 + Penalty 5014.203607 = -3316135.872235 nChanged 256 SP:Iteration 34Q (3294.840000 sec): 3 clusters Score: Raw -3321214.955288 + Penalty 5014.203607 = -3316200.751681 nChanged 249 SP:Iteration 35Q (3295.170000 sec): 3 clusters Score: Raw -3321279.256256 + Penalty 5014.203607 = -3316265.052649 nChanged 258 SP:Iteration 36Q (3295.540000 sec): 3 clusters Score: Raw -3321348.420961 + Penalty 5014.203607 = -3316334.217354 nChanged 261 SP:Iteration 37Q (3295.880000 sec): 3 clusters Score: Raw -3321424.095086 + Penalty 5014.203607 = -3316409.891479 nChanged 256 SP:Iteration 38Q (3296.270000 sec): 3 clusters Score: Raw -3321508.826422 + Penalty 5014.203607 = -3316494.622815 nChanged 277 SP:Iteration 39Q (3296.540000 sec): 3 clusters Score: Raw -3321621.829438 + Penalty 5014.203607 = -3316607.625831 nChanged 291 SP:Iteration 40F (3296.880000 sec): 3 clusters Score: Raw -3321755.359958 + Penalty 5014.203607 = -3316741.156351 nChanged 278 SP:Iteration 41Q (3297.230000 sec): 3 clusters Score: Raw -3321891.225040 + Penalty 5014.203607 = -3316877.021433 nChanged 252 SP:Iteration 42Q (3297.610000 sec): 3 clusters Score: Raw -3322001.537201 + Penalty 5014.203607 = -3316987.333594 nChanged 225 SP:Iteration 43Q (3297.900000 sec): 3 clusters Score: Raw -3322099.982553 + Penalty 5014.203607 = -3317085.778946 nChanged 232 SP:Iteration 44Q (3298.170000 sec): 3 clusters Score: Raw -3322198.393436 + Penalty 5014.203607 = -3317184.189829 nChanged 215 SP:Iteration 45Q (3298.520000 sec): 3 clusters Score: Raw -3322285.826655 + Penalty 5014.203607 = -3317271.623048 nChanged 194 SP:Iteration 46Q (3298.860000 sec): 3 clusters Score: Raw -3322365.115370 + Penalty 5014.203607 = -3317350.911763 nChanged 181 SP:Iteration 47Q (3299.220000 sec): 3 clusters Score: Raw -3322438.465929 + Penalty 5014.203607 = -3317424.262323 nChanged 168 SP:Iteration 48Q (3299.600000 sec): 3 clusters Score: Raw -3322506.877241 + Penalty 5014.203607 = -3317492.673634 nChanged 157 SP:Iteration 49Q (3299.920000 sec): 3 clusters Score: Raw -3322562.398180 + Penalty 5014.203607 = -3317548.194573 nChanged 143 SP:Iteration 50Q (3300.260000 sec): 3 clusters Score: Raw -3322608.244794 + Penalty 5014.203607 = -3317594.041187 nChanged 117 SP:Iteration 51Q (3300.640000 sec): 3 clusters Score: Raw -3322645.048226 + Penalty 5014.203607 = -3317630.844620 nChanged 91 SP:Iteration 52Q (3300.920000 sec): 3 clusters Score: Raw -3322671.668275 + Penalty 5014.203607 = -3317657.464669 nChanged 65 SP:Iteration 53Q (3301.250000 sec): 3 clusters Score: Raw -3322687.932469 + Penalty 5014.203607 = -3317673.728862 nChanged 66 SP:Iteration 54Q (3301.500000 sec): 3 clusters Score: Raw -3322703.769223 + Penalty 5014.203607 = -3317689.565616 nChanged 45 SP:Iteration 55Q (3301.880000 sec): 3 clusters Score: Raw -3322712.798124 + Penalty 5014.203607 = -3317698.594517 nChanged 26 SP:Iteration 56Q (3302.140000 sec): 3 clusters Score: Raw -3322717.406699 + Penalty 5014.203607 = -3317703.203092 nChanged 24 SP:Iteration 57Q (3302.510000 sec): 3 clusters Score: Raw -3322721.983809 + Penalty 5014.203607 = -3317707.780202 nChanged 25 SP:Iteration 58Q (3302.840000 sec): 3 clusters Score: Raw -3322727.078906 + Penalty 5014.203607 = -3317712.875299 nChanged 30 SP:Iteration 59Q (3303.180000 sec): 3 clusters Score: Raw -3322732.842784 + Penalty 5014.203607 = -3317718.639177 nChanged 24 SP:Iteration 60F (3303.540000 sec): 3 clusters Score: Raw -3322737.704096 + Penalty 5014.203607 = -3317723.500489 nChanged 18 SP:Iteration 61Q (3303.930000 sec): 3 clusters Score: Raw -3322740.163420 + Penalty 5014.203607 = -3317725.959814 nChanged 15 SP:Iteration 62Q (3304.370000 sec): 3 clusters Score: Raw -3322742.846135 + Penalty 5014.203607 = -3317728.642528 nChanged 11 SP:Iteration 63Q (3304.680000 sec): 3 clusters Score: Raw -3322744.993590 + Penalty 5014.203607 = -3317730.789983 nChanged 12 SP:Iteration 64Q (3304.990000 sec): 3 clusters Score: Raw -3322746.478476 + Penalty 5014.203607 = -3317732.274869 nChanged 9 SP:Iteration 65Q (3305.340000 sec): 3 clusters Score: Raw -3322747.823670 + Penalty 5014.203607 = -3317733.620063 nChanged 10 SP:Iteration 66Q (3305.630000 sec): 3 clusters Score: Raw -3322749.335008 + Penalty 5014.203607 = -3317735.131401 nChanged 7 SP:Iteration 67Q (3305.910000 sec): 3 clusters Score: Raw -3322750.257701 + Penalty 5014.203607 = -3317736.054094 nChanged 4 SP:Iteration 68Q (3306.230000 sec): 3 clusters Score: Raw -3322750.714946 + Penalty 5014.203607 = -3317736.511339 nChanged 1 SP:Iteration 69Q (3306.570000 sec): 3 clusters Score: Raw -3322750.975341 + Penalty 5014.203607 = -3317736.771735 nChanged 2 SP:Iteration 70Q (3306.870000 sec): 3 clusters Score: Raw -3322751.504844 + Penalty 5014.203607 = -3317737.301237 nChanged 9 SP:Iteration 71Q (3307.170000 sec): 3 clusters Score: Raw -3322753.219331 + Penalty 5014.203607 = -3317739.015724 nChanged 11 SP:Iteration 72Q (3307.430000 sec): 3 clusters Score: Raw -3322754.737272 + Penalty 5014.203607 = -3317740.533665 nChanged 9 SP:Iteration 73Q (3307.780000 sec): 3 clusters Score: Raw -3322756.297390 + Penalty 5014.203607 = -3317742.093783 nChanged 3 SP:Iteration 74Q (3308.070000 sec): 3 clusters Score: Raw -3322756.714406 + Penalty 5014.203607 = -3317742.510799 nChanged 4 SP:Iteration 75Q (3308.410000 sec): 3 clusters Score: Raw -3322757.547631 + Penalty 5014.203607 = -3317743.344024 nChanged 7 SP:Iteration 76Q (3308.680000 sec): 3 clusters Score: Raw -3322758.325673 + Penalty 5014.203607 = -3317744.122066 nChanged 6 SP:Iteration 77Q (3309.020000 sec): 3 clusters Score: Raw -3322759.543296 + Penalty 5014.203607 = -3317745.339689 nChanged 8 SP:Iteration 78Q (3309.330000 sec): 3 clusters Score: Raw -3322760.661861 + Penalty 5014.203607 = -3317746.458254 nChanged 4 SP:Iteration 79Q (3309.600000 sec): 3 clusters Score: Raw -3322761.307423 + Penalty 5014.203607 = -3317747.103816 nChanged 3 SP:Iteration 80F (3309.960000 sec): 3 clusters Score: Raw -3322761.883317 + Penalty 5014.203607 = -3317747.679711 nChanged 5 SP:Iteration 81Q (3310.300000 sec): 3 clusters Score: Raw -3322762.834202 + Penalty 5014.203607 = -3317748.630595 nChanged 3 SP:Iteration 82Q (3310.640000 sec): 3 clusters Score: Raw -3322763.273117 + Penalty 5014.203607 = -3317749.069510 nChanged 3 SP:Iteration 83Q (3310.990000 sec): 3 clusters Score: Raw -3322763.662536 + Penalty 5014.203607 = -3317749.458929 nChanged 3 SP:Iteration 84Q (3311.340000 sec): 3 clusters Score: Raw -3322763.991215 + Penalty 5014.203607 = -3317749.787608 nChanged 2 SP:Iteration 85Q (3311.680000 sec): 3 clusters Score: Raw -3322764.200151 + Penalty 5014.203607 = -3317749.996544 nChanged 3 SP:Iteration 86Q (3312.000000 sec): 3 clusters Score: Raw -3322764.880124 + Penalty 5014.203607 = -3317750.676518 nChanged 4 SP:Iteration 87Q (3312.340000 sec): 3 clusters Score: Raw -3322765.813400 + Penalty 5014.203607 = -3317751.609793 nChanged 6 SP:Iteration 88Q (3312.640000 sec): 3 clusters Score: Raw -3322766.655301 + Penalty 5014.203607 = -3317752.451694 nChanged 7 SP:Iteration 89Q (3312.990000 sec): 3 clusters Score: Raw -3322768.095113 + Penalty 5014.203607 = -3317753.891506 nChanged 8 SP:Iteration 90Q (3313.280000 sec): 3 clusters Score: Raw -3322769.487443 + Penalty 5014.203607 = -3317755.283836 nChanged 7 SP:Iteration 91Q (3313.560000 sec): 3 clusters Score: Raw -3322770.616481 + Penalty 5014.203607 = -3317756.412874 nChanged 5 SP:Iteration 92Q (3313.830000 sec): 3 clusters Score: Raw -3322771.417321 + Penalty 5014.203607 = -3317757.213714 nChanged 5 SP:Iteration 93Q (3314.140000 sec): 3 clusters Score: Raw -3322772.466680 + Penalty 5014.203607 = -3317758.263073 nChanged 5 SP:Iteration 94Q (3314.490000 sec): 3 clusters Score: Raw -3322773.132713 + Penalty 5014.203607 = -3317758.929106 nChanged 3 SP:Iteration 95Q (3314.850000 sec): 3 clusters Score: Raw -3322773.607839 + Penalty 5014.203607 = -3317759.404232 nChanged 3 SP:Iteration 96Q (3315.150000 sec): 3 clusters Score: Raw -3322773.993161 + Penalty 5014.203607 = -3317759.789554 nChanged 1 SP:Iteration 97Q (3315.490000 sec): 3 clusters Score: Raw -3322774.124806 + Penalty 5014.203607 = -3317759.921199 nChanged 2 SP:Iteration 98Q (3315.860000 sec): 3 clusters Score: Raw -3322774.351586 + Penalty 5014.203607 = -3317760.147979 nChanged 1 SP:Iteration 99Q (3316.170000 sec): 3 clusters Score: Raw -3322774.391433 + Penalty 5014.203607 = -3317760.187826 nChanged 1 SP:Iteration 100F (3316.510000 sec): 3 clusters Score: Raw -3322774.536555 + Penalty 5014.203607 = -3317760.332948 nChanged 1 SP:Iteration 101Q (3316.850000 sec): 3 clusters Score: Raw -3322774.649061 + Penalty 5014.203607 = -3317760.445454 nChanged 2 SP:Iteration 102Q (3317.120000 sec): 3 clusters Score: Raw -3322774.893216 + Penalty 5014.203607 = -3317760.689609 nChanged 2 SP:Iteration 103Q (3317.400000 sec): 3 clusters Score: Raw -3322775.244353 + Penalty 5014.203607 = -3317761.040746 nChanged 3 SP:Iteration 104Q (3317.740000 sec): 3 clusters Score: Raw -3322775.708206 + Penalty 5014.203607 = -3317761.504599 nChanged 1 SP:Iteration 105Q (3318.010000 sec): 3 clusters Score: Raw -3322775.799039 + Penalty 5014.203607 = -3317761.595433 nChanged 2 SP:Iteration 106Q (3318.260000 sec): 3 clusters Score: Raw -3322776.023061 + Penalty 5014.203607 = -3317761.819454 nChanged 0 SP:Iteration 107F (3318.630000 sec): 3 clusters Score: Raw -3322776.023061 + Penalty 5014.203607 = -3317761.819454 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3318.720000 sec): 2 clusters Score: Raw -52197.067971 + Penalty 1486.502434 = -50710.565537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3318.940000 sec): 3 clusters Score: Raw -52237.067202 + Penalty 2973.004868 = -49264.062334 nChanged 73 SP:Iteration 1F (3319.100000 sec): 3 clusters Score: Raw -52406.502919 + Penalty 2973.004868 = -49433.498051 nChanged 12 SP:Iteration 2Q (3319.300000 sec): 3 clusters Score: Raw -52439.075067 + Penalty 2973.004868 = -49466.070199 nChanged 6 SP:Iteration 3Q (3319.420000 sec): 3 clusters Score: Raw -52451.155608 + Penalty 2973.004868 = -49478.150740 nChanged 4 SP:Iteration 4Q (3319.610000 sec): 3 clusters Score: Raw -52460.640397 + Penalty 2973.004868 = -49487.635529 nChanged 7 SP:Iteration 5Q (3319.760000 sec): 3 clusters Score: Raw -52479.578228 + Penalty 2973.004868 = -49506.573360 nChanged 3 SP:Iteration 6Q (3319.930000 sec): 3 clusters Score: Raw -52487.484765 + Penalty 2973.004868 = -49514.479898 nChanged 2 SP:Iteration 7Q (3320.110000 sec): 3 clusters Score: Raw -52499.019426 + Penalty 2973.004868 = -49526.014558 nChanged 2 SP:Iteration 8Q (3320.300000 sec): 3 clusters Score: Raw -52504.822086 + Penalty 2973.004868 = -49531.817218 nChanged 1 SP:Iteration 9Q (3320.450000 sec): 3 clusters Score: Raw -52505.460529 + Penalty 2973.004868 = -49532.455661 nChanged 0 SP:Iteration 10F (3320.660000 sec): 3 clusters Score: Raw -52505.460529 + Penalty 2973.004868 = -49532.455661 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3320.770000 sec): 2 clusters Score: Raw -18767.134554 + Penalty 1269.262465 = -17497.872088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3320.950000 sec): 3 clusters Score: Raw -19151.358456 + Penalty 2538.524931 = -16612.833525 nChanged 16 SP:Iteration 1F (3321.130000 sec): 3 clusters Score: Raw -19239.696783 + Penalty 2538.524931 = -16701.171852 nChanged 9 SP:Iteration 2F (3321.310000 sec): 3 clusters Score: Raw -19328.350305 + Penalty 2538.524931 = -16789.825374 nChanged 8 SP:Iteration 3Q (3321.510000 sec): 3 clusters Score: Raw -19410.505683 + Penalty 2538.524931 = -16871.980752 nChanged 2 SP:Iteration 4Q (3321.650000 sec): 3 clusters Score: Raw -19425.529997 + Penalty 2538.524931 = -16887.005066 nChanged 3 SP:Iteration 5Q (3321.840000 sec): 3 clusters Score: Raw -19449.371876 + Penalty 2538.524931 = -16910.846945 nChanged 3 SP:Iteration 6Q (3322.020000 sec): 3 clusters Score: Raw -19470.885027 + Penalty 2538.524931 = -16932.360096 nChanged 1 SP:Iteration 7Q (3322.170000 sec): 3 clusters Score: Raw -19476.052100 + Penalty 2538.524931 = -16937.527169 nChanged 2 SP:Iteration 8Q (3322.340000 sec): 3 clusters Score: Raw -19482.753661 + Penalty 2538.524931 = -16944.228730 nChanged 0 SP:Iteration 9F (3322.510000 sec): 3 clusters Score: Raw -19482.753661 + Penalty 2538.524931 = -16944.228730 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.580000 sec): 2 clusters Score: Raw -118619.639337 + Penalty 1758.958282 = -116860.681055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.730000 sec): 3 clusters Score: Raw -118603.628254 + Penalty 3517.916563 = -115085.711690 nChanged 387 SP:Iteration 1F (3322.900000 sec): 3 clusters Score: Raw -120469.118163 + Penalty 3517.916563 = -116951.201600 nChanged 225 SP:Iteration 2F (3323.070000 sec): 3 clusters Score: Raw -121652.089406 + Penalty 3517.916563 = -118134.172842 nChanged 110 SP:Iteration 3F (3323.250000 sec): 3 clusters Score: Raw -122243.955944 + Penalty 3517.916563 = -118726.039381 nChanged 35 SP:Iteration 4Q (3323.430000 sec): 3 clusters Score: Raw -122496.411570 + Penalty 3517.916563 = -118978.495007 nChanged 19 SP:Iteration 5Q (3323.600000 sec): 3 clusters Score: Raw -122653.448691 + Penalty 3517.916563 = -119135.532128 nChanged 8 SP:Iteration 6Q (3323.790000 sec): 3 clusters Score: Raw -122700.205915 + Penalty 3517.916563 = -119182.289352 nChanged 3 SP:Iteration 7Q (3323.940000 sec): 3 clusters Score: Raw -122745.696315 + Penalty 3517.916563 = -119227.779752 nChanged 4 SP:Iteration 8Q (3324.110000 sec): 3 clusters Score: Raw -122771.565320 + Penalty 3517.916563 = -119253.648757 nChanged 2 SP:Iteration 9Q (3324.280000 sec): 3 clusters Score: Raw -122784.312992 + Penalty 3517.916563 = -119266.396429 nChanged 2 SP:Iteration 10Q (3324.450000 sec): 3 clusters Score: Raw -122793.284485 + Penalty 3517.916563 = -119275.367922 nChanged 2 SP:Iteration 11Q (3324.650000 sec): 3 clusters Score: Raw -122796.314909 + Penalty 3517.916563 = -119278.398346 nChanged 1 SP:Iteration 12Q (3324.800000 sec): 3 clusters Score: Raw -122798.086356 + Penalty 3517.916563 = -119280.169793 nChanged 0 SP:Iteration 13F (3324.970000 sec): 3 clusters Score: Raw -122798.086356 + Penalty 3517.916563 = -119280.169793 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 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3325.080000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3325.220000 sec): 3 clusters Score: Raw -71834.156853 + Penalty 3104.752406 = -68729.404447 nChanged 90 SP:Iteration 1F (3325.400000 sec): 3 clusters Score: Raw -71993.706110 + Penalty 3104.752406 = -68888.953704 nChanged 15 SP:Iteration 2Q (3325.550000 sec): 3 clusters Score: Raw -72033.060835 + Penalty 3104.752406 = -68928.308429 nChanged 12 SP:Iteration 3Q (3325.740000 sec): 3 clusters Score: Raw -72053.190634 + Penalty 3104.752406 = -68948.438228 nChanged 4 SP:Iteration 4Q (3325.850000 sec): 3 clusters Score: Raw -72064.426888 + Penalty 3104.752406 = -68959.674482 nChanged 2 SP:Iteration 5Q (3326.020000 sec): 3 clusters Score: Raw -72067.658566 + Penalty 3104.752406 = -68962.906160 nChanged 0 SP:Iteration 6F (3326.190000 sec): 3 clusters Score: Raw -72067.658566 + Penalty 3104.752406 = -68962.906160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3326.280000 sec): 2 clusters Score: Raw -89358.119222 + Penalty 1606.289146 = -87751.830076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3326.380000 sec): 3 clusters Score: Raw -89266.341023 + Penalty 3212.578292 = -86053.762731 nChanged 126 SP:Iteration 1F (3326.580000 sec): 3 clusters Score: Raw -89447.798134 + Penalty 3212.578292 = -86235.219842 nChanged 30 SP:Iteration 2Q (3326.750000 sec): 3 clusters Score: Raw -89505.160097 + Penalty 3212.578292 = -86292.581805 nChanged 19 SP:Iteration 3Q (3326.870000 sec): 3 clusters Score: Raw -89542.381917 + Penalty 3212.578292 = -86329.803625 nChanged 16 SP:Iteration 4Q (3327.040000 sec): 3 clusters Score: Raw -89576.993657 + Penalty 3212.578292 = -86364.415365 nChanged 12 SP:Iteration 5Q (3327.170000 sec): 3 clusters Score: Raw -89604.922870 + Penalty 3212.578292 = -86392.344578 nChanged 8 SP:Iteration 6Q (3327.310000 sec): 3 clusters Score: Raw -89626.561542 + Penalty 3212.578292 = -86413.983250 nChanged 4 SP:Iteration 7Q (3327.500000 sec): 3 clusters Score: Raw -89646.492103 + Penalty 3212.578292 = -86433.913811 nChanged 12 SP:Iteration 8Q (3327.670000 sec): 3 clusters Score: Raw -89672.445889 + Penalty 3212.578292 = -86459.867597 nChanged 9 SP:Iteration 9Q (3327.830000 sec): 3 clusters Score: Raw -89695.568538 + Penalty 3212.578292 = -86482.990246 nChanged 9 SP:Iteration 10Q (3328.010000 sec): 3 clusters Score: Raw -89714.193515 + Penalty 3212.578292 = -86501.615223 nChanged 10 SP:Iteration 11Q (3328.130000 sec): 3 clusters Score: Raw -89738.381880 + Penalty 3212.578292 = -86525.803588 nChanged 7 SP:Iteration 12Q (3328.330000 sec): 3 clusters Score: Raw -89750.482224 + Penalty 3212.578292 = -86537.903932 nChanged 3 SP:Iteration 13Q (3328.510000 sec): 3 clusters Score: Raw -89753.682984 + Penalty 3212.578292 = -86541.104692 nChanged 1 SP:Iteration 14Q (3328.680000 sec): 3 clusters Score: Raw -89757.664548 + Penalty 3212.578292 = -86545.086256 nChanged 2 SP:Iteration 15Q (3328.900000 sec): 3 clusters Score: Raw -89760.915112 + Penalty 3212.578292 = -86548.336820 nChanged 1 SP:Iteration 16Q (3329.150000 sec): 3 clusters Score: Raw -89765.516698 + Penalty 3212.578292 = -86552.938406 nChanged 1 SP:Iteration 17Q (3329.360000 sec): 3 clusters Score: Raw -89767.130832 + Penalty 3212.578292 = -86554.552540 nChanged 0 SP:Iteration 18F (3329.560000 sec): 3 clusters Score: Raw -89767.130832 + Penalty 3212.578292 = -86554.552540 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3329.660000 sec): 2 clusters Score: Raw -263256.895525 + Penalty 1886.013831 = -261370.881693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3329.900000 sec): 3 clusters Score: Raw -262558.502115 + Penalty 3772.027662 = -258786.474453 nChanged 640 SP:Iteration 1F (3330.110000 sec): 3 clusters Score: Raw -263002.770104 + Penalty 3772.027662 = -259230.742442 nChanged 128 SP:Iteration 2F (3330.270000 sec): 3 clusters Score: Raw -263118.300798 + Penalty 3772.027662 = -259346.273135 nChanged 74 SP:Iteration 3Q (3330.460000 sec): 3 clusters Score: Raw -263207.892727 + Penalty 3772.027662 = -259435.865064 nChanged 69 SP:Iteration 4Q (3330.670000 sec): 3 clusters Score: Raw -263281.624339 + Penalty 3772.027662 = -259509.596677 nChanged 62 SP:Iteration 5Q (3330.820000 sec): 3 clusters Score: Raw -263336.869346 + Penalty 3772.027662 = -259564.841684 nChanged 45 SP:Iteration 6Q (3331.030000 sec): 3 clusters Score: Raw -263378.560463 + Penalty 3772.027662 = -259606.532801 nChanged 39 SP:Iteration 7Q (3331.210000 sec): 3 clusters Score: Raw -263417.003933 + Penalty 3772.027662 = -259644.976271 nChanged 42 SP:Iteration 8Q (3331.380000 sec): 3 clusters Score: Raw -263459.824981 + Penalty 3772.027662 = -259687.797319 nChanged 47 SP:Iteration 9Q (3331.560000 sec): 3 clusters Score: Raw -263498.080553 + Penalty 3772.027662 = -259726.052891 nChanged 33 SP:Iteration 10Q (3331.760000 sec): 3 clusters Score: Raw -263523.995838 + Penalty 3772.027662 = -259751.968176 nChanged 35 SP:Iteration 11Q (3331.990000 sec): 3 clusters Score: Raw -263548.567469 + Penalty 3772.027662 = -259776.539806 nChanged 28 SP:Iteration 12Q (3332.200000 sec): 3 clusters Score: Raw -263566.826636 + Penalty 3772.027662 = -259794.798974 nChanged 21 SP:Iteration 13Q (3332.390000 sec): 3 clusters Score: Raw -263580.892686 + Penalty 3772.027662 = -259808.865024 nChanged 24 SP:Iteration 14Q (3332.610000 sec): 3 clusters Score: Raw -263592.895140 + Penalty 3772.027662 = -259820.867478 nChanged 12 SP:Iteration 15Q (3332.790000 sec): 3 clusters Score: Raw -263598.983716 + Penalty 3772.027662 = -259826.956054 nChanged 8 SP:Iteration 16Q (3332.930000 sec): 3 clusters Score: Raw -263606.103604 + Penalty 3772.027662 = -259834.075941 nChanged 12 SP:Iteration 17Q (3333.120000 sec): 3 clusters Score: Raw -263612.789336 + Penalty 3772.027662 = -259840.761673 nChanged 8 SP:Iteration 18Q (3333.310000 sec): 3 clusters Score: Raw -263618.352032 + Penalty 3772.027662 = -259846.324370 nChanged 6 SP:Iteration 19Q (3333.490000 sec): 3 clusters Score: Raw -263621.533085 + Penalty 3772.027662 = -259849.505422 nChanged 4 SP:Iteration 20F (3333.630000 sec): 3 clusters Score: Raw -263625.453931 + Penalty 3772.027662 = -259853.426268 nChanged 2 SP:Iteration 21Q (3333.780000 sec): 3 clusters Score: Raw -263630.151725 + Penalty 3772.027662 = -259858.124062 nChanged 2 SP:Iteration 22Q (3333.910000 sec): 3 clusters Score: Raw -263631.181511 + Penalty 3772.027662 = -259859.153848 nChanged 4 SP:Iteration 23Q (3334.060000 sec): 3 clusters Score: Raw -263632.963863 + Penalty 3772.027662 = -259860.936200 nChanged 1 SP:Iteration 24Q (3334.200000 sec): 3 clusters Score: Raw -263633.562066 + Penalty 3772.027662 = -259861.534403 nChanged 0 SP:Iteration 25F (3334.390000 sec): 3 clusters Score: Raw -263633.562066 + Penalty 3772.027662 = -259861.534403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3334.440000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3334.580000 sec): 3 clusters Score: Raw -32542.627683 + Penalty 2697.287337 = -29845.340346 nChanged 17 SP:Iteration 1F (3334.730000 sec): 3 clusters Score: Raw -32613.383403 + Penalty 2697.287337 = -29916.096065 nChanged 2 SP:Iteration 2Q (3334.870000 sec): 3 clusters Score: Raw -32624.588025 + Penalty 2697.287337 = -29927.300688 nChanged 0 SP:Iteration 3F (3335.010000 sec): 3 clusters Score: Raw -32624.588025 + Penalty 2697.287337 = -29927.300688 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.110000 sec): 2 clusters Score: Raw -19029.490190 + Penalty 1275.132562 = -17754.357628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3335.250000 sec): 3 clusters Score: Raw -19393.473557 + Penalty 2550.265124 = -16843.208433 nChanged 12 SP:Iteration 1F (3335.400000 sec): 3 clusters Score: Raw -19432.502918 + Penalty 2550.265124 = -16882.237794 nChanged 2 SP:Iteration 2Q (3335.540000 sec): 3 clusters Score: Raw -19448.797800 + Penalty 2550.265124 = -16898.532676 nChanged 2 SP:Iteration 3Q (3335.690000 sec): 3 clusters Score: Raw -19462.885955 + Penalty 2550.265124 = -16912.620831 nChanged 0 SP:Iteration 4F (3335.830000 sec): 3 clusters Score: Raw -19462.885955 + Penalty 2550.265124 = -16912.620831 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.880000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3336.060000 sec): 3 clusters Score: Raw -16164.181079 + Penalty 2366.259574 = -13797.921505 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3336.130000 sec): 2 clusters Score: Raw -67187.995609 + Penalty 1542.212830 = -65645.782780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3336.330000 sec): 3 clusters Score: Raw -67178.582614 + Penalty 3084.425659 = -64094.156955 nChanged 76 SP:Iteration 1F (3336.510000 sec): 3 clusters Score: Raw -67383.674032 + Penalty 3084.425659 = -64299.248373 nChanged 32 SP:Iteration 2F (3336.690000 sec): 3 clusters Score: Raw -67492.042758 + Penalty 3084.425659 = -64407.617099 nChanged 13 SP:Iteration 3Q (3336.870000 sec): 3 clusters Score: Raw -67535.647798 + Penalty 3084.425659 = -64451.222138 nChanged 14 SP:Iteration 4Q (3337.060000 sec): 3 clusters Score: Raw -67601.086715 + Penalty 3084.425659 = -64516.661055 nChanged 9 SP:Iteration 5Q (3337.230000 sec): 3 clusters Score: Raw -67622.484798 + Penalty 3084.425659 = -64538.059139 nChanged 9 SP:Iteration 6Q (3337.350000 sec): 3 clusters Score: Raw -67660.047530 + Penalty 3084.425659 = -64575.621871 nChanged 10 SP:Iteration 7Q (3337.560000 sec): 3 clusters Score: Raw -67697.609173 + Penalty 3084.425659 = -64613.183514 nChanged 6 SP:Iteration 8Q (3337.700000 sec): 3 clusters Score: Raw -67716.835587 + Penalty 3084.425659 = -64632.409928 nChanged 3 SP:Iteration 9Q (3337.840000 sec): 3 clusters Score: Raw -67735.588052 + Penalty 3084.425659 = -64651.162392 nChanged 4 SP:Iteration 10Q (3337.990000 sec): 3 clusters Score: Raw -67743.175043 + Penalty 3084.425659 = -64658.749384 nChanged 2 SP:Iteration 11Q (3338.130000 sec): 3 clusters Score: Raw -67748.140877 + Penalty 3084.425659 = -64663.715218 nChanged 1 SP:Iteration 12Q (3338.320000 sec): 3 clusters Score: Raw -67750.307139 + Penalty 3084.425659 = -64665.881479 nChanged 0 SP:Iteration 13F (3338.470000 sec): 3 clusters Score: Raw -67750.307139 + Penalty 3084.425659 = -64665.881479 nChanged 0 Iteration 59Q (3347.090000 sec): 27 clusters Score: Raw -36281953.342866 + Penalty 80607.749971 = -36201345.592895 nChanged 69 Iteration 60F (3362.850000 sec): 27 clusters Score: Raw -36285352.819689 + Penalty 80607.749971 = -36204745.069718 nChanged 113 Iteration 61Q (3371.700000 sec): 27 clusters Score: Raw -36286423.965310 + Penalty 80607.749971 = -36205816.215339 nChanged 57 Iteration 62Q (3380.520000 sec): 27 clusters Score: Raw -36286506.764630 + Penalty 80607.749971 = -36205899.014659 nChanged 64 Iteration 63Q (3388.740000 sec): 27 clusters Score: Raw -36286569.300872 + Penalty 80607.749971 = -36205961.550901 nChanged 87 Iteration 64Q (3396.180000 sec): 27 clusters Score: Raw -36286599.004077 + Penalty 80607.749971 = -36205991.254106 nChanged 95 Iteration 65Q (3404.160000 sec): 27 clusters Score: Raw -36286629.503539 + Penalty 80607.749971 = -36206021.753568 nChanged 112 Iteration 66Q (3412.150000 sec): 27 clusters Score: Raw -36286661.881592 + Penalty 80607.749971 = -36206054.131620 nChanged 120 Iteration 67Q (3422.380000 sec): 27 clusters Score: Raw -36286694.283797 + Penalty 80607.749971 = -36206086.533826 nChanged 113 Iteration 68Q (3431.290000 sec): 27 clusters Score: Raw -36286716.038213 + Penalty 80607.749971 = -36206108.288242 nChanged 109 Iteration 69Q (3440.090000 sec): 27 clusters Score: Raw -36286731.970999 + Penalty 80607.749971 = -36206124.221028 nChanged 92 Iteration 70Q (3448.550000 sec): 27 clusters Score: Raw -36286743.252106 + Penalty 80607.749971 = -36206135.502135 nChanged 70 Iteration 71Q (3456.830000 sec): 27 clusters Score: Raw -36286753.092207 + Penalty 80607.749971 = -36206145.342235 nChanged 67 Iteration 72Q (3465.560000 sec): 27 clusters Score: Raw -36286760.370184 + Penalty 80607.749971 = -36206152.620213 nChanged 69 Iteration 73Q (3473.680000 sec): 27 clusters Score: Raw -36286767.222689 + Penalty 80607.749971 = -36206159.472718 nChanged 58 Iteration 74Q (3484.040000 sec): 27 clusters Score: Raw -36286772.103862 + Penalty 80607.749971 = -36206164.353891 nChanged 45 Iteration 75Q (3492.490000 sec): 27 clusters Score: Raw -36286775.486323 + Penalty 80607.749971 = -36206167.736352 nChanged 51 Iteration 76Q (3501.290000 sec): 27 clusters Score: Raw -36286779.480684 + Penalty 80607.749971 = -36206171.730713 nChanged 50 Iteration 77Q (3509.440000 sec): 27 clusters Score: Raw -36286782.933140 + Penalty 80607.749971 = -36206175.183169 nChanged 42 Iteration 78Q (3517.550000 sec): 27 clusters Score: Raw -36286785.674355 + Penalty 80607.749971 = -36206177.924384 nChanged 32 Iteration 79Q (3525.740000 sec): 27 clusters Score: Raw -36286789.420007 + Penalty 80607.749971 = -36206181.670035 nChanged 25 Iteration 80F (3541.350000 sec): 27 clusters Score: Raw -36286946.104526 + Penalty 80607.749971 = -36206338.354555 nChanged 35 Iteration 81Q (3552.700000 sec): 27 clusters Score: Raw -36287230.834412 + Penalty 80607.749971 = -36206623.084441 nChanged 40 Iteration 82Q (3561.500000 sec): 27 clusters Score: Raw -36287332.273754 + Penalty 80607.749971 = -36206724.523782 nChanged 50 Iteration 83Q (3569.980000 sec): 27 clusters Score: Raw -36287343.561486 + Penalty 80607.749971 = -36206735.811515 nChanged 36 Iteration 84Q (3578.610000 sec): 27 clusters Score: Raw -36287346.955812 + Penalty 80607.749971 = -36206739.205841 nChanged 39 Iteration 85Q (3587.030000 sec): 27 clusters Score: Raw -36287350.149031 + Penalty 80607.749971 = -36206742.399060 nChanged 41 Iteration 86Q (3596.000000 sec): 27 clusters Score: Raw -36287355.047005 + Penalty 80607.749971 = -36206747.297034 nChanged 48 Iteration 87Q (3605.620000 sec): 27 clusters Score: Raw -36287364.091358 + Penalty 80607.749971 = -36206756.341387 nChanged 56 Iteration 88Q (3613.630000 sec): 27 clusters Score: Raw -36287371.698392 + Penalty 80607.749971 = -36206763.948421 nChanged 51 Iteration 89Q (3621.420000 sec): 27 clusters Score: Raw -36287378.739437 + Penalty 80607.749971 = -36206770.989466 nChanged 42 Iteration 90Q (3629.700000 sec): 27 clusters Score: Raw -36287382.598694 + Penalty 80607.749971 = -36206774.848722 nChanged 38 Iteration 91Q (3638.630000 sec): 27 clusters Score: Raw -36287386.624616 + Penalty 80607.749971 = -36206778.874644 nChanged 47 Iteration 92Q (3646.910000 sec): 27 clusters Score: Raw -36287391.974711 + Penalty 80607.749971 = -36206784.224739 nChanged 40 Iteration 93Q (3655.790000 sec): 27 clusters Score: Raw -36287395.106083 + Penalty 80607.749971 = -36206787.356112 nChanged 48 Iteration 94Q (3670.750000 sec): 27 clusters Score: Raw -36287399.281393 + Penalty 80607.749971 = -36206791.531421 nChanged 33 Iteration 95Q (3679.690000 sec): 27 clusters Score: Raw -36287401.932363 + Penalty 80607.749971 = -36206794.182392 nChanged 33 Iteration 96Q (3688.480000 sec): 27 clusters Score: Raw -36287404.403647 + Penalty 80607.749971 = -36206796.653675 nChanged 31 Iteration 97Q (3697.300000 sec): 27 clusters Score: Raw -36287406.598777 + Penalty 80607.749971 = -36206798.848805 nChanged 23 Iteration 98Q (3706.460000 sec): 27 clusters Score: Raw -36287407.916657 + Penalty 80607.749971 = -36206800.166685 nChanged 20 Writing temp clu file Because OldScore, -36206798.848805, is greater than current (better) Score,-36206800.166685 Compute initial score before splitting: Score: Raw -36287407.916657 + Penalty 80607.749971 = -36206800.166685 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (1407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3706.610000 sec): 2 clusters Score: Raw -194295.663364 + Penalty 1797.805334 = -192497.858030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3706.810000 sec): 3 clusters Score: Raw -193837.677567 + Penalty 3595.610668 = -190242.066899 nChanged 411 SP:Iteration 1F (3707.010000 sec): 3 clusters Score: Raw -194191.304850 + Penalty 3595.610668 = -190595.694181 nChanged 102 SP:Iteration 2F (3707.200000 sec): 3 clusters Score: Raw -194289.992228 + Penalty 3595.610668 = -190694.381560 nChanged 58 SP:Iteration 3Q (3707.410000 sec): 3 clusters Score: Raw -194365.209174 + Penalty 3595.610668 = -190769.598506 nChanged 53 SP:Iteration 4Q (3707.690000 sec): 3 clusters Score: Raw -194466.148526 + Penalty 3595.610668 = -190870.537858 nChanged 65 SP:Iteration 5Q (3707.870000 sec): 3 clusters Score: Raw -194578.616435 + Penalty 3595.610668 = -190983.005766 nChanged 59 SP:Iteration 6Q (3708.110000 sec): 3 clusters Score: Raw -194719.113261 + Penalty 3595.610668 = -191123.502592 nChanged 58 SP:Iteration 7Q (3708.290000 sec): 3 clusters Score: Raw -194870.510500 + Penalty 3595.610668 = -191274.899832 nChanged 54 SP:Iteration 8Q (3708.500000 sec): 3 clusters Score: Raw -195016.619224 + Penalty 3595.610668 = -191421.008556 nChanged 54 SP:Iteration 9Q (3708.680000 sec): 3 clusters Score: Raw -195181.922084 + Penalty 3595.610668 = -191586.311415 nChanged 67 SP:Iteration 10Q (3708.890000 sec): 3 clusters Score: Raw -195346.781009 + Penalty 3595.610668 = -191751.170341 nChanged 60 SP:Iteration 11Q (3709.070000 sec): 3 clusters Score: Raw -195498.912446 + Penalty 3595.610668 = -191903.301777 nChanged 45 SP:Iteration 12Q (3709.290000 sec): 3 clusters Score: Raw -195645.956559 + Penalty 3595.610668 = -192050.345890 nChanged 44 SP:Iteration 13Q (3709.540000 sec): 3 clusters Score: Raw -195732.437203 + Penalty 3595.610668 = -192136.826535 nChanged 39 SP:Iteration 14Q (3709.780000 sec): 3 clusters Score: Raw -195809.933936 + Penalty 3595.610668 = -192214.323267 nChanged 31 SP:Iteration 15Q (3710.000000 sec): 3 clusters Score: Raw -195873.922081 + Penalty 3595.610668 = -192278.311412 nChanged 32 SP:Iteration 16Q (3710.160000 sec): 3 clusters Score: Raw -195951.314465 + Penalty 3595.610668 = -192355.703797 nChanged 29 SP:Iteration 17Q (3710.350000 sec): 3 clusters Score: Raw -196016.903730 + Penalty 3595.610668 = -192421.293062 nChanged 23 SP:Iteration 18Q (3710.500000 sec): 3 clusters Score: Raw -196073.578167 + Penalty 3595.610668 = -192477.967499 nChanged 19 SP:Iteration 19Q (3710.670000 sec): 3 clusters Score: Raw -196113.642010 + Penalty 3595.610668 = -192518.031341 nChanged 11 SP:Iteration 20F (3710.880000 sec): 3 clusters Score: Raw -196140.589984 + Penalty 3595.610668 = -192544.979315 nChanged 9 SP:Iteration 21Q (3711.080000 sec): 3 clusters Score: Raw -196160.507558 + Penalty 3595.610668 = -192564.896890 nChanged 5 SP:Iteration 22Q (3711.280000 sec): 3 clusters Score: Raw -196164.502729 + Penalty 3595.610668 = -192568.892060 nChanged 3 SP:Iteration 23Q (3711.460000 sec): 3 clusters Score: Raw -196167.299965 + Penalty 3595.610668 = -192571.689296 nChanged 1 SP:Iteration 24Q (3711.640000 sec): 3 clusters Score: Raw -196167.973753 + Penalty 3595.610668 = -192572.363084 nChanged 0 SP:Iteration 25F (3711.820000 sec): 3 clusters Score: Raw -196167.973753 + Penalty 3595.610668 = -192572.363084 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3711.900000 sec): 2 clusters Score: Raw -93775.252304 + Penalty 1640.784166 = -92134.468139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3712.080000 sec): 3 clusters Score: Raw -93768.436067 + Penalty 3281.568332 = -90486.867735 nChanged 186 SP:Iteration 1F (3712.240000 sec): 3 clusters Score: Raw -94063.095720 + Penalty 3281.568332 = -90781.527388 nChanged 50 SP:Iteration 2F (3712.430000 sec): 3 clusters Score: Raw -94206.158364 + Penalty 3281.568332 = -90924.590032 nChanged 38 SP:Iteration 3F (3712.580000 sec): 3 clusters Score: Raw -94346.062524 + Penalty 3281.568332 = -91064.494192 nChanged 31 SP:Iteration 4Q (3712.790000 sec): 3 clusters Score: Raw -94424.832244 + Penalty 3281.568332 = -91143.263913 nChanged 22 SP:Iteration 5Q (3712.950000 sec): 3 clusters Score: Raw -94466.250856 + Penalty 3281.568332 = -91184.682524 nChanged 17 SP:Iteration 6Q (3713.150000 sec): 3 clusters Score: Raw -94493.968998 + Penalty 3281.568332 = -91212.400666 nChanged 10 SP:Iteration 7Q (3713.320000 sec): 3 clusters Score: Raw -94518.765155 + Penalty 3281.568332 = -91237.196823 nChanged 13 SP:Iteration 8Q (3713.500000 sec): 3 clusters Score: Raw -94554.768890 + Penalty 3281.568332 = -91273.200558 nChanged 15 SP:Iteration 9Q (3713.660000 sec): 3 clusters Score: Raw -94599.827458 + Penalty 3281.568332 = -91318.259126 nChanged 11 SP:Iteration 10Q (3713.870000 sec): 3 clusters Score: Raw -94644.984435 + Penalty 3281.568332 = -91363.416103 nChanged 9 SP:Iteration 11Q (3714.050000 sec): 3 clusters Score: Raw -94670.846207 + Penalty 3281.568332 = -91389.277875 nChanged 7 SP:Iteration 12Q (3714.200000 sec): 3 clusters Score: Raw -94690.170762 + Penalty 3281.568332 = -91408.602430 nChanged 6 SP:Iteration 13Q (3714.390000 sec): 3 clusters Score: Raw -94699.122368 + Penalty 3281.568332 = -91417.554036 nChanged 1 SP:Iteration 14Q (3714.580000 sec): 3 clusters Score: Raw -94724.379553 + Penalty 3281.568332 = -91442.811221 nChanged 6 SP:Iteration 15Q (3714.750000 sec): 3 clusters Score: Raw -94742.818070 + Penalty 3281.568332 = -91461.249738 nChanged 3 SP:Iteration 16Q (3714.940000 sec): 3 clusters Score: Raw -94754.161021 + Penalty 3281.568332 = -91472.592689 nChanged 2 SP:Iteration 17Q (3715.140000 sec): 3 clusters Score: Raw -94757.482766 + Penalty 3281.568332 = -91475.914434 nChanged 2 SP:Iteration 18Q (3715.360000 sec): 3 clusters Score: Raw -94762.099458 + Penalty 3281.568332 = -91480.531126 nChanged 1 SP:Iteration 19Q (3715.560000 sec): 3 clusters Score: Raw -94763.544824 + Penalty 3281.568332 = -91481.976492 nChanged 1 SP:Iteration 20F (3715.750000 sec): 3 clusters Score: Raw -94765.348751 + Penalty 3281.568332 = -91483.780419 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3715.810000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3716.040000 sec): 3 clusters Score: Raw -42093.108630 + Penalty 2886.761133 = -39206.347496 nChanged 45 SP:Iteration 1F (3716.190000 sec): 3 clusters Score: Raw -42221.024903 + Penalty 2886.761133 = -39334.263770 nChanged 12 SP:Iteration 2Q (3716.330000 sec): 3 clusters Score: Raw -42263.674319 + Penalty 2886.761133 = -39376.913186 nChanged 10 SP:Iteration 3Q (3716.500000 sec): 3 clusters Score: Raw -42308.147226 + Penalty 2886.761133 = -39421.386093 nChanged 4 SP:Iteration 4Q (3716.680000 sec): 3 clusters Score: Raw -42339.070983 + Penalty 2886.761133 = -39452.309850 nChanged 3 SP:Iteration 5Q (3716.880000 sec): 3 clusters Score: Raw -42370.581118 + Penalty 2886.761133 = -39483.819985 nChanged 3 SP:Iteration 6Q (3717.050000 sec): 3 clusters Score: Raw -42377.914164 + Penalty 2886.761133 = -39491.153031 nChanged 4 SP:Iteration 7Q (3717.260000 sec): 3 clusters Score: Raw -42394.564560 + Penalty 2886.761133 = -39507.803427 nChanged 4 SP:Iteration 8Q (3717.460000 sec): 3 clusters Score: Raw -42408.186898 + Penalty 2886.761133 = -39521.425764 nChanged 1 SP:Iteration 9Q (3717.650000 sec): 3 clusters Score: Raw -42410.259060 + Penalty 2886.761133 = -39523.497927 nChanged 0 SP:Iteration 10F (3717.790000 sec): 3 clusters Score: Raw -42410.259060 + Penalty 2886.761133 = -39523.497927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (17287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3717.960000 sec): 2 clusters Score: Raw -2354293.105871 + Penalty 2419.912093 = -2351873.193778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3718.270000 sec): 3 clusters Score: Raw -2344392.555500 + Penalty 4839.824186 = -2339552.731314 nChanged 7584 SP:Iteration 1F (3718.530000 sec): 3 clusters Score: Raw -2348541.669234 + Penalty 4839.824186 = -2343701.845047 nChanged 946 SP:Iteration 2F (3718.850000 sec): 3 clusters Score: Raw -2348892.226577 + Penalty 4839.824186 = -2344052.402390 nChanged 783 SP:Iteration 3Q (3719.080000 sec): 3 clusters Score: Raw -2349191.945425 + Penalty 4839.824186 = -2344352.121239 nChanged 718 SP:Iteration 4Q (3719.370000 sec): 3 clusters Score: Raw -2349473.425598 + Penalty 4839.824186 = -2344633.601412 nChanged 719 SP:Iteration 5Q (3719.760000 sec): 3 clusters Score: Raw -2349771.570318 + Penalty 4839.824186 = -2344931.746132 nChanged 740 SP:Iteration 6Q (3720.020000 sec): 3 clusters Score: Raw -2350127.026985 + Penalty 4839.824186 = -2345287.202798 nChanged 850 SP:Iteration 7Q (3720.340000 sec): 3 clusters Score: Raw -2350609.201196 + Penalty 4839.824186 = -2345769.377010 nChanged 936 SP:Iteration 8F (3720.650000 sec): 3 clusters Score: Raw -2351217.152047 + Penalty 4839.824186 = -2346377.327860 nChanged 982 SP:Iteration 9F (3720.950000 sec): 3 clusters Score: Raw -2351942.316635 + Penalty 4839.824186 = -2347102.492448 nChanged 963 SP:Iteration 10F (3721.250000 sec): 3 clusters Score: Raw -2352727.610559 + Penalty 4839.824186 = -2347887.786373 nChanged 757 SP:Iteration 11Q (3721.610000 sec): 3 clusters Score: Raw -2353392.761065 + Penalty 4839.824186 = -2348552.936879 nChanged 510 SP:Iteration 12Q (3721.930000 sec): 3 clusters Score: Raw -2353843.680921 + Penalty 4839.824186 = -2349003.856735 nChanged 329 SP:Iteration 13Q (3722.240000 sec): 3 clusters Score: Raw -2354154.483391 + Penalty 4839.824186 = -2349314.659204 nChanged 172 SP:Iteration 14Q (3722.560000 sec): 3 clusters Score: Raw -2354338.694754 + Penalty 4839.824186 = -2349498.870567 nChanged 96 SP:Iteration 15Q (3722.830000 sec): 3 clusters Score: Raw -2354463.423671 + Penalty 4839.824186 = -2349623.599485 nChanged 56 SP:Iteration 16Q (3723.070000 sec): 3 clusters Score: Raw -2354533.635039 + Penalty 4839.824186 = -2349693.810853 nChanged 25 SP:Iteration 17Q (3723.450000 sec): 3 clusters Score: Raw -2354561.757663 + Penalty 4839.824186 = -2349721.933477 nChanged 16 SP:Iteration 18Q (3723.780000 sec): 3 clusters Score: Raw -2354584.406281 + Penalty 4839.824186 = -2349744.582095 nChanged 19 SP:Iteration 19Q (3724.050000 sec): 3 clusters Score: Raw -2354604.778776 + Penalty 4839.824186 = -2349764.954590 nChanged 9 SP:Iteration 20F (3724.320000 sec): 3 clusters Score: Raw -2354617.712553 + Penalty 4839.824186 = -2349777.888367 nChanged 3 SP:Iteration 21Q (3724.570000 sec): 3 clusters Score: Raw -2354622.310134 + Penalty 4839.824186 = -2349782.485948 nChanged 5 SP:Iteration 22Q (3724.860000 sec): 3 clusters Score: Raw -2354628.121422 + Penalty 4839.824186 = -2349788.297236 nChanged 7 SP:Iteration 23Q (3725.140000 sec): 3 clusters Score: Raw -2354639.291997 + Penalty 4839.824186 = -2349799.467811 nChanged 8 SP:Iteration 24Q (3725.430000 sec): 3 clusters Score: Raw -2354645.989466 + Penalty 4839.824186 = -2349806.165279 nChanged 2 SP:Iteration 25Q (3725.710000 sec): 3 clusters Score: Raw -2354648.763685 + Penalty 4839.824186 = -2349808.939498 nChanged 2 SP:Iteration 26Q (3725.980000 sec): 3 clusters Score: Raw -2354651.555084 + Penalty 4839.824186 = -2349811.730897 nChanged 1 SP:Iteration 27Q (3726.290000 sec): 3 clusters Score: Raw -2354651.802618 + Penalty 4839.824186 = -2349811.978432 nChanged 0 SP:Iteration 28F (3726.550000 sec): 3 clusters Score: Raw -2354651.802618 + Penalty 4839.824186 = -2349811.978432 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3726.650000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3726.770000 sec): 3 clusters Score: Raw -42194.628232 + Penalty 2861.087214 = -39333.541018 nChanged 31 SP:Iteration 1F (3726.980000 sec): 3 clusters Score: Raw -42292.390699 + Penalty 2861.087214 = -39431.303485 nChanged 19 SP:Iteration 2F (3727.200000 sec): 3 clusters Score: Raw -42353.691877 + Penalty 2861.087214 = -39492.604663 nChanged 5 SP:Iteration 3Q (3727.410000 sec): 3 clusters Score: Raw -42374.488394 + Penalty 2861.087214 = -39513.401180 nChanged 2 SP:Iteration 4Q (3727.550000 sec): 3 clusters Score: Raw -42379.308414 + Penalty 2861.087214 = -39518.221200 nChanged 1 SP:Iteration 5Q (3727.730000 sec): 3 clusters Score: Raw -42384.662745 + Penalty 2861.087214 = -39523.575532 nChanged 0 SP:Iteration 6F (3727.980000 sec): 3 clusters Score: Raw -42384.662745 + Penalty 2861.087214 = -39523.575532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3728.060000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3728.260000 sec): 3 clusters Score: Raw -26754.054299 + Penalty 2668.429087 = -24085.625212 nChanged 18 SP:Iteration 1F (3728.470000 sec): 3 clusters Score: Raw -26960.371792 + Penalty 2668.429087 = -24291.942705 nChanged 5 SP:Iteration 2Q (3728.660000 sec): 3 clusters Score: Raw -26981.992672 + Penalty 2668.429087 = -24313.563584 nChanged 2 SP:Iteration 3Q (3728.830000 sec): 3 clusters Score: Raw -26990.504106 + Penalty 2668.429087 = -24322.075019 nChanged 2 SP:Iteration 4Q (3728.970000 sec): 3 clusters Score: Raw -27001.158158 + Penalty 2668.429087 = -24332.729070 nChanged 0 SP:Iteration 5F (3729.120000 sec): 3 clusters Score: Raw -27001.158158 + Penalty 2668.429087 = -24332.729070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3729.270000 sec): 2 clusters Score: Raw -28844.644508 + Penalty 1396.540522 = -27448.103986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3729.410000 sec): 3 clusters Score: Raw -29260.500693 + Penalty 2793.081044 = -26467.419649 nChanged 60 SP:Iteration 1F (3729.530000 sec): 3 clusters Score: Raw -29717.179147 + Penalty 2793.081044 = -26924.098103 nChanged 16 SP:Iteration 2F (3729.660000 sec): 3 clusters Score: Raw -29797.793014 + Penalty 2793.081044 = -27004.711970 nChanged 7 SP:Iteration 3Q (3729.790000 sec): 3 clusters Score: Raw -29831.251618 + Penalty 2793.081044 = -27038.170574 nChanged 11 SP:Iteration 4Q (3729.960000 sec): 3 clusters Score: Raw -29888.546265 + Penalty 2793.081044 = -27095.465221 nChanged 4 SP:Iteration 5Q (3730.150000 sec): 3 clusters Score: Raw -29969.013939 + Penalty 2793.081044 = -27175.932895 nChanged 6 SP:Iteration 6Q (3730.330000 sec): 3 clusters Score: Raw -30021.479950 + Penalty 2793.081044 = -27228.398906 nChanged 4 SP:Iteration 7Q (3730.500000 sec): 3 clusters Score: Raw -30039.165549 + Penalty 2793.081044 = -27246.084505 nChanged 2 SP:Iteration 8Q (3730.700000 sec): 3 clusters Score: Raw -30049.912133 + Penalty 2793.081044 = -27256.831089 nChanged 0 SP:Iteration 9F (3730.820000 sec): 3 clusters Score: Raw -30049.912133 + Penalty 2793.081044 = -27256.831089 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3730.940000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3731.060000 sec): 3 clusters Score: Raw -24061.749503 + Penalty 2597.275214 = -21464.474289 nChanged 12 SP:Iteration 1F (3731.220000 sec): 3 clusters Score: Raw -24118.500886 + Penalty 2597.275214 = -21521.225673 nChanged 3 SP:Iteration 2Q (3731.430000 sec): 3 clusters Score: Raw -24176.441034 + Penalty 2597.275214 = -21579.165821 nChanged 2 SP:Iteration 3Q (3731.580000 sec): 3 clusters Score: Raw -24185.102401 + Penalty 2597.275214 = -21587.827188 nChanged 0 SP:Iteration 4F (3731.740000 sec): 3 clusters Score: Raw -24185.102401 + Penalty 2597.275214 = -21587.827188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3731.860000 sec): 2 clusters Score: Raw -233767.114587 + Penalty 1865.555257 = -231901.559330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3732.030000 sec): 3 clusters Score: Raw -233167.147429 + Penalty 3731.110515 = -229436.036914 nChanged 580 SP:Iteration 1F (3732.200000 sec): 3 clusters Score: Raw -233702.647640 + Penalty 3731.110515 = -229971.537125 nChanged 152 SP:Iteration 2F (3732.370000 sec): 3 clusters Score: Raw -233904.025801 + Penalty 3731.110515 = -230172.915286 nChanged 108 SP:Iteration 3F (3732.570000 sec): 3 clusters Score: Raw -234067.092188 + Penalty 3731.110515 = -230335.981673 nChanged 75 SP:Iteration 4Q (3732.780000 sec): 3 clusters Score: Raw -234152.947839 + Penalty 3731.110515 = -230421.837324 nChanged 59 SP:Iteration 5Q (3732.980000 sec): 3 clusters Score: Raw -234218.061500 + Penalty 3731.110515 = -230486.950985 nChanged 49 SP:Iteration 6Q (3733.160000 sec): 3 clusters Score: Raw -234262.602335 + Penalty 3731.110515 = -230531.491820 nChanged 41 SP:Iteration 7Q (3733.420000 sec): 3 clusters Score: Raw -234300.034003 + Penalty 3731.110515 = -230568.923488 nChanged 30 SP:Iteration 8Q (3733.590000 sec): 3 clusters Score: Raw -234322.908800 + Penalty 3731.110515 = -230591.798285 nChanged 25 SP:Iteration 9Q (3733.760000 sec): 3 clusters Score: Raw -234339.845798 + Penalty 3731.110515 = -230608.735283 nChanged 17 SP:Iteration 10Q (3734.000000 sec): 3 clusters Score: Raw -234352.877872 + Penalty 3731.110515 = -230621.767357 nChanged 10 SP:Iteration 11Q (3734.180000 sec): 3 clusters Score: Raw -234360.592491 + Penalty 3731.110515 = -230629.481976 nChanged 8 SP:Iteration 12Q (3734.340000 sec): 3 clusters Score: Raw -234366.686907 + Penalty 3731.110515 = -230635.576392 nChanged 8 SP:Iteration 13Q (3734.520000 sec): 3 clusters Score: Raw -234371.708355 + Penalty 3731.110515 = -230640.597840 nChanged 6 SP:Iteration 14Q (3734.720000 sec): 3 clusters Score: Raw -234378.374737 + Penalty 3731.110515 = -230647.264222 nChanged 9 SP:Iteration 15Q (3734.860000 sec): 3 clusters Score: Raw -234385.344741 + Penalty 3731.110515 = -230654.234227 nChanged 9 SP:Iteration 16Q (3735.070000 sec): 3 clusters Score: Raw -234394.189362 + Penalty 3731.110515 = -230663.078847 nChanged 10 SP:Iteration 17Q (3735.260000 sec): 3 clusters Score: Raw -234400.492513 + Penalty 3731.110515 = -230669.381999 nChanged 8 SP:Iteration 18Q (3735.430000 sec): 3 clusters Score: Raw -234403.891975 + Penalty 3731.110515 = -230672.781461 nChanged 2 SP:Iteration 19Q (3735.600000 sec): 3 clusters Score: Raw -234404.905183 + Penalty 3731.110515 = -230673.794669 nChanged 2 SP:Iteration 20F (3735.800000 sec): 3 clusters Score: Raw -234405.966497 + Penalty 3731.110515 = -230674.855982 nChanged 1 SP:Iteration 21Q (3735.980000 sec): 3 clusters Score: Raw -234406.848945 + Penalty 3731.110515 = -230675.738430 nChanged 1 SP:Iteration 22Q (3736.150000 sec): 3 clusters Score: Raw -234407.414220 + Penalty 3731.110515 = -230676.303706 nChanged 1 SP:Iteration 23Q (3736.300000 sec): 3 clusters Score: Raw -234408.078361 + Penalty 3731.110515 = -230676.967846 nChanged 0 SP:Iteration 24F (3736.500000 sec): 3 clusters Score: Raw -234408.078361 + Penalty 3731.110515 = -230676.967846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3736.540000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3736.760000 sec): 3 clusters Score: Raw -71893.071295 + Penalty 3120.618293 = -68772.453002 nChanged 100 SP:Iteration 1F (3736.910000 sec): 3 clusters Score: Raw -72101.329653 + Penalty 3120.618293 = -68980.711360 nChanged 29 SP:Iteration 2F (3737.030000 sec): 3 clusters Score: Raw -72167.128553 + Penalty 3120.618293 = -69046.510260 nChanged 11 SP:Iteration 3Q (3737.200000 sec): 3 clusters Score: Raw -72204.100001 + Penalty 3120.618293 = -69083.481708 nChanged 8 SP:Iteration 4Q (3737.380000 sec): 3 clusters Score: Raw -72234.891861 + Penalty 3120.618293 = -69114.273567 nChanged 9 SP:Iteration 5Q (3737.580000 sec): 3 clusters Score: Raw -72259.382126 + Penalty 3120.618293 = -69138.763833 nChanged 9 SP:Iteration 6Q (3737.810000 sec): 3 clusters Score: Raw -72291.303950 + Penalty 3120.618293 = -69170.685656 nChanged 6 SP:Iteration 7Q (3738.000000 sec): 3 clusters Score: Raw -72324.197082 + Penalty 3120.618293 = -69203.578789 nChanged 10 SP:Iteration 8Q (3738.200000 sec): 3 clusters Score: Raw -72344.809306 + Penalty 3120.618293 = -69224.191013 nChanged 3 SP:Iteration 9Q (3738.390000 sec): 3 clusters Score: Raw -72353.122942 + Penalty 3120.618293 = -69232.504649 nChanged 2 SP:Iteration 10Q (3738.540000 sec): 3 clusters Score: Raw -72355.857730 + Penalty 3120.618293 = -69235.239437 nChanged 1 SP:Iteration 11Q (3738.750000 sec): 3 clusters Score: Raw -72360.846873 + Penalty 3120.618293 = -69240.228580 nChanged 4 SP:Iteration 12Q (3738.900000 sec): 3 clusters Score: Raw -72371.954913 + Penalty 3120.618293 = -69251.336620 nChanged 2 SP:Iteration 13Q (3739.130000 sec): 3 clusters Score: Raw -72376.790576 + Penalty 3120.618293 = -69256.172283 nChanged 4 SP:Iteration 14Q (3739.340000 sec): 3 clusters Score: Raw -72387.498127 + Penalty 3120.618293 = -69266.879834 nChanged 3 SP:Iteration 15Q (3739.490000 sec): 3 clusters Score: Raw -72395.969942 + Penalty 3120.618293 = -69275.351649 nChanged 0 SP:Iteration 16F (3739.680000 sec): 3 clusters Score: Raw -72395.969942 + Penalty 3120.618293 = -69275.351649 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3739.800000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3739.950000 sec): 3 clusters Score: Raw -70740.635899 + Penalty 3111.346995 = -67629.288903 nChanged 87 SP:Iteration 1F (3740.120000 sec): 3 clusters Score: Raw -70919.312382 + Penalty 3111.346995 = -67807.965387 nChanged 23 SP:Iteration 2Q (3740.340000 sec): 3 clusters Score: Raw -70967.866408 + Penalty 3111.346995 = -67856.519413 nChanged 11 SP:Iteration 3Q (3740.490000 sec): 3 clusters Score: Raw -71007.616582 + Penalty 3111.346995 = -67896.269587 nChanged 11 SP:Iteration 4Q (3740.690000 sec): 3 clusters Score: Raw -71031.705505 + Penalty 3111.346995 = -67920.358510 nChanged 2 SP:Iteration 5Q (3740.870000 sec): 3 clusters Score: Raw -71035.235660 + Penalty 3111.346995 = -67923.888665 nChanged 1 SP:Iteration 6Q (3741.090000 sec): 3 clusters Score: Raw -71037.844277 + Penalty 3111.346995 = -67926.497282 nChanged 3 SP:Iteration 7Q (3741.240000 sec): 3 clusters Score: Raw -71045.463029 + Penalty 3111.346995 = -67934.116034 nChanged 4 SP:Iteration 8Q (3741.450000 sec): 3 clusters Score: Raw -71055.690110 + Penalty 3111.346995 = -67944.343115 nChanged 1 SP:Iteration 9Q (3741.640000 sec): 3 clusters Score: Raw -71057.793939 + Penalty 3111.346995 = -67946.446944 nChanged 0 SP:Iteration 10F (3741.810000 sec): 3 clusters Score: Raw -71057.793939 + Penalty 3111.346995 = -67946.446944 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (7034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3741.930000 sec): 2 clusters Score: Raw -942400.234096 + Penalty 2196.910682 = -940203.323415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3742.180000 sec): 3 clusters Score: Raw -938814.165316 + Penalty 4393.821363 = -934420.343953 nChanged 2813 SP:Iteration 1F (3742.410000 sec): 3 clusters Score: Raw -940378.744588 + Penalty 4393.821363 = -935984.923225 nChanged 508 SP:Iteration 2F (3742.600000 sec): 3 clusters Score: Raw -940616.592140 + Penalty 4393.821363 = -936222.770776 nChanged 319 SP:Iteration 3Q (3742.780000 sec): 3 clusters Score: Raw -940746.000989 + Penalty 4393.821363 = -936352.179626 nChanged 198 SP:Iteration 4Q (3743.040000 sec): 3 clusters Score: Raw -940818.747093 + Penalty 4393.821363 = -936424.925729 nChanged 171 SP:Iteration 5Q (3743.240000 sec): 3 clusters Score: Raw -940878.759820 + Penalty 4393.821363 = -936484.938457 nChanged 137 SP:Iteration 6Q (3743.490000 sec): 3 clusters Score: Raw -940929.441915 + Penalty 4393.821363 = -936535.620551 nChanged 120 SP:Iteration 7Q (3743.790000 sec): 3 clusters Score: Raw -940973.614347 + Penalty 4393.821363 = -936579.792984 nChanged 114 SP:Iteration 8Q (3744.000000 sec): 3 clusters Score: Raw -941009.745612 + Penalty 4393.821363 = -936615.924249 nChanged 100 SP:Iteration 9Q (3744.230000 sec): 3 clusters Score: Raw -941043.344876 + Penalty 4393.821363 = -936649.523513 nChanged 94 SP:Iteration 10Q (3744.390000 sec): 3 clusters Score: Raw -941072.388053 + Penalty 4393.821363 = -936678.566689 nChanged 93 SP:Iteration 11Q (3744.630000 sec): 3 clusters Score: Raw -941099.759442 + Penalty 4393.821363 = -936705.938079 nChanged 79 SP:Iteration 12Q (3744.860000 sec): 3 clusters Score: Raw -941122.692763 + Penalty 4393.821363 = -936728.871400 nChanged 67 SP:Iteration 13Q (3745.060000 sec): 3 clusters Score: Raw -941143.606450 + Penalty 4393.821363 = -936749.785087 nChanged 61 SP:Iteration 14Q (3745.280000 sec): 3 clusters Score: Raw -941165.363393 + Penalty 4393.821363 = -936771.542030 nChanged 74 SP:Iteration 15Q (3745.510000 sec): 3 clusters Score: Raw -941189.559101 + Penalty 4393.821363 = -936795.737737 nChanged 73 SP:Iteration 16Q (3745.810000 sec): 3 clusters Score: Raw -941211.260283 + Penalty 4393.821363 = -936817.438919 nChanged 69 SP:Iteration 17Q (3746.080000 sec): 3 clusters Score: Raw -941234.732005 + Penalty 4393.821363 = -936840.910642 nChanged 72 SP:Iteration 18Q (3746.270000 sec): 3 clusters Score: Raw -941255.216004 + Penalty 4393.821363 = -936861.394640 nChanged 67 SP:Iteration 19Q (3746.470000 sec): 3 clusters Score: Raw -941275.769890 + Penalty 4393.821363 = -936881.948526 nChanged 76 SP:Iteration 20F (3746.670000 sec): 3 clusters Score: Raw -941303.777872 + Penalty 4393.821363 = -936909.956508 nChanged 85 SP:Iteration 21Q (3746.890000 sec): 3 clusters Score: Raw -941336.422418 + Penalty 4393.821363 = -936942.601054 nChanged 83 SP:Iteration 22Q (3747.130000 sec): 3 clusters Score: Raw -941370.358351 + Penalty 4393.821363 = -936976.536988 nChanged 87 SP:Iteration 23Q (3747.340000 sec): 3 clusters Score: Raw -941403.987794 + Penalty 4393.821363 = -937010.166430 nChanged 86 SP:Iteration 24Q (3747.530000 sec): 3 clusters Score: Raw -941438.208552 + Penalty 4393.821363 = -937044.387189 nChanged 95 SP:Iteration 25Q (3747.790000 sec): 3 clusters Score: Raw -941478.100165 + Penalty 4393.821363 = -937084.278802 nChanged 102 SP:Iteration 26Q (3747.990000 sec): 3 clusters Score: Raw -941525.034032 + Penalty 4393.821363 = -937131.212669 nChanged 103 SP:Iteration 27Q (3748.240000 sec): 3 clusters Score: Raw -941573.404214 + Penalty 4393.821363 = -937179.582851 nChanged 102 SP:Iteration 28Q (3748.490000 sec): 3 clusters Score: Raw -941619.102344 + Penalty 4393.821363 = -937225.280981 nChanged 103 SP:Iteration 29Q (3748.690000 sec): 3 clusters Score: Raw -941666.173281 + Penalty 4393.821363 = -937272.351918 nChanged 97 SP:Iteration 30Q (3748.900000 sec): 3 clusters Score: Raw -941714.977066 + Penalty 4393.821363 = -937321.155703 nChanged 121 SP:Iteration 31Q (3749.120000 sec): 3 clusters Score: Raw -941770.780157 + Penalty 4393.821363 = -937376.958793 nChanged 117 SP:Iteration 32Q (3749.380000 sec): 3 clusters Score: Raw -941836.631841 + Penalty 4393.821363 = -937442.810478 nChanged 125 SP:Iteration 33Q (3749.560000 sec): 3 clusters Score: Raw -941902.341153 + Penalty 4393.821363 = -937508.519790 nChanged 100 SP:Iteration 34Q (3749.790000 sec): 3 clusters Score: Raw -941958.699905 + Penalty 4393.821363 = -937564.878541 nChanged 112 SP:Iteration 35Q (3749.990000 sec): 3 clusters Score: Raw -942031.949652 + Penalty 4393.821363 = -937638.128289 nChanged 116 SP:Iteration 36Q (3750.240000 sec): 3 clusters Score: Raw -942094.840239 + Penalty 4393.821363 = -937701.018876 nChanged 94 SP:Iteration 37Q (3750.450000 sec): 3 clusters Score: Raw -942143.686936 + Penalty 4393.821363 = -937749.865573 nChanged 93 SP:Iteration 38Q (3750.690000 sec): 3 clusters Score: Raw -942192.152280 + Penalty 4393.821363 = -937798.330916 nChanged 78 SP:Iteration 39Q (3750.950000 sec): 3 clusters Score: Raw -942235.859355 + Penalty 4393.821363 = -937842.037992 nChanged 79 SP:Iteration 40F (3751.210000 sec): 3 clusters Score: Raw -942285.427295 + Penalty 4393.821363 = -937891.605931 nChanged 78 SP:Iteration 41Q (3751.400000 sec): 3 clusters Score: Raw -942330.111001 + Penalty 4393.821363 = -937936.289638 nChanged 65 SP:Iteration 42Q (3751.600000 sec): 3 clusters Score: Raw -942371.641591 + Penalty 4393.821363 = -937977.820228 nChanged 67 SP:Iteration 43Q (3751.800000 sec): 3 clusters Score: Raw -942415.012187 + Penalty 4393.821363 = -938021.190824 nChanged 57 SP:Iteration 44Q (3752.060000 sec): 3 clusters Score: Raw -942450.478330 + Penalty 4393.821363 = -938056.656966 nChanged 38 SP:Iteration 45Q (3752.240000 sec): 3 clusters Score: Raw -942472.767425 + Penalty 4393.821363 = -938078.946062 nChanged 24 SP:Iteration 46Q (3752.470000 sec): 3 clusters Score: Raw -942490.886334 + Penalty 4393.821363 = -938097.064971 nChanged 31 SP:Iteration 47Q (3752.720000 sec): 3 clusters Score: Raw -942516.562293 + Penalty 4393.821363 = -938122.740930 nChanged 34 SP:Iteration 48Q (3752.910000 sec): 3 clusters Score: Raw -942540.174798 + Penalty 4393.821363 = -938146.353435 nChanged 31 SP:Iteration 49Q (3753.120000 sec): 3 clusters Score: Raw -942558.561155 + Penalty 4393.821363 = -938164.739792 nChanged 23 SP:Iteration 50Q (3753.320000 sec): 3 clusters Score: Raw -942579.701177 + Penalty 4393.821363 = -938185.879814 nChanged 25 SP:Iteration 51Q (3753.600000 sec): 3 clusters Score: Raw -942601.135602 + Penalty 4393.821363 = -938207.314238 nChanged 15 SP:Iteration 52Q (3753.810000 sec): 3 clusters Score: Raw -942608.830773 + Penalty 4393.821363 = -938215.009410 nChanged 12 SP:Iteration 53Q (3754.040000 sec): 3 clusters Score: Raw -942616.665599 + Penalty 4393.821363 = -938222.844236 nChanged 11 SP:Iteration 54Q (3754.260000 sec): 3 clusters Score: Raw -942627.935198 + Penalty 4393.821363 = -938234.113835 nChanged 12 SP:Iteration 55Q (3754.490000 sec): 3 clusters Score: Raw -942635.961773 + Penalty 4393.821363 = -938242.140410 nChanged 9 SP:Iteration 56Q (3754.720000 sec): 3 clusters Score: Raw -942641.605322 + Penalty 4393.821363 = -938247.783959 nChanged 12 SP:Iteration 57Q (3754.930000 sec): 3 clusters Score: Raw -942653.144172 + Penalty 4393.821363 = -938259.322809 nChanged 12 SP:Iteration 58Q (3755.160000 sec): 3 clusters Score: Raw -942664.835664 + Penalty 4393.821363 = -938271.014301 nChanged 13 SP:Iteration 59Q (3755.440000 sec): 3 clusters Score: Raw -942676.827731 + Penalty 4393.821363 = -938283.006367 nChanged 11 SP:Iteration 60F (3755.690000 sec): 3 clusters Score: Raw -942686.952409 + Penalty 4393.821363 = -938293.131046 nChanged 8 SP:Iteration 61Q (3755.980000 sec): 3 clusters Score: Raw -942692.460040 + Penalty 4393.821363 = -938298.638677 nChanged 4 SP:Iteration 62Q (3756.230000 sec): 3 clusters Score: Raw -942694.668965 + Penalty 4393.821363 = -938300.847602 nChanged 2 SP:Iteration 63Q (3756.410000 sec): 3 clusters Score: Raw -942697.106367 + Penalty 4393.821363 = -938303.285004 nChanged 2 SP:Iteration 64Q (3756.660000 sec): 3 clusters Score: Raw -942699.442289 + Penalty 4393.821363 = -938305.620926 nChanged 4 SP:Iteration 65Q (3756.860000 sec): 3 clusters Score: Raw -942701.937794 + Penalty 4393.821363 = -938308.116431 nChanged 1 SP:Iteration 66Q (3757.080000 sec): 3 clusters Score: Raw -942702.341770 + Penalty 4393.821363 = -938308.520407 nChanged 0 SP:Iteration 67F (3757.300000 sec): 3 clusters Score: Raw -942702.341770 + Penalty 4393.821363 = -938308.520407 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3758.390000 sec): 2 clusters Score: Raw -28287133.015608 + Penalty 3034.868417 = -28284098.147191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3759.600000 sec): 3 clusters Score: Raw -28151829.582256 + Penalty 6069.736834 = -28145759.845422 nChanged 99021 SP:Iteration 1F (3760.830000 sec): 3 clusters Score: Raw -28209856.643801 + Penalty 6069.736834 = -28203786.906967 nChanged 7282 SP:Iteration 2Q (3762.150000 sec): 3 clusters Score: Raw -28212070.112519 + Penalty 6069.736834 = -28206000.375684 nChanged 9689 SP:Iteration 3Q (3763.500000 sec): 3 clusters Score: Raw -28216239.702507 + Penalty 6069.736834 = -28210169.965673 nChanged 13286 SP:Iteration 4F (3764.830000 sec): 3 clusters Score: Raw -28224125.786460 + Penalty 6069.736834 = -28218056.049626 nChanged 17173 SP:Iteration 5F (3766.090000 sec): 3 clusters Score: Raw -28237595.965126 + Penalty 6069.736834 = -28231526.228292 nChanged 19224 SP:Iteration 6F (3767.360000 sec): 3 clusters Score: Raw -28255716.676900 + Penalty 6069.736834 = -28249646.940066 nChanged 16328 SP:Iteration 7F (3768.680000 sec): 3 clusters Score: Raw -28272416.417633 + Penalty 6069.736834 = -28266346.680799 nChanged 9796 SP:Iteration 8Q (3770.050000 sec): 3 clusters Score: Raw -28282020.589273 + Penalty 6069.736834 = -28275950.852439 nChanged 3910 SP:Iteration 9Q (3771.320000 sec): 3 clusters Score: Raw -28285453.614849 + Penalty 6069.736834 = -28279383.878015 nChanged 1410 SP:Iteration 10Q (3772.520000 sec): 3 clusters Score: Raw -28286672.789528 + Penalty 6069.736834 = -28280603.052694 nChanged 461 SP:Iteration 11Q (3773.860000 sec): 3 clusters Score: Raw -28287126.565833 + Penalty 6069.736834 = -28281056.828999 nChanged 144 SP:Iteration 12Q (3774.980000 sec): 3 clusters Score: Raw -28287294.847353 + Penalty 6069.736834 = -28281225.110519 nChanged 56 SP:Iteration 13Q (3776.140000 sec): 3 clusters Score: Raw -28287354.904570 + Penalty 6069.736834 = -28281285.167736 nChanged 30 SP:Iteration 14Q (3777.340000 sec): 3 clusters Score: Raw -28287385.407502 + Penalty 6069.736834 = -28281315.670668 nChanged 15 SP:Iteration 15Q (3778.480000 sec): 3 clusters Score: Raw -28287402.563468 + Penalty 6069.736834 = -28281332.826634 nChanged 8 SP:Iteration 16Q (3779.460000 sec): 3 clusters Score: Raw -28287416.310413 + Penalty 6069.736834 = -28281346.573579 nChanged 11 SP:Iteration 17Q (3780.460000 sec): 3 clusters Score: Raw -28287430.223162 + Penalty 6069.736834 = -28281360.486328 nChanged 6 SP:Iteration 18Q (3781.600000 sec): 3 clusters Score: Raw -28287437.335350 + Penalty 6069.736834 = -28281367.598516 nChanged 0 SP:Iteration 19F (3782.810000 sec): 3 clusters Score: Raw -28287437.335350 + Penalty 6069.736834 = -28281367.598516 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3783.070000 sec): 2 clusters Score: Raw -3330516.553489 + Penalty 2507.595898 = -3328008.957591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3783.410000 sec): 3 clusters Score: Raw -3315816.229177 + Penalty 5015.191796 = -3310801.037382 nChanged 11061 SP:Iteration 1F (3783.730000 sec): 3 clusters Score: Raw -3321828.922968 + Penalty 5015.191796 = -3316813.731173 nChanged 1260 SP:Iteration 2F (3784.090000 sec): 3 clusters Score: Raw -3322239.035459 + Penalty 5015.191796 = -3317223.843664 nChanged 1035 SP:Iteration 3Q (3784.410000 sec): 3 clusters Score: Raw -3322573.319639 + Penalty 5015.191796 = -3317558.127844 nChanged 918 SP:Iteration 4Q (3784.750000 sec): 3 clusters Score: Raw -3322861.231800 + Penalty 5015.191796 = -3317846.040004 nChanged 870 SP:Iteration 5Q (3785.090000 sec): 3 clusters Score: Raw -3323171.769822 + Penalty 5015.191796 = -3318156.578027 nChanged 847 SP:Iteration 6Q (3785.430000 sec): 3 clusters Score: Raw -3323522.949869 + Penalty 5015.191796 = -3318507.758074 nChanged 876 SP:Iteration 7Q (3785.800000 sec): 3 clusters Score: Raw -3323953.573713 + Penalty 5015.191796 = -3318938.381917 nChanged 960 SP:Iteration 8Q (3786.170000 sec): 3 clusters Score: Raw -3324440.492507 + Penalty 5015.191796 = -3319425.300712 nChanged 962 SP:Iteration 9Q (3786.520000 sec): 3 clusters Score: Raw -3324909.169567 + Penalty 5015.191796 = -3319893.977772 nChanged 963 SP:Iteration 10Q (3786.830000 sec): 3 clusters Score: Raw -3325383.751856 + Penalty 5015.191796 = -3320368.560061 nChanged 936 SP:Iteration 11Q (3787.220000 sec): 3 clusters Score: Raw -3325895.697870 + Penalty 5015.191796 = -3320880.506074 nChanged 1012 SP:Iteration 12Q (3787.570000 sec): 3 clusters Score: Raw -3326473.774410 + Penalty 5015.191796 = -3321458.582614 nChanged 1004 SP:Iteration 13Q (3787.920000 sec): 3 clusters Score: Raw -3327073.879910 + Penalty 5015.191796 = -3322058.688114 nChanged 1001 SP:Iteration 14Q (3788.260000 sec): 3 clusters Score: Raw -3327660.607783 + Penalty 5015.191796 = -3322645.415988 nChanged 936 SP:Iteration 15Q (3788.620000 sec): 3 clusters Score: Raw -3328192.677161 + Penalty 5015.191796 = -3323177.485366 nChanged 865 SP:Iteration 16Q (3789.010000 sec): 3 clusters Score: Raw -3328674.911811 + Penalty 5015.191796 = -3323659.720015 nChanged 794 SP:Iteration 17Q (3789.360000 sec): 3 clusters Score: Raw -3329125.866777 + Penalty 5015.191796 = -3324110.674982 nChanged 728 SP:Iteration 18Q (3789.710000 sec): 3 clusters Score: Raw -3329496.204562 + Penalty 5015.191796 = -3324481.012766 nChanged 629 SP:Iteration 19Q (3790.090000 sec): 3 clusters Score: Raw -3329786.069763 + Penalty 5015.191796 = -3324770.877968 nChanged 520 SP:Iteration 20F (3790.450000 sec): 3 clusters Score: Raw -3330022.736174 + Penalty 5015.191796 = -3325007.544378 nChanged 453 SP:Iteration 21Q (3790.820000 sec): 3 clusters Score: Raw -3330218.922701 + Penalty 5015.191796 = -3325203.730905 nChanged 386 SP:Iteration 22Q (3791.140000 sec): 3 clusters Score: Raw -3330379.072525 + Penalty 5015.191796 = -3325363.880730 nChanged 358 SP:Iteration 23Q (3791.500000 sec): 3 clusters Score: Raw -3330526.083232 + Penalty 5015.191796 = -3325510.891436 nChanged 328 SP:Iteration 24Q (3791.850000 sec): 3 clusters Score: Raw -3330654.461356 + Penalty 5015.191796 = -3325639.269560 nChanged 287 SP:Iteration 25Q (3792.160000 sec): 3 clusters Score: Raw -3330772.232705 + Penalty 5015.191796 = -3325757.040909 nChanged 241 SP:Iteration 26Q (3792.490000 sec): 3 clusters Score: Raw -3330865.956042 + Penalty 5015.191796 = -3325850.764246 nChanged 230 SP:Iteration 27Q (3792.810000 sec): 3 clusters Score: Raw -3330959.087928 + Penalty 5015.191796 = -3325943.896132 nChanged 207 SP:Iteration 28Q (3793.130000 sec): 3 clusters Score: Raw -3331036.002709 + Penalty 5015.191796 = -3326020.810914 nChanged 144 SP:Iteration 29Q (3793.440000 sec): 3 clusters Score: Raw -3331084.111328 + Penalty 5015.191796 = -3326068.919532 nChanged 128 SP:Iteration 30Q (3793.790000 sec): 3 clusters Score: Raw -3331128.554347 + Penalty 5015.191796 = -3326113.362551 nChanged 114 SP:Iteration 31Q (3794.110000 sec): 3 clusters Score: Raw -3331165.677579 + Penalty 5015.191796 = -3326150.485783 nChanged 105 SP:Iteration 32Q (3794.370000 sec): 3 clusters Score: Raw -3331196.098119 + Penalty 5015.191796 = -3326180.906323 nChanged 86 SP:Iteration 33Q (3794.670000 sec): 3 clusters Score: Raw -3331217.515225 + Penalty 5015.191796 = -3326202.323430 nChanged 71 SP:Iteration 34Q (3795.010000 sec): 3 clusters Score: Raw -3331233.682343 + Penalty 5015.191796 = -3326218.490548 nChanged 57 SP:Iteration 35Q (3795.320000 sec): 3 clusters Score: Raw -3331244.911611 + Penalty 5015.191796 = -3326229.719816 nChanged 32 SP:Iteration 36Q (3795.630000 sec): 3 clusters Score: Raw -3331250.882571 + Penalty 5015.191796 = -3326235.690775 nChanged 24 SP:Iteration 37Q (3795.940000 sec): 3 clusters Score: Raw -3331255.023013 + Penalty 5015.191796 = -3326239.831217 nChanged 18 SP:Iteration 38Q (3796.260000 sec): 3 clusters Score: Raw -3331258.235163 + Penalty 5015.191796 = -3326243.043367 nChanged 20 SP:Iteration 39Q (3796.530000 sec): 3 clusters Score: Raw -3331261.461069 + Penalty 5015.191796 = -3326246.269274 nChanged 19 SP:Iteration 40F (3796.860000 sec): 3 clusters Score: Raw -3331265.054337 + Penalty 5015.191796 = -3326249.862541 nChanged 17 SP:Iteration 41Q (3797.160000 sec): 3 clusters Score: Raw -3331268.330132 + Penalty 5015.191796 = -3326253.138336 nChanged 19 SP:Iteration 42Q (3797.460000 sec): 3 clusters Score: Raw -3331272.340055 + Penalty 5015.191796 = -3326257.148259 nChanged 23 SP:Iteration 43Q (3797.800000 sec): 3 clusters Score: Raw -3331277.279654 + Penalty 5015.191796 = -3326262.087858 nChanged 26 SP:Iteration 44Q (3798.110000 sec): 3 clusters Score: Raw -3331282.546544 + Penalty 5015.191796 = -3326267.354748 nChanged 22 SP:Iteration 45Q (3798.420000 sec): 3 clusters Score: Raw -3331285.518014 + Penalty 5015.191796 = -3326270.326218 nChanged 12 SP:Iteration 46Q (3798.730000 sec): 3 clusters Score: Raw -3331287.436220 + Penalty 5015.191796 = -3326272.244424 nChanged 10 SP:Iteration 47Q (3799.010000 sec): 3 clusters Score: Raw -3331288.725972 + Penalty 5015.191796 = -3326273.534177 nChanged 9 SP:Iteration 48Q (3799.310000 sec): 3 clusters Score: Raw -3331289.802473 + Penalty 5015.191796 = -3326274.610677 nChanged 7 SP:Iteration 49Q (3799.630000 sec): 3 clusters Score: Raw -3331290.906131 + Penalty 5015.191796 = -3326275.714336 nChanged 6 SP:Iteration 50Q (3799.920000 sec): 3 clusters Score: Raw -3331291.707070 + Penalty 5015.191796 = -3326276.515275 nChanged 4 SP:Iteration 51Q (3800.200000 sec): 3 clusters Score: Raw -3331292.734175 + Penalty 5015.191796 = -3326277.542380 nChanged 2 SP:Iteration 52Q (3800.520000 sec): 3 clusters Score: Raw -3331293.180276 + Penalty 5015.191796 = -3326277.988480 nChanged 3 SP:Iteration 53Q (3800.840000 sec): 3 clusters Score: Raw -3331293.655253 + Penalty 5015.191796 = -3326278.463457 nChanged 4 SP:Iteration 54Q (3801.130000 sec): 3 clusters Score: Raw -3331294.479151 + Penalty 5015.191796 = -3326279.287355 nChanged 6 SP:Iteration 55Q (3801.460000 sec): 3 clusters Score: Raw -3331295.369075 + Penalty 5015.191796 = -3326280.177280 nChanged 4 SP:Iteration 56Q (3801.780000 sec): 3 clusters Score: Raw -3331295.931202 + Penalty 5015.191796 = -3326280.739406 nChanged 5 SP:Iteration 57Q (3802.050000 sec): 3 clusters Score: Raw -3331296.634760 + Penalty 5015.191796 = -3326281.442964 nChanged 6 SP:Iteration 58Q (3802.360000 sec): 3 clusters Score: Raw -3331297.891646 + Penalty 5015.191796 = -3326282.699850 nChanged 6 SP:Iteration 59Q (3802.690000 sec): 3 clusters Score: Raw -3331299.168049 + Penalty 5015.191796 = -3326283.976254 nChanged 6 SP:Iteration 60F (3803.000000 sec): 3 clusters Score: Raw -3331300.467553 + Penalty 5015.191796 = -3326285.275758 nChanged 9 SP:Iteration 61Q (3803.300000 sec): 3 clusters Score: Raw -3331301.967755 + Penalty 5015.191796 = -3326286.775959 nChanged 5 SP:Iteration 62Q (3803.650000 sec): 3 clusters Score: Raw -3331302.627165 + Penalty 5015.191796 = -3326287.435370 nChanged 3 SP:Iteration 63Q (3803.940000 sec): 3 clusters Score: Raw -3331303.087813 + Penalty 5015.191796 = -3326287.896017 nChanged 3 SP:Iteration 64Q (3804.300000 sec): 3 clusters Score: Raw -3331303.899972 + Penalty 5015.191796 = -3326288.708176 nChanged 6 SP:Iteration 65Q (3804.590000 sec): 3 clusters Score: Raw -3331305.274068 + Penalty 5015.191796 = -3326290.082272 nChanged 5 SP:Iteration 66Q (3804.900000 sec): 3 clusters Score: Raw -3331306.055459 + Penalty 5015.191796 = -3326290.863663 nChanged 8 SP:Iteration 67Q (3805.240000 sec): 3 clusters Score: Raw -3331308.329855 + Penalty 5015.191796 = -3326293.138060 nChanged 7 SP:Iteration 68Q (3805.540000 sec): 3 clusters Score: Raw -3331309.281219 + Penalty 5015.191796 = -3326294.089424 nChanged 5 SP:Iteration 69Q (3805.870000 sec): 3 clusters Score: Raw -3331310.250793 + Penalty 5015.191796 = -3326295.058998 nChanged 3 SP:Iteration 70Q (3806.160000 sec): 3 clusters Score: Raw -3331310.794119 + Penalty 5015.191796 = -3326295.602324 nChanged 3 SP:Iteration 71Q (3806.500000 sec): 3 clusters Score: Raw -3331311.426283 + Penalty 5015.191796 = -3326296.234487 nChanged 4 SP:Iteration 72Q (3806.770000 sec): 3 clusters Score: Raw -3331312.216365 + Penalty 5015.191796 = -3326297.024569 nChanged 3 SP:Iteration 73Q (3807.120000 sec): 3 clusters Score: Raw -3331312.952241 + Penalty 5015.191796 = -3326297.760446 nChanged 4 SP:Iteration 74Q (3807.450000 sec): 3 clusters Score: Raw -3331313.545266 + Penalty 5015.191796 = -3326298.353471 nChanged 3 SP:Iteration 75Q (3807.820000 sec): 3 clusters Score: Raw -3331314.131423 + Penalty 5015.191796 = -3326298.939627 nChanged 1 SP:Iteration 76Q (3808.120000 sec): 3 clusters Score: Raw -3331314.217505 + Penalty 5015.191796 = -3326299.025709 nChanged 2 SP:Iteration 77Q (3808.500000 sec): 3 clusters Score: Raw -3331314.554323 + Penalty 5015.191796 = -3326299.362528 nChanged 3 SP:Iteration 78Q (3808.830000 sec): 3 clusters Score: Raw -3331315.185591 + Penalty 5015.191796 = -3326299.993796 nChanged 6 SP:Iteration 79Q (3809.190000 sec): 3 clusters Score: Raw -3331316.454696 + Penalty 5015.191796 = -3326301.262901 nChanged 2 SP:Iteration 80F (3809.490000 sec): 3 clusters Score: Raw -3331316.742781 + Penalty 5015.191796 = -3326301.550985 nChanged 2 SP:Iteration 81Q (3809.850000 sec): 3 clusters Score: Raw -3331317.198786 + Penalty 5015.191796 = -3326302.006991 nChanged 1 SP:Iteration 82Q (3810.160000 sec): 3 clusters Score: Raw -3331317.347124 + Penalty 5015.191796 = -3326302.155328 nChanged 3 SP:Iteration 83Q (3810.520000 sec): 3 clusters Score: Raw -3331317.854464 + Penalty 5015.191796 = -3326302.662668 nChanged 2 SP:Iteration 84Q (3810.880000 sec): 3 clusters Score: Raw -3331318.040255 + Penalty 5015.191796 = -3326302.848459 nChanged 0 SP:Iteration 85F (3811.220000 sec): 3 clusters Score: Raw -3331318.040255 + Penalty 5015.191796 = -3326302.848459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3811.330000 sec): 2 clusters Score: Raw -52197.067971 + Penalty 1486.502434 = -50710.565537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3811.560000 sec): 3 clusters Score: Raw -52233.944026 + Penalty 2973.004868 = -49260.939158 nChanged 60 SP:Iteration 1F (3811.740000 sec): 3 clusters Score: Raw -52363.691031 + Penalty 2973.004868 = -49390.686163 nChanged 19 SP:Iteration 2Q (3811.960000 sec): 3 clusters Score: Raw -52412.652766 + Penalty 2973.004868 = -49439.647898 nChanged 9 SP:Iteration 3Q (3812.180000 sec): 3 clusters Score: Raw -52440.068573 + Penalty 2973.004868 = -49467.063705 nChanged 7 SP:Iteration 4Q (3812.340000 sec): 3 clusters Score: Raw -52462.785994 + Penalty 2973.004868 = -49489.781126 nChanged 4 SP:Iteration 5Q (3812.540000 sec): 3 clusters Score: Raw -52475.182511 + Penalty 2973.004868 = -49502.177643 nChanged 6 SP:Iteration 6Q (3812.740000 sec): 3 clusters Score: Raw -52510.611603 + Penalty 2973.004868 = -49537.606735 nChanged 2 SP:Iteration 7Q (3812.930000 sec): 3 clusters Score: Raw -52514.138919 + Penalty 2973.004868 = -49541.134051 nChanged 0 SP:Iteration 8F (3813.110000 sec): 3 clusters Score: Raw -52514.138919 + Penalty 2973.004868 = -49541.134051 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3813.230000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3813.450000 sec): 3 clusters Score: Raw -18575.108068 + Penalty 2523.447782 = -16051.660285 nChanged 10 SP:Iteration 1F (3813.680000 sec): 3 clusters Score: Raw -18643.688326 + Penalty 2523.447782 = -16120.240543 nChanged 2 SP:Iteration 2Q (3813.830000 sec): 3 clusters Score: Raw -18654.800484 + Penalty 2523.447782 = -16131.352702 nChanged 0 SP:Iteration 3F (3814.010000 sec): 3 clusters Score: Raw -18654.800484 + Penalty 2523.447782 = -16131.352702 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.060000 sec): 2 clusters Score: Raw -85343.671701 + Penalty 1660.558131 = -83683.113569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3814.240000 sec): 3 clusters Score: Raw -85548.014550 + Penalty 3321.116263 = -82226.898287 nChanged 241 SP:Iteration 1F (3814.470000 sec): 3 clusters Score: Raw -87098.866857 + Penalty 3321.116263 = -83777.750594 nChanged 120 SP:Iteration 2F (3814.650000 sec): 3 clusters Score: Raw -88058.220373 + Penalty 3321.116263 = -84737.104110 nChanged 49 SP:Iteration 3F (3814.840000 sec): 3 clusters Score: Raw -88488.996803 + Penalty 3321.116263 = -85167.880540 nChanged 21 SP:Iteration 4Q (3815.010000 sec): 3 clusters Score: Raw -88694.166213 + Penalty 3321.116263 = -85373.049951 nChanged 15 SP:Iteration 5Q (3815.270000 sec): 3 clusters Score: Raw -88844.005172 + Penalty 3321.116263 = -85522.888909 nChanged 16 SP:Iteration 6Q (3815.440000 sec): 3 clusters Score: Raw -88983.150291 + Penalty 3321.116263 = -85662.034028 nChanged 13 SP:Iteration 7Q (3815.610000 sec): 3 clusters Score: Raw -89104.917899 + Penalty 3321.116263 = -85783.801636 nChanged 12 SP:Iteration 8Q (3815.800000 sec): 3 clusters Score: Raw -89272.519494 + Penalty 3321.116263 = -85951.403231 nChanged 13 SP:Iteration 9Q (3815.930000 sec): 3 clusters Score: Raw -89510.179667 + Penalty 3321.116263 = -86189.063405 nChanged 10 SP:Iteration 10Q (3816.100000 sec): 3 clusters Score: Raw -89828.810044 + Penalty 3321.116263 = -86507.693781 nChanged 3 SP:Iteration 11Q (3816.270000 sec): 3 clusters Score: Raw -89884.656262 + Penalty 3321.116263 = -86563.539999 nChanged 1 SP:Iteration 12Q (3816.430000 sec): 3 clusters Score: Raw -89889.453757 + Penalty 3321.116263 = -86568.337495 nChanged 1 SP:Iteration 13Q (3816.620000 sec): 3 clusters Score: Raw -89892.658360 + Penalty 3321.116263 = -86571.542098 nChanged 1 SP:Iteration 14Q (3816.810000 sec): 3 clusters Score: Raw -89896.471308 + Penalty 3321.116263 = -86575.355045 nChanged 0 SP:Iteration 15F (3816.990000 sec): 3 clusters Score: Raw -89896.471308 + Penalty 3321.116263 = -86575.355045 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3817.070000 sec): 2 clusters Score: Raw -38451.697814 + Penalty 1447.033063 = -37004.664751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.270000 sec): 3 clusters Score: Raw -38683.056799 + Penalty 2894.066126 = -35788.990673 nChanged 59 SP:Iteration 1F (3817.380000 sec): 3 clusters Score: Raw -38919.824134 + Penalty 2894.066126 = -36025.758008 nChanged 22 SP:Iteration 2F (3817.560000 sec): 3 clusters Score: Raw -39051.305328 + Penalty 2894.066126 = -36157.239202 nChanged 12 SP:Iteration 3Q (3817.770000 sec): 3 clusters Score: Raw -39115.780433 + Penalty 2894.066126 = -36221.714307 nChanged 6 SP:Iteration 4Q (3817.930000 sec): 3 clusters Score: Raw -39138.691843 + Penalty 2894.066126 = -36244.625717 nChanged 1 SP:Iteration 5Q (3818.100000 sec): 3 clusters Score: Raw -39141.814333 + Penalty 2894.066126 = -36247.748207 nChanged 1 SP:Iteration 6Q (3818.220000 sec): 3 clusters Score: Raw -39147.928153 + Penalty 2894.066126 = -36253.862028 nChanged 1 SP:Iteration 7Q (3818.490000 sec): 3 clusters Score: Raw -39150.874548 + Penalty 2894.066126 = -36256.808422 nChanged 0 SP:Iteration 8F (3818.710000 sec): 3 clusters Score: Raw -39150.874548 + Penalty 2894.066126 = -36256.808422 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3818.770000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3818.980000 sec): 3 clusters Score: Raw -71814.016238 + Penalty 3104.752406 = -68709.263831 nChanged 84 SP:Iteration 1F (3819.160000 sec): 3 clusters Score: Raw -71971.502841 + Penalty 3104.752406 = -68866.750435 nChanged 18 SP:Iteration 2Q (3819.350000 sec): 3 clusters Score: Raw -72012.641310 + Penalty 3104.752406 = -68907.888904 nChanged 12 SP:Iteration 3Q (3819.560000 sec): 3 clusters Score: Raw -72040.699220 + Penalty 3104.752406 = -68935.946814 nChanged 9 SP:Iteration 4Q (3819.720000 sec): 3 clusters Score: Raw -72062.856539 + Penalty 3104.752406 = -68958.104133 nChanged 2 SP:Iteration 5Q (3819.880000 sec): 3 clusters Score: Raw -72066.435682 + Penalty 3104.752406 = -68961.683275 nChanged 5 SP:Iteration 6Q (3820.070000 sec): 3 clusters Score: Raw -72074.294947 + Penalty 3104.752406 = -68969.542540 nChanged 3 SP:Iteration 7Q (3820.230000 sec): 3 clusters Score: Raw -72082.953813 + Penalty 3104.752406 = -68978.201407 nChanged 2 SP:Iteration 8Q (3820.380000 sec): 3 clusters Score: Raw -72086.043840 + Penalty 3104.752406 = -68981.291434 nChanged 2 SP:Iteration 9Q (3820.540000 sec): 3 clusters Score: Raw -72089.450098 + Penalty 3104.752406 = -68984.697692 nChanged 0 SP:Iteration 10F (3820.710000 sec): 3 clusters Score: Raw -72089.450098 + Penalty 3104.752406 = -68984.697692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.800000 sec): 2 clusters Score: Raw -89358.119222 + Penalty 1606.289146 = -87751.830076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.970000 sec): 3 clusters Score: Raw -89292.711306 + Penalty 3212.578292 = -86080.133014 nChanged 110 SP:Iteration 1F (3821.160000 sec): 3 clusters Score: Raw -89473.922524 + Penalty 3212.578292 = -86261.344232 nChanged 33 SP:Iteration 2F (3821.370000 sec): 3 clusters Score: Raw -89539.925849 + Penalty 3212.578292 = -86327.347557 nChanged 17 SP:Iteration 3Q (3821.580000 sec): 3 clusters Score: Raw -89576.745823 + Penalty 3212.578292 = -86364.167531 nChanged 12 SP:Iteration 4Q (3821.750000 sec): 3 clusters Score: Raw -89597.923854 + Penalty 3212.578292 = -86385.345562 nChanged 5 SP:Iteration 5Q (3821.950000 sec): 3 clusters Score: Raw -89607.804345 + Penalty 3212.578292 = -86395.226053 nChanged 4 SP:Iteration 6Q (3822.170000 sec): 3 clusters Score: Raw -89619.314092 + Penalty 3212.578292 = -86406.735800 nChanged 5 SP:Iteration 7Q (3822.330000 sec): 3 clusters Score: Raw -89630.715116 + Penalty 3212.578292 = -86418.136824 nChanged 1 SP:Iteration 8Q (3822.520000 sec): 3 clusters Score: Raw -89633.005234 + Penalty 3212.578292 = -86420.426942 nChanged 1 SP:Iteration 9Q (3822.710000 sec): 3 clusters Score: Raw -89636.682353 + Penalty 3212.578292 = -86424.104061 nChanged 1 SP:Iteration 10Q (3822.800000 sec): 3 clusters Score: Raw -89638.857471 + Penalty 3212.578292 = -86426.279179 nChanged 1 SP:Iteration 11Q (3822.940000 sec): 3 clusters Score: Raw -89641.176230 + Penalty 3212.578292 = -86428.597938 nChanged 0 SP:Iteration 12F (3823.200000 sec): 3 clusters Score: Raw -89641.176230 + Penalty 3212.578292 = -86428.597938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3823.250000 sec): 2 clusters Score: Raw -42502.597272 + Penalty 1512.879100 = -40989.718171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3823.470000 sec): 3 clusters Score: Raw -42772.375105 + Penalty 3025.758200 = -39746.616904 nChanged 126 SP:Iteration 1F (3823.610000 sec): 3 clusters Score: Raw -43559.897159 + Penalty 3025.758200 = -40534.138958 nChanged 43 SP:Iteration 2F (3823.830000 sec): 3 clusters Score: Raw -43971.605236 + Penalty 3025.758200 = -40945.847036 nChanged 25 SP:Iteration 3F (3824.090000 sec): 3 clusters Score: Raw -44234.240029 + Penalty 3025.758200 = -41208.481829 nChanged 10 SP:Iteration 4Q (3824.280000 sec): 3 clusters Score: Raw -44360.048453 + Penalty 3025.758200 = -41334.290253 nChanged 8 SP:Iteration 5Q (3824.450000 sec): 3 clusters Score: Raw -44514.203865 + Penalty 3025.758200 = -41488.445665 nChanged 2 SP:Iteration 6Q (3824.690000 sec): 3 clusters Score: Raw -44615.713637 + Penalty 3025.758200 = -41589.955437 nChanged 0 SP:Iteration 7F (3824.870000 sec): 3 clusters Score: Raw -44615.713637 + Penalty 3025.758200 = -41589.955437 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3825.020000 sec): 2 clusters Score: Raw -277105.829642 + Penalty 1898.536880 = -275207.292762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3825.230000 sec): 3 clusters Score: Raw -276374.259834 + Penalty 3797.073760 = -272577.186074 nChanged 634 SP:Iteration 1F (3825.480000 sec): 3 clusters Score: Raw -276870.701165 + Penalty 3797.073760 = -273073.627405 nChanged 154 SP:Iteration 2F (3825.670000 sec): 3 clusters Score: Raw -276998.873792 + Penalty 3797.073760 = -273201.800032 nChanged 84 SP:Iteration 3Q (3825.910000 sec): 3 clusters Score: Raw -277072.322531 + Penalty 3797.073760 = -273275.248771 nChanged 53 SP:Iteration 4Q (3826.130000 sec): 3 clusters Score: Raw -277123.248787 + Penalty 3797.073760 = -273326.175027 nChanged 51 SP:Iteration 5Q (3826.370000 sec): 3 clusters Score: Raw -277173.831046 + Penalty 3797.073760 = -273376.757287 nChanged 48 SP:Iteration 6Q (3826.610000 sec): 3 clusters Score: Raw -277219.800658 + Penalty 3797.073760 = -273422.726899 nChanged 38 SP:Iteration 7Q (3826.790000 sec): 3 clusters Score: Raw -277256.260139 + Penalty 3797.073760 = -273459.186379 nChanged 34 SP:Iteration 8Q (3826.970000 sec): 3 clusters Score: Raw -277280.096029 + Penalty 3797.073760 = -273483.022269 nChanged 30 SP:Iteration 9Q (3827.120000 sec): 3 clusters Score: Raw -277300.065814 + Penalty 3797.073760 = -273502.992054 nChanged 24 SP:Iteration 10Q (3827.250000 sec): 3 clusters Score: Raw -277319.261605 + Penalty 3797.073760 = -273522.187846 nChanged 22 SP:Iteration 11Q (3827.410000 sec): 3 clusters Score: Raw -277331.640527 + Penalty 3797.073760 = -273534.566768 nChanged 24 SP:Iteration 12Q (3827.570000 sec): 3 clusters Score: Raw -277344.180326 + Penalty 3797.073760 = -273547.106566 nChanged 21 SP:Iteration 13Q (3827.740000 sec): 3 clusters Score: Raw -277357.321433 + Penalty 3797.073760 = -273560.247673 nChanged 16 SP:Iteration 14Q (3827.960000 sec): 3 clusters Score: Raw -277365.719344 + Penalty 3797.073760 = -273568.645585 nChanged 13 SP:Iteration 15Q (3828.190000 sec): 3 clusters Score: Raw -277373.218997 + Penalty 3797.073760 = -273576.145237 nChanged 18 SP:Iteration 16Q (3828.420000 sec): 3 clusters Score: Raw -277383.285837 + Penalty 3797.073760 = -273586.212077 nChanged 15 SP:Iteration 17Q (3828.610000 sec): 3 clusters Score: Raw -277395.342921 + Penalty 3797.073760 = -273598.269162 nChanged 20 SP:Iteration 18Q (3828.790000 sec): 3 clusters Score: Raw -277407.783086 + Penalty 3797.073760 = -273610.709327 nChanged 21 SP:Iteration 19Q (3828.960000 sec): 3 clusters Score: Raw -277420.079442 + Penalty 3797.073760 = -273623.005682 nChanged 22 SP:Iteration 20F (3829.120000 sec): 3 clusters Score: Raw -277433.217281 + Penalty 3797.073760 = -273636.143521 nChanged 24 SP:Iteration 21Q (3829.290000 sec): 3 clusters Score: Raw -277453.859001 + Penalty 3797.073760 = -273656.785242 nChanged 27 SP:Iteration 22Q (3829.460000 sec): 3 clusters Score: Raw -277474.363516 + Penalty 3797.073760 = -273677.289756 nChanged 27 SP:Iteration 23Q (3829.630000 sec): 3 clusters Score: Raw -277489.066605 + Penalty 3797.073760 = -273691.992845 nChanged 15 SP:Iteration 24Q (3829.800000 sec): 3 clusters Score: Raw -277500.592037 + Penalty 3797.073760 = -273703.518277 nChanged 16 SP:Iteration 25Q (3830.020000 sec): 3 clusters Score: Raw -277513.912679 + Penalty 3797.073760 = -273716.838919 nChanged 10 SP:Iteration 26Q (3830.190000 sec): 3 clusters Score: Raw -277520.344743 + Penalty 3797.073760 = -273723.270983 nChanged 16 SP:Iteration 27Q (3830.380000 sec): 3 clusters Score: Raw -277528.004001 + Penalty 3797.073760 = -273730.930242 nChanged 10 SP:Iteration 28Q (3830.570000 sec): 3 clusters Score: Raw -277536.155776 + Penalty 3797.073760 = -273739.082016 nChanged 14 SP:Iteration 29Q (3830.800000 sec): 3 clusters Score: Raw -277547.273270 + Penalty 3797.073760 = -273750.199511 nChanged 17 SP:Iteration 30Q (3831.020000 sec): 3 clusters Score: Raw -277566.178777 + Penalty 3797.073760 = -273769.105017 nChanged 19 SP:Iteration 31Q (3831.230000 sec): 3 clusters Score: Raw -277587.608189 + Penalty 3797.073760 = -273790.534429 nChanged 26 SP:Iteration 32Q (3831.470000 sec): 3 clusters Score: Raw -277612.997885 + Penalty 3797.073760 = -273815.924125 nChanged 26 SP:Iteration 33Q (3831.650000 sec): 3 clusters Score: Raw -277645.245136 + Penalty 3797.073760 = -273848.171376 nChanged 31 SP:Iteration 34Q (3831.900000 sec): 3 clusters Score: Raw -277675.293045 + Penalty 3797.073760 = -273878.219285 nChanged 29 SP:Iteration 35Q (3832.110000 sec): 3 clusters Score: Raw -277701.634462 + Penalty 3797.073760 = -273904.560703 nChanged 25 SP:Iteration 36Q (3832.250000 sec): 3 clusters Score: Raw -277725.534621 + Penalty 3797.073760 = -273928.460861 nChanged 24 SP:Iteration 37Q (3832.430000 sec): 3 clusters Score: Raw -277742.420890 + Penalty 3797.073760 = -273945.347130 nChanged 22 SP:Iteration 38Q (3832.590000 sec): 3 clusters Score: Raw -277758.338759 + Penalty 3797.073760 = -273961.265000 nChanged 20 SP:Iteration 39Q (3832.740000 sec): 3 clusters Score: Raw -277775.285199 + Penalty 3797.073760 = -273978.211439 nChanged 17 SP:Iteration 40F (3832.890000 sec): 3 clusters Score: Raw -277791.985464 + Penalty 3797.073760 = -273994.911704 nChanged 15 SP:Iteration 41Q (3833.040000 sec): 3 clusters Score: Raw -277803.386842 + Penalty 3797.073760 = -274006.313082 nChanged 12 SP:Iteration 42Q (3833.210000 sec): 3 clusters Score: Raw -277814.191645 + Penalty 3797.073760 = -274017.117885 nChanged 7 SP:Iteration 43Q (3833.370000 sec): 3 clusters Score: Raw -277819.109307 + Penalty 3797.073760 = -274022.035547 nChanged 8 SP:Iteration 44Q (3833.550000 sec): 3 clusters Score: Raw -277827.689068 + Penalty 3797.073760 = -274030.615309 nChanged 7 SP:Iteration 45Q (3833.750000 sec): 3 clusters Score: Raw -277833.028947 + Penalty 3797.073760 = -274035.955187 nChanged 10 SP:Iteration 46Q (3833.950000 sec): 3 clusters Score: Raw -277841.568802 + Penalty 3797.073760 = -274044.495042 nChanged 8 SP:Iteration 47Q (3834.140000 sec): 3 clusters Score: Raw -277846.187943 + Penalty 3797.073760 = -274049.114184 nChanged 6 SP:Iteration 48Q (3834.360000 sec): 3 clusters Score: Raw -277850.953593 + Penalty 3797.073760 = -274053.879833 nChanged 6 SP:Iteration 49Q (3834.580000 sec): 3 clusters Score: Raw -277857.063996 + Penalty 3797.073760 = -274059.990236 nChanged 8 SP:Iteration 50Q (3834.780000 sec): 3 clusters Score: Raw -277861.908030 + Penalty 3797.073760 = -274064.834270 nChanged 8 SP:Iteration 51Q (3834.960000 sec): 3 clusters Score: Raw -277869.324552 + Penalty 3797.073760 = -274072.250792 nChanged 9 SP:Iteration 52Q (3835.120000 sec): 3 clusters Score: Raw -277876.577966 + Penalty 3797.073760 = -274079.504206 nChanged 1 SP:Iteration 53Q (3835.260000 sec): 3 clusters Score: Raw -277877.205262 + Penalty 3797.073760 = -274080.131502 nChanged 2 SP:Iteration 54Q (3835.440000 sec): 3 clusters Score: Raw -277878.336105 + Penalty 3797.073760 = -274081.262345 nChanged 2 SP:Iteration 55Q (3835.630000 sec): 3 clusters Score: Raw -277879.220752 + Penalty 3797.073760 = -274082.146992 nChanged 0 SP:Iteration 56F (3835.810000 sec): 3 clusters Score: Raw -277879.220752 + Penalty 3797.073760 = -274082.146992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3835.890000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3836.110000 sec): 3 clusters Score: Raw -32514.124834 + Penalty 2697.287337 = -29816.837496 nChanged 15 SP:Iteration 1F (3836.310000 sec): 3 clusters Score: Raw -32586.488542 + Penalty 2697.287337 = -29889.201205 nChanged 3 SP:Iteration 2Q (3836.460000 sec): 3 clusters Score: Raw -32607.142988 + Penalty 2697.287337 = -29909.855650 nChanged 0 SP:Iteration 3F (3836.700000 sec): 3 clusters Score: Raw -32607.142988 + Penalty 2697.287337 = -29909.855650 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3836.780000 sec): 2 clusters Score: Raw -19469.480959 + Penalty 1282.280031 = -18187.200929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3836.990000 sec): 3 clusters Score: Raw -19824.326784 + Penalty 2564.560062 = -17259.766722 nChanged 13 SP:Iteration 1F (3837.150000 sec): 3 clusters Score: Raw -19878.016511 + Penalty 2564.560062 = -17313.456450 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.200000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.350000 sec): 3 clusters Score: Raw -16176.244783 + Penalty 2366.259574 = -13809.985209 nChanged 1 SP:Iteration 1Q (3837.500000 sec): 3 clusters Score: Raw -16178.927685 + Penalty 2366.259574 = -13812.668112 nChanged 0 SP:Iteration 2F (3837.600000 sec): 3 clusters Score: Raw -16178.927685 + Penalty 2366.259574 = -13812.668112 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.700000 sec): 2 clusters Score: Raw -66950.571015 + Penalty 1541.222808 = -65409.348207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.860000 sec): 3 clusters Score: Raw -66950.392068 + Penalty 3082.445617 = -63867.946451 nChanged 91 SP:Iteration 1F (3838.100000 sec): 3 clusters Score: Raw -67118.330893 + Penalty 3082.445617 = -64035.885276 nChanged 21 SP:Iteration 2Q (3838.280000 sec): 3 clusters Score: Raw -67180.389532 + Penalty 3082.445617 = -64097.943915 nChanged 11 SP:Iteration 3Q (3838.460000 sec): 3 clusters Score: Raw -67229.733716 + Penalty 3082.445617 = -64147.288099 nChanged 12 SP:Iteration 4Q (3838.570000 sec): 3 clusters Score: Raw -67282.131479 + Penalty 3082.445617 = -64199.685862 nChanged 16 SP:Iteration 5Q (3838.740000 sec): 3 clusters Score: Raw -67334.044593 + Penalty 3082.445617 = -64251.598976 nChanged 8 SP:Iteration 6Q (3838.900000 sec): 3 clusters Score: Raw -67366.402196 + Penalty 3082.445617 = -64283.956579 nChanged 8 SP:Iteration 7Q (3839.010000 sec): 3 clusters Score: Raw -67386.565688 + Penalty 3082.445617 = -64304.120071 nChanged 3 SP:Iteration 8Q (3839.160000 sec): 3 clusters Score: Raw -67392.558485 + Penalty 3082.445617 = -64310.112868 nChanged 0 SP:Iteration 9F (3839.320000 sec): 3 clusters Score: Raw -67392.558485 + Penalty 3082.445617 = -64310.112868 nChanged 0 Iteration 99Q (3848.950000 sec): 30 clusters Score: Raw -36295999.919864 + Penalty 89908.644199 = -36206091.275665 nChanged 64 Iteration 100F (3864.870000 sec): 30 clusters Score: Raw -36297013.175672 + Penalty 89908.644199 = -36207104.531473 nChanged 74 Iteration 101Q (3873.380000 sec): 30 clusters Score: Raw -36297361.164757 + Penalty 89908.644199 = -36207452.520558 nChanged 48 Iteration 102Q (3882.200000 sec): 30 clusters Score: Raw -36297389.704659 + Penalty 89908.644199 = -36207481.060461 nChanged 42 Iteration 103Q (3894.530000 sec): 30 clusters Score: Raw -36297408.456625 + Penalty 89908.644199 = -36207499.812426 nChanged 37 Iteration 104Q (3904.660000 sec): 30 clusters Score: Raw -36297420.583966 + Penalty 89908.644199 = -36207511.939768 nChanged 23 Iteration 105Q (3913.630000 sec): 30 clusters Score: Raw -36297428.527161 + Penalty 89908.644199 = -36207519.882963 nChanged 27 Iteration 106Q (3922.750000 sec): 30 clusters Score: Raw -36297439.089996 + Penalty 89908.644199 = -36207530.445797 nChanged 34 Iteration 107Q (3931.700000 sec): 30 clusters Score: Raw -36297448.194277 + Penalty 89908.644199 = -36207539.550078 nChanged 33 Iteration 108Q (3940.600000 sec): 30 clusters Score: Raw -36297453.835896 + Penalty 89908.644199 = -36207545.191697 nChanged 25 Iteration 109Q (3950.590000 sec): 30 clusters Score: Raw -36297458.942062 + Penalty 89908.644199 = -36207550.297863 nChanged 31 Iteration 110Q (3959.630000 sec): 30 clusters Score: Raw -36297462.494446 + Penalty 89908.644199 = -36207553.850247 nChanged 29 Iteration 111Q (3967.900000 sec): 30 clusters Score: Raw -36297464.253950 + Penalty 89908.644199 = -36207555.609751 nChanged 28 Iteration 112Q (3975.770000 sec): 30 clusters Score: Raw -36297465.710385 + Penalty 89908.644199 = -36207557.066186 nChanged 26 Iteration 113Q (3984.800000 sec): 30 clusters Score: Raw -36297467.175030 + Penalty 89908.644199 = -36207558.530831 nChanged 26 Iteration 114Q (3993.620000 sec): 30 clusters Score: Raw -36297468.604768 + Penalty 89908.644199 = -36207559.960569 nChanged 24 Iteration 115Q (4003.000000 sec): 30 clusters Score: Raw -36297469.485899 + Penalty 89908.644199 = -36207560.841701 nChanged 17 Iteration 116Q (4014.910000 sec): 30 clusters Score: Raw -36297470.341927 + Penalty 89908.644199 = -36207561.697728 nChanged 10 Iteration 117Q (4023.740000 sec): 30 clusters Score: Raw -36297471.165976 + Penalty 89908.644199 = -36207562.521777 nChanged 8 Iteration 118Q (4032.850000 sec): 30 clusters Score: Raw -36297471.631438 + Penalty 89908.644199 = -36207562.987239 nChanged 3 Iteration 119Q (4042.180000 sec): 30 clusters Score: Raw -36297471.752468 + Penalty 89908.644199 = -36207563.108270 nChanged 8 Iteration 120F (4058.690000 sec): 30 clusters Score: Raw -36297533.679158 + Penalty 89908.644199 = -36207625.034960 nChanged 18 Iteration 121Q (4067.970000 sec): 30 clusters Score: Raw -36297655.773103 + Penalty 89908.644199 = -36207747.128904 nChanged 20 Iteration 122Q (4077.800000 sec): 30 clusters Score: Raw -36297718.570359 + Penalty 89908.644199 = -36207809.926161 nChanged 19 Iteration 123Q (4087.390000 sec): 30 clusters Score: Raw -36297726.671349 + Penalty 89908.644199 = -36207818.027150 nChanged 16 Iteration 124Q (4096.170000 sec): 30 clusters Score: Raw -36297730.279829 + Penalty 89908.644199 = -36207821.635630 nChanged 17 Iteration 125Q (4105.440000 sec): 30 clusters Score: Raw -36297733.140626 + Penalty 89908.644199 = -36207824.496427 nChanged 15 Iteration 126Q (4114.460000 sec): 30 clusters Score: Raw -36297734.113730 + Penalty 89908.644199 = -36207825.469532 nChanged 17 Iteration 127Q (4124.120000 sec): 30 clusters Score: Raw -36297734.988655 + Penalty 89908.644199 = -36207826.344457 nChanged 13 Iteration 128Q (4135.710000 sec): 30 clusters Score: Raw -36297735.576080 + Penalty 89908.644199 = -36207826.931881 nChanged 12 Iteration 129Q (4145.790000 sec): 30 clusters Score: Raw -36297736.069687 + Penalty 89908.644199 = -36207827.425488 nChanged 11 Iteration 130Q (4155.660000 sec): 30 clusters Score: Raw -36297736.373392 + Penalty 89908.644199 = -36207827.729194 nChanged 11 Iteration 131Q (4165.820000 sec): 30 clusters Score: Raw -36297737.324122 + Penalty 89908.644199 = -36207828.679923 nChanged 15 Iteration 132Q (4175.510000 sec): 30 clusters Score: Raw -36297739.018987 + Penalty 89908.644199 = -36207830.374789 nChanged 26 Iteration 133Q (4184.540000 sec): 30 clusters Score: Raw -36297741.381784 + Penalty 89908.644199 = -36207832.737585 nChanged 29 Iteration 134Q (4194.390000 sec): 30 clusters Score: Raw -36297744.676682 + Penalty 89908.644199 = -36207836.032483 nChanged 31 Iteration 135Q (4203.210000 sec): 30 clusters Score: Raw -36297749.584754 + Penalty 89908.644199 = -36207840.940555 nChanged 36 Iteration 136Q (4213.180000 sec): 30 clusters Score: Raw -36297760.189501 + Penalty 89908.644199 = -36207851.545303 nChanged 31 Iteration 137Q (4222.380000 sec): 30 clusters Score: Raw -36297763.615949 + Penalty 89908.644199 = -36207854.971750 nChanged 28 Iteration 138Q (4232.230000 sec): 30 clusters Score: Raw -36297766.591644 + Penalty 89908.644199 = -36207857.947445 nChanged 29 Writing temp clu file Because OldScore, -36207854.971750, is greater than current (better) Score,-36207857.947445 Compute initial score before splitting: Score: Raw -36297766.591644 + Penalty 89908.644199 = -36207857.947445 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4232.320000 sec): 2 clusters Score: Raw -113983.120755 + Penalty 1661.170477 = -112321.950278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4232.460000 sec): 3 clusters Score: Raw -113850.035653 + Penalty 3322.340955 = -110527.694698 nChanged 165 SP:Iteration 1F (4232.660000 sec): 3 clusters Score: Raw -114050.789486 + Penalty 3322.340955 = -110728.448531 nChanged 38 SP:Iteration 2Q (4232.850000 sec): 3 clusters Score: Raw -114105.665518 + Penalty 3322.340955 = -110783.324563 nChanged 16 SP:Iteration 3Q (4233.030000 sec): 3 clusters Score: Raw -114129.954290 + Penalty 3322.340955 = -110807.613335 nChanged 14 SP:Iteration 4Q (4233.240000 sec): 3 clusters Score: Raw -114155.518975 + Penalty 3322.340955 = -110833.178020 nChanged 6 SP:Iteration 5Q (4233.460000 sec): 3 clusters Score: Raw -114163.805301 + Penalty 3322.340955 = -110841.464346 nChanged 4 SP:Iteration 6Q (4233.680000 sec): 3 clusters Score: Raw -114168.940266 + Penalty 3322.340955 = -110846.599311 nChanged 1 SP:Iteration 7Q (4233.870000 sec): 3 clusters Score: Raw -114170.273670 + Penalty 3322.340955 = -110847.932715 nChanged 3 SP:Iteration 8Q (4234.050000 sec): 3 clusters Score: Raw -114174.752712 + Penalty 3322.340955 = -110852.411757 nChanged 2 SP:Iteration 9Q (4234.310000 sec): 3 clusters Score: Raw -114178.996698 + Penalty 3322.340955 = -110856.655743 nChanged 3 SP:Iteration 10Q (4234.520000 sec): 3 clusters Score: Raw -114183.449279 + Penalty 3322.340955 = -110861.108324 nChanged 4 SP:Iteration 11Q (4234.680000 sec): 3 clusters Score: Raw -114189.052851 + Penalty 3322.340955 = -110866.711896 nChanged 2 SP:Iteration 12Q (4234.960000 sec): 3 clusters Score: Raw -114191.030073 + Penalty 3322.340955 = -110868.689118 nChanged 1 SP:Iteration 13Q (4235.140000 sec): 3 clusters Score: Raw -114192.105360 + Penalty 3322.340955 = -110869.764405 nChanged 1 SP:Iteration 14Q (4235.400000 sec): 3 clusters Score: Raw -114192.739745 + Penalty 3322.340955 = -110870.398790 nChanged 0 SP:Iteration 15F (4235.560000 sec): 3 clusters Score: Raw -114192.739745 + Penalty 3322.340955 = -110870.398790 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4235.620000 sec): 2 clusters Score: Raw -93296.047194 + Penalty 1639.452619 = -91656.594575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4235.850000 sec): 3 clusters Score: Raw -93282.939874 + Penalty 3278.905238 = -90004.034636 nChanged 188 SP:Iteration 1F (4236.050000 sec): 3 clusters Score: Raw -93672.378729 + Penalty 3278.905238 = -90393.473491 nChanged 70 SP:Iteration 2F (4236.310000 sec): 3 clusters Score: Raw -94012.424523 + Penalty 3278.905238 = -90733.519285 nChanged 75 SP:Iteration 3F (4236.480000 sec): 3 clusters Score: Raw -94264.140511 + Penalty 3278.905238 = -90985.235273 nChanged 48 SP:Iteration 4F (4236.640000 sec): 3 clusters Score: Raw -94495.764667 + Penalty 3278.905238 = -91216.859429 nChanged 39 SP:Iteration 5F (4236.870000 sec): 3 clusters Score: Raw -94677.926863 + Penalty 3278.905238 = -91399.021625 nChanged 18 SP:Iteration 6Q (4237.080000 sec): 3 clusters Score: Raw -94766.339646 + Penalty 3278.905238 = -91487.434408 nChanged 8 SP:Iteration 7Q (4237.290000 sec): 3 clusters Score: Raw -94792.128715 + Penalty 3278.905238 = -91513.223477 nChanged 8 SP:Iteration 8Q (4237.460000 sec): 3 clusters Score: Raw -94811.184662 + Penalty 3278.905238 = -91532.279424 nChanged 2 SP:Iteration 9Q (4237.650000 sec): 3 clusters Score: Raw -94814.515467 + Penalty 3278.905238 = -91535.610229 nChanged 2 SP:Iteration 10Q (4237.810000 sec): 3 clusters Score: Raw -94819.576248 + Penalty 3278.905238 = -91540.671009 nChanged 1 SP:Iteration 11Q (4237.970000 sec): 3 clusters Score: Raw -94822.433525 + Penalty 3278.905238 = -91543.528287 nChanged 0 SP:Iteration 12F (4238.150000 sec): 3 clusters Score: Raw -94822.433525 + Penalty 3278.905238 = -91543.528287 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4238.290000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4238.450000 sec): 3 clusters Score: Raw -42031.378183 + Penalty 2886.761133 = -39144.617049 nChanged 50 SP:Iteration 1F (4238.640000 sec): 3 clusters Score: Raw -42175.917464 + Penalty 2886.761133 = -39289.156330 nChanged 8 SP:Iteration 2Q (4238.840000 sec): 3 clusters Score: Raw -42199.234650 + Penalty 2886.761133 = -39312.473517 nChanged 4 SP:Iteration 3Q (4238.990000 sec): 3 clusters Score: Raw -42216.924595 + Penalty 2886.761133 = -39330.163461 nChanged 2 SP:Iteration 4Q (4239.210000 sec): 3 clusters Score: Raw -42223.682185 + Penalty 2886.761133 = -39336.921052 nChanged 1 SP:Iteration 5Q (4239.440000 sec): 3 clusters Score: Raw -42237.785157 + Penalty 2886.761133 = -39351.024024 nChanged 1 SP:Iteration 6Q (4239.630000 sec): 3 clusters Score: Raw -42239.308419 + Penalty 2886.761133 = -39352.547286 nChanged 1 SP:Iteration 7Q (4239.830000 sec): 3 clusters Score: Raw -42241.750283 + Penalty 2886.761133 = -39354.989150 nChanged 2 SP:Iteration 8Q (4240.020000 sec): 3 clusters Score: Raw -42245.835834 + Penalty 2886.761133 = -39359.074701 nChanged 0 SP:Iteration 9F (4240.190000 sec): 3 clusters Score: Raw -42245.835834 + Penalty 2886.761133 = -39359.074701 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (17670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4240.430000 sec): 2 clusters Score: Raw -2405515.196396 + Penalty 2425.346644 = -2403089.849752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4240.740000 sec): 3 clusters Score: Raw -2395325.163744 + Penalty 4850.693288 = -2390474.470455 nChanged 7729 SP:Iteration 1F (4241.100000 sec): 3 clusters Score: Raw -2399408.844137 + Penalty 4850.693288 = -2394558.150848 nChanged 992 SP:Iteration 2F (4241.420000 sec): 3 clusters Score: Raw -2399839.491228 + Penalty 4850.693288 = -2394988.797940 nChanged 904 SP:Iteration 3F (4241.740000 sec): 3 clusters Score: Raw -2400247.615371 + Penalty 4850.693288 = -2395396.922083 nChanged 875 SP:Iteration 4Q (4242.070000 sec): 3 clusters Score: Raw -2400700.328717 + Penalty 4850.693288 = -2395849.635429 nChanged 991 SP:Iteration 5F (4242.320000 sec): 3 clusters Score: Raw -2401312.320399 + Penalty 4850.693288 = -2396461.627110 nChanged 1130 SP:Iteration 6F (4242.650000 sec): 3 clusters Score: Raw -2402124.624512 + Penalty 4850.693288 = -2397273.931224 nChanged 1202 SP:Iteration 7F (4242.920000 sec): 3 clusters Score: Raw -2403119.833287 + Penalty 4850.693288 = -2398269.139998 nChanged 1069 SP:Iteration 8F (4243.210000 sec): 3 clusters Score: Raw -2404084.191872 + Penalty 4850.693288 = -2399233.498583 nChanged 788 SP:Iteration 9Q (4243.480000 sec): 3 clusters Score: Raw -2404819.489627 + Penalty 4850.693288 = -2399968.796339 nChanged 467 SP:Iteration 10Q (4243.840000 sec): 3 clusters Score: Raw -2405260.257516 + Penalty 4850.693288 = -2400409.564228 nChanged 213 SP:Iteration 11Q (4244.120000 sec): 3 clusters Score: Raw -2405468.952399 + Penalty 4850.693288 = -2400618.259110 nChanged 116 SP:Iteration 12Q (4244.460000 sec): 3 clusters Score: Raw -2405591.888011 + Penalty 4850.693288 = -2400741.194722 nChanged 67 SP:Iteration 13Q (4244.740000 sec): 3 clusters Score: Raw -2405695.941037 + Penalty 4850.693288 = -2400845.247749 nChanged 36 SP:Iteration 14Q (4245.010000 sec): 3 clusters Score: Raw -2405741.361932 + Penalty 4850.693288 = -2400890.668644 nChanged 15 SP:Iteration 15Q (4245.300000 sec): 3 clusters Score: Raw -2405763.690538 + Penalty 4850.693288 = -2400912.997250 nChanged 17 SP:Iteration 16Q (4245.560000 sec): 3 clusters Score: Raw -2405787.386193 + Penalty 4850.693288 = -2400936.692905 nChanged 11 SP:Iteration 17Q (4245.850000 sec): 3 clusters Score: Raw -2405799.317529 + Penalty 4850.693288 = -2400948.624241 nChanged 7 SP:Iteration 18Q (4246.100000 sec): 3 clusters Score: Raw -2405806.627627 + Penalty 4850.693288 = -2400955.934338 nChanged 6 SP:Iteration 19Q (4246.340000 sec): 3 clusters Score: Raw -2405812.849962 + Penalty 4850.693288 = -2400962.156673 nChanged 4 SP:Iteration 20F (4246.660000 sec): 3 clusters Score: Raw -2405816.193705 + Penalty 4850.693288 = -2400965.500416 nChanged 1 SP:Iteration 21Q (4246.890000 sec): 3 clusters Score: Raw -2405817.149578 + Penalty 4850.693288 = -2400966.456290 nChanged 2 SP:Iteration 22Q (4247.170000 sec): 3 clusters Score: Raw -2405819.918632 + Penalty 4850.693288 = -2400969.225344 nChanged 1 SP:Iteration 23Q (4247.480000 sec): 3 clusters Score: Raw -2405820.666332 + Penalty 4850.693288 = -2400969.973044 nChanged 0 SP:Iteration 24F (4247.810000 sec): 3 clusters Score: Raw -2405820.666332 + Penalty 4850.693288 = -2400969.973044 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4247.890000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4248.060000 sec): 3 clusters Score: Raw -42182.714702 + Penalty 2861.087214 = -39321.627488 nChanged 35 SP:Iteration 1F (4248.280000 sec): 3 clusters Score: Raw -42287.134767 + Penalty 2861.087214 = -39426.047553 nChanged 6 SP:Iteration 2Q (4248.460000 sec): 3 clusters Score: Raw -42304.954076 + Penalty 2861.087214 = -39443.866862 nChanged 5 SP:Iteration 3Q (4248.650000 sec): 3 clusters Score: Raw -42324.644414 + Penalty 2861.087214 = -39463.557200 nChanged 4 SP:Iteration 4Q (4248.820000 sec): 3 clusters Score: Raw -42337.259302 + Penalty 2861.087214 = -39476.172088 nChanged 2 SP:Iteration 5Q (4249.020000 sec): 3 clusters Score: Raw -42343.696150 + Penalty 2861.087214 = -39482.608936 nChanged 0 SP:Iteration 6F (4249.150000 sec): 3 clusters Score: Raw -42343.696150 + Penalty 2861.087214 = -39482.608936 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.280000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.440000 sec): 3 clusters Score: Raw -26767.246968 + Penalty 2668.429087 = -24098.817881 nChanged 26 SP:Iteration 1F (4249.650000 sec): 3 clusters Score: Raw -26893.754645 + Penalty 2668.429087 = -24225.325558 nChanged 3 SP:Iteration 2Q (4249.820000 sec): 3 clusters Score: Raw -26905.550915 + Penalty 2668.429087 = -24237.121827 nChanged 0 SP:Iteration 3F (4250.020000 sec): 3 clusters Score: Raw -26905.550915 + Penalty 2668.429087 = -24237.121827 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4250.080000 sec): 2 clusters Score: Raw -28154.911380 + Penalty 1394.756342 = -26760.155038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4250.300000 sec): 3 clusters Score: Raw -28573.724501 + Penalty 2789.512683 = -25784.211818 nChanged 65 SP:Iteration 1F (4250.480000 sec): 3 clusters Score: Raw -28934.022046 + Penalty 2789.512683 = -26144.509363 nChanged 22 SP:Iteration 2F (4250.690000 sec): 3 clusters Score: Raw -29045.710074 + Penalty 2789.512683 = -26256.197391 nChanged 6 SP:Iteration 3Q (4250.850000 sec): 3 clusters Score: Raw -29140.185414 + Penalty 2789.512683 = -26350.672731 nChanged 3 SP:Iteration 4Q (4251.020000 sec): 3 clusters Score: Raw -29161.684131 + Penalty 2789.512683 = -26372.171448 nChanged 1 SP:Iteration 5Q (4251.230000 sec): 3 clusters Score: Raw -29166.320245 + Penalty 2789.512683 = -26376.807562 nChanged 1 SP:Iteration 6Q (4251.470000 sec): 3 clusters Score: Raw -29168.901690 + Penalty 2789.512683 = -26379.389007 nChanged 0 SP:Iteration 7F (4251.630000 sec): 3 clusters Score: Raw -29168.901690 + Penalty 2789.512683 = -26379.389007 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4251.680000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4251.890000 sec): 3 clusters Score: Raw -23987.212943 + Penalty 2597.275214 = -21389.937729 nChanged 15 SP:Iteration 1F (4252.080000 sec): 3 clusters Score: Raw -24056.703379 + Penalty 2597.275214 = -21459.428165 nChanged 1 SP:Iteration 2Q (4252.260000 sec): 3 clusters Score: Raw -24067.229370 + Penalty 2597.275214 = -21469.954156 nChanged 1 SP:Iteration 3Q (4252.400000 sec): 3 clusters Score: Raw -24076.032929 + Penalty 2597.275214 = -21478.757715 nChanged 2 SP:Iteration 4Q (4252.580000 sec): 3 clusters Score: Raw -24087.175598 + Penalty 2597.275214 = -21489.900385 nChanged 1 SP:Iteration 5Q (4252.800000 sec): 3 clusters Score: Raw -24090.861488 + Penalty 2597.275214 = -21493.586274 nChanged 0 SP:Iteration 6F (4252.910000 sec): 3 clusters Score: Raw -24090.861488 + Penalty 2597.275214 = -21493.586274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4253.050000 sec): 2 clusters Score: Raw -222695.379364 + Penalty 1854.305541 = -220841.073822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4253.210000 sec): 3 clusters Score: Raw -222068.085410 + Penalty 3708.611082 = -218359.474327 nChanged 555 SP:Iteration 1F (4253.410000 sec): 3 clusters Score: Raw -222541.372922 + Penalty 3708.611082 = -218832.761840 nChanged 152 SP:Iteration 2F (4253.650000 sec): 3 clusters Score: Raw -222750.051080 + Penalty 3708.611082 = -219041.439997 nChanged 107 SP:Iteration 3F (4253.810000 sec): 3 clusters Score: Raw -222876.945666 + Penalty 3708.611082 = -219168.334583 nChanged 80 SP:Iteration 4Q (4254.030000 sec): 3 clusters Score: Raw -222977.238088 + Penalty 3708.611082 = -219268.627006 nChanged 83 SP:Iteration 5Q (4254.260000 sec): 3 clusters Score: Raw -223107.141543 + Penalty 3708.611082 = -219398.530461 nChanged 87 SP:Iteration 6Q (4254.490000 sec): 3 clusters Score: Raw -223234.850501 + Penalty 3708.611082 = -219526.239419 nChanged 68 SP:Iteration 7Q (4254.630000 sec): 3 clusters Score: Raw -223328.441582 + Penalty 3708.611082 = -219619.830500 nChanged 65 SP:Iteration 8Q (4254.820000 sec): 3 clusters Score: Raw -223419.849106 + Penalty 3708.611082 = -219711.238024 nChanged 49 SP:Iteration 9Q (4254.990000 sec): 3 clusters Score: Raw -223485.813741 + Penalty 3708.611082 = -219777.202658 nChanged 43 SP:Iteration 10Q (4255.160000 sec): 3 clusters Score: Raw -223545.733145 + Penalty 3708.611082 = -219837.122063 nChanged 45 SP:Iteration 11Q (4255.350000 sec): 3 clusters Score: Raw -223615.827754 + Penalty 3708.611082 = -219907.216672 nChanged 40 SP:Iteration 12Q (4255.550000 sec): 3 clusters Score: Raw -223671.511131 + Penalty 3708.611082 = -219962.900049 nChanged 41 SP:Iteration 13Q (4255.770000 sec): 3 clusters Score: Raw -223743.030308 + Penalty 3708.611082 = -220034.419225 nChanged 31 SP:Iteration 14Q (4255.960000 sec): 3 clusters Score: Raw -223798.782060 + Penalty 3708.611082 = -220090.170977 nChanged 33 SP:Iteration 15Q (4256.140000 sec): 3 clusters Score: Raw -223878.710092 + Penalty 3708.611082 = -220170.099010 nChanged 24 SP:Iteration 16Q (4256.280000 sec): 3 clusters Score: Raw -223920.490161 + Penalty 3708.611082 = -220211.879079 nChanged 16 SP:Iteration 17Q (4256.510000 sec): 3 clusters Score: Raw -223954.158450 + Penalty 3708.611082 = -220245.547367 nChanged 10 SP:Iteration 18Q (4256.720000 sec): 3 clusters Score: Raw -223973.743486 + Penalty 3708.611082 = -220265.132403 nChanged 12 SP:Iteration 19Q (4256.900000 sec): 3 clusters Score: Raw -224003.265580 + Penalty 3708.611082 = -220294.654498 nChanged 7 SP:Iteration 20F (4257.050000 sec): 3 clusters Score: Raw -224015.309770 + Penalty 3708.611082 = -220306.698687 nChanged 4 SP:Iteration 21Q (4257.220000 sec): 3 clusters Score: Raw -224022.028964 + Penalty 3708.611082 = -220313.417882 nChanged 2 SP:Iteration 22Q (4257.390000 sec): 3 clusters Score: Raw -224031.180152 + Penalty 3708.611082 = -220322.569069 nChanged 3 SP:Iteration 23Q (4257.610000 sec): 3 clusters Score: Raw -224042.763336 + Penalty 3708.611082 = -220334.152254 nChanged 4 SP:Iteration 24Q (4257.790000 sec): 3 clusters Score: Raw -224051.905243 + Penalty 3708.611082 = -220343.294161 nChanged 3 SP:Iteration 25Q (4258.000000 sec): 3 clusters Score: Raw -224056.957638 + Penalty 3708.611082 = -220348.346556 nChanged 1 SP:Iteration 26Q (4258.160000 sec): 3 clusters Score: Raw -224057.977963 + Penalty 3708.611082 = -220349.366880 nChanged 0 SP:Iteration 27F (4258.400000 sec): 3 clusters Score: Raw -224065.117055 + Penalty 3708.611082 = -220356.505973 nChanged 1 SP:Iteration 28Q (4258.630000 sec): 3 clusters Score: Raw -224071.311810 + Penalty 3708.611082 = -220362.700728 nChanged 4 SP:Iteration 29Q (4258.820000 sec): 3 clusters Score: Raw -224078.956255 + Penalty 3708.611082 = -220370.345172 nChanged 5 SP:Iteration 30Q (4259.010000 sec): 3 clusters Score: Raw -224086.622134 + Penalty 3708.611082 = -220378.011052 nChanged 2 SP:Iteration 31Q (4259.170000 sec): 3 clusters Score: Raw -224097.172184 + Penalty 3708.611082 = -220388.561102 nChanged 2 SP:Iteration 32Q (4259.330000 sec): 3 clusters Score: Raw -224101.129901 + Penalty 3708.611082 = -220392.518819 nChanged 3 SP:Iteration 33Q (4259.490000 sec): 3 clusters Score: Raw -224108.469177 + Penalty 3708.611082 = -220399.858095 nChanged 4 SP:Iteration 34Q (4259.730000 sec): 3 clusters Score: Raw -224127.695172 + Penalty 3708.611082 = -220419.084089 nChanged 8 SP:Iteration 35Q (4259.920000 sec): 3 clusters Score: Raw -224138.921792 + Penalty 3708.611082 = -220430.310709 nChanged 3 SP:Iteration 36Q (4260.070000 sec): 3 clusters Score: Raw -224144.295806 + Penalty 3708.611082 = -220435.684724 nChanged 6 SP:Iteration 37Q (4260.270000 sec): 3 clusters Score: Raw -224161.050187 + Penalty 3708.611082 = -220452.439104 nChanged 6 SP:Iteration 38Q (4260.510000 sec): 3 clusters Score: Raw -224173.431331 + Penalty 3708.611082 = -220464.820249 nChanged 4 SP:Iteration 39Q (4260.690000 sec): 3 clusters Score: Raw -224181.232019 + Penalty 3708.611082 = -220472.620937 nChanged 1 SP:Iteration 40F (4260.890000 sec): 3 clusters Score: Raw -224184.285222 + Penalty 3708.611082 = -220475.674140 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4260.980000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4261.170000 sec): 3 clusters Score: Raw -71887.588536 + Penalty 3120.618293 = -68766.970243 nChanged 95 SP:Iteration 1F (4261.320000 sec): 3 clusters Score: Raw -72066.317361 + Penalty 3120.618293 = -68945.699068 nChanged 23 SP:Iteration 2Q (4261.560000 sec): 3 clusters Score: Raw -72122.722699 + Penalty 3120.618293 = -69002.104406 nChanged 11 SP:Iteration 3Q (4261.690000 sec): 3 clusters Score: Raw -72143.226013 + Penalty 3120.618293 = -69022.607720 nChanged 5 SP:Iteration 4Q (4261.890000 sec): 3 clusters Score: Raw -72154.685007 + Penalty 3120.618293 = -69034.066714 nChanged 3 SP:Iteration 5Q (4262.040000 sec): 3 clusters Score: Raw -72162.761892 + Penalty 3120.618293 = -69042.143598 nChanged 3 SP:Iteration 6Q (4262.180000 sec): 3 clusters Score: Raw -72169.077805 + Penalty 3120.618293 = -69048.459512 nChanged 0 SP:Iteration 7F (4262.350000 sec): 3 clusters Score: Raw -72169.077805 + Penalty 3120.618293 = -69048.459512 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4262.480000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4262.680000 sec): 3 clusters Score: Raw -70756.454865 + Penalty 3111.346995 = -67645.107870 nChanged 97 SP:Iteration 1F (4262.900000 sec): 3 clusters Score: Raw -70969.614443 + Penalty 3111.346995 = -67858.267448 nChanged 25 SP:Iteration 2Q (4263.080000 sec): 3 clusters Score: Raw -71029.858604 + Penalty 3111.346995 = -67918.511609 nChanged 7 SP:Iteration 3Q (4263.230000 sec): 3 clusters Score: Raw -71045.502380 + Penalty 3111.346995 = -67934.155385 nChanged 6 SP:Iteration 4Q (4263.410000 sec): 3 clusters Score: Raw -71062.885153 + Penalty 3111.346995 = -67951.538158 nChanged 3 SP:Iteration 5Q (4263.630000 sec): 3 clusters Score: Raw -71067.795420 + Penalty 3111.346995 = -67956.448425 nChanged 2 SP:Iteration 6Q (4263.780000 sec): 3 clusters Score: Raw -71069.531605 + Penalty 3111.346995 = -67958.184609 nChanged 0 SP:Iteration 7F (4263.960000 sec): 3 clusters Score: Raw -71069.531605 + Penalty 3111.346995 = -67958.184609 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (6775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4264.100000 sec): 2 clusters Score: Raw -906752.241929 + Penalty 2187.606672 = -904564.635257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4264.330000 sec): 3 clusters Score: Raw -903344.785427 + Penalty 4375.213344 = -898969.572083 nChanged 2658 SP:Iteration 1F (4264.550000 sec): 3 clusters Score: Raw -904772.322921 + Penalty 4375.213344 = -900397.109576 nChanged 461 SP:Iteration 2F (4264.820000 sec): 3 clusters Score: Raw -905049.658495 + Penalty 4375.213344 = -900674.445151 nChanged 370 SP:Iteration 3F (4265.010000 sec): 3 clusters Score: Raw -905265.699288 + Penalty 4375.213344 = -900890.485943 nChanged 316 SP:Iteration 4Q (4265.240000 sec): 3 clusters Score: Raw -905421.320937 + Penalty 4375.213344 = -901046.107593 nChanged 264 SP:Iteration 5Q (4265.480000 sec): 3 clusters Score: Raw -905553.521449 + Penalty 4375.213344 = -901178.308105 nChanged 208 SP:Iteration 6Q (4265.720000 sec): 3 clusters Score: Raw -905652.300509 + Penalty 4375.213344 = -901277.087165 nChanged 183 SP:Iteration 7Q (4265.960000 sec): 3 clusters Score: Raw -905744.816015 + Penalty 4375.213344 = -901369.602671 nChanged 187 SP:Iteration 8Q (4266.160000 sec): 3 clusters Score: Raw -905835.731339 + Penalty 4375.213344 = -901460.517995 nChanged 153 SP:Iteration 9Q (4266.440000 sec): 3 clusters Score: Raw -905905.250166 + Penalty 4375.213344 = -901530.036822 nChanged 138 SP:Iteration 10Q (4266.610000 sec): 3 clusters Score: Raw -905959.434817 + Penalty 4375.213344 = -901584.221472 nChanged 111 SP:Iteration 11Q (4266.860000 sec): 3 clusters Score: Raw -906010.898480 + Penalty 4375.213344 = -901635.685136 nChanged 127 SP:Iteration 12Q (4267.120000 sec): 3 clusters Score: Raw -906081.708908 + Penalty 4375.213344 = -901706.495563 nChanged 139 SP:Iteration 13Q (4267.340000 sec): 3 clusters Score: Raw -906153.391985 + Penalty 4375.213344 = -901778.178641 nChanged 126 SP:Iteration 14Q (4267.580000 sec): 3 clusters Score: Raw -906213.397630 + Penalty 4375.213344 = -901838.184285 nChanged 114 SP:Iteration 15Q (4267.810000 sec): 3 clusters Score: Raw -906265.812843 + Penalty 4375.213344 = -901890.599499 nChanged 105 SP:Iteration 16Q (4268.050000 sec): 3 clusters Score: Raw -906318.830471 + Penalty 4375.213344 = -901943.617127 nChanged 97 SP:Iteration 17Q (4268.240000 sec): 3 clusters Score: Raw -906366.768440 + Penalty 4375.213344 = -901991.555096 nChanged 86 SP:Iteration 18Q (4268.520000 sec): 3 clusters Score: Raw -906406.886853 + Penalty 4375.213344 = -902031.673509 nChanged 68 SP:Iteration 19Q (4268.740000 sec): 3 clusters Score: Raw -906435.043588 + Penalty 4375.213344 = -902059.830244 nChanged 51 SP:Iteration 20F (4269.000000 sec): 3 clusters Score: Raw -906461.060906 + Penalty 4375.213344 = -902085.847562 nChanged 55 SP:Iteration 21Q (4269.240000 sec): 3 clusters Score: Raw -906496.722736 + Penalty 4375.213344 = -902121.509391 nChanged 63 SP:Iteration 22Q (4269.450000 sec): 3 clusters Score: Raw -906533.561565 + Penalty 4375.213344 = -902158.348221 nChanged 61 SP:Iteration 23Q (4269.710000 sec): 3 clusters Score: Raw -906566.323685 + Penalty 4375.213344 = -902191.110340 nChanged 54 SP:Iteration 24Q (4269.880000 sec): 3 clusters Score: Raw -906598.127034 + Penalty 4375.213344 = -902222.913690 nChanged 63 SP:Iteration 25Q (4270.070000 sec): 3 clusters Score: Raw -906634.345217 + Penalty 4375.213344 = -902259.131873 nChanged 56 SP:Iteration 26Q (4270.300000 sec): 3 clusters Score: Raw -906663.201402 + Penalty 4375.213344 = -902287.988057 nChanged 48 SP:Iteration 27Q (4270.520000 sec): 3 clusters Score: Raw -906684.630972 + Penalty 4375.213344 = -902309.417628 nChanged 45 SP:Iteration 28Q (4270.710000 sec): 3 clusters Score: Raw -906707.164327 + Penalty 4375.213344 = -902331.950982 nChanged 37 SP:Iteration 29Q (4270.940000 sec): 3 clusters Score: Raw -906725.863839 + Penalty 4375.213344 = -902350.650494 nChanged 31 SP:Iteration 30Q (4271.210000 sec): 3 clusters Score: Raw -906742.417155 + Penalty 4375.213344 = -902367.203811 nChanged 29 SP:Iteration 31Q (4271.390000 sec): 3 clusters Score: Raw -906757.484380 + Penalty 4375.213344 = -902382.271036 nChanged 26 SP:Iteration 32Q (4271.600000 sec): 3 clusters Score: Raw -906770.404101 + Penalty 4375.213344 = -902395.190756 nChanged 29 SP:Iteration 33Q (4271.860000 sec): 3 clusters Score: Raw -906790.213308 + Penalty 4375.213344 = -902414.999963 nChanged 42 SP:Iteration 34Q (4272.100000 sec): 3 clusters Score: Raw -906816.783117 + Penalty 4375.213344 = -902441.569773 nChanged 31 SP:Iteration 35Q (4272.320000 sec): 3 clusters Score: Raw -906830.518827 + Penalty 4375.213344 = -902455.305483 nChanged 15 SP:Iteration 36Q (4272.570000 sec): 3 clusters Score: Raw -906837.773395 + Penalty 4375.213344 = -902462.560050 nChanged 14 SP:Iteration 37Q (4272.790000 sec): 3 clusters Score: Raw -906842.852293 + Penalty 4375.213344 = -902467.638948 nChanged 13 SP:Iteration 38Q (4273.030000 sec): 3 clusters Score: Raw -906850.335141 + Penalty 4375.213344 = -902475.121796 nChanged 14 SP:Iteration 39Q (4273.290000 sec): 3 clusters Score: Raw -906856.892372 + Penalty 4375.213344 = -902481.679028 nChanged 9 SP:Iteration 40F (4273.520000 sec): 3 clusters Score: Raw -906861.872911 + Penalty 4375.213344 = -902486.659566 nChanged 11 SP:Iteration 41Q (4273.730000 sec): 3 clusters Score: Raw -906868.547689 + Penalty 4375.213344 = -902493.334345 nChanged 10 SP:Iteration 42Q (4273.970000 sec): 3 clusters Score: Raw -906876.192498 + Penalty 4375.213344 = -902500.979154 nChanged 14 SP:Iteration 43Q (4274.160000 sec): 3 clusters Score: Raw -906885.813152 + Penalty 4375.213344 = -902510.599808 nChanged 12 SP:Iteration 44Q (4274.370000 sec): 3 clusters Score: Raw -906892.878802 + Penalty 4375.213344 = -902517.665458 nChanged 12 SP:Iteration 45Q (4274.600000 sec): 3 clusters Score: Raw -906899.542076 + Penalty 4375.213344 = -902524.328732 nChanged 10 SP:Iteration 46Q (4274.800000 sec): 3 clusters Score: Raw -906905.528669 + Penalty 4375.213344 = -902530.315324 nChanged 11 SP:Iteration 47Q (4275.020000 sec): 3 clusters Score: Raw -906910.295428 + Penalty 4375.213344 = -902535.082083 nChanged 6 SP:Iteration 48Q (4275.280000 sec): 3 clusters Score: Raw -906913.314879 + Penalty 4375.213344 = -902538.101535 nChanged 10 SP:Iteration 49Q (4275.490000 sec): 3 clusters Score: Raw -906919.646030 + Penalty 4375.213344 = -902544.432686 nChanged 9 SP:Iteration 50Q (4275.680000 sec): 3 clusters Score: Raw -906926.877171 + Penalty 4375.213344 = -902551.663827 nChanged 10 SP:Iteration 51Q (4275.870000 sec): 3 clusters Score: Raw -906934.723168 + Penalty 4375.213344 = -902559.509824 nChanged 14 SP:Iteration 52Q (4276.090000 sec): 3 clusters Score: Raw -906945.141055 + Penalty 4375.213344 = -902569.927711 nChanged 13 SP:Iteration 53Q (4276.270000 sec): 3 clusters Score: Raw -906952.443417 + Penalty 4375.213344 = -902577.230073 nChanged 8 SP:Iteration 54Q (4276.530000 sec): 3 clusters Score: Raw -906956.677288 + Penalty 4375.213344 = -902581.463943 nChanged 6 SP:Iteration 55Q (4276.740000 sec): 3 clusters Score: Raw -906961.183488 + Penalty 4375.213344 = -902585.970144 nChanged 7 SP:Iteration 56Q (4276.970000 sec): 3 clusters Score: Raw -906964.721794 + Penalty 4375.213344 = -902589.508449 nChanged 10 SP:Iteration 57Q (4277.150000 sec): 3 clusters Score: Raw -906970.682721 + Penalty 4375.213344 = -902595.469377 nChanged 5 SP:Iteration 58Q (4277.370000 sec): 3 clusters Score: Raw -906975.527967 + Penalty 4375.213344 = -902600.314623 nChanged 3 SP:Iteration 59Q (4277.580000 sec): 3 clusters Score: Raw -906977.822363 + Penalty 4375.213344 = -902602.609018 nChanged 2 SP:Iteration 60F (4277.780000 sec): 3 clusters Score: Raw -906979.112007 + Penalty 4375.213344 = -902603.898663 nChanged 3 SP:Iteration 61Q (4278.030000 sec): 3 clusters Score: Raw -906980.398656 + Penalty 4375.213344 = -902605.185312 nChanged 2 SP:Iteration 62Q (4278.240000 sec): 3 clusters Score: Raw -906981.594041 + Penalty 4375.213344 = -902606.380697 nChanged 2 SP:Iteration 63Q (4278.410000 sec): 3 clusters Score: Raw -906982.956907 + Penalty 4375.213344 = -902607.743562 nChanged 3 SP:Iteration 64Q (4278.590000 sec): 3 clusters Score: Raw -906984.918201 + Penalty 4375.213344 = -902609.704857 nChanged 4 SP:Iteration 65Q (4278.850000 sec): 3 clusters Score: Raw -906987.988823 + Penalty 4375.213344 = -902612.775479 nChanged 6 SP:Iteration 66Q (4279.030000 sec): 3 clusters Score: Raw -906992.612601 + Penalty 4375.213344 = -902617.399257 nChanged 6 SP:Iteration 67Q (4279.330000 sec): 3 clusters Score: Raw -906996.410046 + Penalty 4375.213344 = -902621.196702 nChanged 3 SP:Iteration 68Q (4279.560000 sec): 3 clusters Score: Raw -906998.098474 + Penalty 4375.213344 = -902622.885129 nChanged 1 SP:Iteration 69Q (4279.800000 sec): 3 clusters Score: Raw -906998.311221 + Penalty 4375.213344 = -902623.097876 nChanged 0 SP:Iteration 70F (4280.040000 sec): 3 clusters Score: Raw -906998.311221 + Penalty 4375.213344 = -902623.097876 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.170000 sec): 2 clusters Score: Raw -28284050.193962 + Penalty 3034.840774 = -28281015.353187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4282.490000 sec): 3 clusters Score: Raw -28148674.462184 + Penalty 6069.681549 = -28142604.780635 nChanged 99475 SP:Iteration 1F (4283.750000 sec): 3 clusters Score: Raw -28207306.706495 + Penalty 6069.681549 = -28201237.024947 nChanged 5868 SP:Iteration 2Q (4285.130000 sec): 3 clusters Score: Raw -28208598.664262 + Penalty 6069.681549 = -28202528.982714 nChanged 6390 SP:Iteration 3Q (4286.470000 sec): 3 clusters Score: Raw -28210186.265489 + Penalty 6069.681549 = -28204116.583940 nChanged 6944 SP:Iteration 4Q (4287.950000 sec): 3 clusters Score: Raw -28212109.603821 + Penalty 6069.681549 = -28206039.922272 nChanged 7712 SP:Iteration 5Q (4289.310000 sec): 3 clusters Score: Raw -28214467.461653 + Penalty 6069.681549 = -28208397.780104 nChanged 8262 SP:Iteration 6Q (4290.660000 sec): 3 clusters Score: Raw -28217290.791270 + Penalty 6069.681549 = -28211221.109721 nChanged 8795 SP:Iteration 7Q (4292.030000 sec): 3 clusters Score: Raw -28220565.398388 + Penalty 6069.681549 = -28214495.716839 nChanged 9097 SP:Iteration 8Q (4293.470000 sec): 3 clusters Score: Raw -28224336.059008 + Penalty 6069.681549 = -28218266.377459 nChanged 9566 SP:Iteration 9Q (4294.780000 sec): 3 clusters Score: Raw -28228984.466936 + Penalty 6069.681549 = -28222914.785387 nChanged 9880 SP:Iteration 10Q (4296.120000 sec): 3 clusters Score: Raw -28234494.693377 + Penalty 6069.681549 = -28228425.011828 nChanged 9702 SP:Iteration 11Q (4297.400000 sec): 3 clusters Score: Raw -28240492.809280 + Penalty 6069.681549 = -28234423.127731 nChanged 9272 SP:Iteration 12Q (4298.710000 sec): 3 clusters Score: Raw -28245794.364276 + Penalty 6069.681549 = -28239724.682728 nChanged 7591 SP:Iteration 13Q (4300.030000 sec): 3 clusters Score: Raw -28248881.244965 + Penalty 6069.681549 = -28242811.563416 nChanged 4859 SP:Iteration 14Q (4301.320000 sec): 3 clusters Score: Raw -28250120.575826 + Penalty 6069.681549 = -28244050.894277 nChanged 3102 SP:Iteration 15Q (4302.600000 sec): 3 clusters Score: Raw -28250713.598437 + Penalty 6069.681549 = -28244643.916888 nChanged 2459 SP:Iteration 16Q (4303.920000 sec): 3 clusters Score: Raw -28251172.809092 + Penalty 6069.681549 = -28245103.127544 nChanged 2548 SP:Iteration 17Q (4305.220000 sec): 3 clusters Score: Raw -28251655.339939 + Penalty 6069.681549 = -28245585.658390 nChanged 2724 SP:Iteration 18Q (4306.570000 sec): 3 clusters Score: Raw -28252192.742425 + Penalty 6069.681549 = -28246123.060876 nChanged 2939 SP:Iteration 19Q (4307.940000 sec): 3 clusters Score: Raw -28252821.551103 + Penalty 6069.681549 = -28246751.869555 nChanged 3153 SP:Iteration 20F (4309.200000 sec): 3 clusters Score: Raw -28253566.358743 + Penalty 6069.681549 = -28247496.677194 nChanged 3500 SP:Iteration 21Q (4310.510000 sec): 3 clusters Score: Raw -28254468.863934 + Penalty 6069.681549 = -28248399.182385 nChanged 3637 SP:Iteration 22Q (4311.750000 sec): 3 clusters Score: Raw -28255474.275226 + Penalty 6069.681549 = -28249404.593678 nChanged 3993 SP:Iteration 23Q (4313.020000 sec): 3 clusters Score: Raw -28256709.634176 + Penalty 6069.681549 = -28250639.952627 nChanged 4295 SP:Iteration 24Q (4314.230000 sec): 3 clusters Score: Raw -28258163.059635 + Penalty 6069.681549 = -28252093.378086 nChanged 4420 SP:Iteration 25Q (4315.540000 sec): 3 clusters Score: Raw -28259782.110745 + Penalty 6069.681549 = -28253712.429197 nChanged 4601 SP:Iteration 26Q (4316.720000 sec): 3 clusters Score: Raw -28261609.786348 + Penalty 6069.681549 = -28255540.104799 nChanged 4627 SP:Iteration 27Q (4317.930000 sec): 3 clusters Score: Raw -28263597.695618 + Penalty 6069.681549 = -28257528.014069 nChanged 4667 SP:Iteration 28Q (4319.070000 sec): 3 clusters Score: Raw -28265738.843421 + Penalty 6069.681549 = -28259669.161872 nChanged 4528 SP:Iteration 29Q (4320.400000 sec): 3 clusters Score: Raw -28267985.870918 + Penalty 6069.681549 = -28261916.189369 nChanged 4449 SP:Iteration 30Q (4321.670000 sec): 3 clusters Score: Raw -28270365.800925 + Penalty 6069.681549 = -28264296.119377 nChanged 4188 SP:Iteration 31Q (4322.890000 sec): 3 clusters Score: Raw -28272771.602662 + Penalty 6069.681549 = -28266701.921113 nChanged 3805 SP:Iteration 32Q (4324.020000 sec): 3 clusters Score: Raw -28275077.630732 + Penalty 6069.681549 = -28269007.949183 nChanged 3372 SP:Iteration 33Q (4325.160000 sec): 3 clusters Score: Raw -28277243.111915 + Penalty 6069.681549 = -28271173.430366 nChanged 2885 SP:Iteration 34Q (4326.370000 sec): 3 clusters Score: Raw -28279196.410108 + Penalty 6069.681549 = -28273126.728560 nChanged 2433 SP:Iteration 35Q (4327.560000 sec): 3 clusters Score: Raw -28280898.172025 + Penalty 6069.681549 = -28274828.490476 nChanged 1741 SP:Iteration 36Q (4328.610000 sec): 3 clusters Score: Raw -28282123.299386 + Penalty 6069.681549 = -28276053.617837 nChanged 1171 SP:Iteration 37Q (4329.720000 sec): 3 clusters Score: Raw -28282940.459314 + Penalty 6069.681549 = -28276870.777765 nChanged 794 SP:Iteration 38Q (4330.810000 sec): 3 clusters Score: Raw -28283508.007671 + Penalty 6069.681549 = -28277438.326122 nChanged 464 SP:Iteration 39Q (4332.130000 sec): 3 clusters Score: Raw -28283826.561379 + Penalty 6069.681549 = -28277756.879830 nChanged 272 SP:Iteration 40F (4333.420000 sec): 3 clusters Score: Raw -28284043.511473 + Penalty 6069.681549 = -28277973.829924 nChanged 194 SP:Iteration 41Q (4334.510000 sec): 3 clusters Score: Raw -28284181.946840 + Penalty 6069.681549 = -28278112.265291 nChanged 107 SP:Iteration 42Q (4335.580000 sec): 3 clusters Score: Raw -28284266.657698 + Penalty 6069.681549 = -28278196.976149 nChanged 82 SP:Iteration 43Q (4336.730000 sec): 3 clusters Score: Raw -28284332.598976 + Penalty 6069.681549 = -28278262.917428 nChanged 59 SP:Iteration 44Q (4337.920000 sec): 3 clusters Score: Raw -28284379.807051 + Penalty 6069.681549 = -28278310.125502 nChanged 38 SP:Iteration 45Q (4338.960000 sec): 3 clusters Score: Raw -28284406.333599 + Penalty 6069.681549 = -28278336.652050 nChanged 26 SP:Iteration 46Q (4340.000000 sec): 3 clusters Score: Raw -28284423.946046 + Penalty 6069.681549 = -28278354.264498 nChanged 18 SP:Iteration 47Q (4341.150000 sec): 3 clusters Score: Raw -28284433.929929 + Penalty 6069.681549 = -28278364.248380 nChanged 13 SP:Iteration 48Q (4342.220000 sec): 3 clusters Score: Raw -28284442.621604 + Penalty 6069.681549 = -28278372.940055 nChanged 8 SP:Iteration 49Q (4343.730000 sec): 3 clusters Score: Raw -28284447.345537 + Penalty 6069.681549 = -28278377.663988 nChanged 6 SP:Iteration 50Q (4344.830000 sec): 3 clusters Score: Raw -28284452.026412 + Penalty 6069.681549 = -28278382.344863 nChanged 4 SP:Iteration 51Q (4345.900000 sec): 3 clusters Score: Raw -28284454.800442 + Penalty 6069.681549 = -28278385.118894 nChanged 4 SP:Iteration 52Q (4347.170000 sec): 3 clusters Score: Raw -28284457.910288 + Penalty 6069.681549 = -28278388.228740 nChanged 3 SP:Iteration 53Q (4348.390000 sec): 3 clusters Score: Raw -28284459.667606 + Penalty 6069.681549 = -28278389.986057 nChanged 1 SP:Iteration 54Q (4349.410000 sec): 3 clusters Score: Raw -28284460.120461 + Penalty 6069.681549 = -28278390.438912 nChanged 2 SP:Iteration 55Q (4350.380000 sec): 3 clusters Score: Raw -28284461.057096 + Penalty 6069.681549 = -28278391.375547 nChanged 2 SP:Iteration 56Q (4351.420000 sec): 3 clusters Score: Raw -28284462.376175 + Penalty 6069.681549 = -28278392.694626 nChanged 1 SP:Iteration 57Q (4352.500000 sec): 3 clusters Score: Raw -28284462.768521 + Penalty 6069.681549 = -28278393.086973 nChanged 0 SP:Iteration 58F (4353.770000 sec): 3 clusters Score: Raw -28284462.768521 + Penalty 6069.681549 = -28278393.086973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.090000 sec): 2 clusters Score: Raw -3330340.735999 + Penalty 2507.565675 = -3327833.170324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.450000 sec): 3 clusters Score: Raw -3315875.157973 + Penalty 5015.131351 = -3310860.026623 nChanged 10900 SP:Iteration 1F (4354.750000 sec): 3 clusters Score: Raw -3321739.134741 + Penalty 5015.131351 = -3316724.003390 nChanged 1165 SP:Iteration 2Q (4355.100000 sec): 3 clusters Score: Raw -3322123.270648 + Penalty 5015.131351 = -3317108.139297 nChanged 1006 SP:Iteration 3Q (4355.420000 sec): 3 clusters Score: Raw -3322464.798629 + Penalty 5015.131351 = -3317449.667278 nChanged 908 SP:Iteration 4Q (4355.750000 sec): 3 clusters Score: Raw -3322819.888714 + Penalty 5015.131351 = -3317804.757363 nChanged 908 SP:Iteration 5Q (4356.050000 sec): 3 clusters Score: Raw -3323237.809083 + Penalty 5015.131351 = -3318222.677732 nChanged 960 SP:Iteration 6Q (4356.390000 sec): 3 clusters Score: Raw -3323784.946395 + Penalty 5015.131351 = -3318769.815044 nChanged 986 SP:Iteration 7Q (4356.760000 sec): 3 clusters Score: Raw -3324399.333233 + Penalty 5015.131351 = -3319384.201882 nChanged 1090 SP:Iteration 8Q (4357.180000 sec): 3 clusters Score: Raw -3325056.962658 + Penalty 5015.131351 = -3320041.831307 nChanged 1081 SP:Iteration 9Q (4357.520000 sec): 3 clusters Score: Raw -3325762.382158 + Penalty 5015.131351 = -3320747.250807 nChanged 1134 SP:Iteration 10Q (4357.850000 sec): 3 clusters Score: Raw -3326530.110043 + Penalty 5015.131351 = -3321514.978692 nChanged 1134 SP:Iteration 11Q (4358.200000 sec): 3 clusters Score: Raw -3327317.364842 + Penalty 5015.131351 = -3322302.233491 nChanged 1028 SP:Iteration 12Q (4358.540000 sec): 3 clusters Score: Raw -3328068.066400 + Penalty 5015.131351 = -3323052.935050 nChanged 903 SP:Iteration 13Q (4358.880000 sec): 3 clusters Score: Raw -3328708.952482 + Penalty 5015.131351 = -3323693.821131 nChanged 749 SP:Iteration 14Q (4359.250000 sec): 3 clusters Score: Raw -3329208.402150 + Penalty 5015.131351 = -3324193.270800 nChanged 606 SP:Iteration 15Q (4359.550000 sec): 3 clusters Score: Raw -3329605.828870 + Penalty 5015.131351 = -3324590.697519 nChanged 471 SP:Iteration 16Q (4359.960000 sec): 3 clusters Score: Raw -3329907.799835 + Penalty 5015.131351 = -3324892.668484 nChanged 367 SP:Iteration 17Q (4360.260000 sec): 3 clusters Score: Raw -3330130.879775 + Penalty 5015.131351 = -3325115.748424 nChanged 260 SP:Iteration 18Q (4360.590000 sec): 3 clusters Score: Raw -3330287.349971 + Penalty 5015.131351 = -3325272.218620 nChanged 190 SP:Iteration 19Q (4360.940000 sec): 3 clusters Score: Raw -3330402.809518 + Penalty 5015.131351 = -3325387.678167 nChanged 142 SP:Iteration 20F (4361.250000 sec): 3 clusters Score: Raw -3330477.288545 + Penalty 5015.131351 = -3325462.157194 nChanged 111 SP:Iteration 21Q (4361.510000 sec): 3 clusters Score: Raw -3330539.197193 + Penalty 5015.131351 = -3325524.065842 nChanged 88 SP:Iteration 22Q (4361.790000 sec): 3 clusters Score: Raw -3330589.069453 + Penalty 5015.131351 = -3325573.938102 nChanged 68 SP:Iteration 23Q (4362.120000 sec): 3 clusters Score: Raw -3330627.102934 + Penalty 5015.131351 = -3325611.971583 nChanged 63 SP:Iteration 24Q (4362.440000 sec): 3 clusters Score: Raw -3330659.253279 + Penalty 5015.131351 = -3325644.121928 nChanged 41 SP:Iteration 25Q (4362.720000 sec): 3 clusters Score: Raw -3330677.739369 + Penalty 5015.131351 = -3325662.608018 nChanged 31 SP:Iteration 26Q (4363.000000 sec): 3 clusters Score: Raw -3330690.933369 + Penalty 5015.131351 = -3325675.802019 nChanged 21 SP:Iteration 27Q (4363.320000 sec): 3 clusters Score: Raw -3330701.393604 + Penalty 5015.131351 = -3325686.262253 nChanged 17 SP:Iteration 28Q (4363.600000 sec): 3 clusters Score: Raw -3330710.573557 + Penalty 5015.131351 = -3325695.442206 nChanged 19 SP:Iteration 29Q (4363.920000 sec): 3 clusters Score: Raw -3330716.947130 + Penalty 5015.131351 = -3325701.815779 nChanged 14 SP:Iteration 30Q (4364.250000 sec): 3 clusters Score: Raw -3330723.263317 + Penalty 5015.131351 = -3325708.131966 nChanged 14 SP:Iteration 31Q (4364.500000 sec): 3 clusters Score: Raw -3330729.359929 + Penalty 5015.131351 = -3325714.228578 nChanged 9 SP:Iteration 32Q (4364.820000 sec): 3 clusters Score: Raw -3330732.826334 + Penalty 5015.131351 = -3325717.694983 nChanged 8 SP:Iteration 33Q (4365.130000 sec): 3 clusters Score: Raw -3330736.306004 + Penalty 5015.131351 = -3325721.174653 nChanged 8 SP:Iteration 34Q (4365.400000 sec): 3 clusters Score: Raw -3330739.375918 + Penalty 5015.131351 = -3325724.244567 nChanged 4 SP:Iteration 35Q (4365.690000 sec): 3 clusters Score: Raw -3330741.376732 + Penalty 5015.131351 = -3325726.245381 nChanged 11 SP:Iteration 36Q (4366.000000 sec): 3 clusters Score: Raw -3330745.641601 + Penalty 5015.131351 = -3325730.510251 nChanged 10 SP:Iteration 37Q (4366.280000 sec): 3 clusters Score: Raw -3330749.501460 + Penalty 5015.131351 = -3325734.370109 nChanged 10 SP:Iteration 38Q (4366.550000 sec): 3 clusters Score: Raw -3330754.502863 + Penalty 5015.131351 = -3325739.371512 nChanged 5 SP:Iteration 39Q (4366.900000 sec): 3 clusters Score: Raw -3330756.144887 + Penalty 5015.131351 = -3325741.013536 nChanged 5 SP:Iteration 40F (4367.200000 sec): 3 clusters Score: Raw -3330758.147966 + Penalty 5015.131351 = -3325743.016616 nChanged 6 SP:Iteration 41Q (4367.510000 sec): 3 clusters Score: Raw -3330760.840263 + Penalty 5015.131351 = -3325745.708912 nChanged 8 SP:Iteration 42Q (4367.800000 sec): 3 clusters Score: Raw -3330763.606089 + Penalty 5015.131351 = -3325748.474738 nChanged 3 SP:Iteration 43Q (4368.100000 sec): 3 clusters Score: Raw -3330764.834702 + Penalty 5015.131351 = -3325749.703351 nChanged 0 SP:Iteration 44F (4368.380000 sec): 3 clusters Score: Raw -3330764.834702 + Penalty 5015.131351 = -3325749.703351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4368.510000 sec): 2 clusters Score: Raw -52097.683215 + Penalty 1485.883208 = -50611.800007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4368.730000 sec): 3 clusters Score: Raw -52122.753670 + Penalty 2971.766415 = -49150.987254 nChanged 51 SP:Iteration 1F (4368.960000 sec): 3 clusters Score: Raw -52228.458482 + Penalty 2971.766415 = -49256.692067 nChanged 11 SP:Iteration 2Q (4369.140000 sec): 3 clusters Score: Raw -52263.608452 + Penalty 2971.766415 = -49291.842037 nChanged 7 SP:Iteration 3Q (4369.320000 sec): 3 clusters Score: Raw -52277.839643 + Penalty 2971.766415 = -49306.073227 nChanged 3 SP:Iteration 4Q (4369.500000 sec): 3 clusters Score: Raw -52283.944672 + Penalty 2971.766415 = -49312.178257 nChanged 3 SP:Iteration 5Q (4369.670000 sec): 3 clusters Score: Raw -52291.492813 + Penalty 2971.766415 = -49319.726398 nChanged 3 SP:Iteration 6Q (4369.860000 sec): 3 clusters Score: Raw -52297.962298 + Penalty 2971.766415 = -49326.195882 nChanged 3 SP:Iteration 7Q (4370.000000 sec): 3 clusters Score: Raw -52304.019658 + Penalty 2971.766415 = -49332.253243 nChanged 1 SP:Iteration 8Q (4370.180000 sec): 3 clusters Score: Raw -52305.202791 + Penalty 2971.766415 = -49333.436376 nChanged 0 SP:Iteration 9F (4370.340000 sec): 3 clusters Score: Raw -52305.202791 + Penalty 2971.766415 = -49333.436376 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4370.400000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4370.550000 sec): 3 clusters Score: Raw -18504.120065 + Penalty 2523.447782 = -15980.672282 nChanged 12 SP:Iteration 1F (4370.730000 sec): 3 clusters Score: Raw -18562.285260 + Penalty 2523.447782 = -16038.837477 nChanged 3 SP:Iteration 2Q (4370.900000 sec): 3 clusters Score: Raw -18579.218415 + Penalty 2523.447782 = -16055.770632 nChanged 1 SP:Iteration 3Q (4371.110000 sec): 3 clusters Score: Raw -18582.081427 + Penalty 2523.447782 = -16058.633645 nChanged 2 SP:Iteration 4Q (4371.320000 sec): 3 clusters Score: Raw -18597.612810 + Penalty 2523.447782 = -16074.165027 nChanged 4 SP:Iteration 5Q (4371.520000 sec): 3 clusters Score: Raw -18624.328619 + Penalty 2523.447782 = -16100.880837 nChanged 2 SP:Iteration 6Q (4371.720000 sec): 3 clusters Score: Raw -18635.131886 + Penalty 2523.447782 = -16111.684104 nChanged 0 SP:Iteration 7F (4371.860000 sec): 3 clusters Score: Raw -18635.131886 + Penalty 2523.447782 = -16111.684104 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4371.980000 sec): 2 clusters Score: Raw -31735.078560 + Penalty 1411.209145 = -30323.869416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.160000 sec): 3 clusters Score: Raw -31870.256510 + Penalty 2822.418289 = -29047.838220 nChanged 48 SP:Iteration 1F (4372.370000 sec): 3 clusters Score: Raw -32121.253061 + Penalty 2822.418289 = -29298.834772 nChanged 22 SP:Iteration 2F (4372.560000 sec): 3 clusters Score: Raw -32432.868541 + Penalty 2822.418289 = -29610.450252 nChanged 19 SP:Iteration 3F (4372.740000 sec): 3 clusters Score: Raw -32723.488422 + Penalty 2822.418289 = -29901.070133 nChanged 16 SP:Iteration 4F (4372.980000 sec): 3 clusters Score: Raw -33006.646366 + Penalty 2822.418289 = -30184.228077 nChanged 7 SP:Iteration 5Q (4373.120000 sec): 3 clusters Score: Raw -33106.340722 + Penalty 2822.418289 = -30283.922433 nChanged 6 SP:Iteration 6Q (4373.340000 sec): 3 clusters Score: Raw -33163.721520 + Penalty 2822.418289 = -30341.303230 nChanged 3 SP:Iteration 7Q (4373.540000 sec): 3 clusters Score: Raw -33180.272759 + Penalty 2822.418289 = -30357.854470 nChanged 2 SP:Iteration 8Q (4373.720000 sec): 3 clusters Score: Raw -33192.352401 + Penalty 2822.418289 = -30369.934112 nChanged 0 SP:Iteration 9F (4373.990000 sec): 3 clusters Score: Raw -33192.352401 + Penalty 2822.418289 = -30369.934112 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4374.080000 sec): 2 clusters Score: Raw -36719.445602 + Penalty 1435.150551 = -35284.295051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4374.280000 sec): 3 clusters Score: Raw -36941.708441 + Penalty 2870.301101 = -34071.407340 nChanged 47 SP:Iteration 1F (4374.470000 sec): 3 clusters Score: Raw -37184.866963 + Penalty 2870.301101 = -34314.565862 nChanged 18 SP:Iteration 2F (4374.660000 sec): 3 clusters Score: Raw -37259.582297 + Penalty 2870.301101 = -34389.281195 nChanged 8 SP:Iteration 3Q (4374.840000 sec): 3 clusters Score: Raw -37309.315570 + Penalty 2870.301101 = -34439.014469 nChanged 13 SP:Iteration 4Q (4375.010000 sec): 3 clusters Score: Raw -37377.728553 + Penalty 2870.301101 = -34507.427452 nChanged 10 SP:Iteration 5Q (4375.190000 sec): 3 clusters Score: Raw -37458.252945 + Penalty 2870.301101 = -34587.951844 nChanged 13 SP:Iteration 6Q (4375.340000 sec): 3 clusters Score: Raw -37625.824001 + Penalty 2870.301101 = -34755.522900 nChanged 15 SP:Iteration 7Q (4375.550000 sec): 3 clusters Score: Raw -38096.846988 + Penalty 2870.301101 = -35226.545886 nChanged 17 SP:Iteration 8F (4375.690000 sec): 3 clusters Score: Raw -38265.073165 + Penalty 2870.301101 = -35394.772063 nChanged 10 SP:Iteration 9Q (4375.880000 sec): 3 clusters Score: Raw -38396.034711 + Penalty 2870.301101 = -35525.733610 nChanged 6 SP:Iteration 10Q (4376.070000 sec): 3 clusters Score: Raw -38473.813875 + Penalty 2870.301101 = -35603.512774 nChanged 2 SP:Iteration 11Q (4376.280000 sec): 3 clusters Score: Raw -38519.059611 + Penalty 2870.301101 = -35648.758509 nChanged 1 SP:Iteration 12Q (4376.440000 sec): 3 clusters Score: Raw -38525.361034 + Penalty 2870.301101 = -35655.059933 nChanged 2 SP:Iteration 13Q (4376.650000 sec): 3 clusters Score: Raw -38544.126469 + Penalty 2870.301101 = -35673.825368 nChanged 2 SP:Iteration 14Q (4376.810000 sec): 3 clusters Score: Raw -38577.788796 + Penalty 2870.301101 = -35707.487694 nChanged 2 SP:Iteration 15Q (4377.050000 sec): 3 clusters Score: Raw -38634.915001 + Penalty 2870.301101 = -35764.613899 nChanged 0 SP:Iteration 16F (4377.220000 sec): 3 clusters Score: Raw -38634.915001 + Penalty 2870.301101 = -35764.613899 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4377.320000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4377.530000 sec): 3 clusters Score: Raw -71802.121812 + Penalty 3104.752406 = -68697.369406 nChanged 83 SP:Iteration 1F (4377.690000 sec): 3 clusters Score: Raw -71965.136944 + Penalty 3104.752406 = -68860.384538 nChanged 15 SP:Iteration 2Q (4377.860000 sec): 3 clusters Score: Raw -71997.781831 + Penalty 3104.752406 = -68893.029424 nChanged 8 SP:Iteration 3Q (4378.000000 sec): 3 clusters Score: Raw -72017.439492 + Penalty 3104.752406 = -68912.687086 nChanged 4 SP:Iteration 4Q (4378.210000 sec): 3 clusters Score: Raw -72029.164362 + Penalty 3104.752406 = -68924.411956 nChanged 3 SP:Iteration 5Q (4378.380000 sec): 3 clusters Score: Raw -72036.880201 + Penalty 3104.752406 = -68932.127795 nChanged 1 SP:Iteration 6Q (4378.530000 sec): 3 clusters Score: Raw -72038.035302 + Penalty 3104.752406 = -68933.282896 nChanged 1 SP:Iteration 7Q (4378.740000 sec): 3 clusters Score: Raw -72040.116127 + Penalty 3104.752406 = -68935.363721 nChanged 1 SP:Iteration 8Q (4378.940000 sec): 3 clusters Score: Raw -72041.745790 + Penalty 3104.752406 = -68936.993384 nChanged 3 SP:Iteration 9Q (4379.090000 sec): 3 clusters Score: Raw -72048.428938 + Penalty 3104.752406 = -68943.676532 nChanged 0 SP:Iteration 10F (4379.300000 sec): 3 clusters Score: Raw -72048.428938 + Penalty 3104.752406 = -68943.676532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4379.370000 sec): 2 clusters Score: Raw -82383.311071 + Penalty 1586.024876 = -80797.286195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4379.570000 sec): 3 clusters Score: Raw -82363.966498 + Penalty 3172.049753 = -79191.916745 nChanged 118 SP:Iteration 1F (4379.770000 sec): 3 clusters Score: Raw -82575.305892 + Penalty 3172.049753 = -79403.256139 nChanged 26 SP:Iteration 2Q (4379.970000 sec): 3 clusters Score: Raw -82638.921135 + Penalty 3172.049753 = -79466.871382 nChanged 14 SP:Iteration 3Q (4380.160000 sec): 3 clusters Score: Raw -82666.773629 + Penalty 3172.049753 = -79494.723876 nChanged 11 SP:Iteration 4Q (4380.320000 sec): 3 clusters Score: Raw -82686.553434 + Penalty 3172.049753 = -79514.503681 nChanged 4 SP:Iteration 5Q (4380.510000 sec): 3 clusters Score: Raw -82692.746757 + Penalty 3172.049753 = -79520.697004 nChanged 1 SP:Iteration 6Q (4380.690000 sec): 3 clusters Score: Raw -82694.281909 + Penalty 3172.049753 = -79522.232156 nChanged 1 SP:Iteration 7Q (4380.860000 sec): 3 clusters Score: Raw -82696.504346 + Penalty 3172.049753 = -79524.454594 nChanged 2 SP:Iteration 8Q (4381.030000 sec): 3 clusters Score: Raw -82700.881859 + Penalty 3172.049753 = -79528.832107 nChanged 0 SP:Iteration 9F (4381.200000 sec): 3 clusters Score: Raw -82700.881859 + Penalty 3172.049753 = -79528.832107 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.260000 sec): 2 clusters Score: Raw -23883.359736 + Penalty 1343.192900 = -22540.166836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.460000 sec): 3 clusters Score: Raw -24146.516881 + Penalty 2686.385799 = -21460.131081 nChanged 32 SP:Iteration 1F (4381.620000 sec): 3 clusters Score: Raw -24298.892761 + Penalty 2686.385799 = -21612.506961 nChanged 4 SP:Iteration 2Q (4381.790000 sec): 3 clusters Score: Raw -24306.372273 + Penalty 2686.385799 = -21619.986474 nChanged 1 SP:Iteration 3Q (4381.970000 sec): 3 clusters Score: Raw -24307.986165 + Penalty 2686.385799 = -21621.600365 nChanged 0 SP:Iteration 4F (4382.210000 sec): 3 clusters Score: Raw -24307.986165 + Penalty 2686.385799 = -21621.600365 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.340000 sec): 2 clusters Score: Raw -277298.356118 + Penalty 1898.654276 = -275399.701842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.530000 sec): 3 clusters Score: Raw -276484.567541 + Penalty 3797.308553 = -272687.258988 nChanged 675 SP:Iteration 1F (4382.750000 sec): 3 clusters Score: Raw -277013.818301 + Penalty 3797.308553 = -273216.509748 nChanged 164 SP:Iteration 2F (4382.950000 sec): 3 clusters Score: Raw -277162.049708 + Penalty 3797.308553 = -273364.741155 nChanged 89 SP:Iteration 3Q (4383.170000 sec): 3 clusters Score: Raw -277243.149150 + Penalty 3797.308553 = -273445.840597 nChanged 72 SP:Iteration 4Q (4383.400000 sec): 3 clusters Score: Raw -277296.387312 + Penalty 3797.308553 = -273499.078759 nChanged 35 SP:Iteration 5Q (4383.580000 sec): 3 clusters Score: Raw -277325.038896 + Penalty 3797.308553 = -273527.730343 nChanged 41 SP:Iteration 6Q (4383.780000 sec): 3 clusters Score: Raw -277350.602328 + Penalty 3797.308553 = -273553.293775 nChanged 26 SP:Iteration 7Q (4383.960000 sec): 3 clusters Score: Raw -277367.940192 + Penalty 3797.308553 = -273570.631639 nChanged 18 SP:Iteration 8Q (4384.190000 sec): 3 clusters Score: Raw -277381.255233 + Penalty 3797.308553 = -273583.946680 nChanged 14 SP:Iteration 9Q (4384.360000 sec): 3 clusters Score: Raw -277390.398362 + Penalty 3797.308553 = -273593.089810 nChanged 8 SP:Iteration 10Q (4384.550000 sec): 3 clusters Score: Raw -277395.148938 + Penalty 3797.308553 = -273597.840385 nChanged 6 SP:Iteration 11Q (4384.730000 sec): 3 clusters Score: Raw -277402.166313 + Penalty 3797.308553 = -273604.857760 nChanged 9 SP:Iteration 12Q (4384.910000 sec): 3 clusters Score: Raw -277407.977298 + Penalty 3797.308553 = -273610.668746 nChanged 5 SP:Iteration 13Q (4385.130000 sec): 3 clusters Score: Raw -277411.000283 + Penalty 3797.308553 = -273613.691731 nChanged 2 SP:Iteration 14Q (4385.360000 sec): 3 clusters Score: Raw -277412.100100 + Penalty 3797.308553 = -273614.791548 nChanged 1 SP:Iteration 15Q (4385.600000 sec): 3 clusters Score: Raw -277413.320850 + Penalty 3797.308553 = -273616.012297 nChanged 3 SP:Iteration 16Q (4385.750000 sec): 3 clusters Score: Raw -277414.975030 + Penalty 3797.308553 = -273617.666478 nChanged 2 SP:Iteration 17Q (4385.940000 sec): 3 clusters Score: Raw -277416.369463 + Penalty 3797.308553 = -273619.060910 nChanged 2 SP:Iteration 18Q (4386.120000 sec): 3 clusters Score: Raw -277417.069222 + Penalty 3797.308553 = -273619.760669 nChanged 2 SP:Iteration 19Q (4386.320000 sec): 3 clusters Score: Raw -277417.541715 + Penalty 3797.308553 = -273620.233162 nChanged 1 SP:Iteration 20F (4386.540000 sec): 3 clusters Score: Raw -277417.830290 + Penalty 3797.308553 = -273620.521737 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4386.600000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4386.780000 sec): 3 clusters Score: Raw -32522.897164 + Penalty 2697.287337 = -29825.609826 nChanged 10 SP:Iteration 1Q (4386.960000 sec): 3 clusters Score: Raw -32572.723399 + Penalty 2697.287337 = -29875.436062 nChanged 1 SP:Iteration 2Q (4387.140000 sec): 3 clusters Score: Raw -32583.662474 + Penalty 2697.287337 = -29886.375137 nChanged 0 SP:Iteration 3F (4387.340000 sec): 3 clusters Score: Raw -32583.662474 + Penalty 2697.287337 = -29886.375137 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4387.430000 sec): 2 clusters Score: Raw -19452.461933 + Penalty 1282.280031 = -18170.181902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4387.620000 sec): 3 clusters Score: Raw -19856.141243 + Penalty 2564.560062 = -17291.581181 nChanged 20 SP:Iteration 1F (4387.820000 sec): 3 clusters Score: Raw -19948.825940 + Penalty 2564.560062 = -17384.265879 nChanged 5 SP:Iteration 2Q (4388.000000 sec): 3 clusters Score: Raw -19968.972016 + Penalty 2564.560062 = -17404.411955 nChanged 0 SP:Iteration 3F (4388.190000 sec): 3 clusters Score: Raw -19968.972016 + Penalty 2564.560062 = -17404.411955 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4388.280000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4388.500000 sec): 3 clusters Score: Raw -16173.398021 + Penalty 2366.259574 = -13807.138448 nChanged 2 SP:Iteration 1Q (4388.660000 sec): 3 clusters Score: Raw -16188.815094 + Penalty 2366.259574 = -13822.555520 nChanged 0 SP:Iteration 2F (4388.900000 sec): 3 clusters Score: Raw -16188.815094 + Penalty 2366.259574 = -13822.555520 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4388.990000 sec): 2 clusters Score: Raw -66584.375794 + Penalty 1539.730326 = -65044.645467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4389.160000 sec): 3 clusters Score: Raw -66614.000131 + Penalty 3079.460653 = -63534.539478 nChanged 96 SP:Iteration 1F (4389.380000 sec): 3 clusters Score: Raw -66884.756023 + Penalty 3079.460653 = -63805.295370 nChanged 31 SP:Iteration 2F (4389.580000 sec): 3 clusters Score: Raw -67038.210114 + Penalty 3079.460653 = -63958.749461 nChanged 18 SP:Iteration 3Q (4389.710000 sec): 3 clusters Score: Raw -67119.614006 + Penalty 3079.460653 = -64040.153353 nChanged 9 SP:Iteration 4Q (4389.930000 sec): 3 clusters Score: Raw -67143.167549 + Penalty 3079.460653 = -64063.706896 nChanged 5 SP:Iteration 5Q (4390.090000 sec): 3 clusters Score: Raw -67152.398958 + Penalty 3079.460653 = -64072.938305 nChanged 1 SP:Iteration 6Q (4390.270000 sec): 3 clusters Score: Raw -67156.587578 + Penalty 3079.460653 = -64077.126925 nChanged 1 SP:Iteration 7Q (4390.440000 sec): 3 clusters Score: Raw -67157.977500 + Penalty 3079.460653 = -64078.516847 nChanged 0 SP:Iteration 8F (4390.640000 sec): 3 clusters Score: Raw -67157.977500 + Penalty 3079.460653 = -64078.516847 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 27 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4390.720000 sec): 2 clusters Score: Raw -91382.273883 + Penalty 1608.567876 = -89773.706007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4390.910000 sec): 3 clusters Score: Raw -91329.617349 + Penalty 3217.135751 = -88112.481598 nChanged 127 SP:Iteration 1F (4391.140000 sec): 3 clusters Score: Raw -91528.129164 + Penalty 3217.135751 = -88310.993413 nChanged 35 SP:Iteration 2F (4391.320000 sec): 3 clusters Score: Raw -91594.263215 + Penalty 3217.135751 = -88377.127463 nChanged 17 SP:Iteration 3Q (4391.530000 sec): 3 clusters Score: Raw -91625.258306 + Penalty 3217.135751 = -88408.122555 nChanged 14 SP:Iteration 4Q (4391.720000 sec): 3 clusters Score: Raw -91656.019531 + Penalty 3217.135751 = -88438.883780 nChanged 8 SP:Iteration 5Q (4391.930000 sec): 3 clusters Score: Raw -91674.584885 + Penalty 3217.135751 = -88457.449134 nChanged 2 SP:Iteration 6Q (4392.110000 sec): 3 clusters Score: Raw -91677.025088 + Penalty 3217.135751 = -88459.889337 nChanged 0 SP:Iteration 7F (4392.270000 sec): 3 clusters Score: Raw -91677.025088 + Penalty 3217.135751 = -88459.889337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 28 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4392.340000 sec): 2 clusters Score: Raw -60120.645641 + Penalty 1552.849938 = -58567.795703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4392.490000 sec): 3 clusters Score: Raw -60155.025342 + Penalty 3105.699875 = -57049.325466 nChanged 117 SP:Iteration 1F (4392.660000 sec): 3 clusters Score: Raw -60548.198760 + Penalty 3105.699875 = -57442.498884 nChanged 52 SP:Iteration 2F (4392.880000 sec): 3 clusters Score: Raw -60684.230310 + Penalty 3105.699875 = -57578.530435 nChanged 33 SP:Iteration 3F (4393.050000 sec): 3 clusters Score: Raw -60810.294955 + Penalty 3105.699875 = -57704.595080 nChanged 23 SP:Iteration 4Q (4393.260000 sec): 3 clusters Score: Raw -61012.897641 + Penalty 3105.699875 = -57907.197766 nChanged 32 SP:Iteration 5F (4393.410000 sec): 3 clusters Score: Raw -61411.709898 + Penalty 3105.699875 = -58306.010023 nChanged 25 SP:Iteration 6Q (4393.590000 sec): 3 clusters Score: Raw -61642.837782 + Penalty 3105.699875 = -58537.137907 nChanged 17 SP:Iteration 7Q (4393.760000 sec): 3 clusters Score: Raw -61763.738315 + Penalty 3105.699875 = -58658.038440 nChanged 16 SP:Iteration 8Q (4393.910000 sec): 3 clusters Score: Raw -61887.926452 + Penalty 3105.699875 = -58782.226576 nChanged 12 SP:Iteration 9Q (4394.050000 sec): 3 clusters Score: Raw -62110.527257 + Penalty 3105.699875 = -59004.827382 nChanged 10 SP:Iteration 10Q (4394.150000 sec): 3 clusters Score: Raw -62550.399380 + Penalty 3105.699875 = -59444.699504 nChanged 3 SP:Iteration 11Q (4394.260000 sec): 3 clusters Score: Raw -62608.700241 + Penalty 3105.699875 = -59503.000365 nChanged 2 SP:Iteration 12Q (4394.420000 sec): 3 clusters Score: Raw -62661.627705 + Penalty 3105.699875 = -59555.927829 nChanged 1 SP:Iteration 13Q (4394.590000 sec): 3 clusters Score: Raw -62682.700159 + Penalty 3105.699875 = -59577.000284 nChanged 3 SP:Iteration 14Q (4394.740000 sec): 3 clusters Score: Raw -62705.587005 + Penalty 3105.699875 = -59599.887130 nChanged 4 SP:Iteration 15Q (4394.920000 sec): 3 clusters Score: Raw -62747.266348 + Penalty 3105.699875 = -59641.566473 nChanged 5 SP:Iteration 16Q (4395.130000 sec): 3 clusters Score: Raw -62782.831551 + Penalty 3105.699875 = -59677.131676 nChanged 0 SP:Iteration 17F (4395.330000 sec): 3 clusters Score: Raw -62783.417795 + Penalty 3105.699875 = -59677.717919 nChanged 1 SP:Iteration 18Q (4395.450000 sec): 3 clusters Score: Raw -62791.792491 + Penalty 3105.699875 = -59686.092616 nChanged 0 SP:Iteration 19F (4395.640000 sec): 3 clusters Score: Raw -62791.792491 + Penalty 3105.699875 = -59686.092616 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 29 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.720000 sec): 2 clusters Score: Raw -21686.952009 + Penalty 1348.643669 = -20338.308340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4395.850000 sec): 3 clusters Score: Raw -21973.268218 + Penalty 2697.287337 = -19275.980881 nChanged 41 SP:Iteration 1F (4396.040000 sec): 3 clusters Score: Raw -22273.700638 + Penalty 2697.287337 = -19576.413301 nChanged 14 SP:Iteration 2F (4396.200000 sec): 3 clusters Score: Raw -22404.892274 + Penalty 2697.287337 = -19707.604936 nChanged 7 SP:Iteration 3Q (4396.340000 sec): 3 clusters Score: Raw -22488.843411 + Penalty 2697.287337 = -19791.556074 nChanged 2 SP:Iteration 4Q (4396.560000 sec): 3 clusters Score: Raw -22521.359088 + Penalty 2697.287337 = -19824.071751 nChanged 4 SP:Iteration 5Q (4396.740000 sec): 3 clusters Score: Raw -22585.715745 + Penalty 2697.287337 = -19888.428407 nChanged 3 SP:Iteration 6Q (4396.900000 sec): 3 clusters Score: Raw -22618.959968 + Penalty 2697.287337 = -19921.672631 nChanged 2 SP:Iteration 7Q (4397.080000 sec): 3 clusters Score: Raw -22664.567650 + Penalty 2697.287337 = -19967.280313 nChanged 0 SP:Iteration 8F (4397.310000 sec): 3 clusters Score: Raw -22664.567650 + Penalty 2697.287337 = -19967.280313 nChanged 0 Iteration 139Q (4407.540000 sec): 33 clusters Score: Raw -36303815.190630 + Penalty 99209.538426 = -36204605.652204 nChanged 29 Deleting Class 17 (152 points): Lose 2690.486482 but Gain 3100.298076 Iteration 140F (4426.240000 sec): 32 clusters Score: Raw -36301259.547449 + Penalty 96109.240350 = -36205150.307098 nChanged 207 Iteration 141Q (4436.580000 sec): 32 clusters Score: Raw -36303292.930802 + Penalty 96109.240350 = -36207183.690452 nChanged 60 Iteration 142Q (4446.830000 sec): 32 clusters Score: Raw -36303548.186817 + Penalty 96109.240350 = -36207438.946467 nChanged 49 Iteration 143Q (4457.450000 sec): 32 clusters Score: Raw -36303578.698027 + Penalty 96109.240350 = -36207469.457676 nChanged 41 Iteration 144Q (4469.550000 sec): 32 clusters Score: Raw -36303599.351716 + Penalty 96109.240350 = -36207490.111366 nChanged 53 Iteration 145Q (4480.300000 sec): 32 clusters Score: Raw -36303611.370062 + Penalty 96109.240350 = -36207502.129711 nChanged 62 Iteration 146Q (4490.790000 sec): 32 clusters Score: Raw -36303621.002468 + Penalty 96109.240350 = -36207511.762118 nChanged 58 Iteration 147Q (4501.370000 sec): 32 clusters Score: Raw -36303628.313193 + Penalty 96109.240350 = -36207519.072843 nChanged 63 Iteration 148Q (4511.540000 sec): 32 clusters Score: Raw -36303635.068068 + Penalty 96109.240350 = -36207525.827718 nChanged 61 Iteration 149Q (4521.670000 sec): 32 clusters Score: Raw -36303641.943484 + Penalty 96109.240350 = -36207532.703133 nChanged 74 Iteration 150Q (4532.190000 sec): 32 clusters Score: Raw -36303648.108088 + Penalty 96109.240350 = -36207538.867737 nChanged 65 Iteration 151Q (4542.450000 sec): 32 clusters Score: Raw -36303654.670039 + Penalty 96109.240350 = -36207545.429688 nChanged 66 Iteration 152Q (4552.800000 sec): 32 clusters Score: Raw -36303660.733158 + Penalty 96109.240350 = -36207551.492808 nChanged 58 Iteration 153Q (4562.490000 sec): 32 clusters Score: Raw -36303666.735311 + Penalty 96109.240350 = -36207557.494961 nChanged 72 Iteration 154Q (4572.120000 sec): 32 clusters Score: Raw -36303676.659464 + Penalty 96109.240350 = -36207567.419113 nChanged 74 Iteration 155Q (4582.660000 sec): 32 clusters Score: Raw -36303684.038960 + Penalty 96109.240350 = -36207574.798610 nChanged 64 Iteration 156Q (4595.270000 sec): 32 clusters Score: Raw -36303689.615506 + Penalty 96109.240350 = -36207580.375156 nChanged 51 Iteration 157Q (4604.720000 sec): 32 clusters Score: Raw -36303693.679461 + Penalty 96109.240350 = -36207584.439111 nChanged 52 Iteration 158Q (4614.710000 sec): 32 clusters Score: Raw -36303697.873551 + Penalty 96109.240350 = -36207588.633200 nChanged 32 Iteration 159Q (4623.880000 sec): 32 clusters Score: Raw -36303701.145098 + Penalty 96109.240350 = -36207591.904747 nChanged 38 Iteration 160F (4640.870000 sec): 32 clusters Score: Raw -36305195.417727 + Penalty 96109.240350 = -36209086.177376 nChanged 83 Iteration 161Q (4650.710000 sec): 32 clusters Score: Raw -36306319.975071 + Penalty 96109.240350 = -36210210.734720 nChanged 60 Iteration 162Q (4660.460000 sec): 32 clusters Score: Raw -36306385.750114 + Penalty 96109.240350 = -36210276.509763 nChanged 55 Iteration 163Q (4671.130000 sec): 32 clusters Score: Raw -36306398.498699 + Penalty 96109.240350 = -36210289.258349 nChanged 71 Iteration 164Q (4681.400000 sec): 32 clusters Score: Raw -36306409.938480 + Penalty 96109.240350 = -36210300.698130 nChanged 65 Iteration 165Q (4691.620000 sec): 32 clusters Score: Raw -36306414.954367 + Penalty 96109.240350 = -36210305.714017 nChanged 45 Iteration 166Q (4701.490000 sec): 32 clusters Score: Raw -36306418.389219 + Penalty 96109.240350 = -36210309.148869 nChanged 50 Iteration 167Q (4711.600000 sec): 32 clusters Score: Raw -36306422.056707 + Penalty 96109.240350 = -36210312.816357 nChanged 39 Iteration 168Q (4721.520000 sec): 32 clusters Score: Raw -36306425.246063 + Penalty 96109.240350 = -36210316.005713 nChanged 42 Iteration 169Q (4731.200000 sec): 32 clusters Score: Raw -36306427.756430 + Penalty 96109.240350 = -36210318.516080 nChanged 31 Iteration 170Q (4743.980000 sec): 32 clusters Score: Raw -36306429.251820 + Penalty 96109.240350 = -36210320.011469 nChanged 27 Iteration 171Q (4755.300000 sec): 32 clusters Score: Raw -36306430.656995 + Penalty 96109.240350 = -36210321.416645 nChanged 25 Iteration 172Q (4765.340000 sec): 32 clusters Score: Raw -36306432.212610 + Penalty 96109.240350 = -36210322.972260 nChanged 22 Iteration 173Q (4775.860000 sec): 32 clusters Score: Raw -36306433.337729 + Penalty 96109.240350 = -36210324.097378 nChanged 22 Iteration 174Q (4786.860000 sec): 32 clusters Score: Raw -36306434.644125 + Penalty 96109.240350 = -36210325.403774 nChanged 21 Iteration 175Q (4798.190000 sec): 32 clusters Score: Raw -36306435.809561 + Penalty 96109.240350 = -36210326.569211 nChanged 24 Iteration 176Q (4808.730000 sec): 32 clusters Score: Raw -36306437.336320 + Penalty 96109.240350 = -36210328.095970 nChanged 29 Iteration 177Q (4818.960000 sec): 32 clusters Score: Raw -36306439.445561 + Penalty 96109.240350 = -36210330.205211 nChanged 36 Iteration 178Q (4828.840000 sec): 32 clusters Score: Raw -36306441.342441 + Penalty 96109.240350 = -36210332.102091 nChanged 26 Writing temp clu file Because OldScore, -36210330.205211, is greater than current (better) Score,-36210332.102091 Compute initial score before splitting: Score: Raw -36306441.342441 + Penalty 96109.240350 = -36210332.102091 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4828.960000 sec): 2 clusters Score: Raw -113983.120755 + Penalty 1661.170477 = -112321.950278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4829.170000 sec): 3 clusters Score: Raw -113821.928560 + Penalty 3322.340955 = -110499.587605 nChanged 192 SP:Iteration 1F (4829.340000 sec): 3 clusters Score: Raw -114047.081366 + Penalty 3322.340955 = -110724.740411 nChanged 38 SP:Iteration 2Q (4829.500000 sec): 3 clusters Score: Raw -114095.266208 + Penalty 3322.340955 = -110772.925253 nChanged 10 SP:Iteration 3Q (4829.710000 sec): 3 clusters Score: Raw -114105.959320 + Penalty 3322.340955 = -110783.618365 nChanged 10 SP:Iteration 4Q (4829.920000 sec): 3 clusters Score: Raw -114121.910387 + Penalty 3322.340955 = -110799.569432 nChanged 5 SP:Iteration 5Q (4830.130000 sec): 3 clusters Score: Raw -114130.082409 + Penalty 3322.340955 = -110807.741455 nChanged 4 SP:Iteration 6Q (4830.270000 sec): 3 clusters Score: Raw -114134.688889 + Penalty 3322.340955 = -110812.347934 nChanged 2 SP:Iteration 7Q (4830.470000 sec): 3 clusters Score: Raw -114136.748398 + Penalty 3322.340955 = -110814.407443 nChanged 1 SP:Iteration 8Q (4830.660000 sec): 3 clusters Score: Raw -114137.687454 + Penalty 3322.340955 = -110815.346499 nChanged 1 SP:Iteration 9Q (4830.880000 sec): 3 clusters Score: Raw -114139.133656 + Penalty 3322.340955 = -110816.792701 nChanged 1 SP:Iteration 10Q (4831.070000 sec): 3 clusters Score: Raw -114142.249636 + Penalty 3322.340955 = -110819.908681 nChanged 2 SP:Iteration 11Q (4831.250000 sec): 3 clusters Score: Raw -114145.728492 + Penalty 3322.340955 = -110823.387537 nChanged 0 SP:Iteration 12F (4831.440000 sec): 3 clusters Score: Raw -114145.728492 + Penalty 3322.340955 = -110823.387537 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.540000 sec): 2 clusters Score: Raw -93147.848573 + Penalty 1639.118612 = -91508.729961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.760000 sec): 3 clusters Score: Raw -93107.445913 + Penalty 3278.237225 = -89829.208689 nChanged 191 SP:Iteration 1F (4832.000000 sec): 3 clusters Score: Raw -93565.527397 + Penalty 3278.237225 = -90287.290172 nChanged 85 SP:Iteration 2F (4832.190000 sec): 3 clusters Score: Raw -93952.238270 + Penalty 3278.237225 = -90674.001045 nChanged 85 SP:Iteration 3F (4832.390000 sec): 3 clusters Score: Raw -94363.526371 + Penalty 3278.237225 = -91085.289146 nChanged 58 SP:Iteration 4F (4832.610000 sec): 3 clusters Score: Raw -94519.432206 + Penalty 3278.237225 = -91241.194981 nChanged 17 SP:Iteration 5Q (4832.830000 sec): 3 clusters Score: Raw -94562.535016 + Penalty 3278.237225 = -91284.297791 nChanged 7 SP:Iteration 6Q (4833.000000 sec): 3 clusters Score: Raw -94583.225338 + Penalty 3278.237225 = -91304.988114 nChanged 5 SP:Iteration 7Q (4833.170000 sec): 3 clusters Score: Raw -94598.725047 + Penalty 3278.237225 = -91320.487822 nChanged 4 SP:Iteration 8Q (4833.350000 sec): 3 clusters Score: Raw -94604.046311 + Penalty 3278.237225 = -91325.809087 nChanged 1 SP:Iteration 9Q (4833.530000 sec): 3 clusters Score: Raw -94605.518014 + Penalty 3278.237225 = -91327.280789 nChanged 0 SP:Iteration 10F (4833.750000 sec): 3 clusters Score: Raw -94605.518014 + Penalty 3278.237225 = -91327.280789 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4833.810000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4834.030000 sec): 3 clusters Score: Raw -42044.886866 + Penalty 2886.761133 = -39158.125732 nChanged 44 SP:Iteration 1F (4834.200000 sec): 3 clusters Score: Raw -42180.358041 + Penalty 2886.761133 = -39293.596908 nChanged 12 SP:Iteration 2Q (4834.390000 sec): 3 clusters Score: Raw -42229.436403 + Penalty 2886.761133 = -39342.675270 nChanged 5 SP:Iteration 3Q (4834.530000 sec): 3 clusters Score: Raw -42244.695476 + Penalty 2886.761133 = -39357.934343 nChanged 4 SP:Iteration 4Q (4834.750000 sec): 3 clusters Score: Raw -42264.272215 + Penalty 2886.761133 = -39377.511081 nChanged 6 SP:Iteration 5Q (4834.920000 sec): 3 clusters Score: Raw -42293.615547 + Penalty 2886.761133 = -39406.854414 nChanged 5 SP:Iteration 6Q (4835.070000 sec): 3 clusters Score: Raw -42311.244330 + Penalty 2886.761133 = -39424.483197 nChanged 2 SP:Iteration 7Q (4835.280000 sec): 3 clusters Score: Raw -42316.162283 + Penalty 2886.761133 = -39429.401150 nChanged 2 SP:Iteration 8Q (4835.490000 sec): 3 clusters Score: Raw -42324.740676 + Penalty 2886.761133 = -39437.979543 nChanged 1 SP:Iteration 9Q (4835.720000 sec): 3 clusters Score: Raw -42326.200791 + Penalty 2886.761133 = -39439.439657 nChanged 0 SP:Iteration 10F (4835.900000 sec): 3 clusters Score: Raw -42326.200791 + Penalty 2886.761133 = -39439.439657 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (18576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4836.090000 sec): 2 clusters Score: Raw -2526823.264802 + Penalty 2437.747175 = -2524385.517628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4836.390000 sec): 3 clusters Score: Raw -2516239.807987 + Penalty 4875.494349 = -2511364.313638 nChanged 8128 SP:Iteration 1F (4836.630000 sec): 3 clusters Score: Raw -2520427.472079 + Penalty 4875.494349 = -2515551.977730 nChanged 1076 SP:Iteration 2F (4836.930000 sec): 3 clusters Score: Raw -2520846.088010 + Penalty 4875.494349 = -2515970.593661 nChanged 875 SP:Iteration 3Q (4837.250000 sec): 3 clusters Score: Raw -2521161.670804 + Penalty 4875.494349 = -2516286.176454 nChanged 761 SP:Iteration 4Q (4837.580000 sec): 3 clusters Score: Raw -2521410.020862 + Penalty 4875.494349 = -2516534.526513 nChanged 641 SP:Iteration 5Q (4837.920000 sec): 3 clusters Score: Raw -2521611.894546 + Penalty 4875.494349 = -2516736.400196 nChanged 567 SP:Iteration 6Q (4838.260000 sec): 3 clusters Score: Raw -2521786.858721 + Penalty 4875.494349 = -2516911.364372 nChanged 518 SP:Iteration 7Q (4838.540000 sec): 3 clusters Score: Raw -2521963.746094 + Penalty 4875.494349 = -2517088.251745 nChanged 560 SP:Iteration 8Q (4838.860000 sec): 3 clusters Score: Raw -2522190.351936 + Penalty 4875.494349 = -2517314.857587 nChanged 588 SP:Iteration 9Q (4839.200000 sec): 3 clusters Score: Raw -2522433.769196 + Penalty 4875.494349 = -2517558.274847 nChanged 657 SP:Iteration 10Q (4839.510000 sec): 3 clusters Score: Raw -2522749.908403 + Penalty 4875.494349 = -2517874.414054 nChanged 724 SP:Iteration 11Q (4839.800000 sec): 3 clusters Score: Raw -2523157.802669 + Penalty 4875.494349 = -2518282.308320 nChanged 780 SP:Iteration 12Q (4840.140000 sec): 3 clusters Score: Raw -2523627.211380 + Penalty 4875.494349 = -2518751.717031 nChanged 789 SP:Iteration 13Q (4840.440000 sec): 3 clusters Score: Raw -2524147.719684 + Penalty 4875.494349 = -2519272.225335 nChanged 779 SP:Iteration 14Q (4840.740000 sec): 3 clusters Score: Raw -2524699.559607 + Penalty 4875.494349 = -2519824.065257 nChanged 707 SP:Iteration 15Q (4841.070000 sec): 3 clusters Score: Raw -2525175.853311 + Penalty 4875.494349 = -2520300.358962 nChanged 544 SP:Iteration 16Q (4841.340000 sec): 3 clusters Score: Raw -2525518.880369 + Penalty 4875.494349 = -2520643.386020 nChanged 413 SP:Iteration 17Q (4841.690000 sec): 3 clusters Score: Raw -2525778.236398 + Penalty 4875.494349 = -2520902.742049 nChanged 328 SP:Iteration 18Q (4841.990000 sec): 3 clusters Score: Raw -2525978.537050 + Penalty 4875.494349 = -2521103.042701 nChanged 280 SP:Iteration 19Q (4842.310000 sec): 3 clusters Score: Raw -2526133.107366 + Penalty 4875.494349 = -2521257.613017 nChanged 229 SP:Iteration 20F (4842.620000 sec): 3 clusters Score: Raw -2526249.743499 + Penalty 4875.494349 = -2521374.249150 nChanged 176 SP:Iteration 21Q (4842.870000 sec): 3 clusters Score: Raw -2526332.779808 + Penalty 4875.494349 = -2521457.285459 nChanged 151 SP:Iteration 22Q (4843.180000 sec): 3 clusters Score: Raw -2526404.634030 + Penalty 4875.494349 = -2521529.139681 nChanged 140 SP:Iteration 23Q (4843.470000 sec): 3 clusters Score: Raw -2526467.883462 + Penalty 4875.494349 = -2521592.389113 nChanged 131 SP:Iteration 24Q (4843.790000 sec): 3 clusters Score: Raw -2526525.484536 + Penalty 4875.494349 = -2521649.990187 nChanged 112 SP:Iteration 25Q (4844.090000 sec): 3 clusters Score: Raw -2526584.630861 + Penalty 4875.494349 = -2521709.136511 nChanged 115 SP:Iteration 26Q (4844.410000 sec): 3 clusters Score: Raw -2526645.073212 + Penalty 4875.494349 = -2521769.578863 nChanged 100 SP:Iteration 27Q (4844.670000 sec): 3 clusters Score: Raw -2526690.943916 + Penalty 4875.494349 = -2521815.449567 nChanged 82 SP:Iteration 28Q (4844.920000 sec): 3 clusters Score: Raw -2526727.566099 + Penalty 4875.494349 = -2521852.071749 nChanged 75 SP:Iteration 29Q (4845.220000 sec): 3 clusters Score: Raw -2526764.130419 + Penalty 4875.494349 = -2521888.636069 nChanged 75 SP:Iteration 30Q (4845.530000 sec): 3 clusters Score: Raw -2526799.796889 + Penalty 4875.494349 = -2521924.302540 nChanged 62 SP:Iteration 31Q (4845.840000 sec): 3 clusters Score: Raw -2526826.475808 + Penalty 4875.494349 = -2521950.981459 nChanged 55 SP:Iteration 32Q (4846.140000 sec): 3 clusters Score: Raw -2526851.721435 + Penalty 4875.494349 = -2521976.227086 nChanged 54 SP:Iteration 33Q (4846.400000 sec): 3 clusters Score: Raw -2526880.088807 + Penalty 4875.494349 = -2522004.594457 nChanged 53 SP:Iteration 34Q (4846.700000 sec): 3 clusters Score: Raw -2526907.930175 + Penalty 4875.494349 = -2522032.435826 nChanged 45 SP:Iteration 35Q (4846.950000 sec): 3 clusters Score: Raw -2526931.796375 + Penalty 4875.494349 = -2522056.302026 nChanged 44 SP:Iteration 36Q (4847.240000 sec): 3 clusters Score: Raw -2526951.474765 + Penalty 4875.494349 = -2522075.980416 nChanged 39 SP:Iteration 37Q (4847.540000 sec): 3 clusters Score: Raw -2526971.111017 + Penalty 4875.494349 = -2522095.616668 nChanged 36 SP:Iteration 38Q (4847.840000 sec): 3 clusters Score: Raw -2526987.077204 + Penalty 4875.494349 = -2522111.582855 nChanged 28 SP:Iteration 39Q (4848.120000 sec): 3 clusters Score: Raw -2526999.937616 + Penalty 4875.494349 = -2522124.443266 nChanged 18 SP:Iteration 40F (4848.460000 sec): 3 clusters Score: Raw -2527008.538871 + Penalty 4875.494349 = -2522133.044522 nChanged 22 SP:Iteration 41Q (4848.790000 sec): 3 clusters Score: Raw -2527020.370863 + Penalty 4875.494349 = -2522144.876514 nChanged 21 SP:Iteration 42Q (4849.020000 sec): 3 clusters Score: Raw -2527029.559863 + Penalty 4875.494349 = -2522154.065514 nChanged 12 SP:Iteration 43Q (4849.280000 sec): 3 clusters Score: Raw -2527034.294838 + Penalty 4875.494349 = -2522158.800489 nChanged 8 SP:Iteration 44Q (4849.570000 sec): 3 clusters Score: Raw -2527037.322166 + Penalty 4875.494349 = -2522161.827816 nChanged 3 SP:Iteration 45Q (4849.850000 sec): 3 clusters Score: Raw -2527038.537452 + Penalty 4875.494349 = -2522163.043103 nChanged 4 SP:Iteration 46Q (4850.130000 sec): 3 clusters Score: Raw -2527040.284651 + Penalty 4875.494349 = -2522164.790302 nChanged 6 SP:Iteration 47Q (4850.370000 sec): 3 clusters Score: Raw -2527043.133814 + Penalty 4875.494349 = -2522167.639465 nChanged 8 SP:Iteration 48Q (4850.610000 sec): 3 clusters Score: Raw -2527047.328799 + Penalty 4875.494349 = -2522171.834450 nChanged 7 SP:Iteration 49Q (4850.930000 sec): 3 clusters Score: Raw -2527049.766862 + Penalty 4875.494349 = -2522174.272513 nChanged 6 SP:Iteration 50Q (4851.140000 sec): 3 clusters Score: Raw -2527051.507759 + Penalty 4875.494349 = -2522176.013410 nChanged 8 SP:Iteration 51Q (4851.460000 sec): 3 clusters Score: Raw -2527054.450352 + Penalty 4875.494349 = -2522178.956003 nChanged 7 SP:Iteration 52Q (4851.700000 sec): 3 clusters Score: Raw -2527057.515342 + Penalty 4875.494349 = -2522182.020993 nChanged 6 SP:Iteration 53Q (4851.950000 sec): 3 clusters Score: Raw -2527060.268898 + Penalty 4875.494349 = -2522184.774549 nChanged 8 SP:Iteration 54Q (4852.210000 sec): 3 clusters Score: Raw -2527063.842022 + Penalty 4875.494349 = -2522188.347673 nChanged 6 SP:Iteration 55Q (4852.450000 sec): 3 clusters Score: Raw -2527066.532206 + Penalty 4875.494349 = -2522191.037857 nChanged 8 SP:Iteration 56Q (4852.690000 sec): 3 clusters Score: Raw -2527069.889502 + Penalty 4875.494349 = -2522194.395152 nChanged 11 SP:Iteration 57Q (4852.930000 sec): 3 clusters Score: Raw -2527076.234071 + Penalty 4875.494349 = -2522200.739722 nChanged 17 SP:Iteration 58Q (4853.220000 sec): 3 clusters Score: Raw -2527083.636430 + Penalty 4875.494349 = -2522208.142081 nChanged 10 SP:Iteration 59Q (4853.480000 sec): 3 clusters Score: Raw -2527088.460846 + Penalty 4875.494349 = -2522212.966496 nChanged 11 SP:Iteration 60F (4853.720000 sec): 3 clusters Score: Raw -2527093.729890 + Penalty 4875.494349 = -2522218.235541 nChanged 11 SP:Iteration 61Q (4853.970000 sec): 3 clusters Score: Raw -2527098.591986 + Penalty 4875.494349 = -2522223.097637 nChanged 5 SP:Iteration 62Q (4854.250000 sec): 3 clusters Score: Raw -2527105.473188 + Penalty 4875.494349 = -2522229.978839 nChanged 8 SP:Iteration 63Q (4854.520000 sec): 3 clusters Score: Raw -2527109.304129 + Penalty 4875.494349 = -2522233.809780 nChanged 5 SP:Iteration 64Q (4854.770000 sec): 3 clusters Score: Raw -2527111.028173 + Penalty 4875.494349 = -2522235.533824 nChanged 2 SP:Iteration 65Q (4855.030000 sec): 3 clusters Score: Raw -2527111.899144 + Penalty 4875.494349 = -2522236.404795 nChanged 2 SP:Iteration 66Q (4855.270000 sec): 3 clusters Score: Raw -2527112.984931 + Penalty 4875.494349 = -2522237.490581 nChanged 3 SP:Iteration 67Q (4855.550000 sec): 3 clusters Score: Raw -2527114.854984 + Penalty 4875.494349 = -2522239.360635 nChanged 5 SP:Iteration 68Q (4855.790000 sec): 3 clusters Score: Raw -2527116.736820 + Penalty 4875.494349 = -2522241.242471 nChanged 2 SP:Iteration 69Q (4856.050000 sec): 3 clusters Score: Raw -2527117.799786 + Penalty 4875.494349 = -2522242.305437 nChanged 2 SP:Iteration 70Q (4856.310000 sec): 3 clusters Score: Raw -2527118.664992 + Penalty 4875.494349 = -2522243.170643 nChanged 3 SP:Iteration 71Q (4856.520000 sec): 3 clusters Score: Raw -2527120.463233 + Penalty 4875.494349 = -2522244.968884 nChanged 3 SP:Iteration 72Q (4856.790000 sec): 3 clusters Score: Raw -2527122.325915 + Penalty 4875.494349 = -2522246.831566 nChanged 5 SP:Iteration 73Q (4857.060000 sec): 3 clusters Score: Raw -2527124.761568 + Penalty 4875.494349 = -2522249.267219 nChanged 6 SP:Iteration 74Q (4857.310000 sec): 3 clusters Score: Raw -2527127.489999 + Penalty 4875.494349 = -2522251.995650 nChanged 6 SP:Iteration 75Q (4857.590000 sec): 3 clusters Score: Raw -2527130.103737 + Penalty 4875.494349 = -2522254.609388 nChanged 6 SP:Iteration 76Q (4857.900000 sec): 3 clusters Score: Raw -2527133.328605 + Penalty 4875.494349 = -2522257.834256 nChanged 7 SP:Iteration 77Q (4858.210000 sec): 3 clusters Score: Raw -2527137.453824 + Penalty 4875.494349 = -2522261.959475 nChanged 8 SP:Iteration 78Q (4858.470000 sec): 3 clusters Score: Raw -2527141.859157 + Penalty 4875.494349 = -2522266.364808 nChanged 10 SP:Iteration 79Q (4858.810000 sec): 3 clusters Score: Raw -2527147.306451 + Penalty 4875.494349 = -2522271.812102 nChanged 5 SP:Iteration 80F (4859.050000 sec): 3 clusters Score: Raw -2527149.594616 + Penalty 4875.494349 = -2522274.100267 nChanged 2 SP:Iteration 81Q (4859.320000 sec): 3 clusters Score: Raw -2527150.527975 + Penalty 4875.494349 = -2522275.033626 nChanged 1 SP:Iteration 82Q (4859.620000 sec): 3 clusters Score: Raw -2527150.832481 + Penalty 4875.494349 = -2522275.338132 nChanged 2 SP:Iteration 83Q (4859.890000 sec): 3 clusters Score: Raw -2527151.782851 + Penalty 4875.494349 = -2522276.288502 nChanged 3 SP:Iteration 84Q (4860.170000 sec): 3 clusters Score: Raw -2527152.808386 + Penalty 4875.494349 = -2522277.314037 nChanged 2 SP:Iteration 85Q (4860.430000 sec): 3 clusters Score: Raw -2527153.206509 + Penalty 4875.494349 = -2522277.712160 nChanged 1 SP:Iteration 86Q (4860.740000 sec): 3 clusters Score: Raw -2527153.545812 + Penalty 4875.494349 = -2522278.051463 nChanged 0 SP:Iteration 87F (4861.120000 sec): 3 clusters Score: Raw -2527153.545812 + Penalty 4875.494349 = -2522278.051463 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4861.210000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4861.400000 sec): 3 clusters Score: Raw -42218.878391 + Penalty 2861.087214 = -39357.791177 nChanged 36 SP:Iteration 1F (4861.610000 sec): 3 clusters Score: Raw -42323.618999 + Penalty 2861.087214 = -39462.531785 nChanged 10 SP:Iteration 2Q (4861.750000 sec): 3 clusters Score: Raw -42360.566064 + Penalty 2861.087214 = -39499.478850 nChanged 2 SP:Iteration 3Q (4861.910000 sec): 3 clusters Score: Raw -42365.969056 + Penalty 2861.087214 = -39504.881842 nChanged 1 SP:Iteration 4Q (4862.100000 sec): 3 clusters Score: Raw -42368.381344 + Penalty 2861.087214 = -39507.294131 nChanged 1 SP:Iteration 5Q (4862.300000 sec): 3 clusters Score: Raw -42370.927294 + Penalty 2861.087214 = -39509.840080 nChanged 1 SP:Iteration 6Q (4862.470000 sec): 3 clusters Score: Raw -42374.041060 + Penalty 2861.087214 = -39512.953846 nChanged 1 SP:Iteration 7Q (4862.690000 sec): 3 clusters Score: Raw -42378.764150 + Penalty 2861.087214 = -39517.676936 nChanged 0 SP:Iteration 8F (4862.920000 sec): 3 clusters Score: Raw -42378.764150 + Penalty 2861.087214 = -39517.676936 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.970000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.190000 sec): 3 clusters Score: Raw -26748.921997 + Penalty 2668.429087 = -24080.492909 nChanged 14 SP:Iteration 1F (4863.390000 sec): 3 clusters Score: Raw -26826.554209 + Penalty 2668.429087 = -24158.125122 nChanged 8 SP:Iteration 2Q (4863.560000 sec): 3 clusters Score: Raw -26918.860165 + Penalty 2668.429087 = -24250.431077 nChanged 3 SP:Iteration 3Q (4863.730000 sec): 3 clusters Score: Raw -26926.959583 + Penalty 2668.429087 = -24258.530495 nChanged 1 SP:Iteration 4Q (4863.880000 sec): 3 clusters Score: Raw -26931.898592 + Penalty 2668.429087 = -24263.469505 nChanged 0 SP:Iteration 5F (4864.110000 sec): 3 clusters Score: Raw -26931.898592 + Penalty 2668.429087 = -24263.469505 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.180000 sec): 2 clusters Score: Raw -27377.533578 + Penalty 1396.540522 = -25980.993056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.380000 sec): 3 clusters Score: Raw -27698.566563 + Penalty 2793.081044 = -24905.485519 nChanged 60 SP:Iteration 1F (4864.550000 sec): 3 clusters Score: Raw -27991.680695 + Penalty 2793.081044 = -25198.599651 nChanged 15 SP:Iteration 2F (4864.710000 sec): 3 clusters Score: Raw -28162.322535 + Penalty 2793.081044 = -25369.241492 nChanged 11 SP:Iteration 3Q (4864.880000 sec): 3 clusters Score: Raw -28249.408029 + Penalty 2793.081044 = -25456.326985 nChanged 14 SP:Iteration 4F (4865.070000 sec): 3 clusters Score: Raw -28335.203075 + Penalty 2793.081044 = -25542.122032 nChanged 9 SP:Iteration 5Q (4865.280000 sec): 3 clusters Score: Raw -28410.963439 + Penalty 2793.081044 = -25617.882395 nChanged 6 SP:Iteration 6Q (4865.450000 sec): 3 clusters Score: Raw -28461.900783 + Penalty 2793.081044 = -25668.819739 nChanged 3 SP:Iteration 7Q (4865.690000 sec): 3 clusters Score: Raw -28479.687985 + Penalty 2793.081044 = -25686.606941 nChanged 3 SP:Iteration 8Q (4865.830000 sec): 3 clusters Score: Raw -28521.247487 + Penalty 2793.081044 = -25728.166444 nChanged 2 SP:Iteration 9Q (4866.020000 sec): 3 clusters Score: Raw -28528.787968 + Penalty 2793.081044 = -25735.706924 nChanged 2 SP:Iteration 10Q (4866.190000 sec): 3 clusters Score: Raw -28544.201231 + Penalty 2793.081044 = -25751.120187 nChanged 2 SP:Iteration 11Q (4866.350000 sec): 3 clusters Score: Raw -28557.894350 + Penalty 2793.081044 = -25764.813307 nChanged 0 SP:Iteration 12F (4866.500000 sec): 3 clusters Score: Raw -28557.894350 + Penalty 2793.081044 = -25764.813307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4866.580000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4866.820000 sec): 3 clusters Score: Raw -24032.284955 + Penalty 2597.275214 = -21435.009742 nChanged 8 SP:Iteration 1Q (4867.000000 sec): 3 clusters Score: Raw -24078.153833 + Penalty 2597.275214 = -21480.878619 nChanged 2 SP:Iteration 2Q (4867.180000 sec): 3 clusters Score: Raw -24090.821160 + Penalty 2597.275214 = -21493.545947 nChanged 3 SP:Iteration 3Q (4867.360000 sec): 3 clusters Score: Raw -24103.907247 + Penalty 2597.275214 = -21506.632034 nChanged 0 SP:Iteration 4F (4867.530000 sec): 3 clusters Score: Raw -24103.907247 + Penalty 2597.275214 = -21506.632034 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4867.630000 sec): 2 clusters Score: Raw -197592.508399 + Penalty 1825.936027 = -195766.572372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4867.800000 sec): 3 clusters Score: Raw -197090.424756 + Penalty 3651.872054 = -193438.552702 nChanged 504 SP:Iteration 1F (4867.960000 sec): 3 clusters Score: Raw -197651.319217 + Penalty 3651.872054 = -193999.447163 nChanged 151 SP:Iteration 2F (4868.140000 sec): 3 clusters Score: Raw -197848.353282 + Penalty 3651.872054 = -194196.481228 nChanged 75 SP:Iteration 3Q (4868.310000 sec): 3 clusters Score: Raw -197935.624305 + Penalty 3651.872054 = -194283.752251 nChanged 45 SP:Iteration 4Q (4868.480000 sec): 3 clusters Score: Raw -197991.944766 + Penalty 3651.872054 = -194340.072712 nChanged 26 SP:Iteration 5Q (4868.650000 sec): 3 clusters Score: Raw -198029.194033 + Penalty 3651.872054 = -194377.321979 nChanged 25 SP:Iteration 6Q (4868.860000 sec): 3 clusters Score: Raw -198060.566770 + Penalty 3651.872054 = -194408.694716 nChanged 29 SP:Iteration 7Q (4869.040000 sec): 3 clusters Score: Raw -198096.654819 + Penalty 3651.872054 = -194444.782765 nChanged 21 SP:Iteration 8Q (4869.210000 sec): 3 clusters Score: Raw -198124.328936 + Penalty 3651.872054 = -194472.456882 nChanged 20 SP:Iteration 9Q (4869.430000 sec): 3 clusters Score: Raw -198145.083664 + Penalty 3651.872054 = -194493.211610 nChanged 18 SP:Iteration 10Q (4869.650000 sec): 3 clusters Score: Raw -198162.445746 + Penalty 3651.872054 = -194510.573692 nChanged 11 SP:Iteration 11Q (4869.840000 sec): 3 clusters Score: Raw -198169.910765 + Penalty 3651.872054 = -194518.038711 nChanged 9 SP:Iteration 12Q (4870.030000 sec): 3 clusters Score: Raw -198177.524926 + Penalty 3651.872054 = -194525.652872 nChanged 4 SP:Iteration 13Q (4870.220000 sec): 3 clusters Score: Raw -198181.303818 + Penalty 3651.872054 = -194529.431764 nChanged 2 SP:Iteration 14Q (4870.430000 sec): 3 clusters Score: Raw -198183.097003 + Penalty 3651.872054 = -194531.224948 nChanged 3 SP:Iteration 15Q (4870.590000 sec): 3 clusters Score: Raw -198187.117567 + Penalty 3651.872054 = -194535.245513 nChanged 5 SP:Iteration 16Q (4870.790000 sec): 3 clusters Score: Raw -198190.610875 + Penalty 3651.872054 = -194538.738820 nChanged 2 SP:Iteration 17Q (4870.930000 sec): 3 clusters Score: Raw -198191.499722 + Penalty 3651.872054 = -194539.627668 nChanged 0 SP:Iteration 18F (4871.080000 sec): 3 clusters Score: Raw -198191.499722 + Penalty 3651.872054 = -194539.627668 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.170000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4871.350000 sec): 3 clusters Score: Raw -71892.252272 + Penalty 3120.618293 = -68771.633979 nChanged 102 SP:Iteration 1F (4871.560000 sec): 3 clusters Score: Raw -72107.117255 + Penalty 3120.618293 = -68986.498962 nChanged 22 SP:Iteration 2Q (4871.700000 sec): 3 clusters Score: Raw -72156.334922 + Penalty 3120.618293 = -69035.716629 nChanged 8 SP:Iteration 3Q (4871.850000 sec): 3 clusters Score: Raw -72186.516741 + Penalty 3120.618293 = -69065.898448 nChanged 4 SP:Iteration 4Q (4872.050000 sec): 3 clusters Score: Raw -72193.164414 + Penalty 3120.618293 = -69072.546121 nChanged 0 SP:Iteration 5F (4872.280000 sec): 3 clusters Score: Raw -72193.164414 + Penalty 3120.618293 = -69072.546121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.330000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.580000 sec): 3 clusters Score: Raw -70718.066372 + Penalty 3111.346995 = -67606.719376 nChanged 85 SP:Iteration 1F (4872.760000 sec): 3 clusters Score: Raw -70880.739786 + Penalty 3111.346995 = -67769.392791 nChanged 20 SP:Iteration 2Q (4872.940000 sec): 3 clusters Score: Raw -70932.980839 + Penalty 3111.346995 = -67821.633844 nChanged 10 SP:Iteration 3Q (4873.140000 sec): 3 clusters Score: Raw -70955.800684 + Penalty 3111.346995 = -67844.453689 nChanged 0 SP:Iteration 4F (4873.350000 sec): 3 clusters Score: Raw -70955.800684 + Penalty 3111.346995 = -67844.453689 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4873.490000 sec): 2 clusters Score: Raw -802993.487119 + Penalty 2158.057650 = -800835.429469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4873.710000 sec): 3 clusters Score: Raw -800024.343626 + Penalty 4316.115300 = -795708.228326 nChanged 2360 SP:Iteration 1F (4873.930000 sec): 3 clusters Score: Raw -801312.666517 + Penalty 4316.115300 = -796996.551217 nChanged 426 SP:Iteration 2F (4874.120000 sec): 3 clusters Score: Raw -801555.472775 + Penalty 4316.115300 = -797239.357475 nChanged 320 SP:Iteration 3F (4874.320000 sec): 3 clusters Score: Raw -801754.263815 + Penalty 4316.115300 = -797438.148515 nChanged 261 SP:Iteration 4Q (4874.540000 sec): 3 clusters Score: Raw -801888.201131 + Penalty 4316.115300 = -797572.085831 nChanged 195 SP:Iteration 5Q (4874.730000 sec): 3 clusters Score: Raw -801980.971849 + Penalty 4316.115300 = -797664.856548 nChanged 136 SP:Iteration 6Q (4874.950000 sec): 3 clusters Score: Raw -802033.186478 + Penalty 4316.115300 = -797717.071178 nChanged 131 SP:Iteration 7Q (4875.120000 sec): 3 clusters Score: Raw -802086.221000 + Penalty 4316.115300 = -797770.105699 nChanged 121 SP:Iteration 8Q (4875.300000 sec): 3 clusters Score: Raw -802131.820583 + Penalty 4316.115300 = -797815.705282 nChanged 97 SP:Iteration 9Q (4875.520000 sec): 3 clusters Score: Raw -802174.609091 + Penalty 4316.115300 = -797858.493791 nChanged 102 SP:Iteration 10Q (4875.730000 sec): 3 clusters Score: Raw -802213.534118 + Penalty 4316.115300 = -797897.418818 nChanged 84 SP:Iteration 11Q (4875.950000 sec): 3 clusters Score: Raw -802245.655497 + Penalty 4316.115300 = -797929.540196 nChanged 87 SP:Iteration 12Q (4876.130000 sec): 3 clusters Score: Raw -802276.544880 + Penalty 4316.115300 = -797960.429580 nChanged 75 SP:Iteration 13Q (4876.320000 sec): 3 clusters Score: Raw -802301.389539 + Penalty 4316.115300 = -797985.274239 nChanged 62 SP:Iteration 14Q (4876.530000 sec): 3 clusters Score: Raw -802324.589003 + Penalty 4316.115300 = -798008.473702 nChanged 57 SP:Iteration 15Q (4876.770000 sec): 3 clusters Score: Raw -802344.853384 + Penalty 4316.115300 = -798028.738084 nChanged 63 SP:Iteration 16Q (4876.990000 sec): 3 clusters Score: Raw -802363.689985 + Penalty 4316.115300 = -798047.574684 nChanged 60 SP:Iteration 17Q (4877.240000 sec): 3 clusters Score: Raw -802384.861806 + Penalty 4316.115300 = -798068.746505 nChanged 67 SP:Iteration 18Q (4877.460000 sec): 3 clusters Score: Raw -802407.454212 + Penalty 4316.115300 = -798091.338912 nChanged 57 SP:Iteration 19Q (4877.710000 sec): 3 clusters Score: Raw -802428.013473 + Penalty 4316.115300 = -798111.898173 nChanged 61 SP:Iteration 20F (4877.880000 sec): 3 clusters Score: Raw -802449.078168 + Penalty 4316.115300 = -798132.962867 nChanged 45 SP:Iteration 21Q (4878.130000 sec): 3 clusters Score: Raw -802462.669136 + Penalty 4316.115300 = -798146.553836 nChanged 37 SP:Iteration 22Q (4878.320000 sec): 3 clusters Score: Raw -802473.706892 + Penalty 4316.115300 = -798157.591591 nChanged 32 SP:Iteration 23Q (4878.530000 sec): 3 clusters Score: Raw -802483.533053 + Penalty 4316.115300 = -798167.417753 nChanged 36 SP:Iteration 24Q (4878.740000 sec): 3 clusters Score: Raw -802495.174004 + Penalty 4316.115300 = -798179.058703 nChanged 41 SP:Iteration 25Q (4878.940000 sec): 3 clusters Score: Raw -802510.545286 + Penalty 4316.115300 = -798194.429985 nChanged 56 SP:Iteration 26Q (4879.190000 sec): 3 clusters Score: Raw -802535.859351 + Penalty 4316.115300 = -798219.744051 nChanged 57 SP:Iteration 27Q (4879.380000 sec): 3 clusters Score: Raw -802564.286060 + Penalty 4316.115300 = -798248.170760 nChanged 67 SP:Iteration 28Q (4879.610000 sec): 3 clusters Score: Raw -802601.791316 + Penalty 4316.115300 = -798285.676016 nChanged 64 SP:Iteration 29Q (4879.820000 sec): 3 clusters Score: Raw -802633.671748 + Penalty 4316.115300 = -798317.556448 nChanged 69 SP:Iteration 30Q (4880.020000 sec): 3 clusters Score: Raw -802665.519424 + Penalty 4316.115300 = -798349.404123 nChanged 65 SP:Iteration 31Q (4880.210000 sec): 3 clusters Score: Raw -802695.236947 + Penalty 4316.115300 = -798379.121646 nChanged 64 SP:Iteration 32Q (4880.410000 sec): 3 clusters Score: Raw -802723.275610 + Penalty 4316.115300 = -798407.160310 nChanged 58 SP:Iteration 33Q (4880.630000 sec): 3 clusters Score: Raw -802752.931678 + Penalty 4316.115300 = -798436.816378 nChanged 61 SP:Iteration 34Q (4880.820000 sec): 3 clusters Score: Raw -802786.730404 + Penalty 4316.115300 = -798470.615104 nChanged 64 SP:Iteration 35Q (4881.000000 sec): 3 clusters Score: Raw -802820.531097 + Penalty 4316.115300 = -798504.415797 nChanged 59 SP:Iteration 36Q (4881.210000 sec): 3 clusters Score: Raw -802848.795385 + Penalty 4316.115300 = -798532.680085 nChanged 55 SP:Iteration 37Q (4881.430000 sec): 3 clusters Score: Raw -802881.869774 + Penalty 4316.115300 = -798565.754474 nChanged 42 SP:Iteration 38Q (4881.650000 sec): 3 clusters Score: Raw -802907.198058 + Penalty 4316.115300 = -798591.082758 nChanged 55 SP:Iteration 39Q (4881.890000 sec): 3 clusters Score: Raw -802940.496422 + Penalty 4316.115300 = -798624.381121 nChanged 50 SP:Iteration 40F (4882.120000 sec): 3 clusters Score: Raw -802967.715685 + Penalty 4316.115300 = -798651.600384 nChanged 44 SP:Iteration 41Q (4882.350000 sec): 3 clusters Score: Raw -802989.985055 + Penalty 4316.115300 = -798673.869755 nChanged 40 SP:Iteration 42Q (4882.590000 sec): 3 clusters Score: Raw -803012.741450 + Penalty 4316.115300 = -798696.626150 nChanged 34 SP:Iteration 43Q (4882.850000 sec): 3 clusters Score: Raw -803029.725248 + Penalty 4316.115300 = -798713.609947 nChanged 29 SP:Iteration 44Q (4883.040000 sec): 3 clusters Score: Raw -803042.985888 + Penalty 4316.115300 = -798726.870588 nChanged 24 SP:Iteration 45Q (4883.270000 sec): 3 clusters Score: Raw -803057.577748 + Penalty 4316.115300 = -798741.462448 nChanged 24 SP:Iteration 46Q (4883.460000 sec): 3 clusters Score: Raw -803070.571212 + Penalty 4316.115300 = -798754.455912 nChanged 29 SP:Iteration 47Q (4883.660000 sec): 3 clusters Score: Raw -803086.906394 + Penalty 4316.115300 = -798770.791094 nChanged 22 SP:Iteration 48Q (4883.870000 sec): 3 clusters Score: Raw -803098.152087 + Penalty 4316.115300 = -798782.036786 nChanged 28 SP:Iteration 49Q (4884.070000 sec): 3 clusters Score: Raw -803112.315338 + Penalty 4316.115300 = -798796.200037 nChanged 20 SP:Iteration 50Q (4884.290000 sec): 3 clusters Score: Raw -803122.166378 + Penalty 4316.115300 = -798806.051078 nChanged 13 SP:Iteration 51Q (4884.520000 sec): 3 clusters Score: Raw -803128.133120 + Penalty 4316.115300 = -798812.017820 nChanged 11 SP:Iteration 52Q (4884.720000 sec): 3 clusters Score: Raw -803132.073842 + Penalty 4316.115300 = -798815.958541 nChanged 7 SP:Iteration 53Q (4884.920000 sec): 3 clusters Score: Raw -803135.612023 + Penalty 4316.115300 = -798819.496723 nChanged 8 SP:Iteration 54Q (4885.090000 sec): 3 clusters Score: Raw -803138.210937 + Penalty 4316.115300 = -798822.095636 nChanged 8 SP:Iteration 55Q (4885.290000 sec): 3 clusters Score: Raw -803141.997931 + Penalty 4316.115300 = -798825.882631 nChanged 9 SP:Iteration 56Q (4885.560000 sec): 3 clusters Score: Raw -803146.614475 + Penalty 4316.115300 = -798830.499174 nChanged 6 SP:Iteration 57Q (4885.790000 sec): 3 clusters Score: Raw -803149.326091 + Penalty 4316.115300 = -798833.210791 nChanged 4 SP:Iteration 58Q (4885.990000 sec): 3 clusters Score: Raw -803151.141422 + Penalty 4316.115300 = -798835.026121 nChanged 2 SP:Iteration 59Q (4886.210000 sec): 3 clusters Score: Raw -803151.829618 + Penalty 4316.115300 = -798835.714317 nChanged 2 SP:Iteration 60F (4886.420000 sec): 3 clusters Score: Raw -803152.532850 + Penalty 4316.115300 = -798836.417550 nChanged 1 SP:Iteration 61Q (4886.630000 sec): 3 clusters Score: Raw -803152.854381 + Penalty 4316.115300 = -798836.739081 nChanged 1 SP:Iteration 62Q (4886.850000 sec): 3 clusters Score: Raw -803153.049498 + Penalty 4316.115300 = -798836.934197 nChanged 1 SP:Iteration 63Q (4887.070000 sec): 3 clusters Score: Raw -803153.405949 + Penalty 4316.115300 = -798837.290649 nChanged 1 SP:Iteration 64Q (4887.290000 sec): 3 clusters Score: Raw -803153.711009 + Penalty 4316.115300 = -798837.595709 nChanged 2 SP:Iteration 65Q (4887.490000 sec): 3 clusters Score: Raw -803154.376727 + Penalty 4316.115300 = -798838.261426 nChanged 2 SP:Iteration 66Q (4887.680000 sec): 3 clusters Score: Raw -803155.075061 + Penalty 4316.115300 = -798838.959761 nChanged 2 SP:Iteration 67Q (4887.910000 sec): 3 clusters Score: Raw -803156.096369 + Penalty 4316.115300 = -798839.981068 nChanged 3 SP:Iteration 68Q (4888.130000 sec): 3 clusters Score: Raw -803157.145124 + Penalty 4316.115300 = -798841.029823 nChanged 1 SP:Iteration 69Q (4888.360000 sec): 3 clusters Score: Raw -803157.402523 + Penalty 4316.115300 = -798841.287223 nChanged 1 SP:Iteration 70Q (4888.590000 sec): 3 clusters Score: Raw -803157.849476 + Penalty 4316.115300 = -798841.734176 nChanged 0 SP:Iteration 71F (4888.830000 sec): 3 clusters Score: Raw -803157.849476 + Penalty 4316.115300 = -798841.734176 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4889.840000 sec): 2 clusters Score: Raw -28290334.345510 + Penalty 3034.902065 = -28287299.443445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4891.000000 sec): 3 clusters Score: Raw -28154936.933194 + Penalty 6069.804130 = -28148867.129064 nChanged 99339 SP:Iteration 1F (4892.120000 sec): 3 clusters Score: Raw -28212927.641338 + Penalty 6069.804130 = -28206857.837208 nChanged 5514 SP:Iteration 2Q (4893.280000 sec): 3 clusters Score: Raw -28214139.186183 + Penalty 6069.804130 = -28208069.382053 nChanged 5957 SP:Iteration 3Q (4894.460000 sec): 3 clusters Score: Raw -28215716.572190 + Penalty 6069.804130 = -28209646.768061 nChanged 6790 SP:Iteration 4Q (4895.640000 sec): 3 clusters Score: Raw -28217871.264607 + Penalty 6069.804130 = -28211801.460477 nChanged 7877 SP:Iteration 5Q (4896.970000 sec): 3 clusters Score: Raw -28221039.657515 + Penalty 6069.804130 = -28214969.853385 nChanged 9595 SP:Iteration 6Q (4898.190000 sec): 3 clusters Score: Raw -28225809.603363 + Penalty 6069.804130 = -28219739.799233 nChanged 11815 SP:Iteration 7F (4899.410000 sec): 3 clusters Score: Raw -28233163.282103 + Penalty 6069.804130 = -28227093.477973 nChanged 14413 SP:Iteration 8F (4900.640000 sec): 3 clusters Score: Raw -28243846.731634 + Penalty 6069.804130 = -28237776.927504 nChanged 16507 SP:Iteration 9F (4901.960000 sec): 3 clusters Score: Raw -28257758.993371 + Penalty 6069.804130 = -28251689.189241 nChanged 15770 SP:Iteration 10F (4903.230000 sec): 3 clusters Score: Raw -28271964.189836 + Penalty 6069.804130 = -28265894.385706 nChanged 11247 SP:Iteration 11F (4904.460000 sec): 3 clusters Score: Raw -28282003.259936 + Penalty 6069.804130 = -28275933.455806 nChanged 6054 SP:Iteration 12Q (4905.650000 sec): 3 clusters Score: Raw -28287191.263043 + Penalty 6069.804130 = -28281121.458913 nChanged 2567 SP:Iteration 13Q (4906.720000 sec): 3 clusters Score: Raw -28289295.721862 + Penalty 6069.804130 = -28283225.917733 nChanged 923 SP:Iteration 14Q (4907.850000 sec): 3 clusters Score: Raw -28290066.125813 + Penalty 6069.804130 = -28283996.321683 nChanged 324 SP:Iteration 15Q (4908.920000 sec): 3 clusters Score: Raw -28290358.227947 + Penalty 6069.804130 = -28284288.423817 nChanged 143 SP:Iteration 16Q (4909.930000 sec): 3 clusters Score: Raw -28290508.377518 + Penalty 6069.804130 = -28284438.573388 nChanged 67 SP:Iteration 17Q (4910.980000 sec): 3 clusters Score: Raw -28290581.193230 + Penalty 6069.804130 = -28284511.389100 nChanged 46 SP:Iteration 18Q (4911.990000 sec): 3 clusters Score: Raw -28290638.325777 + Penalty 6069.804130 = -28284568.521648 nChanged 37 SP:Iteration 19Q (4913.090000 sec): 3 clusters Score: Raw -28290681.937175 + Penalty 6069.804130 = -28284612.133045 nChanged 20 SP:Iteration 20F (4914.240000 sec): 3 clusters Score: Raw -28290703.997460 + Penalty 6069.804130 = -28284634.193330 nChanged 11 SP:Iteration 21Q (4915.210000 sec): 3 clusters Score: Raw -28290711.129002 + Penalty 6069.804130 = -28284641.324873 nChanged 2 SP:Iteration 22Q (4916.180000 sec): 3 clusters Score: Raw -28290712.941394 + Penalty 6069.804130 = -28284643.137264 nChanged 2 SP:Iteration 23Q (4917.190000 sec): 3 clusters Score: Raw -28290713.994243 + Penalty 6069.804130 = -28284644.190113 nChanged 0 SP:Iteration 24F (4918.380000 sec): 3 clusters Score: Raw -28290713.994243 + Penalty 6069.804130 = -28284644.190113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.690000 sec): 2 clusters Score: Raw -3332301.141356 + Penalty 2507.726819 = -3329793.414537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.980000 sec): 3 clusters Score: Raw -3317728.499587 + Penalty 5015.453638 = -3312713.045949 nChanged 11005 SP:Iteration 1F (4919.340000 sec): 3 clusters Score: Raw -3323704.338778 + Penalty 5015.453638 = -3318688.885140 nChanged 1202 SP:Iteration 2Q (4919.680000 sec): 3 clusters Score: Raw -3324143.208714 + Penalty 5015.453638 = -3319127.755076 nChanged 1095 SP:Iteration 3Q (4920.030000 sec): 3 clusters Score: Raw -3324566.732786 + Penalty 5015.453638 = -3319551.279148 nChanged 1058 SP:Iteration 4Q (4920.380000 sec): 3 clusters Score: Raw -3324983.496941 + Penalty 5015.453638 = -3319968.043303 nChanged 989 SP:Iteration 5Q (4920.720000 sec): 3 clusters Score: Raw -3325412.241924 + Penalty 5015.453638 = -3320396.788286 nChanged 935 SP:Iteration 6Q (4921.020000 sec): 3 clusters Score: Raw -3325859.372357 + Penalty 5015.453638 = -3320843.918719 nChanged 994 SP:Iteration 7Q (4921.370000 sec): 3 clusters Score: Raw -3326377.795976 + Penalty 5015.453638 = -3321362.342338 nChanged 1095 SP:Iteration 8Q (4921.690000 sec): 3 clusters Score: Raw -3326996.011401 + Penalty 5015.453638 = -3321980.557763 nChanged 1256 SP:Iteration 9F (4921.980000 sec): 3 clusters Score: Raw -3327812.158993 + Penalty 5015.453638 = -3322796.705355 nChanged 1428 SP:Iteration 10F (4922.310000 sec): 3 clusters Score: Raw -3328836.619186 + Penalty 5015.453638 = -3323821.165548 nChanged 1387 SP:Iteration 11F (4922.620000 sec): 3 clusters Score: Raw -3329911.878476 + Penalty 5015.453638 = -3324896.424838 nChanged 1172 SP:Iteration 12Q (4922.950000 sec): 3 clusters Score: Raw -3330829.885873 + Penalty 5015.453638 = -3325814.432235 nChanged 823 SP:Iteration 13Q (4923.190000 sec): 3 clusters Score: Raw -3331468.637961 + Penalty 5015.453638 = -3326453.184323 nChanged 522 SP:Iteration 14Q (4923.510000 sec): 3 clusters Score: Raw -3331889.215784 + Penalty 5015.453638 = -3326873.762146 nChanged 311 SP:Iteration 15Q (4923.790000 sec): 3 clusters Score: Raw -3332153.590149 + Penalty 5015.453638 = -3327138.136511 nChanged 181 SP:Iteration 16Q (4924.050000 sec): 3 clusters Score: Raw -3332299.795706 + Penalty 5015.453638 = -3327284.342068 nChanged 110 SP:Iteration 17Q (4924.360000 sec): 3 clusters Score: Raw -3332402.509800 + Penalty 5015.453638 = -3327387.056162 nChanged 72 SP:Iteration 18Q (4924.650000 sec): 3 clusters Score: Raw -3332472.444887 + Penalty 5015.453638 = -3327456.991249 nChanged 58 SP:Iteration 19Q (4924.910000 sec): 3 clusters Score: Raw -3332524.911558 + Penalty 5015.453638 = -3327509.457920 nChanged 31 SP:Iteration 20F (4925.240000 sec): 3 clusters Score: Raw -3332555.541769 + Penalty 5015.453638 = -3327540.088131 nChanged 24 SP:Iteration 21Q (4925.600000 sec): 3 clusters Score: Raw -3332574.667966 + Penalty 5015.453638 = -3327559.214327 nChanged 11 SP:Iteration 22Q (4925.930000 sec): 3 clusters Score: Raw -3332585.533116 + Penalty 5015.453638 = -3327570.079477 nChanged 13 SP:Iteration 23Q (4926.160000 sec): 3 clusters Score: Raw -3332599.064628 + Penalty 5015.453638 = -3327583.610990 nChanged 13 SP:Iteration 24Q (4926.470000 sec): 3 clusters Score: Raw -3332610.772508 + Penalty 5015.453638 = -3327595.318870 nChanged 9 SP:Iteration 25Q (4926.710000 sec): 3 clusters Score: Raw -3332618.723747 + Penalty 5015.453638 = -3327603.270109 nChanged 6 SP:Iteration 26Q (4926.970000 sec): 3 clusters Score: Raw -3332628.159297 + Penalty 5015.453638 = -3327612.705659 nChanged 5 SP:Iteration 27Q (4927.290000 sec): 3 clusters Score: Raw -3332633.125643 + Penalty 5015.453638 = -3327617.672005 nChanged 4 SP:Iteration 28Q (4927.540000 sec): 3 clusters Score: Raw -3332635.896296 + Penalty 5015.453638 = -3327620.442658 nChanged 1 SP:Iteration 29Q (4927.820000 sec): 3 clusters Score: Raw -3332636.630363 + Penalty 5015.453638 = -3327621.176725 nChanged 0 SP:Iteration 30F (4928.140000 sec): 3 clusters Score: Raw -3332636.630363 + Penalty 5015.453638 = -3327621.176725 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4928.270000 sec): 2 clusters Score: Raw -52097.683215 + Penalty 1485.883208 = -50611.800007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4928.440000 sec): 3 clusters Score: Raw -52157.037588 + Penalty 2971.766415 = -49185.271173 nChanged 59 SP:Iteration 1F (4928.680000 sec): 3 clusters Score: Raw -52292.403919 + Penalty 2971.766415 = -49320.637503 nChanged 16 SP:Iteration 2Q (4928.830000 sec): 3 clusters Score: Raw -52329.982282 + Penalty 2971.766415 = -49358.215867 nChanged 7 SP:Iteration 3Q (4929.010000 sec): 3 clusters Score: Raw -52342.415652 + Penalty 2971.766415 = -49370.649236 nChanged 1 SP:Iteration 4Q (4929.230000 sec): 3 clusters Score: Raw -52343.547430 + Penalty 2971.766415 = -49371.781015 nChanged 0 SP:Iteration 5F (4929.390000 sec): 3 clusters Score: Raw -52343.547430 + Penalty 2971.766415 = -49371.781015 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4929.490000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4929.650000 sec): 3 clusters Score: Raw -18557.432090 + Penalty 2523.447782 = -16033.984308 nChanged 6 SP:Iteration 1Q (4929.850000 sec): 3 clusters Score: Raw -18596.363418 + Penalty 2523.447782 = -16072.915635 nChanged 2 SP:Iteration 2Q (4930.000000 sec): 3 clusters Score: Raw -18606.472394 + Penalty 2523.447782 = -16083.024612 nChanged 1 SP:Iteration 3Q (4930.160000 sec): 3 clusters Score: Raw -18610.955603 + Penalty 2523.447782 = -16087.507820 nChanged 1 SP:Iteration 4Q (4930.340000 sec): 3 clusters Score: Raw -18616.285635 + Penalty 2523.447782 = -16092.837852 nChanged 1 SP:Iteration 5Q (4930.510000 sec): 3 clusters Score: Raw -18635.209863 + Penalty 2523.447782 = -16111.762081 nChanged 1 SP:Iteration 6Q (4930.660000 sec): 3 clusters Score: Raw -18641.221479 + Penalty 2523.447782 = -16117.773697 nChanged 1 SP:Iteration 7Q (4930.810000 sec): 3 clusters Score: Raw -18648.696355 + Penalty 2523.447782 = -16125.248573 nChanged 0 SP:Iteration 8F (4930.980000 sec): 3 clusters Score: Raw -18648.696355 + Penalty 2523.447782 = -16125.248573 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4931.080000 sec): 2 clusters Score: Raw -27293.136719 + Penalty 1349.719592 = -25943.417127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4931.230000 sec): 3 clusters Score: Raw -27461.875188 + Penalty 2699.439184 = -24762.436003 nChanged 19 SP:Iteration 1F (4931.390000 sec): 3 clusters Score: Raw -27554.801334 + Penalty 2699.439184 = -24855.362150 nChanged 4 SP:Iteration 2Q (4931.620000 sec): 3 clusters Score: Raw -27582.777951 + Penalty 2699.439184 = -24883.338766 nChanged 4 SP:Iteration 3Q (4931.790000 sec): 3 clusters Score: Raw -27700.159368 + Penalty 2699.439184 = -25000.720184 nChanged 5 SP:Iteration 4Q (4931.960000 sec): 3 clusters Score: Raw -27726.072717 + Penalty 2699.439184 = -25026.633533 nChanged 3 SP:Iteration 5Q (4932.130000 sec): 3 clusters Score: Raw -27738.405623 + Penalty 2699.439184 = -25038.966438 nChanged 3 SP:Iteration 6Q (4932.290000 sec): 3 clusters Score: Raw -27757.910439 + Penalty 2699.439184 = -25058.471255 nChanged 4 SP:Iteration 7Q (4932.470000 sec): 3 clusters Score: Raw -27776.084292 + Penalty 2699.439184 = -25076.645108 nChanged 2 SP:Iteration 8Q (4932.650000 sec): 3 clusters Score: Raw -27782.055789 + Penalty 2699.439184 = -25082.616604 nChanged 1 SP:Iteration 9Q (4932.800000 sec): 3 clusters Score: Raw -27785.111345 + Penalty 2699.439184 = -25085.672161 nChanged 1 SP:Iteration 10Q (4933.020000 sec): 3 clusters Score: Raw -27823.167980 + Penalty 2699.439184 = -25123.728796 nChanged 4 SP:Iteration 11Q (4933.170000 sec): 3 clusters Score: Raw -27839.959992 + Penalty 2699.439184 = -25140.520807 nChanged 5 SP:Iteration 12Q (4933.320000 sec): 3 clusters Score: Raw -27865.038714 + Penalty 2699.439184 = -25165.599529 nChanged 4 SP:Iteration 13Q (4933.520000 sec): 3 clusters Score: Raw -27882.805072 + Penalty 2699.439184 = -25183.365887 nChanged 5 SP:Iteration 14Q (4933.720000 sec): 3 clusters Score: Raw -27913.126461 + Penalty 2699.439184 = -25213.687277 nChanged 2 SP:Iteration 15Q (4933.900000 sec): 3 clusters Score: Raw -27923.916086 + Penalty 2699.439184 = -25224.476902 nChanged 0 SP:Iteration 16F (4934.040000 sec): 3 clusters Score: Raw -27923.916086 + Penalty 2699.439184 = -25224.476902 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.150000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.340000 sec): 3 clusters Score: Raw -71814.684243 + Penalty 3104.752406 = -68709.931837 nChanged 85 SP:Iteration 1F (4934.480000 sec): 3 clusters Score: Raw -71981.356943 + Penalty 3104.752406 = -68876.604537 nChanged 17 SP:Iteration 2Q (4934.630000 sec): 3 clusters Score: Raw -72022.268584 + Penalty 3104.752406 = -68917.516178 nChanged 5 SP:Iteration 3Q (4934.800000 sec): 3 clusters Score: Raw -72033.954365 + Penalty 3104.752406 = -68929.201958 nChanged 4 SP:Iteration 4Q (4934.980000 sec): 3 clusters Score: Raw -72041.332320 + Penalty 3104.752406 = -68936.579914 nChanged 2 SP:Iteration 5Q (4935.170000 sec): 3 clusters Score: Raw -72044.940759 + Penalty 3104.752406 = -68940.188353 nChanged 0 SP:Iteration 6F (4935.340000 sec): 3 clusters Score: Raw -72044.940759 + Penalty 3104.752406 = -68940.188353 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4935.480000 sec): 2 clusters Score: Raw -82383.311071 + Penalty 1586.024876 = -80797.286195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4935.650000 sec): 3 clusters Score: Raw -82325.412208 + Penalty 3172.049753 = -79153.362455 nChanged 113 SP:Iteration 1F (4935.870000 sec): 3 clusters Score: Raw -82510.383044 + Penalty 3172.049753 = -79338.333292 nChanged 27 SP:Iteration 2Q (4936.020000 sec): 3 clusters Score: Raw -82560.360740 + Penalty 3172.049753 = -79388.310987 nChanged 19 SP:Iteration 3Q (4936.220000 sec): 3 clusters Score: Raw -82591.701354 + Penalty 3172.049753 = -79419.651601 nChanged 5 SP:Iteration 4Q (4936.350000 sec): 3 clusters Score: Raw -82602.048407 + Penalty 3172.049753 = -79429.998654 nChanged 1 SP:Iteration 5Q (4936.510000 sec): 3 clusters Score: Raw -82604.608579 + Penalty 3172.049753 = -79432.558826 nChanged 2 SP:Iteration 6Q (4936.680000 sec): 3 clusters Score: Raw -82607.246076 + Penalty 3172.049753 = -79435.196323 nChanged 1 SP:Iteration 7Q (4936.920000 sec): 3 clusters Score: Raw -82609.067888 + Penalty 3172.049753 = -79437.018135 nChanged 4 SP:Iteration 8Q (4937.070000 sec): 3 clusters Score: Raw -82614.671299 + Penalty 3172.049753 = -79442.621546 nChanged 3 SP:Iteration 9Q (4937.280000 sec): 3 clusters Score: Raw -82620.166356 + Penalty 3172.049753 = -79448.116604 nChanged 1 SP:Iteration 10Q (4937.440000 sec): 3 clusters Score: Raw -82621.312133 + Penalty 3172.049753 = -79449.262380 nChanged 0 SP:Iteration 11F (4937.670000 sec): 3 clusters Score: Raw -82621.312133 + Penalty 3172.049753 = -79449.262380 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4937.760000 sec): 2 clusters Score: Raw -21686.222442 + Penalty 1320.106475 = -20366.115967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4937.910000 sec): 3 clusters Score: Raw -22045.794279 + Penalty 2640.212950 = -19405.581329 nChanged 21 SP:Iteration 1F (4938.140000 sec): 3 clusters Score: Raw -22192.687217 + Penalty 2640.212950 = -19552.474267 nChanged 6 SP:Iteration 2Q (4938.340000 sec): 3 clusters Score: Raw -22223.753819 + Penalty 2640.212950 = -19583.540870 nChanged 2 SP:Iteration 3Q (4938.540000 sec): 3 clusters Score: Raw -22240.059933 + Penalty 2640.212950 = -19599.846984 nChanged 1 SP:Iteration 4Q (4938.720000 sec): 3 clusters Score: Raw -22243.597918 + Penalty 2640.212950 = -19603.384968 nChanged 0 SP:Iteration 5F (4938.900000 sec): 3 clusters Score: Raw -22243.597918 + Penalty 2640.212950 = -19603.384968 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4939.020000 sec): 2 clusters Score: Raw -279032.073255 + Penalty 1900.175395 = -277131.897861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4939.240000 sec): 3 clusters Score: Raw -278209.183382 + Penalty 3800.350789 = -274408.832593 nChanged 711 SP:Iteration 1F (4939.440000 sec): 3 clusters Score: Raw -278753.804722 + Penalty 3800.350789 = -274953.453933 nChanged 187 SP:Iteration 2F (4939.590000 sec): 3 clusters Score: Raw -278920.935297 + Penalty 3800.350789 = -275120.584507 nChanged 106 SP:Iteration 3Q (4939.740000 sec): 3 clusters Score: Raw -279016.426614 + Penalty 3800.350789 = -275216.075825 nChanged 73 SP:Iteration 4Q (4939.890000 sec): 3 clusters Score: Raw -279086.406206 + Penalty 3800.350789 = -275286.055417 nChanged 66 SP:Iteration 5Q (4940.030000 sec): 3 clusters Score: Raw -279151.219244 + Penalty 3800.350789 = -275350.868455 nChanged 64 SP:Iteration 6Q (4940.220000 sec): 3 clusters Score: Raw -279208.865151 + Penalty 3800.350789 = -275408.514362 nChanged 68 SP:Iteration 7Q (4940.400000 sec): 3 clusters Score: Raw -279268.156878 + Penalty 3800.350789 = -275467.806088 nChanged 47 SP:Iteration 8Q (4940.610000 sec): 3 clusters Score: Raw -279323.397736 + Penalty 3800.350789 = -275523.046947 nChanged 54 SP:Iteration 9Q (4940.820000 sec): 3 clusters Score: Raw -279401.388125 + Penalty 3800.350789 = -275601.037336 nChanged 58 SP:Iteration 10Q (4941.000000 sec): 3 clusters Score: Raw -279478.461280 + Penalty 3800.350789 = -275678.110491 nChanged 59 SP:Iteration 11Q (4941.270000 sec): 3 clusters Score: Raw -279547.801279 + Penalty 3800.350789 = -275747.450490 nChanged 65 SP:Iteration 12Q (4941.450000 sec): 3 clusters Score: Raw -279622.297974 + Penalty 3800.350789 = -275821.947185 nChanged 57 SP:Iteration 13Q (4941.650000 sec): 3 clusters Score: Raw -279683.255004 + Penalty 3800.350789 = -275882.904215 nChanged 42 SP:Iteration 14Q (4941.820000 sec): 3 clusters Score: Raw -279719.685172 + Penalty 3800.350789 = -275919.334383 nChanged 18 SP:Iteration 15Q (4941.980000 sec): 3 clusters Score: Raw -279732.996630 + Penalty 3800.350789 = -275932.645841 nChanged 12 SP:Iteration 16Q (4942.160000 sec): 3 clusters Score: Raw -279741.390043 + Penalty 3800.350789 = -275941.039253 nChanged 12 SP:Iteration 17Q (4942.320000 sec): 3 clusters Score: Raw -279750.381646 + Penalty 3800.350789 = -275950.030856 nChanged 7 SP:Iteration 18Q (4942.510000 sec): 3 clusters Score: Raw -279755.277719 + Penalty 3800.350789 = -275954.926930 nChanged 5 SP:Iteration 19Q (4942.700000 sec): 3 clusters Score: Raw -279757.890664 + Penalty 3800.350789 = -275957.539875 nChanged 3 SP:Iteration 20F (4942.920000 sec): 3 clusters Score: Raw -279759.206373 + Penalty 3800.350789 = -275958.855584 nChanged 1 SP:Iteration 21Q (4943.100000 sec): 3 clusters Score: Raw -279759.546217 + Penalty 3800.350789 = -275959.195428 nChanged 1 SP:Iteration 22Q (4943.320000 sec): 3 clusters Score: Raw -279760.398120 + Penalty 3800.350789 = -275960.047331 nChanged 0 SP:Iteration 23F (4943.480000 sec): 3 clusters Score: Raw -279760.398120 + Penalty 3800.350789 = -275960.047331 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4943.580000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4943.760000 sec): 3 clusters Score: Raw -32508.484260 + Penalty 2697.287337 = -29811.196923 nChanged 17 SP:Iteration 1F (4943.950000 sec): 3 clusters Score: Raw -32584.225719 + Penalty 2697.287337 = -29886.938381 nChanged 4 SP:Iteration 2Q (4944.100000 sec): 3 clusters Score: Raw -32615.123682 + Penalty 2697.287337 = -29917.836344 nChanged 1 SP:Iteration 3Q (4944.240000 sec): 3 clusters Score: Raw -32625.850225 + Penalty 2697.287337 = -29928.562888 nChanged 0 SP:Iteration 4F (4944.380000 sec): 3 clusters Score: Raw -32625.850225 + Penalty 2697.287337 = -29928.562888 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4944.470000 sec): 2 clusters Score: Raw -20042.297016 + Penalty 1290.593658 = -18751.703358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4944.640000 sec): 3 clusters Score: Raw -20414.877679 + Penalty 2581.187317 = -17833.690362 nChanged 22 SP:Iteration 1F (4944.780000 sec): 3 clusters Score: Raw -20526.937905 + Penalty 2581.187317 = -17945.750588 nChanged 10 SP:Iteration 2F (4944.980000 sec): 3 clusters Score: Raw -20586.523113 + Penalty 2581.187317 = -18005.335796 nChanged 6 SP:Iteration 3Q (4945.140000 sec): 3 clusters Score: Raw -20617.876741 + Penalty 2581.187317 = -18036.689424 nChanged 5 SP:Iteration 4Q (4945.330000 sec): 3 clusters Score: Raw -20713.307715 + Penalty 2581.187317 = -18132.120398 nChanged 4 SP:Iteration 5Q (4945.480000 sec): 3 clusters Score: Raw -20744.918125 + Penalty 2581.187317 = -18163.730809 nChanged 1 SP:Iteration 6Q (4945.670000 sec): 3 clusters Score: Raw -20757.101128 + Penalty 2581.187317 = -18175.913811 nChanged 1 SP:Iteration 7Q (4945.840000 sec): 3 clusters Score: Raw -20777.826165 + Penalty 2581.187317 = -18196.638848 nChanged 1 SP:Iteration 8Q (4945.990000 sec): 3 clusters Score: Raw -20814.748979 + Penalty 2581.187317 = -18233.561662 nChanged 0 SP:Iteration 9F (4946.090000 sec): 3 clusters Score: Raw -20817.192962 + Penalty 2581.187317 = -18236.005645 nChanged 1 SP:Iteration 10Q (4946.310000 sec): 3 clusters Score: Raw -20870.867168 + Penalty 2581.187317 = -18289.679851 nChanged 0 SP:Iteration 11F (4946.470000 sec): 3 clusters Score: Raw -20870.867168 + Penalty 2581.187317 = -18289.679851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4946.530000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4946.690000 sec): 3 clusters Score: Raw -16181.631617 + Penalty 2366.259574 = -13815.372043 nChanged 4 SP:Iteration 1Q (4946.860000 sec): 3 clusters Score: Raw -16211.736761 + Penalty 2366.259574 = -13845.477188 nChanged 0 SP:Iteration 2F (4947.030000 sec): 3 clusters Score: Raw -16211.736761 + Penalty 2366.259574 = -13845.477188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4947.080000 sec): 2 clusters Score: Raw -66455.739757 + Penalty 1539.230830 = -64916.508928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4947.280000 sec): 3 clusters Score: Raw -66476.484285 + Penalty 3078.461660 = -63398.022625 nChanged 88 SP:Iteration 1F (4947.450000 sec): 3 clusters Score: Raw -66648.783054 + Penalty 3078.461660 = -63570.321394 nChanged 26 SP:Iteration 2F (4947.600000 sec): 3 clusters Score: Raw -66745.286727 + Penalty 3078.461660 = -63666.825067 nChanged 18 SP:Iteration 3Q (4947.760000 sec): 3 clusters Score: Raw -66821.105715 + Penalty 3078.461660 = -63742.644056 nChanged 11 SP:Iteration 4Q (4947.880000 sec): 3 clusters Score: Raw -66852.555418 + Penalty 3078.461660 = -63774.093759 nChanged 9 SP:Iteration 5Q (4948.010000 sec): 3 clusters Score: Raw -66882.754521 + Penalty 3078.461660 = -63804.292862 nChanged 6 SP:Iteration 6Q (4948.130000 sec): 3 clusters Score: Raw -66904.075894 + Penalty 3078.461660 = -63825.614235 nChanged 2 SP:Iteration 7Q (4948.260000 sec): 3 clusters Score: Raw -66914.631099 + Penalty 3078.461660 = -63836.169439 nChanged 3 SP:Iteration 8Q (4948.380000 sec): 3 clusters Score: Raw -66918.514899 + Penalty 3078.461660 = -63840.053239 nChanged 1 SP:Iteration 9Q (4948.510000 sec): 3 clusters Score: Raw -66920.974546 + Penalty 3078.461660 = -63842.512886 nChanged 0 SP:Iteration 10F (4948.630000 sec): 3 clusters Score: Raw -66920.974546 + Penalty 3078.461660 = -63842.512886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 27 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4948.700000 sec): 2 clusters Score: Raw -91382.273883 + Penalty 1608.567876 = -89773.706007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4948.840000 sec): 3 clusters Score: Raw -91324.094568 + Penalty 3217.135751 = -88106.958817 nChanged 139 SP:Iteration 1F (4949.010000 sec): 3 clusters Score: Raw -91538.745767 + Penalty 3217.135751 = -88321.610015 nChanged 35 SP:Iteration 2F (4949.150000 sec): 3 clusters Score: Raw -91592.905188 + Penalty 3217.135751 = -88375.769437 nChanged 6 SP:Iteration 3Q (4949.300000 sec): 3 clusters Score: Raw -91601.128814 + Penalty 3217.135751 = -88383.993063 nChanged 5 SP:Iteration 4Q (4949.450000 sec): 3 clusters Score: Raw -91608.329911 + Penalty 3217.135751 = -88391.194159 nChanged 2 SP:Iteration 5Q (4949.590000 sec): 3 clusters Score: Raw -91615.183338 + Penalty 3217.135751 = -88398.047586 nChanged 2 SP:Iteration 6Q (4949.740000 sec): 3 clusters Score: Raw -91617.979571 + Penalty 3217.135751 = -88400.843820 nChanged 2 SP:Iteration 7Q (4949.880000 sec): 3 clusters Score: Raw -91619.918107 + Penalty 3217.135751 = -88402.782356 nChanged 1 SP:Iteration 8Q (4950.020000 sec): 3 clusters Score: Raw -91625.649604 + Penalty 3217.135751 = -88408.513852 nChanged 2 SP:Iteration 9Q (4950.170000 sec): 3 clusters Score: Raw -91629.033181 + Penalty 3217.135751 = -88411.897430 nChanged 1 SP:Iteration 10Q (4950.310000 sec): 3 clusters Score: Raw -91631.588766 + Penalty 3217.135751 = -88414.453015 nChanged 2 SP:Iteration 11Q (4950.460000 sec): 3 clusters Score: Raw -91634.385083 + Penalty 3217.135751 = -88417.249332 nChanged 1 SP:Iteration 12Q (4950.600000 sec): 3 clusters Score: Raw -91635.524667 + Penalty 3217.135751 = -88418.388916 nChanged 1 SP:Iteration 13Q (4950.810000 sec): 3 clusters Score: Raw -91637.502008 + Penalty 3217.135751 = -88420.366257 nChanged 0 SP:Iteration 14F (4950.980000 sec): 3 clusters Score: Raw -91637.502008 + Penalty 3217.135751 = -88420.366257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 28 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4951.090000 sec): 2 clusters Score: Raw -19912.861695 + Penalty 1275.132562 = -18637.729133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4951.280000 sec): 3 clusters Score: Raw -20135.745142 + Penalty 2550.265124 = -17585.480018 nChanged 8 SP:Iteration 1Q (4951.440000 sec): 3 clusters Score: Raw -20169.127165 + Penalty 2550.265124 = -17618.862041 nChanged 3 SP:Iteration 2Q (4951.650000 sec): 3 clusters Score: Raw -20183.590513 + Penalty 2550.265124 = -17633.325389 nChanged 2 SP:Iteration 3Q (4951.810000 sec): 3 clusters Score: Raw -20200.038936 + Penalty 2550.265124 = -17649.773812 nChanged 1 SP:Iteration 4Q (4951.990000 sec): 3 clusters Score: Raw -20213.570161 + Penalty 2550.265124 = -17663.305037 nChanged 0 SP:Iteration 5F (4952.150000 sec): 3 clusters Score: Raw -20213.570161 + Penalty 2550.265124 = -17663.305037 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 29 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4952.260000 sec): 2 clusters Score: Raw -28660.721172 + Penalty 1414.538054 = -27246.183118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4952.390000 sec): 3 clusters Score: Raw -28961.642959 + Penalty 2829.076107 = -26132.566851 nChanged 68 SP:Iteration 1F (4952.610000 sec): 3 clusters Score: Raw -29452.946795 + Penalty 2829.076107 = -26623.870687 nChanged 34 SP:Iteration 2F (4952.810000 sec): 3 clusters Score: Raw -29912.316257 + Penalty 2829.076107 = -27083.240150 nChanged 16 SP:Iteration 3F (4953.050000 sec): 3 clusters Score: Raw -30229.412433 + Penalty 2829.076107 = -27400.336326 nChanged 5 SP:Iteration 4Q (4953.250000 sec): 3 clusters Score: Raw -30267.596196 + Penalty 2829.076107 = -27438.520088 nChanged 3 SP:Iteration 5Q (4953.430000 sec): 3 clusters Score: Raw -30284.843574 + Penalty 2829.076107 = -27455.767466 nChanged 5 SP:Iteration 6Q (4953.630000 sec): 3 clusters Score: Raw -30347.222547 + Penalty 2829.076107 = -27518.146440 nChanged 4 SP:Iteration 7Q (4953.810000 sec): 3 clusters Score: Raw -30421.053410 + Penalty 2829.076107 = -27591.977302 nChanged 6 SP:Iteration 8Q (4953.970000 sec): 3 clusters Score: Raw -30563.082810 + Penalty 2829.076107 = -27734.006703 nChanged 3 SP:Iteration 9Q (4954.190000 sec): 3 clusters Score: Raw -30629.207923 + Penalty 2829.076107 = -27800.131815 nChanged 0 SP:Iteration 10F (4954.360000 sec): 3 clusters Score: Raw -30631.090926 + Penalty 2829.076107 = -27802.014819 nChanged 1 SP:Iteration 11Q (4954.570000 sec): 3 clusters Score: Raw -30663.505525 + Penalty 2829.076107 = -27834.429417 nChanged 1 SP:Iteration 12Q (4954.810000 sec): 3 clusters Score: Raw -30722.430845 + Penalty 2829.076107 = -27893.354737 nChanged 0 SP:Iteration 13F (4954.950000 sec): 3 clusters Score: Raw -30722.430845 + Penalty 2829.076107 = -27893.354737 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 2.01 GB. Trying to split cluster 30 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4955.050000 sec): 2 clusters Score: Raw -22087.985819 + Penalty 1311.490224 = -20776.495595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4955.240000 sec): 3 clusters Score: Raw -22303.754796 + Penalty 2622.980447 = -19680.774349 nChanged 25 SP:Iteration 1F (4955.460000 sec): 3 clusters Score: Raw -22441.443908 + Penalty 2622.980447 = -19818.463460 nChanged 7 SP:Iteration 2Q (4955.670000 sec): 3 clusters Score: Raw -22494.734301 + Penalty 2622.980447 = -19871.753853 nChanged 0 SP:Iteration 3F (4955.830000 sec): 3 clusters Score: Raw -22494.734301 + Penalty 2622.980447 = -19871.753853 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 31 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4955.940000 sec): 2 clusters Score: Raw -12886.977944 + Penalty 1154.182167 = -11732.795778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4956.100000 sec): 3 clusters Score: Raw -13334.119085 + Penalty 2308.364334 = -11025.754751 nChanged 2 SP:Iteration 1Q (4956.260000 sec): 3 clusters Score: Raw -13348.647125 + Penalty 2308.364334 = -11040.282792 nChanged 0 SP:Iteration 2F (4956.410000 sec): 3 clusters Score: Raw -13348.647125 + Penalty 2308.364334 = -11040.282792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 32 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4956.510000 sec): 2 clusters Score: Raw -47372.107830 + Penalty 1479.604391 = -45892.503439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4956.700000 sec): 3 clusters Score: Raw -47457.493157 + Penalty 2959.208783 = -44498.284374 nChanged 63 SP:Iteration 1F (4956.880000 sec): 3 clusters Score: Raw -47644.716990 + Penalty 2959.208783 = -44685.508207 nChanged 21 SP:Iteration 2F (4957.090000 sec): 3 clusters Score: Raw -47738.503284 + Penalty 2959.208783 = -44779.294502 nChanged 13 SP:Iteration 3Q (4957.300000 sec): 3 clusters Score: Raw -47803.265237 + Penalty 2959.208783 = -44844.056455 nChanged 8 SP:Iteration 4Q (4957.490000 sec): 3 clusters Score: Raw -47853.508721 + Penalty 2959.208783 = -44894.299938 nChanged 10 SP:Iteration 5Q (4957.670000 sec): 3 clusters Score: Raw -47898.569358 + Penalty 2959.208783 = -44939.360575 nChanged 10 SP:Iteration 6Q (4957.850000 sec): 3 clusters Score: Raw -47964.157243 + Penalty 2959.208783 = -45004.948461 nChanged 9 SP:Iteration 7Q (4958.020000 sec): 3 clusters Score: Raw -48005.977662 + Penalty 2959.208783 = -45046.768879 nChanged 0 SP:Iteration 8F (4958.190000 sec): 3 clusters Score: Raw -48005.977662 + Penalty 2959.208783 = -45046.768879 nChanged 0 Iteration 179Q (4968.620000 sec): 33 clusters Score: Raw -36308507.934586 + Penalty 99209.538426 = -36209298.396160 nChanged 29 Iteration 180F (4987.120000 sec): 33 clusters Score: Raw -36311446.355772 + Penalty 99209.538426 = -36212236.817346 nChanged 71 Iteration 181Q (4998.420000 sec): 33 clusters Score: Raw -36312457.067806 + Penalty 99209.538426 = -36213247.529380 nChanged 40 Iteration 182Q (5009.350000 sec): 33 clusters Score: Raw -36312528.713263 + Penalty 99209.538426 = -36213319.174837 nChanged 42 Iteration 183Q (5020.840000 sec): 33 clusters Score: Raw -36312594.446217 + Penalty 99209.538426 = -36213384.907791 nChanged 41 Iteration 184Q (5032.450000 sec): 33 clusters Score: Raw -36312614.447310 + Penalty 99209.538426 = -36213404.908884 nChanged 48 Iteration 185Q (5043.230000 sec): 33 clusters Score: Raw -36312627.035968 + Penalty 99209.538426 = -36213417.497542 nChanged 52 Iteration 186Q (5052.590000 sec): 33 clusters Score: Raw -36312634.293661 + Penalty 99209.538426 = -36213424.755234 nChanged 44 Iteration 187Q (5063.460000 sec): 33 clusters Score: Raw -36312641.332189 + Penalty 99209.538426 = -36213431.793763 nChanged 46 Iteration 188Q (5074.750000 sec): 33 clusters Score: Raw -36312648.505572 + Penalty 99209.538426 = -36213438.967146 nChanged 44 Iteration 189Q (5086.540000 sec): 33 clusters Score: Raw -36312656.202390 + Penalty 99209.538426 = -36213446.663964 nChanged 43 Iteration 190Q (5097.170000 sec): 33 clusters Score: Raw -36312660.865479 + Penalty 99209.538426 = -36213451.327053 nChanged 40 Iteration 191Q (5107.540000 sec): 33 clusters Score: Raw -36312664.630936 + Penalty 99209.538426 = -36213455.092510 nChanged 43 Iteration 192Q (5118.500000 sec): 33 clusters Score: Raw -36312667.967830 + Penalty 99209.538426 = -36213458.429404 nChanged 28 Iteration 193Q (5129.230000 sec): 33 clusters Score: Raw -36312670.242811 + Penalty 99209.538426 = -36213460.704385 nChanged 36 Iteration 194Q (5140.420000 sec): 33 clusters Score: Raw -36312673.551724 + Penalty 99209.538426 = -36213464.013298 nChanged 35 Iteration 195Q (5152.330000 sec): 33 clusters Score: Raw -36312676.315242 + Penalty 99209.538426 = -36213466.776816 nChanged 32 Iteration 196Q (5164.140000 sec): 33 clusters Score: Raw -36312679.661157 + Penalty 99209.538426 = -36213470.122730 nChanged 37 Iteration 197Q (5176.310000 sec): 33 clusters Score: Raw -36312682.831889 + Penalty 99209.538426 = -36213473.293463 nChanged 38 Iteration 198Q (5187.190000 sec): 33 clusters Score: Raw -36312686.143570 + Penalty 99209.538426 = -36213476.605144 nChanged 34 Iteration 199Q (5197.250000 sec): 33 clusters Score: Raw -36312687.795507 + Penalty 99209.538426 = -36213478.257081 nChanged 23 Iteration 200F (5218.590000 sec): 33 clusters Score: Raw -36312918.422583 + Penalty 99209.538426 = -36213708.884157 nChanged 21 Iteration 201Q (5228.000000 sec): 33 clusters Score: Raw -36313040.132553 + Penalty 99209.538426 = -36213830.594126 nChanged 20 Iteration 202Q (5237.150000 sec): 33 clusters Score: Raw -36313067.325378 + Penalty 99209.538426 = -36213857.786952 nChanged 20 Iteration 203Q (5247.130000 sec): 33 clusters Score: Raw -36313068.663997 + Penalty 99209.538426 = -36213859.125571 nChanged 24 Iteration 204Q (5257.230000 sec): 33 clusters Score: Raw -36313070.758646 + Penalty 99209.538426 = -36213861.220220 nChanged 32 Iteration 205Q (5267.040000 sec): 33 clusters Score: Raw -36313072.837090 + Penalty 99209.538426 = -36213863.298664 nChanged 31 Iteration 206Q (5277.780000 sec): 33 clusters Score: Raw -36313074.469206 + Penalty 99209.538426 = -36213864.930779 nChanged 24 Iteration 207Q (5287.140000 sec): 33 clusters Score: Raw -36313075.925406 + Penalty 99209.538426 = -36213866.386980 nChanged 30 Iteration 208Q (5295.810000 sec): 33 clusters Score: Raw -36313077.451273 + Penalty 99209.538426 = -36213867.912847 nChanged 23 Iteration 209Q (5305.620000 sec): 33 clusters Score: Raw -36313078.842254 + Penalty 99209.538426 = -36213869.303828 nChanged 25 Iteration 210Q (5314.960000 sec): 33 clusters Score: Raw -36313080.343730 + Penalty 99209.538426 = -36213870.805304 nChanged 21 Iteration 211Q (5324.830000 sec): 33 clusters Score: Raw -36313081.770697 + Penalty 99209.538426 = -36213872.232271 nChanged 17 Iteration 212Q (5334.830000 sec): 33 clusters Score: Raw -36313083.010209 + Penalty 99209.538426 = -36213873.471783 nChanged 16 Iteration 213Q (5344.030000 sec): 33 clusters Score: Raw -36313083.945890 + Penalty 99209.538426 = -36213874.407464 nChanged 13 Iteration 214Q (5353.520000 sec): 33 clusters Score: Raw -36313084.680616 + Penalty 99209.538426 = -36213875.142190 nChanged 24 Iteration 215Q (5362.440000 sec): 33 clusters Score: Raw -36313086.815704 + Penalty 99209.538426 = -36213877.277277 nChanged 32 Iteration 216Q (5371.840000 sec): 33 clusters Score: Raw -36313088.621990 + Penalty 99209.538426 = -36213879.083563 nChanged 19 Iteration 217Q (5380.580000 sec): 33 clusters Score: Raw -36313089.993357 + Penalty 99209.538426 = -36213880.454930 nChanged 19 Iteration 218Q (5392.590000 sec): 33 clusters Score: Raw -36313091.021164 + Penalty 99209.538426 = -36213881.482738 nChanged 18 Writing temp clu file Because OldScore, -36213880.454930, is greater than current (better) Score,-36213881.482738 Compute initial score before splitting: Score: Raw -36313091.021164 + Penalty 99209.538426 = -36213881.482738 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5392.770000 sec): 2 clusters Score: Raw -113983.120755 + Penalty 1661.170477 = -112321.950278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5392.970000 sec): 3 clusters Score: Raw -113787.429428 + Penalty 3322.340955 = -110465.088473 nChanged 188 SP:Iteration 1F (5393.160000 sec): 3 clusters Score: Raw -114019.807630 + Penalty 3322.340955 = -110697.466675 nChanged 46 SP:Iteration 2F (5393.370000 sec): 3 clusters Score: Raw -114090.964041 + Penalty 3322.340955 = -110768.623086 nChanged 19 SP:Iteration 3Q (5393.510000 sec): 3 clusters Score: Raw -114117.182065 + Penalty 3322.340955 = -110794.841110 nChanged 5 SP:Iteration 4Q (5393.700000 sec): 3 clusters Score: Raw -114125.371221 + Penalty 3322.340955 = -110803.030266 nChanged 4 SP:Iteration 5Q (5393.910000 sec): 3 clusters Score: Raw -114132.223405 + Penalty 3322.340955 = -110809.882450 nChanged 5 SP:Iteration 6Q (5394.120000 sec): 3 clusters Score: Raw -114139.492474 + Penalty 3322.340955 = -110817.151519 nChanged 3 SP:Iteration 7Q (5394.340000 sec): 3 clusters Score: Raw -114142.836813 + Penalty 3322.340955 = -110820.495858 nChanged 2 SP:Iteration 8Q (5394.590000 sec): 3 clusters Score: Raw -114145.566330 + Penalty 3322.340955 = -110823.225375 nChanged 2 SP:Iteration 9Q (5394.780000 sec): 3 clusters Score: Raw -114148.269074 + Penalty 3322.340955 = -110825.928119 nChanged 1 SP:Iteration 10Q (5394.990000 sec): 3 clusters Score: Raw -114149.123968 + Penalty 3322.340955 = -110826.783013 nChanged 0 SP:Iteration 11F (5395.140000 sec): 3 clusters Score: Raw -114149.123968 + Penalty 3322.340955 = -110826.783013 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5395.230000 sec): 2 clusters Score: Raw -93027.427997 + Penalty 1638.784155 = -91388.643842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5395.400000 sec): 3 clusters Score: Raw -93093.349657 + Penalty 3277.568310 = -89815.781347 nChanged 192 SP:Iteration 1F (5395.630000 sec): 3 clusters Score: Raw -93707.641086 + Penalty 3277.568310 = -90430.072776 nChanged 99 SP:Iteration 2F (5395.800000 sec): 3 clusters Score: Raw -94109.425585 + Penalty 3277.568310 = -90831.857275 nChanged 73 SP:Iteration 3F (5396.020000 sec): 3 clusters Score: Raw -94388.113399 + Penalty 3277.568310 = -91110.545089 nChanged 37 SP:Iteration 4Q (5396.190000 sec): 3 clusters Score: Raw -94489.928094 + Penalty 3277.568310 = -91212.359784 nChanged 16 SP:Iteration 5Q (5396.350000 sec): 3 clusters Score: Raw -94543.737074 + Penalty 3277.568310 = -91266.168764 nChanged 8 SP:Iteration 6Q (5396.540000 sec): 3 clusters Score: Raw -94567.315265 + Penalty 3277.568310 = -91289.746955 nChanged 6 SP:Iteration 7Q (5396.710000 sec): 3 clusters Score: Raw -94584.080638 + Penalty 3277.568310 = -91306.512328 nChanged 5 SP:Iteration 8Q (5396.870000 sec): 3 clusters Score: Raw -94599.910835 + Penalty 3277.568310 = -91322.342525 nChanged 0 SP:Iteration 9F (5397.040000 sec): 3 clusters Score: Raw -94599.910835 + Penalty 3277.568310 = -91322.342525 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5397.090000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5397.260000 sec): 3 clusters Score: Raw -42067.154403 + Penalty 2886.761133 = -39180.393270 nChanged 38 SP:Iteration 1F (5397.430000 sec): 3 clusters Score: Raw -42211.462209 + Penalty 2886.761133 = -39324.701075 nChanged 19 SP:Iteration 2F (5397.590000 sec): 3 clusters Score: Raw -42285.203045 + Penalty 2886.761133 = -39398.441911 nChanged 4 SP:Iteration 3Q (5397.730000 sec): 3 clusters Score: Raw -42303.208544 + Penalty 2886.761133 = -39416.447411 nChanged 0 SP:Iteration 4F (5397.920000 sec): 3 clusters Score: Raw -42303.208544 + Penalty 2886.761133 = -39416.447411 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (19019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5398.120000 sec): 2 clusters Score: Raw -2585919.710225 + Penalty 2443.592052 = -2583476.118173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5398.480000 sec): 3 clusters Score: Raw -2574838.143880 + Penalty 4887.184104 = -2569950.959776 nChanged 8391 SP:Iteration 1F (5398.810000 sec): 3 clusters Score: Raw -2579398.316603 + Penalty 4887.184104 = -2574511.132499 nChanged 1039 SP:Iteration 2F (5399.130000 sec): 3 clusters Score: Raw -2579793.679053 + Penalty 4887.184104 = -2574906.494948 nChanged 918 SP:Iteration 3Q (5399.450000 sec): 3 clusters Score: Raw -2580142.837705 + Penalty 4887.184104 = -2575255.653601 nChanged 773 SP:Iteration 4Q (5399.810000 sec): 3 clusters Score: Raw -2580409.193832 + Penalty 4887.184104 = -2575522.009728 nChanged 713 SP:Iteration 5Q (5400.190000 sec): 3 clusters Score: Raw -2580662.731711 + Penalty 4887.184104 = -2575775.547606 nChanged 717 SP:Iteration 6Q (5400.520000 sec): 3 clusters Score: Raw -2580927.189901 + Penalty 4887.184104 = -2576040.005797 nChanged 721 SP:Iteration 7Q (5400.880000 sec): 3 clusters Score: Raw -2581214.896375 + Penalty 4887.184104 = -2576327.712271 nChanged 774 SP:Iteration 8Q (5401.230000 sec): 3 clusters Score: Raw -2581568.735487 + Penalty 4887.184104 = -2576681.551383 nChanged 896 SP:Iteration 9Q (5401.560000 sec): 3 clusters Score: Raw -2582060.388480 + Penalty 4887.184104 = -2577173.204375 nChanged 998 SP:Iteration 10F (5401.870000 sec): 3 clusters Score: Raw -2582681.751634 + Penalty 4887.184104 = -2577794.567529 nChanged 1017 SP:Iteration 11F (5402.210000 sec): 3 clusters Score: Raw -2583402.176087 + Penalty 4887.184104 = -2578514.991983 nChanged 1003 SP:Iteration 12F (5402.470000 sec): 3 clusters Score: Raw -2584169.871165 + Penalty 4887.184104 = -2579282.687061 nChanged 801 SP:Iteration 13Q (5402.830000 sec): 3 clusters Score: Raw -2584793.652044 + Penalty 4887.184104 = -2579906.467940 nChanged 600 SP:Iteration 14Q (5403.150000 sec): 3 clusters Score: Raw -2585276.040826 + Penalty 4887.184104 = -2580388.856722 nChanged 408 SP:Iteration 15Q (5403.410000 sec): 3 clusters Score: Raw -2585613.852354 + Penalty 4887.184104 = -2580726.668250 nChanged 275 SP:Iteration 16Q (5403.730000 sec): 3 clusters Score: Raw -2585860.615391 + Penalty 4887.184104 = -2580973.431287 nChanged 157 SP:Iteration 17Q (5404.070000 sec): 3 clusters Score: Raw -2586004.770961 + Penalty 4887.184104 = -2581117.586857 nChanged 100 SP:Iteration 18Q (5404.390000 sec): 3 clusters Score: Raw -2586094.449230 + Penalty 4887.184104 = -2581207.265126 nChanged 55 SP:Iteration 19Q (5404.710000 sec): 3 clusters Score: Raw -2586145.436702 + Penalty 4887.184104 = -2581258.252598 nChanged 32 SP:Iteration 20F (5405.030000 sec): 3 clusters Score: Raw -2586169.904050 + Penalty 4887.184104 = -2581282.719946 nChanged 19 SP:Iteration 21Q (5405.310000 sec): 3 clusters Score: Raw -2586186.958324 + Penalty 4887.184104 = -2581299.774220 nChanged 11 SP:Iteration 22Q (5405.610000 sec): 3 clusters Score: Raw -2586196.456428 + Penalty 4887.184104 = -2581309.272324 nChanged 11 SP:Iteration 23Q (5405.880000 sec): 3 clusters Score: Raw -2586204.286379 + Penalty 4887.184104 = -2581317.102275 nChanged 7 SP:Iteration 24Q (5406.210000 sec): 3 clusters Score: Raw -2586210.382643 + Penalty 4887.184104 = -2581323.198538 nChanged 4 SP:Iteration 25Q (5406.490000 sec): 3 clusters Score: Raw -2586214.278943 + Penalty 4887.184104 = -2581327.094839 nChanged 7 SP:Iteration 26Q (5406.780000 sec): 3 clusters Score: Raw -2586220.006768 + Penalty 4887.184104 = -2581332.822664 nChanged 4 SP:Iteration 27Q (5407.070000 sec): 3 clusters Score: Raw -2586223.604025 + Penalty 4887.184104 = -2581336.419920 nChanged 5 SP:Iteration 28Q (5407.370000 sec): 3 clusters Score: Raw -2586227.856046 + Penalty 4887.184104 = -2581340.671942 nChanged 4 SP:Iteration 29Q (5407.670000 sec): 3 clusters Score: Raw -2586231.907485 + Penalty 4887.184104 = -2581344.723380 nChanged 6 SP:Iteration 30Q (5407.930000 sec): 3 clusters Score: Raw -2586237.680938 + Penalty 4887.184104 = -2581350.496834 nChanged 4 SP:Iteration 31Q (5408.190000 sec): 3 clusters Score: Raw -2586241.980865 + Penalty 4887.184104 = -2581354.796761 nChanged 3 SP:Iteration 32Q (5408.540000 sec): 3 clusters Score: Raw -2586244.443793 + Penalty 4887.184104 = -2581357.259689 nChanged 2 SP:Iteration 33Q (5408.880000 sec): 3 clusters Score: Raw -2586247.257066 + Penalty 4887.184104 = -2581360.072962 nChanged 1 SP:Iteration 34Q (5409.150000 sec): 3 clusters Score: Raw -2586247.663478 + Penalty 4887.184104 = -2581360.479373 nChanged 1 SP:Iteration 35Q (5409.450000 sec): 3 clusters Score: Raw -2586248.879662 + Penalty 4887.184104 = -2581361.695558 nChanged 0 SP:Iteration 36F (5409.730000 sec): 3 clusters Score: Raw -2586248.879662 + Penalty 4887.184104 = -2581361.695558 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5409.840000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5409.980000 sec): 3 clusters Score: Raw -42207.982651 + Penalty 2861.087214 = -39346.895437 nChanged 33 SP:Iteration 1F (5410.130000 sec): 3 clusters Score: Raw -42309.980177 + Penalty 2861.087214 = -39448.892963 nChanged 10 SP:Iteration 2Q (5410.270000 sec): 3 clusters Score: Raw -42351.248898 + Penalty 2861.087214 = -39490.161684 nChanged 5 SP:Iteration 3Q (5410.410000 sec): 3 clusters Score: Raw -42369.769707 + Penalty 2861.087214 = -39508.682493 nChanged 5 SP:Iteration 4Q (5410.550000 sec): 3 clusters Score: Raw -42389.326534 + Penalty 2861.087214 = -39528.239320 nChanged 1 SP:Iteration 5Q (5410.700000 sec): 3 clusters Score: Raw -42392.399242 + Penalty 2861.087214 = -39531.312028 nChanged 2 SP:Iteration 6Q (5410.840000 sec): 3 clusters Score: Raw -42398.614884 + Penalty 2861.087214 = -39537.527670 nChanged 1 SP:Iteration 7Q (5410.990000 sec): 3 clusters Score: Raw -42403.387997 + Penalty 2861.087214 = -39542.300783 nChanged 0 SP:Iteration 8F (5411.130000 sec): 3 clusters Score: Raw -42403.387997 + Penalty 2861.087214 = -39542.300783 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.230000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5411.370000 sec): 3 clusters Score: Raw -26816.549199 + Penalty 2668.429087 = -24148.120112 nChanged 18 SP:Iteration 1F (5411.510000 sec): 3 clusters Score: Raw -26948.242723 + Penalty 2668.429087 = -24279.813635 nChanged 8 SP:Iteration 2Q (5411.670000 sec): 3 clusters Score: Raw -27061.692037 + Penalty 2668.429087 = -24393.262950 nChanged 5 SP:Iteration 3Q (5411.820000 sec): 3 clusters Score: Raw -27094.732850 + Penalty 2668.429087 = -24426.303762 nChanged 3 SP:Iteration 4Q (5412.010000 sec): 3 clusters Score: Raw -27111.740369 + Penalty 2668.429087 = -24443.311282 nChanged 1 SP:Iteration 5Q (5412.150000 sec): 3 clusters Score: Raw -27121.623656 + Penalty 2668.429087 = -24453.194568 nChanged 0 SP:Iteration 6F (5412.300000 sec): 3 clusters Score: Raw -27121.623656 + Penalty 2668.429087 = -24453.194568 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5412.350000 sec): 2 clusters Score: Raw -28241.244945 + Penalty 1410.369888 = -26830.875056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5412.490000 sec): 3 clusters Score: Raw -28587.832137 + Penalty 2820.739777 = -25767.092360 nChanged 56 SP:Iteration 1F (5412.630000 sec): 3 clusters Score: Raw -28859.151106 + Penalty 2820.739777 = -26038.411329 nChanged 26 SP:Iteration 2F (5412.790000 sec): 3 clusters Score: Raw -29071.601979 + Penalty 2820.739777 = -26250.862203 nChanged 7 SP:Iteration 3Q (5412.940000 sec): 3 clusters Score: Raw -29115.445625 + Penalty 2820.739777 = -26294.705849 nChanged 7 SP:Iteration 4Q (5413.100000 sec): 3 clusters Score: Raw -29152.115149 + Penalty 2820.739777 = -26331.375372 nChanged 6 SP:Iteration 5Q (5413.240000 sec): 3 clusters Score: Raw -29181.207134 + Penalty 2820.739777 = -26360.467357 nChanged 5 SP:Iteration 6Q (5413.380000 sec): 3 clusters Score: Raw -29209.546536 + Penalty 2820.739777 = -26388.806759 nChanged 3 SP:Iteration 7Q (5413.510000 sec): 3 clusters Score: Raw -29218.525097 + Penalty 2820.739777 = -26397.785321 nChanged 3 SP:Iteration 8Q (5413.670000 sec): 3 clusters Score: Raw -29227.401954 + Penalty 2820.739777 = -26406.662177 nChanged 4 SP:Iteration 9Q (5413.810000 sec): 3 clusters Score: Raw -29247.244007 + Penalty 2820.739777 = -26426.504230 nChanged 2 SP:Iteration 10Q (5413.960000 sec): 3 clusters Score: Raw -29266.760074 + Penalty 2820.739777 = -26446.020297 nChanged 1 SP:Iteration 11Q (5414.140000 sec): 3 clusters Score: Raw -29270.663838 + Penalty 2820.739777 = -26449.924061 nChanged 2 SP:Iteration 12Q (5414.290000 sec): 3 clusters Score: Raw -29274.575913 + Penalty 2820.739777 = -26453.836136 nChanged 0 SP:Iteration 13F (5414.420000 sec): 3 clusters Score: Raw -29275.305255 + Penalty 2820.739777 = -26454.565478 nChanged 1 SP:Iteration 14Q (5414.590000 sec): 3 clusters Score: Raw -29296.215948 + Penalty 2820.739777 = -26475.476171 nChanged 1 SP:Iteration 15Q (5414.750000 sec): 3 clusters Score: Raw -29313.874844 + Penalty 2820.739777 = -26493.135067 nChanged 1 SP:Iteration 16Q (5414.890000 sec): 3 clusters Score: Raw -29360.766454 + Penalty 2820.739777 = -26540.026677 nChanged 3 SP:Iteration 17Q (5415.030000 sec): 3 clusters Score: Raw -29373.668947 + Penalty 2820.739777 = -26552.929170 nChanged 2 SP:Iteration 18Q (5415.220000 sec): 3 clusters Score: Raw -29382.023443 + Penalty 2820.739777 = -26561.283666 nChanged 3 SP:Iteration 19Q (5415.360000 sec): 3 clusters Score: Raw -29398.592117 + Penalty 2820.739777 = -26577.852340 nChanged 4 SP:Iteration 20F (5415.510000 sec): 3 clusters Score: Raw -29427.108463 + Penalty 2820.739777 = -26606.368686 nChanged 4 SP:Iteration 21Q (5415.660000 sec): 3 clusters Score: Raw -29450.690846 + Penalty 2820.739777 = -26629.951069 nChanged 4 SP:Iteration 22Q (5415.800000 sec): 3 clusters Score: Raw -29473.179906 + Penalty 2820.739777 = -26652.440129 nChanged 6 SP:Iteration 23Q (5415.950000 sec): 3 clusters Score: Raw -29506.717577 + Penalty 2820.739777 = -26685.977800 nChanged 2 SP:Iteration 24Q (5416.090000 sec): 3 clusters Score: Raw -29522.267501 + Penalty 2820.739777 = -26701.527725 nChanged 3 SP:Iteration 25Q (5416.240000 sec): 3 clusters Score: Raw -29542.264945 + Penalty 2820.739777 = -26721.525168 nChanged 5 SP:Iteration 26Q (5416.380000 sec): 3 clusters Score: Raw -29620.611248 + Penalty 2820.739777 = -26799.871471 nChanged 3 SP:Iteration 27Q (5416.520000 sec): 3 clusters Score: Raw -29760.133128 + Penalty 2820.739777 = -26939.393351 nChanged 1 SP:Iteration 28Q (5416.710000 sec): 3 clusters Score: Raw -29760.834448 + Penalty 2820.739777 = -26940.094671 nChanged 0 SP:Iteration 29F (5416.850000 sec): 3 clusters Score: Raw -29760.834448 + Penalty 2820.739777 = -26940.094671 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.900000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5417.040000 sec): 3 clusters Score: Raw -24030.181636 + Penalty 2597.275214 = -21432.906422 nChanged 9 SP:Iteration 1Q (5417.190000 sec): 3 clusters Score: Raw -24076.828892 + Penalty 2597.275214 = -21479.553679 nChanged 1 SP:Iteration 2Q (5417.380000 sec): 3 clusters Score: Raw -24086.357499 + Penalty 2597.275214 = -21489.082286 nChanged 1 SP:Iteration 3Q (5417.520000 sec): 3 clusters Score: Raw -24092.878372 + Penalty 2597.275214 = -21495.603159 nChanged 0 SP:Iteration 4F (5417.630000 sec): 3 clusters Score: Raw -24092.878372 + Penalty 2597.275214 = -21495.603159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5417.730000 sec): 2 clusters Score: Raw -177927.049098 + Penalty 1801.653084 = -176125.396013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5417.870000 sec): 3 clusters Score: Raw -177523.927757 + Penalty 3603.306168 = -173920.621589 nChanged 420 SP:Iteration 1F (5418.020000 sec): 3 clusters Score: Raw -178008.581284 + Penalty 3603.306168 = -174405.275116 nChanged 118 SP:Iteration 2F (5418.160000 sec): 3 clusters Score: Raw -178184.914746 + Penalty 3603.306168 = -174581.608577 nChanged 82 SP:Iteration 3F (5418.300000 sec): 3 clusters Score: Raw -178317.144551 + Penalty 3603.306168 = -174713.838383 nChanged 52 SP:Iteration 4Q (5418.500000 sec): 3 clusters Score: Raw -178388.418998 + Penalty 3603.306168 = -174785.112830 nChanged 35 SP:Iteration 5Q (5418.600000 sec): 3 clusters Score: Raw -178428.931130 + Penalty 3603.306168 = -174825.624962 nChanged 28 SP:Iteration 6Q (5418.800000 sec): 3 clusters Score: Raw -178454.631921 + Penalty 3603.306168 = -174851.325753 nChanged 23 SP:Iteration 7Q (5418.940000 sec): 3 clusters Score: Raw -178480.750868 + Penalty 3603.306168 = -174877.444700 nChanged 17 SP:Iteration 8Q (5419.090000 sec): 3 clusters Score: Raw -178498.026148 + Penalty 3603.306168 = -174894.719979 nChanged 11 SP:Iteration 9Q (5419.240000 sec): 3 clusters Score: Raw -178510.394961 + Penalty 3603.306168 = -174907.088793 nChanged 13 SP:Iteration 10Q (5419.380000 sec): 3 clusters Score: Raw -178523.959914 + Penalty 3603.306168 = -174920.653746 nChanged 13 SP:Iteration 11Q (5419.550000 sec): 3 clusters Score: Raw -178531.788732 + Penalty 3603.306168 = -174928.482563 nChanged 7 SP:Iteration 12Q (5419.720000 sec): 3 clusters Score: Raw -178540.964469 + Penalty 3603.306168 = -174937.658300 nChanged 8 SP:Iteration 13Q (5419.900000 sec): 3 clusters Score: Raw -178549.740203 + Penalty 3603.306168 = -174946.434034 nChanged 3 SP:Iteration 14Q (5420.090000 sec): 3 clusters Score: Raw -178554.163165 + Penalty 3603.306168 = -174950.856997 nChanged 1 SP:Iteration 15Q (5420.230000 sec): 3 clusters Score: Raw -178556.233796 + Penalty 3603.306168 = -174952.927628 nChanged 0 SP:Iteration 16F (5420.370000 sec): 3 clusters Score: Raw -178556.233796 + Penalty 3603.306168 = -174952.927628 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5420.470000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5420.600000 sec): 3 clusters Score: Raw -71916.604372 + Penalty 3120.618293 = -68795.986079 nChanged 105 SP:Iteration 1F (5420.820000 sec): 3 clusters Score: Raw -72099.712304 + Penalty 3120.618293 = -68979.094011 nChanged 25 SP:Iteration 2Q (5420.970000 sec): 3 clusters Score: Raw -72151.698683 + Penalty 3120.618293 = -69031.080389 nChanged 11 SP:Iteration 3Q (5421.180000 sec): 3 clusters Score: Raw -72176.114717 + Penalty 3120.618293 = -69055.496424 nChanged 8 SP:Iteration 4Q (5421.380000 sec): 3 clusters Score: Raw -72193.677793 + Penalty 3120.618293 = -69073.059500 nChanged 5 SP:Iteration 5Q (5421.580000 sec): 3 clusters Score: Raw -72201.612218 + Penalty 3120.618293 = -69080.993924 nChanged 2 SP:Iteration 6Q (5421.780000 sec): 3 clusters Score: Raw -72206.022990 + Penalty 3120.618293 = -69085.404697 nChanged 0 SP:Iteration 7F (5421.970000 sec): 3 clusters Score: Raw -72206.022990 + Penalty 3120.618293 = -69085.404697 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5422.110000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5422.250000 sec): 3 clusters Score: Raw -70723.172813 + Penalty 3111.346995 = -67611.825818 nChanged 97 SP:Iteration 1F (5422.480000 sec): 3 clusters Score: Raw -70903.362788 + Penalty 3111.346995 = -67792.015793 nChanged 16 SP:Iteration 2Q (5422.660000 sec): 3 clusters Score: Raw -70937.739371 + Penalty 3111.346995 = -67826.392376 nChanged 7 SP:Iteration 3Q (5422.790000 sec): 3 clusters Score: Raw -70959.022759 + Penalty 3111.346995 = -67847.675764 nChanged 8 SP:Iteration 4Q (5423.030000 sec): 3 clusters Score: Raw -70973.410455 + Penalty 3111.346995 = -67862.063460 nChanged 5 SP:Iteration 5Q (5423.220000 sec): 3 clusters Score: Raw -70982.168134 + Penalty 3111.346995 = -67870.821139 nChanged 3 SP:Iteration 6Q (5423.430000 sec): 3 clusters Score: Raw -70988.632850 + Penalty 3111.346995 = -67877.285855 nChanged 1 SP:Iteration 7Q (5423.620000 sec): 3 clusters Score: Raw -70991.060158 + Penalty 3111.346995 = -67879.713163 nChanged 1 SP:Iteration 8Q (5423.780000 sec): 3 clusters Score: Raw -70992.196285 + Penalty 3111.346995 = -67880.849290 nChanged 0 SP:Iteration 9F (5423.930000 sec): 3 clusters Score: Raw -70992.196285 + Penalty 3111.346995 = -67880.849290 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (5596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5424.100000 sec): 2 clusters Score: Raw -746050.721336 + Penalty 2140.192219 = -743910.529116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5424.290000 sec): 3 clusters Score: Raw -743286.467638 + Penalty 4280.384439 = -739006.083200 nChanged 2172 SP:Iteration 1F (5424.520000 sec): 3 clusters Score: Raw -744484.446082 + Penalty 4280.384439 = -740204.061644 nChanged 387 SP:Iteration 2F (5424.750000 sec): 3 clusters Score: Raw -744686.235119 + Penalty 4280.384439 = -740405.850681 nChanged 262 SP:Iteration 3Q (5424.980000 sec): 3 clusters Score: Raw -744803.984726 + Penalty 4280.384439 = -740523.600288 nChanged 169 SP:Iteration 4Q (5425.230000 sec): 3 clusters Score: Raw -744872.351408 + Penalty 4280.384439 = -740591.966969 nChanged 135 SP:Iteration 5Q (5425.500000 sec): 3 clusters Score: Raw -744934.001162 + Penalty 4280.384439 = -740653.616723 nChanged 127 SP:Iteration 6Q (5425.720000 sec): 3 clusters Score: Raw -744986.373714 + Penalty 4280.384439 = -740705.989276 nChanged 110 SP:Iteration 7Q (5425.950000 sec): 3 clusters Score: Raw -745030.418658 + Penalty 4280.384439 = -740750.034219 nChanged 101 SP:Iteration 8Q (5426.190000 sec): 3 clusters Score: Raw -745075.442602 + Penalty 4280.384439 = -740795.058163 nChanged 88 SP:Iteration 9Q (5426.370000 sec): 3 clusters Score: Raw -745108.101404 + Penalty 4280.384439 = -740827.716966 nChanged 75 SP:Iteration 10Q (5426.570000 sec): 3 clusters Score: Raw -745138.136828 + Penalty 4280.384439 = -740857.752389 nChanged 85 SP:Iteration 11Q (5426.790000 sec): 3 clusters Score: Raw -745172.118100 + Penalty 4280.384439 = -740891.733661 nChanged 74 SP:Iteration 12Q (5427.020000 sec): 3 clusters Score: Raw -745203.388790 + Penalty 4280.384439 = -740923.004352 nChanged 75 SP:Iteration 13Q (5427.250000 sec): 3 clusters Score: Raw -745231.048255 + Penalty 4280.384439 = -740950.663816 nChanged 65 SP:Iteration 14Q (5427.480000 sec): 3 clusters Score: Raw -745253.956743 + Penalty 4280.384439 = -740973.572304 nChanged 56 SP:Iteration 15Q (5427.740000 sec): 3 clusters Score: Raw -745275.665547 + Penalty 4280.384439 = -740995.281108 nChanged 56 SP:Iteration 16Q (5427.960000 sec): 3 clusters Score: Raw -745301.697337 + Penalty 4280.384439 = -741021.312898 nChanged 63 SP:Iteration 17Q (5428.130000 sec): 3 clusters Score: Raw -745327.500570 + Penalty 4280.384439 = -741047.116131 nChanged 65 SP:Iteration 18Q (5428.410000 sec): 3 clusters Score: Raw -745352.339341 + Penalty 4280.384439 = -741071.954903 nChanged 66 SP:Iteration 19Q (5428.630000 sec): 3 clusters Score: Raw -745378.333032 + Penalty 4280.384439 = -741097.948594 nChanged 62 SP:Iteration 20F (5428.890000 sec): 3 clusters Score: Raw -745405.613954 + Penalty 4280.384439 = -741125.229515 nChanged 58 SP:Iteration 21Q (5429.070000 sec): 3 clusters Score: Raw -745428.442370 + Penalty 4280.384439 = -741148.057932 nChanged 60 SP:Iteration 22Q (5429.310000 sec): 3 clusters Score: Raw -745459.140535 + Penalty 4280.384439 = -741178.756096 nChanged 67 SP:Iteration 23Q (5429.550000 sec): 3 clusters Score: Raw -745493.251223 + Penalty 4280.384439 = -741212.866784 nChanged 72 SP:Iteration 24Q (5429.770000 sec): 3 clusters Score: Raw -745529.701490 + Penalty 4280.384439 = -741249.317051 nChanged 76 SP:Iteration 25Q (5430.020000 sec): 3 clusters Score: Raw -745572.869136 + Penalty 4280.384439 = -741292.484697 nChanged 87 SP:Iteration 26Q (5430.300000 sec): 3 clusters Score: Raw -745606.994009 + Penalty 4280.384439 = -741326.609570 nChanged 54 SP:Iteration 27Q (5430.610000 sec): 3 clusters Score: Raw -745628.330034 + Penalty 4280.384439 = -741347.945596 nChanged 59 SP:Iteration 28Q (5430.860000 sec): 3 clusters Score: Raw -745652.190516 + Penalty 4280.384439 = -741371.806078 nChanged 57 SP:Iteration 29Q (5431.060000 sec): 3 clusters Score: Raw -745674.733330 + Penalty 4280.384439 = -741394.348891 nChanged 47 SP:Iteration 30Q (5431.270000 sec): 3 clusters Score: Raw -745692.967025 + Penalty 4280.384439 = -741412.582587 nChanged 54 SP:Iteration 31Q (5431.570000 sec): 3 clusters Score: Raw -745715.620882 + Penalty 4280.384439 = -741435.236444 nChanged 45 SP:Iteration 32Q (5431.760000 sec): 3 clusters Score: Raw -745732.206990 + Penalty 4280.384439 = -741451.822552 nChanged 42 SP:Iteration 33Q (5431.990000 sec): 3 clusters Score: Raw -745745.852114 + Penalty 4280.384439 = -741465.467675 nChanged 38 SP:Iteration 34Q (5432.230000 sec): 3 clusters Score: Raw -745759.844993 + Penalty 4280.384439 = -741479.460554 nChanged 39 SP:Iteration 35Q (5432.450000 sec): 3 clusters Score: Raw -745775.625873 + Penalty 4280.384439 = -741495.241435 nChanged 37 SP:Iteration 36Q (5432.720000 sec): 3 clusters Score: Raw -745789.548038 + Penalty 4280.384439 = -741509.163600 nChanged 39 SP:Iteration 37Q (5432.880000 sec): 3 clusters Score: Raw -745803.936322 + Penalty 4280.384439 = -741523.551883 nChanged 30 SP:Iteration 38Q (5433.130000 sec): 3 clusters Score: Raw -745815.759597 + Penalty 4280.384439 = -741535.375158 nChanged 31 SP:Iteration 39Q (5433.350000 sec): 3 clusters Score: Raw -745825.654611 + Penalty 4280.384439 = -741545.270173 nChanged 28 SP:Iteration 40F (5433.580000 sec): 3 clusters Score: Raw -745833.012110 + Penalty 4280.384439 = -741552.627671 nChanged 19 SP:Iteration 41Q (5433.780000 sec): 3 clusters Score: Raw -745838.367483 + Penalty 4280.384439 = -741557.983045 nChanged 20 SP:Iteration 42Q (5433.990000 sec): 3 clusters Score: Raw -745843.999345 + Penalty 4280.384439 = -741563.614907 nChanged 24 SP:Iteration 43Q (5434.190000 sec): 3 clusters Score: Raw -745851.019279 + Penalty 4280.384439 = -741570.634841 nChanged 25 SP:Iteration 44Q (5434.390000 sec): 3 clusters Score: Raw -745858.772053 + Penalty 4280.384439 = -741578.387614 nChanged 18 SP:Iteration 45Q (5434.620000 sec): 3 clusters Score: Raw -745864.856302 + Penalty 4280.384439 = -741584.471863 nChanged 17 SP:Iteration 46Q (5434.830000 sec): 3 clusters Score: Raw -745871.008350 + Penalty 4280.384439 = -741590.623911 nChanged 15 SP:Iteration 47Q (5435.040000 sec): 3 clusters Score: Raw -745875.784085 + Penalty 4280.384439 = -741595.399646 nChanged 15 SP:Iteration 48Q (5435.230000 sec): 3 clusters Score: Raw -745881.235741 + Penalty 4280.384439 = -741600.851303 nChanged 18 SP:Iteration 49Q (5435.450000 sec): 3 clusters Score: Raw -745888.212602 + Penalty 4280.384439 = -741607.828164 nChanged 22 SP:Iteration 50Q (5435.690000 sec): 3 clusters Score: Raw -745893.323534 + Penalty 4280.384439 = -741612.939096 nChanged 8 SP:Iteration 51Q (5435.870000 sec): 3 clusters Score: Raw -745895.428861 + Penalty 4280.384439 = -741615.044422 nChanged 9 SP:Iteration 52Q (5436.070000 sec): 3 clusters Score: Raw -745898.540214 + Penalty 4280.384439 = -741618.155775 nChanged 14 SP:Iteration 53Q (5436.290000 sec): 3 clusters Score: Raw -745903.178308 + Penalty 4280.384439 = -741622.793869 nChanged 14 SP:Iteration 54Q (5436.510000 sec): 3 clusters Score: Raw -745907.756143 + Penalty 4280.384439 = -741627.371705 nChanged 12 SP:Iteration 55Q (5436.750000 sec): 3 clusters Score: Raw -745912.663197 + Penalty 4280.384439 = -741632.278759 nChanged 12 SP:Iteration 56Q (5436.990000 sec): 3 clusters Score: Raw -745916.439350 + Penalty 4280.384439 = -741636.054911 nChanged 8 SP:Iteration 57Q (5437.270000 sec): 3 clusters Score: Raw -745920.059859 + Penalty 4280.384439 = -741639.675420 nChanged 13 SP:Iteration 58Q (5437.470000 sec): 3 clusters Score: Raw -745924.205495 + Penalty 4280.384439 = -741643.821057 nChanged 12 SP:Iteration 59Q (5437.700000 sec): 3 clusters Score: Raw -745928.524015 + Penalty 4280.384439 = -741648.139576 nChanged 17 SP:Iteration 60F (5437.910000 sec): 3 clusters Score: Raw -745934.577393 + Penalty 4280.384439 = -741654.192954 nChanged 13 SP:Iteration 61Q (5438.130000 sec): 3 clusters Score: Raw -745938.891041 + Penalty 4280.384439 = -741658.506603 nChanged 11 SP:Iteration 62Q (5438.300000 sec): 3 clusters Score: Raw -745942.412499 + Penalty 4280.384439 = -741662.028060 nChanged 8 SP:Iteration 63Q (5438.550000 sec): 3 clusters Score: Raw -745944.805167 + Penalty 4280.384439 = -741664.420728 nChanged 7 SP:Iteration 64Q (5438.740000 sec): 3 clusters Score: Raw -745946.709974 + Penalty 4280.384439 = -741666.325535 nChanged 9 SP:Iteration 65Q (5438.930000 sec): 3 clusters Score: Raw -745949.724412 + Penalty 4280.384439 = -741669.339974 nChanged 7 SP:Iteration 66Q (5439.230000 sec): 3 clusters Score: Raw -745952.629130 + Penalty 4280.384439 = -741672.244692 nChanged 8 SP:Iteration 67Q (5439.460000 sec): 3 clusters Score: Raw -745957.103379 + Penalty 4280.384439 = -741676.718940 nChanged 14 SP:Iteration 68Q (5439.710000 sec): 3 clusters Score: Raw -745963.742425 + Penalty 4280.384439 = -741683.357986 nChanged 16 SP:Iteration 69Q (5439.930000 sec): 3 clusters Score: Raw -745969.943011 + Penalty 4280.384439 = -741689.558572 nChanged 23 SP:Iteration 70Q (5440.180000 sec): 3 clusters Score: Raw -745980.309806 + Penalty 4280.384439 = -741699.925368 nChanged 24 SP:Iteration 71Q (5440.390000 sec): 3 clusters Score: Raw -745990.433434 + Penalty 4280.384439 = -741710.048995 nChanged 22 SP:Iteration 72Q (5440.600000 sec): 3 clusters Score: Raw -746000.191830 + Penalty 4280.384439 = -741719.807391 nChanged 21 SP:Iteration 73Q (5440.840000 sec): 3 clusters Score: Raw -746009.209992 + Penalty 4280.384439 = -741728.825554 nChanged 17 SP:Iteration 74Q (5441.070000 sec): 3 clusters Score: Raw -746015.774703 + Penalty 4280.384439 = -741735.390264 nChanged 16 SP:Iteration 75Q (5441.290000 sec): 3 clusters Score: Raw -746021.694897 + Penalty 4280.384439 = -741741.310458 nChanged 9 SP:Iteration 76Q (5441.550000 sec): 3 clusters Score: Raw -746025.281099 + Penalty 4280.384439 = -741744.896660 nChanged 9 SP:Iteration 77Q (5441.760000 sec): 3 clusters Score: Raw -746028.161190 + Penalty 4280.384439 = -741747.776751 nChanged 12 SP:Iteration 78Q (5442.000000 sec): 3 clusters Score: Raw -746033.868268 + Penalty 4280.384439 = -741753.483829 nChanged 15 SP:Iteration 79Q (5442.260000 sec): 3 clusters Score: Raw -746040.398536 + Penalty 4280.384439 = -741760.014098 nChanged 20 SP:Iteration 80F (5442.460000 sec): 3 clusters Score: Raw -746048.114704 + Penalty 4280.384439 = -741767.730266 nChanged 18 SP:Iteration 81Q (5442.680000 sec): 3 clusters Score: Raw -746058.738068 + Penalty 4280.384439 = -741778.353630 nChanged 18 SP:Iteration 82Q (5442.910000 sec): 3 clusters Score: Raw -746068.234967 + Penalty 4280.384439 = -741787.850529 nChanged 17 SP:Iteration 83Q (5443.080000 sec): 3 clusters Score: Raw -746075.210607 + Penalty 4280.384439 = -741794.826168 nChanged 18 SP:Iteration 84Q (5443.290000 sec): 3 clusters Score: Raw -746083.674821 + Penalty 4280.384439 = -741803.290382 nChanged 18 SP:Iteration 85Q (5443.570000 sec): 3 clusters Score: Raw -746093.036705 + Penalty 4280.384439 = -741812.652267 nChanged 26 SP:Iteration 86Q (5443.800000 sec): 3 clusters Score: Raw -746106.990842 + Penalty 4280.384439 = -741826.606403 nChanged 27 SP:Iteration 87Q (5443.990000 sec): 3 clusters Score: Raw -746118.494196 + Penalty 4280.384439 = -741838.109757 nChanged 14 SP:Iteration 88Q (5444.200000 sec): 3 clusters Score: Raw -746127.602367 + Penalty 4280.384439 = -741847.217929 nChanged 20 SP:Iteration 89Q (5444.420000 sec): 3 clusters Score: Raw -746138.333112 + Penalty 4280.384439 = -741857.948673 nChanged 16 SP:Iteration 90Q (5444.620000 sec): 3 clusters Score: Raw -746148.657968 + Penalty 4280.384439 = -741868.273529 nChanged 20 SP:Iteration 91Q (5444.850000 sec): 3 clusters Score: Raw -746160.891213 + Penalty 4280.384439 = -741880.506774 nChanged 20 SP:Iteration 92Q (5445.060000 sec): 3 clusters Score: Raw -746172.422659 + Penalty 4280.384439 = -741892.038221 nChanged 13 SP:Iteration 93Q (5445.320000 sec): 3 clusters Score: Raw -746179.562313 + Penalty 4280.384439 = -741899.177875 nChanged 12 SP:Iteration 94Q (5445.580000 sec): 3 clusters Score: Raw -746185.133846 + Penalty 4280.384439 = -741904.749408 nChanged 14 SP:Iteration 95Q (5445.820000 sec): 3 clusters Score: Raw -746192.022200 + Penalty 4280.384439 = -741911.637761 nChanged 13 SP:Iteration 96Q (5446.000000 sec): 3 clusters Score: Raw -746198.286185 + Penalty 4280.384439 = -741917.901747 nChanged 11 SP:Iteration 97Q (5446.210000 sec): 3 clusters Score: Raw -746205.420383 + Penalty 4280.384439 = -741925.035944 nChanged 18 SP:Iteration 98Q (5446.410000 sec): 3 clusters Score: Raw -746214.829035 + Penalty 4280.384439 = -741934.444596 nChanged 9 SP:Iteration 99Q (5446.620000 sec): 3 clusters Score: Raw -746218.932716 + Penalty 4280.384439 = -741938.548278 nChanged 9 SP:Iteration 100F (5446.820000 sec): 3 clusters Score: Raw -746222.755545 + Penalty 4280.384439 = -741942.371106 nChanged 8 SP:Iteration 101Q (5447.030000 sec): 3 clusters Score: Raw -746226.512003 + Penalty 4280.384439 = -741946.127564 nChanged 9 SP:Iteration 102Q (5447.250000 sec): 3 clusters Score: Raw -746231.998428 + Penalty 4280.384439 = -741951.613990 nChanged 5 SP:Iteration 103Q (5447.500000 sec): 3 clusters Score: Raw -746235.032997 + Penalty 4280.384439 = -741954.648558 nChanged 8 SP:Iteration 104Q (5447.670000 sec): 3 clusters Score: Raw -746240.832997 + Penalty 4280.384439 = -741960.448559 nChanged 11 SP:Iteration 105Q (5447.880000 sec): 3 clusters Score: Raw -746247.361939 + Penalty 4280.384439 = -741966.977501 nChanged 6 SP:Iteration 106Q (5448.090000 sec): 3 clusters Score: Raw -746250.905067 + Penalty 4280.384439 = -741970.520629 nChanged 5 SP:Iteration 107Q (5448.280000 sec): 3 clusters Score: Raw -746254.036993 + Penalty 4280.384439 = -741973.652554 nChanged 3 SP:Iteration 108Q (5448.460000 sec): 3 clusters Score: Raw -746255.189029 + Penalty 4280.384439 = -741974.804590 nChanged 2 SP:Iteration 109Q (5448.680000 sec): 3 clusters Score: Raw -746255.783417 + Penalty 4280.384439 = -741975.398978 nChanged 1 SP:Iteration 110Q (5448.890000 sec): 3 clusters Score: Raw -746255.973489 + Penalty 4280.384439 = -741975.589050 nChanged 1 SP:Iteration 111Q (5449.080000 sec): 3 clusters Score: Raw -746256.734920 + Penalty 4280.384439 = -741976.350482 nChanged 3 SP:Iteration 112Q (5449.270000 sec): 3 clusters Score: Raw -746258.233775 + Penalty 4280.384439 = -741977.849336 nChanged 5 SP:Iteration 113Q (5449.510000 sec): 3 clusters Score: Raw -746260.870613 + Penalty 4280.384439 = -741980.486175 nChanged 3 SP:Iteration 114Q (5449.680000 sec): 3 clusters Score: Raw -746262.176053 + Penalty 4280.384439 = -741981.791615 nChanged 3 SP:Iteration 115Q (5449.920000 sec): 3 clusters Score: Raw -746263.327209 + Penalty 4280.384439 = -741982.942770 nChanged 0 SP:Iteration 116F (5450.160000 sec): 3 clusters Score: Raw -746263.327209 + Penalty 4280.384439 = -741982.942770 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5451.340000 sec): 2 clusters Score: Raw -28305681.686300 + Penalty 3035.048620 = -28302646.637680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5452.680000 sec): 3 clusters Score: Raw -28170092.829957 + Penalty 6070.097240 = -28164022.732717 nChanged 99463 SP:Iteration 1F (5453.970000 sec): 3 clusters Score: Raw -28228269.426664 + Penalty 6070.097240 = -28222199.329424 nChanged 5892 SP:Iteration 2Q (5455.390000 sec): 3 clusters Score: Raw -28229512.356311 + Penalty 6070.097240 = -28223442.259071 nChanged 6144 SP:Iteration 3Q (5456.770000 sec): 3 clusters Score: Raw -28230976.681278 + Penalty 6070.097240 = -28224906.584038 nChanged 6727 SP:Iteration 4Q (5458.080000 sec): 3 clusters Score: Raw -28232795.826821 + Penalty 6070.097240 = -28226725.729581 nChanged 7448 SP:Iteration 5Q (5459.520000 sec): 3 clusters Score: Raw -28235178.417950 + Penalty 6070.097240 = -28229108.320710 nChanged 8745 SP:Iteration 6Q (5460.940000 sec): 3 clusters Score: Raw -28238650.377108 + Penalty 6070.097240 = -28232580.279868 nChanged 10509 SP:Iteration 7F (5462.220000 sec): 3 clusters Score: Raw -28243984.783423 + Penalty 6070.097240 = -28237914.686183 nChanged 12188 SP:Iteration 8F (5463.480000 sec): 3 clusters Score: Raw -28251749.201985 + Penalty 6070.097240 = -28245679.104746 nChanged 13154 SP:Iteration 9F (5464.690000 sec): 3 clusters Score: Raw -28261645.703284 + Penalty 6070.097240 = -28255575.606044 nChanged 12663 SP:Iteration 10F (5465.960000 sec): 3 clusters Score: Raw -28272183.019972 + Penalty 6070.097240 = -28266112.922732 nChanged 10634 SP:Iteration 11F (5467.230000 sec): 3 clusters Score: Raw -28281022.106753 + Penalty 6070.097240 = -28274952.009514 nChanged 7988 SP:Iteration 12Q (5468.500000 sec): 3 clusters Score: Raw -28287361.069412 + Penalty 6070.097240 = -28281290.972172 nChanged 6160 SP:Iteration 13Q (5469.790000 sec): 3 clusters Score: Raw -28292075.592790 + Penalty 6070.097240 = -28286005.495550 nChanged 4991 SP:Iteration 14Q (5470.900000 sec): 3 clusters Score: Raw -28295842.861739 + Penalty 6070.097240 = -28289772.764499 nChanged 3986 SP:Iteration 15Q (5472.100000 sec): 3 clusters Score: Raw -28298851.441686 + Penalty 6070.097240 = -28292781.344446 nChanged 3112 SP:Iteration 16Q (5473.280000 sec): 3 clusters Score: Raw -28301242.860918 + Penalty 6070.097240 = -28295172.763678 nChanged 2282 SP:Iteration 17Q (5474.400000 sec): 3 clusters Score: Raw -28302987.145435 + Penalty 6070.097240 = -28296917.048195 nChanged 1602 SP:Iteration 18Q (5475.480000 sec): 3 clusters Score: Raw -28304218.550073 + Penalty 6070.097240 = -28298148.452833 nChanged 1018 SP:Iteration 19Q (5476.520000 sec): 3 clusters Score: Raw -28304992.912396 + Penalty 6070.097240 = -28298922.815156 nChanged 626 SP:Iteration 20F (5477.720000 sec): 3 clusters Score: Raw -28305471.281852 + Penalty 6070.097240 = -28299401.184613 nChanged 391 SP:Iteration 21Q (5478.870000 sec): 3 clusters Score: Raw -28305782.331955 + Penalty 6070.097240 = -28299712.234715 nChanged 265 SP:Iteration 22Q (5479.890000 sec): 3 clusters Score: Raw -28305970.269576 + Penalty 6070.097240 = -28299900.172336 nChanged 181 SP:Iteration 23Q (5480.940000 sec): 3 clusters Score: Raw -28306102.120849 + Penalty 6070.097240 = -28300032.023610 nChanged 124 SP:Iteration 24Q (5481.920000 sec): 3 clusters Score: Raw -28306197.062366 + Penalty 6070.097240 = -28300126.965127 nChanged 94 SP:Iteration 25Q (5482.980000 sec): 3 clusters Score: Raw -28306266.703691 + Penalty 6070.097240 = -28300196.606451 nChanged 70 SP:Iteration 26Q (5484.080000 sec): 3 clusters Score: Raw -28306310.770831 + Penalty 6070.097240 = -28300240.673592 nChanged 40 SP:Iteration 27Q (5485.250000 sec): 3 clusters Score: Raw -28306334.216745 + Penalty 6070.097240 = -28300264.119505 nChanged 32 SP:Iteration 28Q (5486.470000 sec): 3 clusters Score: Raw -28306349.209047 + Penalty 6070.097240 = -28300279.111807 nChanged 33 SP:Iteration 29Q (5487.570000 sec): 3 clusters Score: Raw -28306368.644506 + Penalty 6070.097240 = -28300298.547266 nChanged 21 SP:Iteration 30Q (5488.800000 sec): 3 clusters Score: Raw -28306379.723653 + Penalty 6070.097240 = -28300309.626413 nChanged 17 SP:Iteration 31Q (5489.930000 sec): 3 clusters Score: Raw -28306387.969819 + Penalty 6070.097240 = -28300317.872579 nChanged 12 SP:Iteration 32Q (5491.110000 sec): 3 clusters Score: Raw -28306393.907683 + Penalty 6070.097240 = -28300323.810443 nChanged 8 SP:Iteration 33Q (5492.350000 sec): 3 clusters Score: Raw -28306398.254562 + Penalty 6070.097240 = -28300328.157322 nChanged 6 SP:Iteration 34Q (5493.500000 sec): 3 clusters Score: Raw -28306399.918590 + Penalty 6070.097240 = -28300329.821350 nChanged 3 SP:Iteration 35Q (5494.630000 sec): 3 clusters Score: Raw -28306401.933503 + Penalty 6070.097240 = -28300331.836263 nChanged 6 SP:Iteration 36Q (5495.910000 sec): 3 clusters Score: Raw -28306403.978859 + Penalty 6070.097240 = -28300333.881619 nChanged 5 SP:Iteration 37Q (5497.080000 sec): 3 clusters Score: Raw -28306406.312463 + Penalty 6070.097240 = -28300336.215223 nChanged 6 SP:Iteration 38Q (5498.170000 sec): 3 clusters Score: Raw -28306409.190710 + Penalty 6070.097240 = -28300339.093470 nChanged 5 SP:Iteration 39Q (5499.310000 sec): 3 clusters Score: Raw -28306411.872990 + Penalty 6070.097240 = -28300341.775750 nChanged 9 SP:Iteration 40F (5500.500000 sec): 3 clusters Score: Raw -28306417.655685 + Penalty 6070.097240 = -28300347.558445 nChanged 8 SP:Iteration 41Q (5501.630000 sec): 3 clusters Score: Raw -28306421.748785 + Penalty 6070.097240 = -28300351.651545 nChanged 5 SP:Iteration 42Q (5502.690000 sec): 3 clusters Score: Raw -28306424.165524 + Penalty 6070.097240 = -28300354.068284 nChanged 7 SP:Iteration 43Q (5503.790000 sec): 3 clusters Score: Raw -28306426.797889 + Penalty 6070.097240 = -28300356.700649 nChanged 7 SP:Iteration 44Q (5504.780000 sec): 3 clusters Score: Raw -28306429.275944 + Penalty 6070.097240 = -28300359.178704 nChanged 4 SP:Iteration 45Q (5505.770000 sec): 3 clusters Score: Raw -28306430.985252 + Penalty 6070.097240 = -28300360.888012 nChanged 3 SP:Iteration 46Q (5506.730000 sec): 3 clusters Score: Raw -28306432.109089 + Penalty 6070.097240 = -28300362.011849 nChanged 5 SP:Iteration 47Q (5507.700000 sec): 3 clusters Score: Raw -28306434.246531 + Penalty 6070.097240 = -28300364.149291 nChanged 10 SP:Iteration 48Q (5508.660000 sec): 3 clusters Score: Raw -28306438.239452 + Penalty 6070.097240 = -28300368.142212 nChanged 6 SP:Iteration 49Q (5509.620000 sec): 3 clusters Score: Raw -28306440.178902 + Penalty 6070.097240 = -28300370.081662 nChanged 6 SP:Iteration 50Q (5510.640000 sec): 3 clusters Score: Raw -28306442.208523 + Penalty 6070.097240 = -28300372.111283 nChanged 5 SP:Iteration 51Q (5511.670000 sec): 3 clusters Score: Raw -28306444.063041 + Penalty 6070.097240 = -28300373.965801 nChanged 6 SP:Iteration 52Q (5512.820000 sec): 3 clusters Score: Raw -28306446.420812 + Penalty 6070.097240 = -28300376.323572 nChanged 9 SP:Iteration 53Q (5514.040000 sec): 3 clusters Score: Raw -28306450.150629 + Penalty 6070.097240 = -28300380.053389 nChanged 5 SP:Iteration 54Q (5515.180000 sec): 3 clusters Score: Raw -28306452.044024 + Penalty 6070.097240 = -28300381.946784 nChanged 5 SP:Iteration 55Q (5516.280000 sec): 3 clusters Score: Raw -28306453.586988 + Penalty 6070.097240 = -28300383.489749 nChanged 4 SP:Iteration 56Q (5517.330000 sec): 3 clusters Score: Raw -28306455.409254 + Penalty 6070.097240 = -28300385.312014 nChanged 3 SP:Iteration 57Q (5518.360000 sec): 3 clusters Score: Raw -28306456.619558 + Penalty 6070.097240 = -28300386.522318 nChanged 3 SP:Iteration 58Q (5519.310000 sec): 3 clusters Score: Raw -28306457.451123 + Penalty 6070.097240 = -28300387.353883 nChanged 2 SP:Iteration 59Q (5520.390000 sec): 3 clusters Score: Raw -28306458.577356 + Penalty 6070.097240 = -28300388.480116 nChanged 3 SP:Iteration 60F (5521.580000 sec): 3 clusters Score: Raw -28306459.774738 + Penalty 6070.097240 = -28300389.677498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.870000 sec): 2 clusters Score: Raw -3328093.132936 + Penalty 2507.384264 = -3325585.748672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5522.190000 sec): 3 clusters Score: Raw -3313443.814276 + Penalty 5014.768527 = -3308429.045749 nChanged 11048 SP:Iteration 1F (5522.510000 sec): 3 clusters Score: Raw -3319346.380318 + Penalty 5014.768527 = -3314331.611791 nChanged 1205 SP:Iteration 2Q (5522.860000 sec): 3 clusters Score: Raw -3319721.550706 + Penalty 5014.768527 = -3314706.782179 nChanged 992 SP:Iteration 3Q (5523.190000 sec): 3 clusters Score: Raw -3320014.434790 + Penalty 5014.768527 = -3314999.666263 nChanged 914 SP:Iteration 4Q (5523.560000 sec): 3 clusters Score: Raw -3320284.229098 + Penalty 5014.768527 = -3315269.460571 nChanged 814 SP:Iteration 5Q (5523.890000 sec): 3 clusters Score: Raw -3320521.371767 + Penalty 5014.768527 = -3315506.603240 nChanged 737 SP:Iteration 6Q (5524.270000 sec): 3 clusters Score: Raw -3320748.209216 + Penalty 5014.768527 = -3315733.440689 nChanged 717 SP:Iteration 7Q (5524.620000 sec): 3 clusters Score: Raw -3320982.738131 + Penalty 5014.768527 = -3315967.969603 nChanged 701 SP:Iteration 8Q (5524.930000 sec): 3 clusters Score: Raw -3321220.082901 + Penalty 5014.768527 = -3316205.314374 nChanged 688 SP:Iteration 9Q (5525.260000 sec): 3 clusters Score: Raw -3321474.777152 + Penalty 5014.768527 = -3316460.008625 nChanged 752 SP:Iteration 10Q (5525.590000 sec): 3 clusters Score: Raw -3321787.837173 + Penalty 5014.768527 = -3316773.068646 nChanged 810 SP:Iteration 11Q (5525.940000 sec): 3 clusters Score: Raw -3322137.954047 + Penalty 5014.768527 = -3317123.185520 nChanged 803 SP:Iteration 12Q (5526.320000 sec): 3 clusters Score: Raw -3322521.249605 + Penalty 5014.768527 = -3317506.481078 nChanged 844 SP:Iteration 13Q (5526.670000 sec): 3 clusters Score: Raw -3322996.819868 + Penalty 5014.768527 = -3317982.051341 nChanged 1000 SP:Iteration 14Q (5526.980000 sec): 3 clusters Score: Raw -3323620.127464 + Penalty 5014.768527 = -3318605.358937 nChanged 1011 SP:Iteration 15Q (5527.400000 sec): 3 clusters Score: Raw -3324271.835545 + Penalty 5014.768527 = -3319257.067018 nChanged 978 SP:Iteration 16Q (5527.790000 sec): 3 clusters Score: Raw -3324899.570809 + Penalty 5014.768527 = -3319884.802282 nChanged 915 SP:Iteration 17Q (5528.120000 sec): 3 clusters Score: Raw -3325496.654381 + Penalty 5014.768527 = -3320481.885854 nChanged 851 SP:Iteration 18Q (5528.400000 sec): 3 clusters Score: Raw -3326040.950690 + Penalty 5014.768527 = -3321026.182163 nChanged 745 SP:Iteration 19Q (5528.730000 sec): 3 clusters Score: Raw -3326526.584711 + Penalty 5014.768527 = -3321511.816183 nChanged 656 SP:Iteration 20F (5529.050000 sec): 3 clusters Score: Raw -3326925.828733 + Penalty 5014.768527 = -3321911.060206 nChanged 518 SP:Iteration 21Q (5529.370000 sec): 3 clusters Score: Raw -3327213.977721 + Penalty 5014.768527 = -3322199.209193 nChanged 415 SP:Iteration 22Q (5529.680000 sec): 3 clusters Score: Raw -3327428.708682 + Penalty 5014.768527 = -3322413.940155 nChanged 316 SP:Iteration 23Q (5530.020000 sec): 3 clusters Score: Raw -3327594.893619 + Penalty 5014.768527 = -3322580.125092 nChanged 278 SP:Iteration 24Q (5530.310000 sec): 3 clusters Score: Raw -3327747.452289 + Penalty 5014.768527 = -3322732.683762 nChanged 261 SP:Iteration 25Q (5530.670000 sec): 3 clusters Score: Raw -3327890.478275 + Penalty 5014.768527 = -3322875.709748 nChanged 233 SP:Iteration 26Q (5531.010000 sec): 3 clusters Score: Raw -3328011.147595 + Penalty 5014.768527 = -3322996.379067 nChanged 182 SP:Iteration 27Q (5531.290000 sec): 3 clusters Score: Raw -3328105.003988 + Penalty 5014.768527 = -3323090.235461 nChanged 167 SP:Iteration 28Q (5531.560000 sec): 3 clusters Score: Raw -3328193.226666 + Penalty 5014.768527 = -3323178.458139 nChanged 148 SP:Iteration 29Q (5531.940000 sec): 3 clusters Score: Raw -3328284.651812 + Penalty 5014.768527 = -3323269.883285 nChanged 152 SP:Iteration 30Q (5532.300000 sec): 3 clusters Score: Raw -3328374.087127 + Penalty 5014.768527 = -3323359.318600 nChanged 112 SP:Iteration 31Q (5532.660000 sec): 3 clusters Score: Raw -3328450.249961 + Penalty 5014.768527 = -3323435.481434 nChanged 130 SP:Iteration 32Q (5533.000000 sec): 3 clusters Score: Raw -3328530.766620 + Penalty 5014.768527 = -3323515.998093 nChanged 110 SP:Iteration 33Q (5533.330000 sec): 3 clusters Score: Raw -3328597.779538 + Penalty 5014.768527 = -3323583.011011 nChanged 97 SP:Iteration 34Q (5533.660000 sec): 3 clusters Score: Raw -3328645.551268 + Penalty 5014.768527 = -3323630.782741 nChanged 70 SP:Iteration 35Q (5533.970000 sec): 3 clusters Score: Raw -3328676.064103 + Penalty 5014.768527 = -3323661.295576 nChanged 60 SP:Iteration 36Q (5534.290000 sec): 3 clusters Score: Raw -3328702.553359 + Penalty 5014.768527 = -3323687.784831 nChanged 52 SP:Iteration 37Q (5534.640000 sec): 3 clusters Score: Raw -3328727.547430 + Penalty 5014.768527 = -3323712.778903 nChanged 50 SP:Iteration 38Q (5534.930000 sec): 3 clusters Score: Raw -3328746.793256 + Penalty 5014.768527 = -3323732.024729 nChanged 49 SP:Iteration 39Q (5535.240000 sec): 3 clusters Score: Raw -3328766.025252 + Penalty 5014.768527 = -3323751.256725 nChanged 38 SP:Iteration 40F (5535.550000 sec): 3 clusters Score: Raw -3328780.558065 + Penalty 5014.768527 = -3323765.789538 nChanged 30 SP:Iteration 41Q (5535.830000 sec): 3 clusters Score: Raw -3328790.539702 + Penalty 5014.768527 = -3323775.771174 nChanged 25 SP:Iteration 42Q (5536.170000 sec): 3 clusters Score: Raw -3328798.708575 + Penalty 5014.768527 = -3323783.940048 nChanged 28 SP:Iteration 43Q (5536.470000 sec): 3 clusters Score: Raw -3328808.975020 + Penalty 5014.768527 = -3323794.206492 nChanged 19 SP:Iteration 44Q (5536.870000 sec): 3 clusters Score: Raw -3328814.609271 + Penalty 5014.768527 = -3323799.840744 nChanged 21 SP:Iteration 45Q (5537.220000 sec): 3 clusters Score: Raw -3328822.887757 + Penalty 5014.768527 = -3323808.119230 nChanged 19 SP:Iteration 46Q (5537.550000 sec): 3 clusters Score: Raw -3328829.858474 + Penalty 5014.768527 = -3323815.089947 nChanged 16 SP:Iteration 47Q (5537.890000 sec): 3 clusters Score: Raw -3328836.719985 + Penalty 5014.768527 = -3323821.951458 nChanged 16 SP:Iteration 48Q (5538.290000 sec): 3 clusters Score: Raw -3328842.262531 + Penalty 5014.768527 = -3323827.494004 nChanged 14 SP:Iteration 49Q (5538.650000 sec): 3 clusters Score: Raw -3328847.701820 + Penalty 5014.768527 = -3323832.933292 nChanged 15 SP:Iteration 50Q (5538.970000 sec): 3 clusters Score: Raw -3328853.312582 + Penalty 5014.768527 = -3323838.544054 nChanged 13 SP:Iteration 51Q (5539.330000 sec): 3 clusters Score: Raw -3328856.699543 + Penalty 5014.768527 = -3323841.931016 nChanged 11 SP:Iteration 52Q (5539.620000 sec): 3 clusters Score: Raw -3328860.803068 + Penalty 5014.768527 = -3323846.034540 nChanged 12 SP:Iteration 53Q (5539.930000 sec): 3 clusters Score: Raw -3328864.434340 + Penalty 5014.768527 = -3323849.665813 nChanged 10 SP:Iteration 54Q (5540.260000 sec): 3 clusters Score: Raw -3328868.354159 + Penalty 5014.768527 = -3323853.585631 nChanged 11 SP:Iteration 55Q (5540.550000 sec): 3 clusters Score: Raw -3328871.518941 + Penalty 5014.768527 = -3323856.750414 nChanged 9 SP:Iteration 56Q (5540.890000 sec): 3 clusters Score: Raw -3328873.771429 + Penalty 5014.768527 = -3323859.002901 nChanged 9 SP:Iteration 57Q (5541.190000 sec): 3 clusters Score: Raw -3328876.338980 + Penalty 5014.768527 = -3323861.570453 nChanged 6 SP:Iteration 58Q (5541.550000 sec): 3 clusters Score: Raw -3328877.380799 + Penalty 5014.768527 = -3323862.612272 nChanged 3 SP:Iteration 59Q (5541.830000 sec): 3 clusters Score: Raw -3328877.905402 + Penalty 5014.768527 = -3323863.136875 nChanged 1 SP:Iteration 60F (5542.230000 sec): 3 clusters Score: Raw -3328878.434518 + Penalty 5014.768527 = -3323863.665991 nChanged 1 SP:Iteration 61Q (5542.480000 sec): 3 clusters Score: Raw -3328878.580339 + Penalty 5014.768527 = -3323863.811812 nChanged 0 SP:Iteration 62F (5542.850000 sec): 3 clusters Score: Raw -3328878.580339 + Penalty 5014.768527 = -3323863.811812 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5543.020000 sec): 2 clusters Score: Raw -52097.683215 + Penalty 1485.883208 = -50611.800007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5543.190000 sec): 3 clusters Score: Raw -52169.994165 + Penalty 2971.766415 = -49198.227750 nChanged 49 SP:Iteration 1F (5543.360000 sec): 3 clusters Score: Raw -52293.599886 + Penalty 2971.766415 = -49321.833471 nChanged 16 SP:Iteration 2Q (5543.540000 sec): 3 clusters Score: Raw -52327.925895 + Penalty 2971.766415 = -49356.159480 nChanged 8 SP:Iteration 3Q (5543.710000 sec): 3 clusters Score: Raw -52353.732307 + Penalty 2971.766415 = -49381.965892 nChanged 6 SP:Iteration 4Q (5543.890000 sec): 3 clusters Score: Raw -52370.176934 + Penalty 2971.766415 = -49398.410518 nChanged 2 SP:Iteration 5Q (5544.150000 sec): 3 clusters Score: Raw -52379.085194 + Penalty 2971.766415 = -49407.318779 nChanged 4 SP:Iteration 6Q (5544.310000 sec): 3 clusters Score: Raw -52390.006314 + Penalty 2971.766415 = -49418.239899 nChanged 2 SP:Iteration 7Q (5544.520000 sec): 3 clusters Score: Raw -52398.865870 + Penalty 2971.766415 = -49427.099454 nChanged 2 SP:Iteration 8Q (5544.730000 sec): 3 clusters Score: Raw -52401.379855 + Penalty 2971.766415 = -49429.613440 nChanged 0 SP:Iteration 9F (5544.960000 sec): 3 clusters Score: Raw -52401.379855 + Penalty 2971.766415 = -49429.613440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5545.010000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5545.210000 sec): 3 clusters Score: Raw -18510.373307 + Penalty 2523.447782 = -15986.925525 nChanged 16 SP:Iteration 1F (5545.440000 sec): 3 clusters Score: Raw -18610.515921 + Penalty 2523.447782 = -16087.068139 nChanged 1 SP:Iteration 2Q (5545.590000 sec): 3 clusters Score: Raw -18617.176066 + Penalty 2523.447782 = -16093.728283 nChanged 2 SP:Iteration 3Q (5545.770000 sec): 3 clusters Score: Raw -18628.170492 + Penalty 2523.447782 = -16104.722710 nChanged 2 SP:Iteration 4Q (5545.940000 sec): 3 clusters Score: Raw -18640.336201 + Penalty 2523.447782 = -16116.888419 nChanged 2 SP:Iteration 5Q (5546.160000 sec): 3 clusters Score: Raw -18650.998042 + Penalty 2523.447782 = -16127.550260 nChanged 2 SP:Iteration 6Q (5546.300000 sec): 3 clusters Score: Raw -18666.633210 + Penalty 2523.447782 = -16143.185428 nChanged 0 SP:Iteration 7F (5546.530000 sec): 3 clusters Score: Raw -18666.633210 + Penalty 2523.447782 = -16143.185428 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5546.570000 sec): 2 clusters Score: Raw -21795.528666 + Penalty 1317.675083 = -20477.853583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5546.740000 sec): 3 clusters Score: Raw -21971.946138 + Penalty 2635.350166 = -19336.595973 nChanged 22 SP:Iteration 1F (5546.910000 sec): 3 clusters Score: Raw -22124.492737 + Penalty 2635.350166 = -19489.142572 nChanged 8 SP:Iteration 2Q (5547.110000 sec): 3 clusters Score: Raw -22219.509846 + Penalty 2635.350166 = -19584.159681 nChanged 4 SP:Iteration 3Q (5547.290000 sec): 3 clusters Score: Raw -22256.089017 + Penalty 2635.350166 = -19620.738851 nChanged 0 SP:Iteration 4F (5547.550000 sec): 3 clusters Score: Raw -22256.089017 + Penalty 2635.350166 = -19620.738851 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5547.610000 sec): 2 clusters Score: Raw -27293.136719 + Penalty 1349.719592 = -25943.417127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5547.830000 sec): 3 clusters Score: Raw -27481.701327 + Penalty 2699.439184 = -24782.262143 nChanged 26 SP:Iteration 1F (5548.030000 sec): 3 clusters Score: Raw -27569.081863 + Penalty 2699.439184 = -24869.642678 nChanged 8 SP:Iteration 2Q (5548.300000 sec): 3 clusters Score: Raw -27600.253512 + Penalty 2699.439184 = -24900.814327 nChanged 6 SP:Iteration 3Q (5548.510000 sec): 3 clusters Score: Raw -27623.374249 + Penalty 2699.439184 = -24923.935064 nChanged 3 SP:Iteration 4Q (5548.710000 sec): 3 clusters Score: Raw -27668.374322 + Penalty 2699.439184 = -24968.935137 nChanged 4 SP:Iteration 5Q (5548.920000 sec): 3 clusters Score: Raw -27727.167602 + Penalty 2699.439184 = -25027.728418 nChanged 5 SP:Iteration 6Q (5549.080000 sec): 3 clusters Score: Raw -27831.963539 + Penalty 2699.439184 = -25132.524355 nChanged 6 SP:Iteration 7Q (5549.210000 sec): 3 clusters Score: Raw -28061.185316 + Penalty 2699.439184 = -25361.746132 nChanged 13 SP:Iteration 8F (5549.410000 sec): 3 clusters Score: Raw -28151.850797 + Penalty 2699.439184 = -25452.411612 nChanged 8 SP:Iteration 9Q (5549.590000 sec): 3 clusters Score: Raw -28192.312184 + Penalty 2699.439184 = -25492.873000 nChanged 7 SP:Iteration 10Q (5549.790000 sec): 3 clusters Score: Raw -28266.868205 + Penalty 2699.439184 = -25567.429021 nChanged 5 SP:Iteration 11Q (5549.990000 sec): 3 clusters Score: Raw -28346.927036 + Penalty 2699.439184 = -25647.487852 nChanged 6 SP:Iteration 12Q (5550.170000 sec): 3 clusters Score: Raw -28472.168677 + Penalty 2699.439184 = -25772.729492 nChanged 3 SP:Iteration 13Q (5550.340000 sec): 3 clusters Score: Raw -28624.933761 + Penalty 2699.439184 = -25925.494576 nChanged 4 SP:Iteration 14Q (5550.530000 sec): 3 clusters Score: Raw -28662.651290 + Penalty 2699.439184 = -25963.212105 nChanged 1 SP:Iteration 15Q (5550.670000 sec): 3 clusters Score: Raw -28668.287504 + Penalty 2699.439184 = -25968.848320 nChanged 2 SP:Iteration 16Q (5550.810000 sec): 3 clusters Score: Raw -28687.386521 + Penalty 2699.439184 = -25987.947336 nChanged 1 SP:Iteration 17Q (5550.990000 sec): 3 clusters Score: Raw -28692.224697 + Penalty 2699.439184 = -25992.785513 nChanged 0 SP:Iteration 18F (5551.140000 sec): 3 clusters Score: Raw -28692.224697 + Penalty 2699.439184 = -25992.785513 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5551.240000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5551.400000 sec): 3 clusters Score: Raw -71818.265899 + Penalty 3104.752406 = -68713.513493 nChanged 77 SP:Iteration 1F (5551.540000 sec): 3 clusters Score: Raw -71962.296561 + Penalty 3104.752406 = -68857.544155 nChanged 25 SP:Iteration 2Q (5551.730000 sec): 3 clusters Score: Raw -72015.236677 + Penalty 3104.752406 = -68910.484271 nChanged 3 SP:Iteration 3Q (5551.860000 sec): 3 clusters Score: Raw -72022.338358 + Penalty 3104.752406 = -68917.585952 nChanged 2 SP:Iteration 4Q (5552.000000 sec): 3 clusters Score: Raw -72027.266244 + Penalty 3104.752406 = -68922.513838 nChanged 2 SP:Iteration 5Q (5552.150000 sec): 3 clusters Score: Raw -72030.747220 + Penalty 3104.752406 = -68925.994814 nChanged 0 SP:Iteration 6F (5552.350000 sec): 3 clusters Score: Raw -72030.747220 + Penalty 3104.752406 = -68925.994814 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.430000 sec): 2 clusters Score: Raw -82383.311071 + Penalty 1586.024876 = -80797.286195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5552.570000 sec): 3 clusters Score: Raw -82359.581152 + Penalty 3172.049753 = -79187.531399 nChanged 104 SP:Iteration 1F (5552.720000 sec): 3 clusters Score: Raw -82524.354715 + Penalty 3172.049753 = -79352.304963 nChanged 23 SP:Iteration 2Q (5552.920000 sec): 3 clusters Score: Raw -82568.907009 + Penalty 3172.049753 = -79396.857257 nChanged 9 SP:Iteration 3Q (5553.060000 sec): 3 clusters Score: Raw -82595.882601 + Penalty 3172.049753 = -79423.832849 nChanged 6 SP:Iteration 4Q (5553.250000 sec): 3 clusters Score: Raw -82607.748646 + Penalty 3172.049753 = -79435.698894 nChanged 6 SP:Iteration 5Q (5553.390000 sec): 3 clusters Score: Raw -82618.225164 + Penalty 3172.049753 = -79446.175411 nChanged 1 SP:Iteration 6Q (5553.550000 sec): 3 clusters Score: Raw -82619.424029 + Penalty 3172.049753 = -79447.374276 nChanged 3 SP:Iteration 7Q (5553.730000 sec): 3 clusters Score: Raw -82628.385360 + Penalty 3172.049753 = -79456.335608 nChanged 2 SP:Iteration 8Q (5553.870000 sec): 3 clusters Score: Raw -82631.866285 + Penalty 3172.049753 = -79459.816532 nChanged 1 SP:Iteration 9Q (5554.020000 sec): 3 clusters Score: Raw -82632.989607 + Penalty 3172.049753 = -79460.939854 nChanged 0 SP:Iteration 10F (5554.160000 sec): 3 clusters Score: Raw -82632.989607 + Penalty 3172.049753 = -79460.939854 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5554.270000 sec): 2 clusters Score: Raw -20591.120723 + Penalty 1305.147167 = -19285.973557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5554.390000 sec): 3 clusters Score: Raw -20913.157316 + Penalty 2610.294334 = -18302.862983 nChanged 19 SP:Iteration 1F (5554.570000 sec): 3 clusters Score: Raw -20991.415911 + Penalty 2610.294334 = -18381.121578 nChanged 3 SP:Iteration 2Q (5554.710000 sec): 3 clusters Score: Raw -21004.968369 + Penalty 2610.294334 = -18394.674036 nChanged 4 SP:Iteration 3Q (5554.850000 sec): 3 clusters Score: Raw -21017.103508 + Penalty 2610.294334 = -18406.809174 nChanged 2 SP:Iteration 4Q (5555.030000 sec): 3 clusters Score: Raw -21023.733074 + Penalty 2610.294334 = -18413.438741 nChanged 4 SP:Iteration 5Q (5555.170000 sec): 3 clusters Score: Raw -21038.135658 + Penalty 2610.294334 = -18427.841324 nChanged 2 SP:Iteration 6Q (5555.330000 sec): 3 clusters Score: Raw -21045.586913 + Penalty 2610.294334 = -18435.292580 nChanged 1 SP:Iteration 7Q (5555.470000 sec): 3 clusters Score: Raw -21061.008136 + Penalty 2610.294334 = -18450.713802 nChanged 1 SP:Iteration 8Q (5555.610000 sec): 3 clusters Score: Raw -21067.708644 + Penalty 2610.294334 = -18457.414310 nChanged 0 SP:Iteration 9F (5555.760000 sec): 3 clusters Score: Raw -21067.708644 + Penalty 2610.294334 = -18457.414310 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5555.850000 sec): 2 clusters Score: Raw -287549.411591 + Penalty 1907.530892 = -285641.880698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5556.050000 sec): 3 clusters Score: Raw -286763.782807 + Penalty 3815.061784 = -282948.721023 nChanged 711 SP:Iteration 1F (5556.190000 sec): 3 clusters Score: Raw -287350.363013 + Penalty 3815.061784 = -283535.301229 nChanged 186 SP:Iteration 2F (5556.350000 sec): 3 clusters Score: Raw -287520.929804 + Penalty 3815.061784 = -283705.868020 nChanged 104 SP:Iteration 3Q (5556.550000 sec): 3 clusters Score: Raw -287615.772507 + Penalty 3815.061784 = -283800.710723 nChanged 70 SP:Iteration 4Q (5556.740000 sec): 3 clusters Score: Raw -287681.683015 + Penalty 3815.061784 = -283866.621231 nChanged 58 SP:Iteration 5Q (5556.930000 sec): 3 clusters Score: Raw -287737.622098 + Penalty 3815.061784 = -283922.560314 nChanged 63 SP:Iteration 6Q (5557.110000 sec): 3 clusters Score: Raw -287791.877174 + Penalty 3815.061784 = -283976.815390 nChanged 52 SP:Iteration 7Q (5557.320000 sec): 3 clusters Score: Raw -287837.847825 + Penalty 3815.061784 = -284022.786041 nChanged 45 SP:Iteration 8Q (5557.520000 sec): 3 clusters Score: Raw -287869.628328 + Penalty 3815.061784 = -284054.566544 nChanged 48 SP:Iteration 9Q (5557.750000 sec): 3 clusters Score: Raw -287912.052097 + Penalty 3815.061784 = -284096.990313 nChanged 44 SP:Iteration 10Q (5557.960000 sec): 3 clusters Score: Raw -287944.154859 + Penalty 3815.061784 = -284129.093075 nChanged 35 SP:Iteration 11Q (5558.160000 sec): 3 clusters Score: Raw -287967.872375 + Penalty 3815.061784 = -284152.810591 nChanged 32 SP:Iteration 12Q (5558.340000 sec): 3 clusters Score: Raw -287993.900259 + Penalty 3815.061784 = -284178.838474 nChanged 26 SP:Iteration 13Q (5558.510000 sec): 3 clusters Score: Raw -288013.993436 + Penalty 3815.061784 = -284198.931652 nChanged 17 SP:Iteration 14Q (5558.710000 sec): 3 clusters Score: Raw -288025.379028 + Penalty 3815.061784 = -284210.317244 nChanged 12 SP:Iteration 15Q (5558.850000 sec): 3 clusters Score: Raw -288030.605315 + Penalty 3815.061784 = -284215.543531 nChanged 11 SP:Iteration 16Q (5559.030000 sec): 3 clusters Score: Raw -288037.262887 + Penalty 3815.061784 = -284222.201103 nChanged 14 SP:Iteration 17Q (5559.210000 sec): 3 clusters Score: Raw -288047.201883 + Penalty 3815.061784 = -284232.140099 nChanged 9 SP:Iteration 18Q (5559.380000 sec): 3 clusters Score: Raw -288051.427596 + Penalty 3815.061784 = -284236.365811 nChanged 9 SP:Iteration 19Q (5559.560000 sec): 3 clusters Score: Raw -288058.695137 + Penalty 3815.061784 = -284243.633353 nChanged 17 SP:Iteration 20F (5559.730000 sec): 3 clusters Score: Raw -288067.377588 + Penalty 3815.061784 = -284252.315804 nChanged 11 SP:Iteration 21Q (5559.890000 sec): 3 clusters Score: Raw -288077.179640 + Penalty 3815.061784 = -284262.117855 nChanged 19 SP:Iteration 22Q (5560.080000 sec): 3 clusters Score: Raw -288089.336499 + Penalty 3815.061784 = -284274.274715 nChanged 18 SP:Iteration 23Q (5560.250000 sec): 3 clusters Score: Raw -288100.651033 + Penalty 3815.061784 = -284285.589249 nChanged 10 SP:Iteration 24Q (5560.380000 sec): 3 clusters Score: Raw -288107.305990 + Penalty 3815.061784 = -284292.244206 nChanged 5 SP:Iteration 25Q (5560.520000 sec): 3 clusters Score: Raw -288109.950012 + Penalty 3815.061784 = -284294.888228 nChanged 5 SP:Iteration 26Q (5560.670000 sec): 3 clusters Score: Raw -288111.683323 + Penalty 3815.061784 = -284296.621539 nChanged 2 SP:Iteration 27Q (5560.810000 sec): 3 clusters Score: Raw -288112.990032 + Penalty 3815.061784 = -284297.928248 nChanged 4 SP:Iteration 28Q (5560.950000 sec): 3 clusters Score: Raw -288114.923278 + Penalty 3815.061784 = -284299.861494 nChanged 2 SP:Iteration 29Q (5561.150000 sec): 3 clusters Score: Raw -288116.010648 + Penalty 3815.061784 = -284300.948864 nChanged 0 SP:Iteration 30F (5561.390000 sec): 3 clusters Score: Raw -288116.010648 + Penalty 3815.061784 = -284300.948864 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5561.480000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5561.650000 sec): 3 clusters Score: Raw -32486.240120 + Penalty 2697.287337 = -29788.952782 nChanged 20 SP:Iteration 1F (5561.810000 sec): 3 clusters Score: Raw -32598.493449 + Penalty 2697.287337 = -29901.206112 nChanged 5 SP:Iteration 2Q (5561.990000 sec): 3 clusters Score: Raw -32642.772146 + Penalty 2697.287337 = -29945.484808 nChanged 1 SP:Iteration 3Q (5562.190000 sec): 3 clusters Score: Raw -32649.921308 + Penalty 2697.287337 = -29952.633971 nChanged 0 SP:Iteration 4F (5562.420000 sec): 3 clusters Score: Raw -32649.921308 + Penalty 2697.287337 = -29952.633971 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.470000 sec): 2 clusters Score: Raw -20142.412378 + Penalty 1291.952566 = -18850.459812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.710000 sec): 3 clusters Score: Raw -20519.337107 + Penalty 2583.905132 = -17935.431976 nChanged 23 SP:Iteration 1F (5562.890000 sec): 3 clusters Score: Raw -20638.522352 + Penalty 2583.905132 = -18054.617220 nChanged 8 SP:Iteration 2Q (5563.110000 sec): 3 clusters Score: Raw -20689.946683 + Penalty 2583.905132 = -18106.041551 nChanged 4 SP:Iteration 3Q (5563.320000 sec): 3 clusters Score: Raw -20738.189844 + Penalty 2583.905132 = -18154.284712 nChanged 2 SP:Iteration 4Q (5563.470000 sec): 3 clusters Score: Raw -20754.614704 + Penalty 2583.905132 = -18170.709572 nChanged 2 SP:Iteration 5Q (5563.670000 sec): 3 clusters Score: Raw -20771.089736 + Penalty 2583.905132 = -18187.184604 nChanged 0 SP:Iteration 6F (5563.830000 sec): 3 clusters Score: Raw -20771.089736 + Penalty 2583.905132 = -18187.184604 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5563.900000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5564.070000 sec): 3 clusters Score: Raw -16156.118129 + Penalty 2366.259574 = -13789.858555 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5564.210000 sec): 2 clusters Score: Raw -66563.893417 + Penalty 1539.730326 = -65024.163090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5564.350000 sec): 3 clusters Score: Raw -66637.778936 + Penalty 3079.460653 = -63558.318283 nChanged 92 SP:Iteration 1F (5564.530000 sec): 3 clusters Score: Raw -66866.453479 + Penalty 3079.460653 = -63786.992826 nChanged 23 SP:Iteration 2Q (5564.690000 sec): 3 clusters Score: Raw -66937.306460 + Penalty 3079.460653 = -63857.845807 nChanged 11 SP:Iteration 3Q (5564.880000 sec): 3 clusters Score: Raw -66982.620315 + Penalty 3079.460653 = -63903.159662 nChanged 11 SP:Iteration 4Q (5565.020000 sec): 3 clusters Score: Raw -67028.365844 + Penalty 3079.460653 = -63948.905191 nChanged 8 SP:Iteration 5Q (5565.230000 sec): 3 clusters Score: Raw -67045.148898 + Penalty 3079.460653 = -63965.688245 nChanged 4 SP:Iteration 6Q (5565.380000 sec): 3 clusters Score: Raw -67054.626490 + Penalty 3079.460653 = -63975.165838 nChanged 2 SP:Iteration 7Q (5565.590000 sec): 3 clusters Score: Raw -67057.664161 + Penalty 3079.460653 = -63978.203508 nChanged 1 SP:Iteration 8Q (5565.750000 sec): 3 clusters Score: Raw -67060.391585 + Penalty 3079.460653 = -63980.930932 nChanged 3 SP:Iteration 9Q (5565.870000 sec): 3 clusters Score: Raw -67065.580435 + Penalty 3079.460653 = -63986.119782 nChanged 2 SP:Iteration 10Q (5566.020000 sec): 3 clusters Score: Raw -67071.525330 + Penalty 3079.460653 = -63992.064677 nChanged 2 SP:Iteration 11Q (5566.210000 sec): 3 clusters Score: Raw -67076.715141 + Penalty 3079.460653 = -63997.254488 nChanged 2 SP:Iteration 12Q (5566.440000 sec): 3 clusters Score: Raw -67083.177000 + Penalty 3079.460653 = -64003.716347 nChanged 1 SP:Iteration 13Q (5566.620000 sec): 3 clusters Score: Raw -67085.193595 + Penalty 3079.460653 = -64005.732943 nChanged 0 SP:Iteration 14F (5566.850000 sec): 3 clusters Score: Raw -67085.193595 + Penalty 3079.460653 = -64005.732943 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 27 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5566.950000 sec): 2 clusters Score: Raw -91382.273883 + Penalty 1608.567876 = -89773.706007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5567.150000 sec): 3 clusters Score: Raw -91340.883640 + Penalty 3217.135751 = -88123.747888 nChanged 112 SP:Iteration 1F (5567.350000 sec): 3 clusters Score: Raw -91529.200415 + Penalty 3217.135751 = -88312.064663 nChanged 24 SP:Iteration 2Q (5567.530000 sec): 3 clusters Score: Raw -91565.369236 + Penalty 3217.135751 = -88348.233485 nChanged 6 SP:Iteration 3Q (5567.700000 sec): 3 clusters Score: Raw -91575.259791 + Penalty 3217.135751 = -88358.124040 nChanged 5 SP:Iteration 4Q (5567.890000 sec): 3 clusters Score: Raw -91583.927769 + Penalty 3217.135751 = -88366.792018 nChanged 3 SP:Iteration 5Q (5568.060000 sec): 3 clusters Score: Raw -91587.356714 + Penalty 3217.135751 = -88370.220962 nChanged 1 SP:Iteration 6Q (5568.310000 sec): 3 clusters Score: Raw -91588.701347 + Penalty 3217.135751 = -88371.565596 nChanged 1 SP:Iteration 7Q (5568.480000 sec): 3 clusters Score: Raw -91589.821566 + Penalty 3217.135751 = -88372.685814 nChanged 0 SP:Iteration 8F (5568.650000 sec): 3 clusters Score: Raw -91589.821566 + Penalty 3217.135751 = -88372.685814 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 28 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5568.710000 sec): 2 clusters Score: Raw -19813.365623 + Penalty 1273.678012 = -18539.687610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5568.910000 sec): 3 clusters Score: Raw -20052.341367 + Penalty 2547.356025 = -17504.985342 nChanged 7 SP:Iteration 1Q (5569.050000 sec): 3 clusters Score: Raw -20092.579777 + Penalty 2547.356025 = -17545.223752 nChanged 1 SP:Iteration 2Q (5569.200000 sec): 3 clusters Score: Raw -20096.539235 + Penalty 2547.356025 = -17549.183210 nChanged 0 SP:Iteration 3F (5569.340000 sec): 3 clusters Score: Raw -20096.539235 + Penalty 2547.356025 = -17549.183210 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 29 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.380000 sec): 2 clusters Score: Raw -9851.505175 + Penalty 1154.182167 = -8697.323008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5569.520000 sec): 3 clusters Score: Raw -10279.577787 + Penalty 2308.364334 = -7971.213453 nChanged 4 SP:Iteration 1Q (5569.670000 sec): 3 clusters Score: Raw -10399.547234 + Penalty 2308.364334 = -8091.182900 nChanged 0 SP:Iteration 2F (5569.810000 sec): 3 clusters Score: Raw -10399.547234 + Penalty 2308.364334 = -8091.182900 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 30 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.910000 sec): 2 clusters Score: Raw -22087.985819 + Penalty 1311.490224 = -20776.495595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5570.050000 sec): 3 clusters Score: Raw -22282.053096 + Penalty 2622.980447 = -19659.072649 nChanged 20 SP:Iteration 1F (5570.190000 sec): 3 clusters Score: Raw -22365.422475 + Penalty 2622.980447 = -19742.442028 nChanged 6 SP:Iteration 2Q (5570.340000 sec): 3 clusters Score: Raw -22420.910228 + Penalty 2622.980447 = -19797.929781 nChanged 3 SP:Iteration 3Q (5570.480000 sec): 3 clusters Score: Raw -22433.559545 + Penalty 2622.980447 = -19810.579098 nChanged 1 SP:Iteration 4Q (5570.630000 sec): 3 clusters Score: Raw -22435.684740 + Penalty 2622.980447 = -19812.704293 nChanged 0 SP:Iteration 5F (5570.770000 sec): 3 clusters Score: Raw -22435.684740 + Penalty 2622.980447 = -19812.704293 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 31 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5570.820000 sec): 2 clusters Score: Raw -12886.977944 + Penalty 1154.182167 = -11732.795778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.010000 sec): 3 clusters Score: Raw -13359.740870 + Penalty 2308.364334 = -11051.376537 nChanged 1 SP:Iteration 1Q (5571.150000 sec): 3 clusters Score: Raw -13367.925831 + Penalty 2308.364334 = -11059.561498 nChanged 0 SP:Iteration 2F (5571.290000 sec): 3 clusters Score: Raw -13367.925831 + Penalty 2308.364334 = -11059.561498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 32 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5571.340000 sec): 2 clusters Score: Raw -48205.269385 + Penalty 1484.640097 = -46720.629288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.490000 sec): 3 clusters Score: Raw -48285.124422 + Penalty 2969.280195 = -45315.844228 nChanged 58 SP:Iteration 1F (5571.630000 sec): 3 clusters Score: Raw -48454.554963 + Penalty 2969.280195 = -45485.274768 nChanged 23 SP:Iteration 2F (5571.770000 sec): 3 clusters Score: Raw -48535.859062 + Penalty 2969.280195 = -45566.578867 nChanged 8 SP:Iteration 3Q (5571.920000 sec): 3 clusters Score: Raw -48571.682818 + Penalty 2969.280195 = -45602.402623 nChanged 8 SP:Iteration 4Q (5572.060000 sec): 3 clusters Score: Raw -48625.699563 + Penalty 2969.280195 = -45656.419368 nChanged 14 SP:Iteration 5Q (5572.210000 sec): 3 clusters Score: Raw -48761.893685 + Penalty 2969.280195 = -45792.613490 nChanged 16 SP:Iteration 6Q (5572.350000 sec): 3 clusters Score: Raw -48849.403424 + Penalty 2969.280195 = -45880.123229 nChanged 9 SP:Iteration 7Q (5572.490000 sec): 3 clusters Score: Raw -48893.516591 + Penalty 2969.280195 = -45924.236396 nChanged 8 SP:Iteration 8Q (5572.640000 sec): 3 clusters Score: Raw -48922.678637 + Penalty 2969.280195 = -45953.398442 nChanged 4 SP:Iteration 9Q (5572.780000 sec): 3 clusters Score: Raw -48946.913638 + Penalty 2969.280195 = -45977.633443 nChanged 2 SP:Iteration 10Q (5572.930000 sec): 3 clusters Score: Raw -48965.547563 + Penalty 2969.280195 = -45996.267368 nChanged 5 SP:Iteration 11Q (5573.070000 sec): 3 clusters Score: Raw -48986.593618 + Penalty 2969.280195 = -46017.313424 nChanged 2 SP:Iteration 12Q (5573.220000 sec): 3 clusters Score: Raw -48992.865723 + Penalty 2969.280195 = -46023.585528 nChanged 0 SP:Iteration 13F (5573.360000 sec): 3 clusters Score: Raw -48992.865723 + Penalty 2969.280195 = -46023.585528 nChanged 0 Deleting Class 34 (56 points): Lose 2292.393038 but Gain 3100.298076 Iteration 219Q (5583.660000 sec): 34 clusters Score: Raw -36313731.322219 + Penalty 102309.836502 = -36211421.485717 nChanged 83 Iteration 220F (5602.720000 sec): 34 clusters Score: Raw -36314841.666917 + Penalty 102309.836502 = -36212531.830415 nChanged 46 Iteration 221Q (5613.180000 sec): 34 clusters Score: Raw -36315707.019902 + Penalty 102309.836502 = -36213397.183401 nChanged 28 Iteration 222Q (5623.460000 sec): 34 clusters Score: Raw -36315752.477518 + Penalty 102309.836502 = -36213442.641016 nChanged 15 Iteration 223Q (5633.110000 sec): 34 clusters Score: Raw -36315768.292908 + Penalty 102309.836502 = -36213458.456406 nChanged 19 Iteration 224Q (5643.710000 sec): 34 clusters Score: Raw -36315769.754066 + Penalty 102309.836502 = -36213459.917564 nChanged 23 Iteration 225Q (5653.330000 sec): 34 clusters Score: Raw -36315771.036711 + Penalty 102309.836502 = -36213461.200209 nChanged 19 Iteration 226Q (5663.850000 sec): 34 clusters Score: Raw -36315772.340013 + Penalty 102309.836502 = -36213462.503511 nChanged 20 Iteration 227Q (5674.310000 sec): 34 clusters Score: Raw -36315773.522000 + Penalty 102309.836502 = -36213463.685498 nChanged 16 Iteration 228Q (5683.740000 sec): 34 clusters Score: Raw -36315774.422488 + Penalty 102309.836502 = -36213464.585986 nChanged 16 Iteration 229Q (5691.960000 sec): 34 clusters Score: Raw -36315775.178014 + Penalty 102309.836502 = -36213465.341512 nChanged 14 Iteration 230Q (5701.610000 sec): 34 clusters Score: Raw -36315775.924381 + Penalty 102309.836502 = -36213466.087879 nChanged 18 Iteration 231Q (5711.580000 sec): 34 clusters Score: Raw -36315776.845252 + Penalty 102309.836502 = -36213467.008750 nChanged 22 Iteration 232Q (5722.610000 sec): 34 clusters Score: Raw -36315777.810818 + Penalty 102309.836502 = -36213467.974316 nChanged 17 Iteration 233Q (5732.470000 sec): 34 clusters Score: Raw -36315778.541241 + Penalty 102309.836502 = -36213468.704739 nChanged 17 Iteration 234Q (5742.090000 sec): 34 clusters Score: Raw -36315779.606084 + Penalty 102309.836502 = -36213469.769582 nChanged 17 Iteration 235Q (5752.270000 sec): 34 clusters Score: Raw -36315780.714887 + Penalty 102309.836502 = -36213470.878385 nChanged 22 Iteration 236Q (5762.590000 sec): 34 clusters Score: Raw -36315781.927171 + Penalty 102309.836502 = -36213472.090669 nChanged 11 Iteration 237Q (5773.850000 sec): 34 clusters Score: Raw -36315782.576424 + Penalty 102309.836502 = -36213472.739922 nChanged 18 Iteration 238Q (5785.210000 sec): 34 clusters Score: Raw -36315783.572777 + Penalty 102309.836502 = -36213473.736275 nChanged 28 Iteration 239Q (5796.240000 sec): 34 clusters Score: Raw -36315784.749659 + Penalty 102309.836502 = -36213474.913157 nChanged 24 Iteration 240F (5815.190000 sec): 34 clusters Score: Raw -36315800.588363 + Penalty 102309.836502 = -36213490.751861 nChanged 25 Iteration 241Q (5824.170000 sec): 34 clusters Score: Raw -36315853.588021 + Penalty 102309.836502 = -36213543.751519 nChanged 26 Iteration 242Q (5834.700000 sec): 34 clusters Score: Raw -36315855.149578 + Penalty 102309.836502 = -36213545.313076 nChanged 17 Iteration 243Q (5845.710000 sec): 34 clusters Score: Raw -36315856.420183 + Penalty 102309.836502 = -36213546.583681 nChanged 20 Iteration 244Q (5857.940000 sec): 34 clusters Score: Raw -36315857.798040 + Penalty 102309.836502 = -36213547.961538 nChanged 16 Iteration 245Q (5868.100000 sec): 34 clusters Score: Raw -36315859.207178 + Penalty 102309.836502 = -36213549.370676 nChanged 23 Iteration 246Q (5878.310000 sec): 34 clusters Score: Raw -36315860.839319 + Penalty 102309.836502 = -36213551.002817 nChanged 25 Iteration 247Q (5888.590000 sec): 34 clusters Score: Raw -36315862.871353 + Penalty 102309.836502 = -36213553.034851 nChanged 19 Iteration 248Q (5899.600000 sec): 34 clusters Score: Raw -36315864.148858 + Penalty 102309.836502 = -36213554.312356 nChanged 11 Iteration 249Q (5910.440000 sec): 34 clusters Score: Raw -36315864.821804 + Penalty 102309.836502 = -36213554.985302 nChanged 9 Iteration 250Q (5921.090000 sec): 34 clusters Score: Raw -36315865.432306 + Penalty 102309.836502 = -36213555.595804 nChanged 11 Iteration 251Q (5931.700000 sec): 34 clusters Score: Raw -36315866.127332 + Penalty 102309.836502 = -36213556.290830 nChanged 14 Iteration 252Q (5941.340000 sec): 34 clusters Score: Raw -36315866.861898 + Penalty 102309.836502 = -36213557.025396 nChanged 13 Iteration 253Q (5951.280000 sec): 34 clusters Score: Raw -36315867.863613 + Penalty 102309.836502 = -36213558.027112 nChanged 11 Iteration 254Q (5960.370000 sec): 34 clusters Score: Raw -36315868.735776 + Penalty 102309.836502 = -36213558.899274 nChanged 21 Iteration 255Q (5970.920000 sec): 34 clusters Score: Raw -36315869.861780 + Penalty 102309.836502 = -36213560.025278 nChanged 24 Iteration 256Q (5981.920000 sec): 34 clusters Score: Raw -36315871.220956 + Penalty 102309.836502 = -36213561.384454 nChanged 24 Iteration 257Q (5992.390000 sec): 34 clusters Score: Raw -36315872.278178 + Penalty 102309.836502 = -36213562.441676 nChanged 21 Iteration 258Q (6001.390000 sec): 34 clusters Score: Raw -36315873.498951 + Penalty 102309.836502 = -36213563.662449 nChanged 16 Writing temp clu file Because OldScore, -36213562.441676, is greater than current (better) Score,-36213563.662449 Compute initial score before splitting: Score: Raw -36315873.498951 + Penalty 102309.836502 = -36213563.662449 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6001.570000 sec): 2 clusters Score: Raw -113983.120755 + Penalty 1661.170477 = -112321.950278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6001.770000 sec): 3 clusters Score: Raw -113821.668608 + Penalty 3322.340955 = -110499.327653 nChanged 167 SP:Iteration 1F (6001.930000 sec): 3 clusters Score: Raw -114032.757716 + Penalty 3322.340955 = -110710.416761 nChanged 49 SP:Iteration 2F (6002.130000 sec): 3 clusters Score: Raw -114109.130169 + Penalty 3322.340955 = -110786.789214 nChanged 17 SP:Iteration 3Q (6002.310000 sec): 3 clusters Score: Raw -114142.152051 + Penalty 3322.340955 = -110819.811096 nChanged 13 SP:Iteration 4Q (6002.470000 sec): 3 clusters Score: Raw -114158.442643 + Penalty 3322.340955 = -110836.101688 nChanged 9 SP:Iteration 5Q (6002.690000 sec): 3 clusters Score: Raw -114175.124169 + Penalty 3322.340955 = -110852.783215 nChanged 8 SP:Iteration 6Q (6002.860000 sec): 3 clusters Score: Raw -114187.029892 + Penalty 3322.340955 = -110864.688938 nChanged 6 SP:Iteration 7Q (6003.070000 sec): 3 clusters Score: Raw -114198.142936 + Penalty 3322.340955 = -110875.801981 nChanged 1 SP:Iteration 8Q (6003.280000 sec): 3 clusters Score: Raw -114199.603187 + Penalty 3322.340955 = -110877.262232 nChanged 0 SP:Iteration 9F (6003.480000 sec): 3 clusters Score: Raw -114199.603187 + Penalty 3322.340955 = -110877.262232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6003.530000 sec): 2 clusters Score: Raw -93027.427997 + Penalty 1638.784155 = -91388.643842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6003.680000 sec): 3 clusters Score: Raw -93027.884412 + Penalty 3277.568310 = -89750.316102 nChanged 184 SP:Iteration 1F (6003.880000 sec): 3 clusters Score: Raw -93419.014148 + Penalty 3277.568310 = -90141.445837 nChanged 54 SP:Iteration 2F (6004.040000 sec): 3 clusters Score: Raw -93543.455042 + Penalty 3277.568310 = -90265.886732 nChanged 48 SP:Iteration 3F (6004.160000 sec): 3 clusters Score: Raw -93711.334060 + Penalty 3277.568310 = -90433.765750 nChanged 67 SP:Iteration 4F (6004.330000 sec): 3 clusters Score: Raw -93925.690751 + Penalty 3277.568310 = -90648.122441 nChanged 49 SP:Iteration 5F (6004.480000 sec): 3 clusters Score: Raw -94135.175994 + Penalty 3277.568310 = -90857.607683 nChanged 31 SP:Iteration 6Q (6004.660000 sec): 3 clusters Score: Raw -94301.313620 + Penalty 3277.568310 = -91023.745310 nChanged 22 SP:Iteration 7Q (6004.800000 sec): 3 clusters Score: Raw -94436.613195 + Penalty 3277.568310 = -91159.044885 nChanged 11 SP:Iteration 8Q (6004.990000 sec): 3 clusters Score: Raw -94475.558534 + Penalty 3277.568310 = -91197.990224 nChanged 4 SP:Iteration 9Q (6005.170000 sec): 3 clusters Score: Raw -94503.163742 + Penalty 3277.568310 = -91225.595431 nChanged 4 SP:Iteration 10Q (6005.340000 sec): 3 clusters Score: Raw -94525.691983 + Penalty 3277.568310 = -91248.123673 nChanged 2 SP:Iteration 11Q (6005.520000 sec): 3 clusters Score: Raw -94550.776452 + Penalty 3277.568310 = -91273.208142 nChanged 3 SP:Iteration 12Q (6005.670000 sec): 3 clusters Score: Raw -94566.777039 + Penalty 3277.568310 = -91289.208729 nChanged 1 SP:Iteration 13Q (6005.810000 sec): 3 clusters Score: Raw -94574.939131 + Penalty 3277.568310 = -91297.370821 nChanged 0 SP:Iteration 14F (6005.960000 sec): 3 clusters Score: Raw -94575.097408 + Penalty 3277.568310 = -91297.529098 nChanged 1 SP:Iteration 15Q (6006.120000 sec): 3 clusters Score: Raw -94579.758520 + Penalty 3277.568310 = -91302.190209 nChanged 0 SP:Iteration 16F (6006.310000 sec): 3 clusters Score: Raw -94579.758520 + Penalty 3277.568310 = -91302.190209 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6006.420000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6006.610000 sec): 3 clusters Score: Raw -42048.829988 + Penalty 2886.761133 = -39162.068855 nChanged 45 SP:Iteration 1F (6006.810000 sec): 3 clusters Score: Raw -42244.191764 + Penalty 2886.761133 = -39357.430631 nChanged 18 SP:Iteration 2F (6007.000000 sec): 3 clusters Score: Raw -42318.088022 + Penalty 2886.761133 = -39431.326888 nChanged 12 SP:Iteration 3Q (6007.170000 sec): 3 clusters Score: Raw -42372.485222 + Penalty 2886.761133 = -39485.724089 nChanged 3 SP:Iteration 4Q (6007.360000 sec): 3 clusters Score: Raw -42389.280392 + Penalty 2886.761133 = -39502.519258 nChanged 0 SP:Iteration 5F (6007.530000 sec): 3 clusters Score: Raw -42389.280392 + Penalty 2886.761133 = -39502.519258 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (19436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6007.710000 sec): 2 clusters Score: Raw -2641697.698550 + Penalty 2448.970809 = -2639248.727741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6008.070000 sec): 3 clusters Score: Raw -2630377.689519 + Penalty 4897.941619 = -2625479.747901 nChanged 8539 SP:Iteration 1F (6008.340000 sec): 3 clusters Score: Raw -2634947.043761 + Penalty 4897.941619 = -2630049.102142 nChanged 1008 SP:Iteration 2F (6008.660000 sec): 3 clusters Score: Raw -2635309.113119 + Penalty 4897.941619 = -2630411.171500 nChanged 872 SP:Iteration 3Q (6008.950000 sec): 3 clusters Score: Raw -2635606.158973 + Penalty 4897.941619 = -2630708.217354 nChanged 744 SP:Iteration 4Q (6009.270000 sec): 3 clusters Score: Raw -2635839.696353 + Penalty 4897.941619 = -2630941.754735 nChanged 636 SP:Iteration 5Q (6009.570000 sec): 3 clusters Score: Raw -2636048.281954 + Penalty 4897.941619 = -2631150.340336 nChanged 594 SP:Iteration 6Q (6009.880000 sec): 3 clusters Score: Raw -2636244.063876 + Penalty 4897.941619 = -2631346.122257 nChanged 594 SP:Iteration 7Q (6010.240000 sec): 3 clusters Score: Raw -2636431.335430 + Penalty 4897.941619 = -2631533.393812 nChanged 538 SP:Iteration 8Q (6010.540000 sec): 3 clusters Score: Raw -2636601.354241 + Penalty 4897.941619 = -2631703.412622 nChanged 511 SP:Iteration 9Q (6010.820000 sec): 3 clusters Score: Raw -2636776.608267 + Penalty 4897.941619 = -2631878.666649 nChanged 541 SP:Iteration 10Q (6011.110000 sec): 3 clusters Score: Raw -2636969.003921 + Penalty 4897.941619 = -2632071.062302 nChanged 552 SP:Iteration 11Q (6011.450000 sec): 3 clusters Score: Raw -2637170.184650 + Penalty 4897.941619 = -2632272.243032 nChanged 582 SP:Iteration 12Q (6011.740000 sec): 3 clusters Score: Raw -2637406.966239 + Penalty 4897.941619 = -2632509.024621 nChanged 609 SP:Iteration 13Q (6012.020000 sec): 3 clusters Score: Raw -2637676.423134 + Penalty 4897.941619 = -2632778.481515 nChanged 638 SP:Iteration 14Q (6012.300000 sec): 3 clusters Score: Raw -2637992.637490 + Penalty 4897.941619 = -2633094.695871 nChanged 688 SP:Iteration 15Q (6012.670000 sec): 3 clusters Score: Raw -2638373.894802 + Penalty 4897.941619 = -2633475.953183 nChanged 667 SP:Iteration 16Q (6013.000000 sec): 3 clusters Score: Raw -2638771.839936 + Penalty 4897.941619 = -2633873.898317 nChanged 674 SP:Iteration 17Q (6013.270000 sec): 3 clusters Score: Raw -2639135.910847 + Penalty 4897.941619 = -2634237.969228 nChanged 581 SP:Iteration 18Q (6013.570000 sec): 3 clusters Score: Raw -2639423.139703 + Penalty 4897.941619 = -2634525.198085 nChanged 491 SP:Iteration 19Q (6013.910000 sec): 3 clusters Score: Raw -2639677.193920 + Penalty 4897.941619 = -2634779.252302 nChanged 448 SP:Iteration 20F (6014.180000 sec): 3 clusters Score: Raw -2639881.963901 + Penalty 4897.941619 = -2634984.022283 nChanged 359 SP:Iteration 21Q (6014.490000 sec): 3 clusters Score: Raw -2640022.273322 + Penalty 4897.941619 = -2635124.331704 nChanged 286 SP:Iteration 22Q (6014.850000 sec): 3 clusters Score: Raw -2640124.611019 + Penalty 4897.941619 = -2635226.669400 nChanged 213 SP:Iteration 23Q (6015.150000 sec): 3 clusters Score: Raw -2640198.892501 + Penalty 4897.941619 = -2635300.950882 nChanged 208 SP:Iteration 24Q (6015.470000 sec): 3 clusters Score: Raw -2640265.110547 + Penalty 4897.941619 = -2635367.168928 nChanged 180 SP:Iteration 25Q (6015.750000 sec): 3 clusters Score: Raw -2640329.650870 + Penalty 4897.941619 = -2635431.709251 nChanged 191 SP:Iteration 26Q (6016.100000 sec): 3 clusters Score: Raw -2640408.055809 + Penalty 4897.941619 = -2635510.114190 nChanged 194 SP:Iteration 27Q (6016.420000 sec): 3 clusters Score: Raw -2640475.862350 + Penalty 4897.941619 = -2635577.920731 nChanged 181 SP:Iteration 28Q (6016.660000 sec): 3 clusters Score: Raw -2640551.845103 + Penalty 4897.941619 = -2635653.903484 nChanged 197 SP:Iteration 29Q (6016.990000 sec): 3 clusters Score: Raw -2640635.465528 + Penalty 4897.941619 = -2635737.523909 nChanged 181 SP:Iteration 30Q (6017.280000 sec): 3 clusters Score: Raw -2640700.211181 + Penalty 4897.941619 = -2635802.269563 nChanged 171 SP:Iteration 31Q (6017.590000 sec): 3 clusters Score: Raw -2640765.627278 + Penalty 4897.941619 = -2635867.685660 nChanged 186 SP:Iteration 32Q (6017.810000 sec): 3 clusters Score: Raw -2640837.849542 + Penalty 4897.941619 = -2635939.907923 nChanged 177 SP:Iteration 33Q (6018.120000 sec): 3 clusters Score: Raw -2640914.597386 + Penalty 4897.941619 = -2636016.655768 nChanged 156 SP:Iteration 34Q (6018.400000 sec): 3 clusters Score: Raw -2640983.461517 + Penalty 4897.941619 = -2636085.519898 nChanged 172 SP:Iteration 35Q (6018.720000 sec): 3 clusters Score: Raw -2641059.089724 + Penalty 4897.941619 = -2636161.148105 nChanged 176 SP:Iteration 36Q (6019.010000 sec): 3 clusters Score: Raw -2641150.998724 + Penalty 4897.941619 = -2636253.057106 nChanged 169 SP:Iteration 37Q (6019.300000 sec): 3 clusters Score: Raw -2641239.661706 + Penalty 4897.941619 = -2636341.720087 nChanged 176 SP:Iteration 38Q (6019.610000 sec): 3 clusters Score: Raw -2641343.435889 + Penalty 4897.941619 = -2636445.494270 nChanged 177 SP:Iteration 39Q (6019.900000 sec): 3 clusters Score: Raw -2641446.573918 + Penalty 4897.941619 = -2636548.632299 nChanged 146 SP:Iteration 40F (6020.200000 sec): 3 clusters Score: Raw -2641531.670992 + Penalty 4897.941619 = -2636633.729374 nChanged 134 SP:Iteration 41Q (6020.490000 sec): 3 clusters Score: Raw -2641608.191783 + Penalty 4897.941619 = -2636710.250165 nChanged 125 SP:Iteration 42Q (6020.770000 sec): 3 clusters Score: Raw -2641677.804223 + Penalty 4897.941619 = -2636779.862605 nChanged 97 SP:Iteration 43Q (6021.020000 sec): 3 clusters Score: Raw -2641729.552771 + Penalty 4897.941619 = -2636831.611153 nChanged 88 SP:Iteration 44Q (6021.320000 sec): 3 clusters Score: Raw -2641778.686586 + Penalty 4897.941619 = -2636880.744967 nChanged 79 SP:Iteration 45Q (6021.640000 sec): 3 clusters Score: Raw -2641826.588013 + Penalty 4897.941619 = -2636928.646394 nChanged 64 SP:Iteration 46Q (6021.950000 sec): 3 clusters Score: Raw -2641865.118644 + Penalty 4897.941619 = -2636967.177026 nChanged 52 SP:Iteration 47Q (6022.260000 sec): 3 clusters Score: Raw -2641897.537654 + Penalty 4897.941619 = -2636999.596035 nChanged 43 SP:Iteration 48Q (6022.550000 sec): 3 clusters Score: Raw -2641921.847500 + Penalty 4897.941619 = -2637023.905882 nChanged 38 SP:Iteration 49Q (6022.820000 sec): 3 clusters Score: Raw -2641944.360099 + Penalty 4897.941619 = -2637046.418480 nChanged 22 SP:Iteration 50Q (6023.160000 sec): 3 clusters Score: Raw -2641957.207709 + Penalty 4897.941619 = -2637059.266091 nChanged 23 SP:Iteration 51Q (6023.420000 sec): 3 clusters Score: Raw -2641968.215803 + Penalty 4897.941619 = -2637070.274185 nChanged 14 SP:Iteration 52Q (6023.710000 sec): 3 clusters Score: Raw -2641975.218127 + Penalty 4897.941619 = -2637077.276509 nChanged 12 SP:Iteration 53Q (6023.940000 sec): 3 clusters Score: Raw -2641982.057026 + Penalty 4897.941619 = -2637084.115407 nChanged 21 SP:Iteration 54Q (6024.220000 sec): 3 clusters Score: Raw -2641996.793131 + Penalty 4897.941619 = -2637098.851512 nChanged 13 SP:Iteration 55Q (6024.540000 sec): 3 clusters Score: Raw -2642005.201906 + Penalty 4897.941619 = -2637107.260288 nChanged 14 SP:Iteration 56Q (6024.760000 sec): 3 clusters Score: Raw -2642014.489643 + Penalty 4897.941619 = -2637116.548024 nChanged 11 SP:Iteration 57Q (6025.070000 sec): 3 clusters Score: Raw -2642021.075877 + Penalty 4897.941619 = -2637123.134258 nChanged 9 SP:Iteration 58Q (6025.360000 sec): 3 clusters Score: Raw -2642026.205902 + Penalty 4897.941619 = -2637128.264283 nChanged 7 SP:Iteration 59Q (6025.650000 sec): 3 clusters Score: Raw -2642030.129069 + Penalty 4897.941619 = -2637132.187450 nChanged 5 SP:Iteration 60F (6025.940000 sec): 3 clusters Score: Raw -2642032.832227 + Penalty 4897.941619 = -2637134.890609 nChanged 3 SP:Iteration 61Q (6026.230000 sec): 3 clusters Score: Raw -2642034.980489 + Penalty 4897.941619 = -2637137.038871 nChanged 1 SP:Iteration 62Q (6026.540000 sec): 3 clusters Score: Raw -2642035.513698 + Penalty 4897.941619 = -2637137.572080 nChanged 1 SP:Iteration 63Q (6026.780000 sec): 3 clusters Score: Raw -2642036.304311 + Penalty 4897.941619 = -2637138.362693 nChanged 0 SP:Iteration 64F (6027.080000 sec): 3 clusters Score: Raw -2642036.304311 + Penalty 4897.941619 = -2637138.362693 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6027.190000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6027.390000 sec): 3 clusters Score: Raw -42167.356797 + Penalty 2861.087214 = -39306.269583 nChanged 37 SP:Iteration 1F (6027.550000 sec): 3 clusters Score: Raw -42271.948166 + Penalty 2861.087214 = -39410.860952 nChanged 7 SP:Iteration 2Q (6027.750000 sec): 3 clusters Score: Raw -42297.070329 + Penalty 2861.087214 = -39435.983115 nChanged 3 SP:Iteration 3Q (6027.940000 sec): 3 clusters Score: Raw -42315.738488 + Penalty 2861.087214 = -39454.651274 nChanged 0 SP:Iteration 4F (6028.150000 sec): 3 clusters Score: Raw -42315.738488 + Penalty 2861.087214 = -39454.651274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6028.270000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6028.450000 sec): 3 clusters Score: Raw -26789.361788 + Penalty 2668.429087 = -24120.932701 nChanged 21 SP:Iteration 1F (6028.630000 sec): 3 clusters Score: Raw -26898.839388 + Penalty 2668.429087 = -24230.410300 nChanged 3 SP:Iteration 2Q (6028.780000 sec): 3 clusters Score: Raw -26911.679820 + Penalty 2668.429087 = -24243.250733 nChanged 0 SP:Iteration 3F (6028.940000 sec): 3 clusters Score: Raw -26911.679820 + Penalty 2668.429087 = -24243.250733 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6029.040000 sec): 2 clusters Score: Raw -14590.045929 + Penalty 1227.292453 = -13362.753476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6029.200000 sec): 3 clusters Score: Raw -15040.933300 + Penalty 2454.584906 = -12586.348395 nChanged 13 SP:Iteration 1F (6029.370000 sec): 3 clusters Score: Raw -15102.401940 + Penalty 2454.584906 = -12647.817034 nChanged 4 SP:Iteration 2Q (6029.530000 sec): 3 clusters Score: Raw -15129.485479 + Penalty 2454.584906 = -12674.900573 nChanged 2 SP:Iteration 3Q (6029.680000 sec): 3 clusters Score: Raw -15143.294818 + Penalty 2454.584906 = -12688.709912 nChanged 1 SP:Iteration 4Q (6029.890000 sec): 3 clusters Score: Raw -15153.707421 + Penalty 2454.584906 = -12699.122516 nChanged 1 SP:Iteration 5Q (6030.030000 sec): 3 clusters Score: Raw -15165.040875 + Penalty 2454.584906 = -12710.455969 nChanged 1 SP:Iteration 6Q (6030.220000 sec): 3 clusters Score: Raw -15200.832271 + Penalty 2454.584906 = -12746.247366 nChanged 2 SP:Iteration 7Q (6030.370000 sec): 3 clusters Score: Raw -15251.266652 + Penalty 2454.584906 = -12796.681746 nChanged 1 SP:Iteration 8Q (6030.570000 sec): 3 clusters Score: Raw -15258.287079 + Penalty 2454.584906 = -12803.702173 nChanged 0 SP:Iteration 9F (6030.740000 sec): 3 clusters Score: Raw -15258.287079 + Penalty 2454.584906 = -12803.702173 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6030.830000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6031.010000 sec): 3 clusters Score: Raw -24015.601246 + Penalty 2597.275214 = -21418.326032 nChanged 15 SP:Iteration 1F (6031.240000 sec): 3 clusters Score: Raw -24095.877431 + Penalty 2597.275214 = -21498.602217 nChanged 2 SP:Iteration 2Q (6031.420000 sec): 3 clusters Score: Raw -24113.747998 + Penalty 2597.275214 = -21516.472785 nChanged 0 SP:Iteration 3F (6031.570000 sec): 3 clusters Score: Raw -24113.747998 + Penalty 2597.275214 = -21516.472785 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6031.670000 sec): 2 clusters Score: Raw -173173.918159 + Penalty 1794.790638 = -171379.127521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6031.860000 sec): 3 clusters Score: Raw -172775.398430 + Penalty 3589.581277 = -169185.817153 nChanged 413 SP:Iteration 1F (6032.100000 sec): 3 clusters Score: Raw -173245.526166 + Penalty 3589.581277 = -169655.944889 nChanged 121 SP:Iteration 2F (6032.240000 sec): 3 clusters Score: Raw -173487.356383 + Penalty 3589.581277 = -169897.775106 nChanged 85 SP:Iteration 3F (6032.430000 sec): 3 clusters Score: Raw -173650.010253 + Penalty 3589.581277 = -170060.428976 nChanged 73 SP:Iteration 4F (6032.640000 sec): 3 clusters Score: Raw -173772.209521 + Penalty 3589.581277 = -170182.628244 nChanged 63 SP:Iteration 5Q (6032.800000 sec): 3 clusters Score: Raw -173871.693513 + Penalty 3589.581277 = -170282.112237 nChanged 46 SP:Iteration 6Q (6033.010000 sec): 3 clusters Score: Raw -173953.419907 + Penalty 3589.581277 = -170363.838630 nChanged 40 SP:Iteration 7Q (6033.220000 sec): 3 clusters Score: Raw -174024.932278 + Penalty 3589.581277 = -170435.351002 nChanged 34 SP:Iteration 8Q (6033.390000 sec): 3 clusters Score: Raw -174091.192591 + Penalty 3589.581277 = -170501.611314 nChanged 28 SP:Iteration 9Q (6033.540000 sec): 3 clusters Score: Raw -174151.365759 + Penalty 3589.581277 = -170561.784482 nChanged 31 SP:Iteration 10Q (6033.690000 sec): 3 clusters Score: Raw -174209.797540 + Penalty 3589.581277 = -170620.216263 nChanged 25 SP:Iteration 11Q (6033.840000 sec): 3 clusters Score: Raw -174264.926609 + Penalty 3589.581277 = -170675.345332 nChanged 22 SP:Iteration 12Q (6034.040000 sec): 3 clusters Score: Raw -174310.026246 + Penalty 3589.581277 = -170720.444970 nChanged 20 SP:Iteration 13Q (6034.260000 sec): 3 clusters Score: Raw -174347.294537 + Penalty 3589.581277 = -170757.713260 nChanged 24 SP:Iteration 14Q (6034.480000 sec): 3 clusters Score: Raw -174404.301111 + Penalty 3589.581277 = -170814.719834 nChanged 17 SP:Iteration 15Q (6034.720000 sec): 3 clusters Score: Raw -174441.663336 + Penalty 3589.581277 = -170852.082059 nChanged 14 SP:Iteration 16Q (6034.960000 sec): 3 clusters Score: Raw -174474.489254 + Penalty 3589.581277 = -170884.907977 nChanged 10 SP:Iteration 17Q (6035.140000 sec): 3 clusters Score: Raw -174490.124670 + Penalty 3589.581277 = -170900.543393 nChanged 7 SP:Iteration 18Q (6035.320000 sec): 3 clusters Score: Raw -174508.916067 + Penalty 3589.581277 = -170919.334790 nChanged 14 SP:Iteration 19Q (6035.520000 sec): 3 clusters Score: Raw -174537.807651 + Penalty 3589.581277 = -170948.226374 nChanged 12 SP:Iteration 20F (6035.680000 sec): 3 clusters Score: Raw -174567.185016 + Penalty 3589.581277 = -170977.603739 nChanged 9 SP:Iteration 21Q (6035.850000 sec): 3 clusters Score: Raw -174611.332424 + Penalty 3589.581277 = -171021.751147 nChanged 9 SP:Iteration 22Q (6036.040000 sec): 3 clusters Score: Raw -174634.436533 + Penalty 3589.581277 = -171044.855256 nChanged 7 SP:Iteration 23Q (6036.170000 sec): 3 clusters Score: Raw -174653.449509 + Penalty 3589.581277 = -171063.868232 nChanged 6 SP:Iteration 24Q (6036.340000 sec): 3 clusters Score: Raw -174664.815781 + Penalty 3589.581277 = -171075.234504 nChanged 4 SP:Iteration 25Q (6036.550000 sec): 3 clusters Score: Raw -174675.530631 + Penalty 3589.581277 = -171085.949354 nChanged 1 SP:Iteration 26Q (6036.690000 sec): 3 clusters Score: Raw -174676.582715 + Penalty 3589.581277 = -171087.001438 nChanged 0 SP:Iteration 27F (6036.820000 sec): 3 clusters Score: Raw -174676.582715 + Penalty 3589.581277 = -171087.001438 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.920000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.090000 sec): 3 clusters Score: Raw -71898.283002 + Penalty 3120.618293 = -68777.664709 nChanged 86 SP:Iteration 1F (6037.250000 sec): 3 clusters Score: Raw -72059.109632 + Penalty 3120.618293 = -68938.491338 nChanged 26 SP:Iteration 2Q (6037.430000 sec): 3 clusters Score: Raw -72110.571463 + Penalty 3120.618293 = -68989.953170 nChanged 4 SP:Iteration 3Q (6037.600000 sec): 3 clusters Score: Raw -72116.470335 + Penalty 3120.618293 = -68995.852042 nChanged 4 SP:Iteration 4Q (6037.740000 sec): 3 clusters Score: Raw -72129.757719 + Penalty 3120.618293 = -69009.139426 nChanged 4 SP:Iteration 5Q (6037.910000 sec): 3 clusters Score: Raw -72138.821409 + Penalty 3120.618293 = -69018.203116 nChanged 2 SP:Iteration 6Q (6038.070000 sec): 3 clusters Score: Raw -72144.140084 + Penalty 3120.618293 = -69023.521791 nChanged 0 SP:Iteration 7F (6038.230000 sec): 3 clusters Score: Raw -72144.140084 + Penalty 3120.618293 = -69023.521791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.290000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.500000 sec): 3 clusters Score: Raw -70711.088587 + Penalty 3111.346995 = -67599.741591 nChanged 90 SP:Iteration 1F (6038.680000 sec): 3 clusters Score: Raw -70876.054256 + Penalty 3111.346995 = -67764.707261 nChanged 18 SP:Iteration 2Q (6038.840000 sec): 3 clusters Score: Raw -70924.289016 + Penalty 3111.346995 = -67812.942021 nChanged 17 SP:Iteration 3Q (6039.050000 sec): 3 clusters Score: Raw -70965.929421 + Penalty 3111.346995 = -67854.582426 nChanged 6 SP:Iteration 4Q (6039.270000 sec): 3 clusters Score: Raw -70982.943895 + Penalty 3111.346995 = -67871.596900 nChanged 6 SP:Iteration 5Q (6039.470000 sec): 3 clusters Score: Raw -70994.845600 + Penalty 3111.346995 = -67883.498605 nChanged 4 SP:Iteration 6Q (6039.600000 sec): 3 clusters Score: Raw -71003.639080 + Penalty 3111.346995 = -67892.292085 nChanged 0 SP:Iteration 7F (6039.790000 sec): 3 clusters Score: Raw -71003.639080 + Penalty 3111.346995 = -67892.292085 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (5212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6039.920000 sec): 2 clusters Score: Raw -694195.117530 + Penalty 2122.562297 = -692072.555234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.170000 sec): 3 clusters Score: Raw -691540.259999 + Penalty 4245.124593 = -687295.135405 nChanged 2027 SP:Iteration 1F (6040.370000 sec): 3 clusters Score: Raw -692744.861229 + Penalty 4245.124593 = -688499.736636 nChanged 408 SP:Iteration 2F (6040.620000 sec): 3 clusters Score: Raw -692982.482376 + Penalty 4245.124593 = -688737.357783 nChanged 271 SP:Iteration 3F (6040.880000 sec): 3 clusters Score: Raw -693122.320856 + Penalty 4245.124593 = -688877.196263 nChanged 181 SP:Iteration 4Q (6041.100000 sec): 3 clusters Score: Raw -693203.908697 + Penalty 4245.124593 = -688958.784104 nChanged 125 SP:Iteration 5Q (6041.310000 sec): 3 clusters Score: Raw -693256.074417 + Penalty 4245.124593 = -689010.949823 nChanged 94 SP:Iteration 6Q (6041.560000 sec): 3 clusters Score: Raw -693293.220682 + Penalty 4245.124593 = -689048.096089 nChanged 90 SP:Iteration 7Q (6041.780000 sec): 3 clusters Score: Raw -693329.422735 + Penalty 4245.124593 = -689084.298142 nChanged 76 SP:Iteration 8Q (6041.970000 sec): 3 clusters Score: Raw -693359.225106 + Penalty 4245.124593 = -689114.100512 nChanged 74 SP:Iteration 9Q (6042.170000 sec): 3 clusters Score: Raw -693391.495450 + Penalty 4245.124593 = -689146.370857 nChanged 79 SP:Iteration 10Q (6042.370000 sec): 3 clusters Score: Raw -693421.618246 + Penalty 4245.124593 = -689176.493652 nChanged 76 SP:Iteration 11Q (6042.550000 sec): 3 clusters Score: Raw -693451.897548 + Penalty 4245.124593 = -689206.772955 nChanged 59 SP:Iteration 12Q (6042.800000 sec): 3 clusters Score: Raw -693473.847028 + Penalty 4245.124593 = -689228.722435 nChanged 54 SP:Iteration 13Q (6042.990000 sec): 3 clusters Score: Raw -693492.887870 + Penalty 4245.124593 = -689247.763277 nChanged 49 SP:Iteration 14Q (6043.220000 sec): 3 clusters Score: Raw -693514.907954 + Penalty 4245.124593 = -689269.783361 nChanged 57 SP:Iteration 15Q (6043.430000 sec): 3 clusters Score: Raw -693539.443899 + Penalty 4245.124593 = -689294.319306 nChanged 56 SP:Iteration 16Q (6043.660000 sec): 3 clusters Score: Raw -693560.820204 + Penalty 4245.124593 = -689315.695611 nChanged 52 SP:Iteration 17Q (6043.900000 sec): 3 clusters Score: Raw -693578.956818 + Penalty 4245.124593 = -689333.832225 nChanged 37 SP:Iteration 18Q (6044.130000 sec): 3 clusters Score: Raw -693592.319595 + Penalty 4245.124593 = -689347.195002 nChanged 37 SP:Iteration 19Q (6044.400000 sec): 3 clusters Score: Raw -693608.620056 + Penalty 4245.124593 = -689363.495463 nChanged 42 SP:Iteration 20F (6044.640000 sec): 3 clusters Score: Raw -693625.038548 + Penalty 4245.124593 = -689379.913955 nChanged 38 SP:Iteration 21Q (6044.890000 sec): 3 clusters Score: Raw -693644.725377 + Penalty 4245.124593 = -689399.600784 nChanged 46 SP:Iteration 22Q (6045.100000 sec): 3 clusters Score: Raw -693663.141630 + Penalty 4245.124593 = -689418.017037 nChanged 45 SP:Iteration 23Q (6045.320000 sec): 3 clusters Score: Raw -693676.422677 + Penalty 4245.124593 = -689431.298084 nChanged 31 SP:Iteration 24Q (6045.580000 sec): 3 clusters Score: Raw -693688.064181 + Penalty 4245.124593 = -689442.939588 nChanged 35 SP:Iteration 25Q (6045.800000 sec): 3 clusters Score: Raw -693701.372872 + Penalty 4245.124593 = -689456.248278 nChanged 32 SP:Iteration 26Q (6046.030000 sec): 3 clusters Score: Raw -693713.478206 + Penalty 4245.124593 = -689468.353613 nChanged 31 SP:Iteration 27Q (6046.210000 sec): 3 clusters Score: Raw -693727.175312 + Penalty 4245.124593 = -689482.050719 nChanged 37 SP:Iteration 28Q (6046.400000 sec): 3 clusters Score: Raw -693743.783353 + Penalty 4245.124593 = -689498.658760 nChanged 43 SP:Iteration 29Q (6046.660000 sec): 3 clusters Score: Raw -693760.269875 + Penalty 4245.124593 = -689515.145281 nChanged 48 SP:Iteration 30Q (6046.860000 sec): 3 clusters Score: Raw -693780.116736 + Penalty 4245.124593 = -689534.992143 nChanged 48 SP:Iteration 31Q (6047.080000 sec): 3 clusters Score: Raw -693798.651801 + Penalty 4245.124593 = -689553.527208 nChanged 58 SP:Iteration 32Q (6047.290000 sec): 3 clusters Score: Raw -693828.675353 + Penalty 4245.124593 = -689583.550760 nChanged 66 SP:Iteration 33Q (6047.510000 sec): 3 clusters Score: Raw -693857.115421 + Penalty 4245.124593 = -689611.990828 nChanged 45 SP:Iteration 34Q (6047.730000 sec): 3 clusters Score: Raw -693879.287543 + Penalty 4245.124593 = -689634.162949 nChanged 43 SP:Iteration 35Q (6047.950000 sec): 3 clusters Score: Raw -693898.227653 + Penalty 4245.124593 = -689653.103059 nChanged 41 SP:Iteration 36Q (6048.180000 sec): 3 clusters Score: Raw -693911.091005 + Penalty 4245.124593 = -689665.966412 nChanged 29 SP:Iteration 37Q (6048.360000 sec): 3 clusters Score: Raw -693922.306239 + Penalty 4245.124593 = -689677.181646 nChanged 32 SP:Iteration 38Q (6048.580000 sec): 3 clusters Score: Raw -693935.658460 + Penalty 4245.124593 = -689690.533867 nChanged 33 SP:Iteration 39Q (6048.820000 sec): 3 clusters Score: Raw -693950.718485 + Penalty 4245.124593 = -689705.593892 nChanged 33 SP:Iteration 40F (6049.000000 sec): 3 clusters Score: Raw -693963.743445 + Penalty 4245.124593 = -689718.618852 nChanged 31 SP:Iteration 41Q (6049.200000 sec): 3 clusters Score: Raw -693976.697980 + Penalty 4245.124593 = -689731.573387 nChanged 34 SP:Iteration 42Q (6049.420000 sec): 3 clusters Score: Raw -693988.391320 + Penalty 4245.124593 = -689743.266726 nChanged 26 SP:Iteration 43Q (6049.640000 sec): 3 clusters Score: Raw -693997.554995 + Penalty 4245.124593 = -689752.430402 nChanged 17 SP:Iteration 44Q (6049.840000 sec): 3 clusters Score: Raw -694004.212958 + Penalty 4245.124593 = -689759.088365 nChanged 10 SP:Iteration 45Q (6050.020000 sec): 3 clusters Score: Raw -694007.456645 + Penalty 4245.124593 = -689762.332051 nChanged 10 SP:Iteration 46Q (6050.190000 sec): 3 clusters Score: Raw -694010.485625 + Penalty 4245.124593 = -689765.361032 nChanged 13 SP:Iteration 47Q (6050.430000 sec): 3 clusters Score: Raw -694014.580161 + Penalty 4245.124593 = -689769.455568 nChanged 11 SP:Iteration 48Q (6050.620000 sec): 3 clusters Score: Raw -694017.794107 + Penalty 4245.124593 = -689772.669514 nChanged 12 SP:Iteration 49Q (6050.880000 sec): 3 clusters Score: Raw -694020.949487 + Penalty 4245.124593 = -689775.824894 nChanged 4 SP:Iteration 50Q (6051.130000 sec): 3 clusters Score: Raw -694022.382923 + Penalty 4245.124593 = -689777.258329 nChanged 7 SP:Iteration 51Q (6051.350000 sec): 3 clusters Score: Raw -694024.449143 + Penalty 4245.124593 = -689779.324550 nChanged 4 SP:Iteration 52Q (6051.530000 sec): 3 clusters Score: Raw -694025.959532 + Penalty 4245.124593 = -689780.834939 nChanged 2 SP:Iteration 53Q (6051.750000 sec): 3 clusters Score: Raw -694026.255842 + Penalty 4245.124593 = -689781.131248 nChanged 1 SP:Iteration 54Q (6052.050000 sec): 3 clusters Score: Raw -694026.471636 + Penalty 4245.124593 = -689781.347043 nChanged 2 SP:Iteration 55Q (6052.290000 sec): 3 clusters Score: Raw -694026.814813 + Penalty 4245.124593 = -689781.690220 nChanged 1 SP:Iteration 56Q (6052.500000 sec): 3 clusters Score: Raw -694026.990966 + Penalty 4245.124593 = -689781.866372 nChanged 0 SP:Iteration 57F (6052.750000 sec): 3 clusters Score: Raw -694026.990966 + Penalty 4245.124593 = -689781.866372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6053.870000 sec): 2 clusters Score: Raw -28304433.135809 + Penalty 3035.039012 = -28301398.096797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6055.120000 sec): 3 clusters Score: Raw -28169584.325144 + Penalty 6070.078025 = -28163514.247120 nChanged 98968 SP:Iteration 1F (6056.370000 sec): 3 clusters Score: Raw -28227229.111352 + Penalty 6070.078025 = -28221159.033327 nChanged 6344 SP:Iteration 2Q (6057.730000 sec): 3 clusters Score: Raw -28228846.495863 + Penalty 6070.078025 = -28222776.417838 nChanged 7485 SP:Iteration 3Q (6059.060000 sec): 3 clusters Score: Raw -28231209.466940 + Penalty 6070.078025 = -28225139.388915 nChanged 8966 SP:Iteration 4Q (6060.370000 sec): 3 clusters Score: Raw -28234689.533396 + Penalty 6070.078025 = -28228619.455371 nChanged 10972 SP:Iteration 5F (6061.590000 sec): 3 clusters Score: Raw -28239966.524788 + Penalty 6070.078025 = -28233896.446763 nChanged 13237 SP:Iteration 6F (6062.900000 sec): 3 clusters Score: Raw -28247596.815727 + Penalty 6070.078025 = -28241526.737702 nChanged 15106 SP:Iteration 7F (6064.130000 sec): 3 clusters Score: Raw -28257800.283480 + Penalty 6070.078025 = -28251730.205455 nChanged 15589 SP:Iteration 8F (6065.490000 sec): 3 clusters Score: Raw -28269695.608850 + Penalty 6070.078025 = -28263625.530825 nChanged 14050 SP:Iteration 9F (6066.790000 sec): 3 clusters Score: Raw -28281442.565560 + Penalty 6070.078025 = -28275372.487535 nChanged 11017 SP:Iteration 10F (6068.120000 sec): 3 clusters Score: Raw -28291566.929806 + Penalty 6070.078025 = -28285496.851781 nChanged 7078 SP:Iteration 11Q (6069.450000 sec): 3 clusters Score: Raw -28298554.128843 + Penalty 6070.078025 = -28292484.050818 nChanged 3587 SP:Iteration 12Q (6070.760000 sec): 3 clusters Score: Raw -28302215.692195 + Penalty 6070.078025 = -28296145.614170 nChanged 1406 SP:Iteration 13Q (6071.970000 sec): 3 clusters Score: Raw -28303642.233180 + Penalty 6070.078025 = -28297572.155155 nChanged 572 SP:Iteration 14Q (6073.190000 sec): 3 clusters Score: Raw -28304304.697183 + Penalty 6070.078025 = -28298234.619158 nChanged 375 SP:Iteration 15Q (6074.430000 sec): 3 clusters Score: Raw -28304628.673916 + Penalty 6070.078025 = -28298558.595891 nChanged 248 SP:Iteration 16Q (6075.670000 sec): 3 clusters Score: Raw -28304807.120170 + Penalty 6070.078025 = -28298737.042145 nChanged 166 SP:Iteration 17Q (6076.890000 sec): 3 clusters Score: Raw -28304904.097280 + Penalty 6070.078025 = -28298834.019256 nChanged 112 SP:Iteration 18Q (6078.090000 sec): 3 clusters Score: Raw -28304965.277170 + Penalty 6070.078025 = -28298895.199145 nChanged 95 SP:Iteration 19Q (6079.270000 sec): 3 clusters Score: Raw -28305008.628046 + Penalty 6070.078025 = -28298938.550021 nChanged 62 SP:Iteration 20F (6080.710000 sec): 3 clusters Score: Raw -28305033.578982 + Penalty 6070.078025 = -28298963.500957 nChanged 51 SP:Iteration 21Q (6081.890000 sec): 3 clusters Score: Raw -28305049.952962 + Penalty 6070.078025 = -28298979.874937 nChanged 34 SP:Iteration 22Q (6083.040000 sec): 3 clusters Score: Raw -28305059.868797 + Penalty 6070.078025 = -28298989.790772 nChanged 20 SP:Iteration 23Q (6084.130000 sec): 3 clusters Score: Raw -28305067.773116 + Penalty 6070.078025 = -28298997.695091 nChanged 24 SP:Iteration 24Q (6085.320000 sec): 3 clusters Score: Raw -28305076.088951 + Penalty 6070.078025 = -28299006.010926 nChanged 36 SP:Iteration 25Q (6086.460000 sec): 3 clusters Score: Raw -28305087.920278 + Penalty 6070.078025 = -28299017.842253 nChanged 23 SP:Iteration 26Q (6087.590000 sec): 3 clusters Score: Raw -28305094.784109 + Penalty 6070.078025 = -28299024.706084 nChanged 21 SP:Iteration 27Q (6088.690000 sec): 3 clusters Score: Raw -28305102.104948 + Penalty 6070.078025 = -28299032.026923 nChanged 17 SP:Iteration 28Q (6089.820000 sec): 3 clusters Score: Raw -28305106.566119 + Penalty 6070.078025 = -28299036.488094 nChanged 12 SP:Iteration 29Q (6090.930000 sec): 3 clusters Score: Raw -28305109.690967 + Penalty 6070.078025 = -28299039.612943 nChanged 9 SP:Iteration 30Q (6092.130000 sec): 3 clusters Score: Raw -28305112.330822 + Penalty 6070.078025 = -28299042.252797 nChanged 7 SP:Iteration 31Q (6093.240000 sec): 3 clusters Score: Raw -28305114.449790 + Penalty 6070.078025 = -28299044.371765 nChanged 11 SP:Iteration 32Q (6094.340000 sec): 3 clusters Score: Raw -28305118.585006 + Penalty 6070.078025 = -28299048.506982 nChanged 18 SP:Iteration 33Q (6095.510000 sec): 3 clusters Score: Raw -28305123.692908 + Penalty 6070.078025 = -28299053.614883 nChanged 12 SP:Iteration 34Q (6096.610000 sec): 3 clusters Score: Raw -28305127.504826 + Penalty 6070.078025 = -28299057.426802 nChanged 12 SP:Iteration 35Q (6097.690000 sec): 3 clusters Score: Raw -28305130.788590 + Penalty 6070.078025 = -28299060.710566 nChanged 6 SP:Iteration 36Q (6098.780000 sec): 3 clusters Score: Raw -28305132.697564 + Penalty 6070.078025 = -28299062.619540 nChanged 5 SP:Iteration 37Q (6099.840000 sec): 3 clusters Score: Raw -28305133.987850 + Penalty 6070.078025 = -28299063.909826 nChanged 2 SP:Iteration 38Q (6100.890000 sec): 3 clusters Score: Raw -28305134.532114 + Penalty 6070.078025 = -28299064.454089 nChanged 3 SP:Iteration 39Q (6102.090000 sec): 3 clusters Score: Raw -28305135.230571 + Penalty 6070.078025 = -28299065.152546 nChanged 3 SP:Iteration 40F (6103.430000 sec): 3 clusters Score: Raw -28305136.170679 + Penalty 6070.078025 = -28299066.092654 nChanged 5 SP:Iteration 41Q (6104.670000 sec): 3 clusters Score: Raw -28305137.327603 + Penalty 6070.078025 = -28299067.249578 nChanged 2 SP:Iteration 42Q (6105.860000 sec): 3 clusters Score: Raw -28305137.749101 + Penalty 6070.078025 = -28299067.671076 nChanged 0 SP:Iteration 43F (6107.160000 sec): 3 clusters Score: Raw -28305137.749101 + Penalty 6070.078025 = -28299067.671076 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6107.490000 sec): 2 clusters Score: Raw -3328487.186838 + Penalty 2507.414508 = -3325979.772330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6107.830000 sec): 3 clusters Score: Raw -3313967.521550 + Penalty 5014.829016 = -3308952.692534 nChanged 10903 SP:Iteration 1F (6108.210000 sec): 3 clusters Score: Raw -3319721.101114 + Penalty 5014.829016 = -3314706.272098 nChanged 1172 SP:Iteration 2Q (6108.580000 sec): 3 clusters Score: Raw -3320110.682320 + Penalty 5014.829016 = -3315095.853304 nChanged 1016 SP:Iteration 3Q (6108.910000 sec): 3 clusters Score: Raw -3320399.083100 + Penalty 5014.829016 = -3315384.254083 nChanged 903 SP:Iteration 4Q (6109.230000 sec): 3 clusters Score: Raw -3320652.256204 + Penalty 5014.829016 = -3315637.427188 nChanged 784 SP:Iteration 5Q (6109.600000 sec): 3 clusters Score: Raw -3320880.184171 + Penalty 5014.829016 = -3315865.355155 nChanged 751 SP:Iteration 6Q (6109.970000 sec): 3 clusters Score: Raw -3321121.301569 + Penalty 5014.829016 = -3316106.472553 nChanged 828 SP:Iteration 7Q (6110.430000 sec): 3 clusters Score: Raw -3321396.804639 + Penalty 5014.829016 = -3316381.975622 nChanged 887 SP:Iteration 8Q (6110.770000 sec): 3 clusters Score: Raw -3321741.769807 + Penalty 5014.829016 = -3316726.940791 nChanged 1093 SP:Iteration 9Q (6111.130000 sec): 3 clusters Score: Raw -3322284.986056 + Penalty 5014.829016 = -3317270.157040 nChanged 1336 SP:Iteration 10F (6111.470000 sec): 3 clusters Score: Raw -3323119.905423 + Penalty 5014.829016 = -3318105.076407 nChanged 1578 SP:Iteration 11F (6111.800000 sec): 3 clusters Score: Raw -3324285.789395 + Penalty 5014.829016 = -3319270.960379 nChanged 1593 SP:Iteration 12F (6112.150000 sec): 3 clusters Score: Raw -3325665.444881 + Penalty 5014.829016 = -3320650.615865 nChanged 1390 SP:Iteration 13F (6112.500000 sec): 3 clusters Score: Raw -3326943.211816 + Penalty 5014.829016 = -3321928.382800 nChanged 931 SP:Iteration 14Q (6112.830000 sec): 3 clusters Score: Raw -3327797.939338 + Penalty 5014.829016 = -3322783.110322 nChanged 496 SP:Iteration 15Q (6113.170000 sec): 3 clusters Score: Raw -3328239.805744 + Penalty 5014.829016 = -3323224.976727 nChanged 269 SP:Iteration 16Q (6113.470000 sec): 3 clusters Score: Raw -3328491.930289 + Penalty 5014.829016 = -3323477.101272 nChanged 141 SP:Iteration 17Q (6113.850000 sec): 3 clusters Score: Raw -3328635.456955 + Penalty 5014.829016 = -3323620.627939 nChanged 65 SP:Iteration 18Q (6114.160000 sec): 3 clusters Score: Raw -3328703.635161 + Penalty 5014.829016 = -3323688.806145 nChanged 41 SP:Iteration 19Q (6114.500000 sec): 3 clusters Score: Raw -3328747.765823 + Penalty 5014.829016 = -3323732.936807 nChanged 29 SP:Iteration 20F (6114.830000 sec): 3 clusters Score: Raw -3328776.901171 + Penalty 5014.829016 = -3323762.072154 nChanged 11 SP:Iteration 21Q (6115.140000 sec): 3 clusters Score: Raw -3328788.428253 + Penalty 5014.829016 = -3323773.599237 nChanged 7 SP:Iteration 22Q (6115.500000 sec): 3 clusters Score: Raw -3328797.231097 + Penalty 5014.829016 = -3323782.402081 nChanged 4 SP:Iteration 23Q (6115.810000 sec): 3 clusters Score: Raw -3328800.739494 + Penalty 5014.829016 = -3323785.910478 nChanged 4 SP:Iteration 24Q (6116.150000 sec): 3 clusters Score: Raw -3328804.780490 + Penalty 5014.829016 = -3323789.951474 nChanged 1 SP:Iteration 25Q (6116.510000 sec): 3 clusters Score: Raw -3328805.236030 + Penalty 5014.829016 = -3323790.407013 nChanged 1 SP:Iteration 26Q (6116.780000 sec): 3 clusters Score: Raw -3328806.416886 + Penalty 5014.829016 = -3323791.587869 nChanged 2 SP:Iteration 27Q (6117.170000 sec): 3 clusters Score: Raw -3328808.318894 + Penalty 5014.829016 = -3323793.489878 nChanged 2 SP:Iteration 28Q (6117.510000 sec): 3 clusters Score: Raw -3328810.028253 + Penalty 5014.829016 = -3323795.199237 nChanged 0 SP:Iteration 29F (6117.820000 sec): 3 clusters Score: Raw -3328810.028253 + Penalty 5014.829016 = -3323795.199237 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6117.930000 sec): 2 clusters Score: Raw -52097.683215 + Penalty 1485.883208 = -50611.800007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6118.090000 sec): 3 clusters Score: Raw -52173.683009 + Penalty 2971.766415 = -49201.916594 nChanged 58 SP:Iteration 1F (6118.320000 sec): 3 clusters Score: Raw -52312.494148 + Penalty 2971.766415 = -49340.727733 nChanged 13 SP:Iteration 2Q (6118.520000 sec): 3 clusters Score: Raw -52356.914651 + Penalty 2971.766415 = -49385.148236 nChanged 7 SP:Iteration 3Q (6118.730000 sec): 3 clusters Score: Raw -52393.642562 + Penalty 2971.766415 = -49421.876147 nChanged 7 SP:Iteration 4Q (6118.930000 sec): 3 clusters Score: Raw -52423.303298 + Penalty 2971.766415 = -49451.536882 nChanged 4 SP:Iteration 5Q (6119.190000 sec): 3 clusters Score: Raw -52433.175103 + Penalty 2971.766415 = -49461.408687 nChanged 1 SP:Iteration 6Q (6119.380000 sec): 3 clusters Score: Raw -52434.154416 + Penalty 2971.766415 = -49462.388000 nChanged 0 SP:Iteration 7F (6119.570000 sec): 3 clusters Score: Raw -52434.154416 + Penalty 2971.766415 = -49462.388000 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6119.660000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6119.790000 sec): 3 clusters Score: Raw -18497.395133 + Penalty 2523.447782 = -15973.947351 nChanged 9 SP:Iteration 1F (6119.960000 sec): 3 clusters Score: Raw -18540.172068 + Penalty 2523.447782 = -16016.724285 nChanged 1 SP:Iteration 2Q (6120.190000 sec): 3 clusters Score: Raw -18544.401256 + Penalty 2523.447782 = -16020.953474 nChanged 0 SP:Iteration 3F (6120.380000 sec): 3 clusters Score: Raw -18544.401256 + Penalty 2523.447782 = -16020.953474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6120.470000 sec): 2 clusters Score: Raw -21891.415184 + Penalty 1318.893758 = -20572.521426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6120.610000 sec): 3 clusters Score: Raw -22082.034251 + Penalty 2637.787517 = -19444.246734 nChanged 18 SP:Iteration 1F (6120.810000 sec): 3 clusters Score: Raw -22215.463964 + Penalty 2637.787517 = -19577.676447 nChanged 6 SP:Iteration 2Q (6121.020000 sec): 3 clusters Score: Raw -22348.483014 + Penalty 2637.787517 = -19710.695497 nChanged 5 SP:Iteration 3Q (6121.180000 sec): 3 clusters Score: Raw -22393.344461 + Penalty 2637.787517 = -19755.556944 nChanged 2 SP:Iteration 4Q (6121.370000 sec): 3 clusters Score: Raw -22422.029891 + Penalty 2637.787517 = -19784.242374 nChanged 1 SP:Iteration 5Q (6121.590000 sec): 3 clusters Score: Raw -22443.874651 + Penalty 2637.787517 = -19806.087134 nChanged 0 SP:Iteration 6F (6121.730000 sec): 3 clusters Score: Raw -22443.874651 + Penalty 2637.787517 = -19806.087134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6121.820000 sec): 2 clusters Score: Raw -26647.403309 + Penalty 1327.260817 = -25320.142492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6122.010000 sec): 3 clusters Score: Raw -26797.549154 + Penalty 2654.521634 = -24143.027519 nChanged 13 SP:Iteration 1F (6122.230000 sec): 3 clusters Score: Raw -26858.728770 + Penalty 2654.521634 = -24204.207136 nChanged 4 SP:Iteration 2Q (6122.420000 sec): 3 clusters Score: Raw -26888.936225 + Penalty 2654.521634 = -24234.414591 nChanged 2 SP:Iteration 3Q (6122.630000 sec): 3 clusters Score: Raw -26906.419448 + Penalty 2654.521634 = -24251.897813 nChanged 3 SP:Iteration 4Q (6122.790000 sec): 3 clusters Score: Raw -26925.499799 + Penalty 2654.521634 = -24270.978165 nChanged 1 SP:Iteration 5Q (6122.980000 sec): 3 clusters Score: Raw -26946.118669 + Penalty 2654.521634 = -24291.597035 nChanged 1 SP:Iteration 6Q (6123.180000 sec): 3 clusters Score: Raw -26950.055207 + Penalty 2654.521634 = -24295.533573 nChanged 0 SP:Iteration 7F (6123.360000 sec): 3 clusters Score: Raw -26950.055207 + Penalty 2654.521634 = -24295.533573 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6123.450000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.640000 sec): 3 clusters Score: Raw -71825.422534 + Penalty 3104.752406 = -68720.670128 nChanged 94 SP:Iteration 1F (6123.800000 sec): 3 clusters Score: Raw -71994.520419 + Penalty 3104.752406 = -68889.768013 nChanged 16 SP:Iteration 2Q (6124.000000 sec): 3 clusters Score: Raw -72036.099519 + Penalty 3104.752406 = -68931.347113 nChanged 5 SP:Iteration 3Q (6124.130000 sec): 3 clusters Score: Raw -72047.136102 + Penalty 3104.752406 = -68942.383696 nChanged 2 SP:Iteration 4Q (6124.290000 sec): 3 clusters Score: Raw -72050.655493 + Penalty 3104.752406 = -68945.903086 nChanged 2 SP:Iteration 5Q (6124.440000 sec): 3 clusters Score: Raw -72054.425719 + Penalty 3104.752406 = -68949.673313 nChanged 2 SP:Iteration 6Q (6124.590000 sec): 3 clusters Score: Raw -72057.801470 + Penalty 3104.752406 = -68953.049064 nChanged 1 SP:Iteration 7Q (6124.690000 sec): 3 clusters Score: Raw -72059.466349 + Penalty 3104.752406 = -68954.713942 nChanged 0 SP:Iteration 8F (6124.830000 sec): 3 clusters Score: Raw -72059.466349 + Penalty 3104.752406 = -68954.713942 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6124.900000 sec): 2 clusters Score: Raw -82383.311071 + Penalty 1586.024876 = -80797.286195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6125.070000 sec): 3 clusters Score: Raw -82338.715614 + Penalty 3172.049753 = -79166.665861 nChanged 110 SP:Iteration 1F (6125.250000 sec): 3 clusters Score: Raw -82528.782564 + Penalty 3172.049753 = -79356.732811 nChanged 29 SP:Iteration 2Q (6125.420000 sec): 3 clusters Score: Raw -82577.752728 + Penalty 3172.049753 = -79405.702976 nChanged 20 SP:Iteration 3Q (6125.590000 sec): 3 clusters Score: Raw -82614.681572 + Penalty 3172.049753 = -79442.631820 nChanged 11 SP:Iteration 4Q (6125.730000 sec): 3 clusters Score: Raw -82636.175677 + Penalty 3172.049753 = -79464.125924 nChanged 6 SP:Iteration 5Q (6125.930000 sec): 3 clusters Score: Raw -82646.476224 + Penalty 3172.049753 = -79474.426471 nChanged 3 SP:Iteration 6Q (6126.150000 sec): 3 clusters Score: Raw -82652.794177 + Penalty 3172.049753 = -79480.744425 nChanged 4 SP:Iteration 7Q (6126.310000 sec): 3 clusters Score: Raw -82662.795179 + Penalty 3172.049753 = -79490.745426 nChanged 8 SP:Iteration 8Q (6126.500000 sec): 3 clusters Score: Raw -82679.970806 + Penalty 3172.049753 = -79507.921053 nChanged 4 SP:Iteration 9Q (6126.660000 sec): 3 clusters Score: Raw -82706.368645 + Penalty 3172.049753 = -79534.318892 nChanged 6 SP:Iteration 10Q (6126.840000 sec): 3 clusters Score: Raw -82729.724647 + Penalty 3172.049753 = -79557.674895 nChanged 3 SP:Iteration 11Q (6127.060000 sec): 3 clusters Score: Raw -82741.250780 + Penalty 3172.049753 = -79569.201027 nChanged 3 SP:Iteration 12Q (6127.290000 sec): 3 clusters Score: Raw -82745.687162 + Penalty 3172.049753 = -79573.637409 nChanged 4 SP:Iteration 13Q (6127.460000 sec): 3 clusters Score: Raw -82755.470791 + Penalty 3172.049753 = -79583.421039 nChanged 2 SP:Iteration 14Q (6127.660000 sec): 3 clusters Score: Raw -82758.573937 + Penalty 3172.049753 = -79586.524184 nChanged 0 SP:Iteration 15F (6127.880000 sec): 3 clusters Score: Raw -82758.573937 + Penalty 3172.049753 = -79586.524184 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6128.010000 sec): 2 clusters Score: Raw -20689.490194 + Penalty 1306.428823 = -19383.061370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6128.230000 sec): 3 clusters Score: Raw -20997.979029 + Penalty 2612.857647 = -18385.121382 nChanged 23 SP:Iteration 1F (6128.390000 sec): 3 clusters Score: Raw -21097.180933 + Penalty 2612.857647 = -18484.323286 nChanged 9 SP:Iteration 2Q (6128.660000 sec): 3 clusters Score: Raw -21168.316918 + Penalty 2612.857647 = -18555.459271 nChanged 7 SP:Iteration 3Q (6128.800000 sec): 3 clusters Score: Raw -21232.184823 + Penalty 2612.857647 = -18619.327176 nChanged 1 SP:Iteration 4Q (6128.980000 sec): 3 clusters Score: Raw -21241.207866 + Penalty 2612.857647 = -18628.350219 nChanged 3 SP:Iteration 5Q (6129.190000 sec): 3 clusters Score: Raw -21315.017332 + Penalty 2612.857647 = -18702.159685 nChanged 2 SP:Iteration 6Q (6129.380000 sec): 3 clusters Score: Raw -21325.647425 + Penalty 2612.857647 = -18712.789778 nChanged 1 SP:Iteration 7Q (6129.590000 sec): 3 clusters Score: Raw -21327.314345 + Penalty 2612.857647 = -18714.456698 nChanged 0 SP:Iteration 8F (6129.780000 sec): 3 clusters Score: Raw -21327.314345 + Penalty 2612.857647 = -18714.456698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6129.880000 sec): 2 clusters Score: Raw -287549.411591 + Penalty 1907.530892 = -285641.880698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6130.070000 sec): 3 clusters Score: Raw -286733.146748 + Penalty 3815.061784 = -282918.084964 nChanged 730 SP:Iteration 1F (6130.250000 sec): 3 clusters Score: Raw -287296.195339 + Penalty 3815.061784 = -283481.133554 nChanged 168 SP:Iteration 2F (6130.470000 sec): 3 clusters Score: Raw -287482.505916 + Penalty 3815.061784 = -283667.444132 nChanged 112 SP:Iteration 3F (6130.640000 sec): 3 clusters Score: Raw -287615.282590 + Penalty 3815.061784 = -283800.220806 nChanged 110 SP:Iteration 4F (6130.820000 sec): 3 clusters Score: Raw -287744.138306 + Penalty 3815.061784 = -283929.076522 nChanged 91 SP:Iteration 5Q (6131.030000 sec): 3 clusters Score: Raw -287837.330433 + Penalty 3815.061784 = -284022.268649 nChanged 70 SP:Iteration 6Q (6131.250000 sec): 3 clusters Score: Raw -287919.271063 + Penalty 3815.061784 = -284104.209279 nChanged 74 SP:Iteration 7Q (6131.450000 sec): 3 clusters Score: Raw -287997.150215 + Penalty 3815.061784 = -284182.088431 nChanged 58 SP:Iteration 8Q (6131.690000 sec): 3 clusters Score: Raw -288041.272578 + Penalty 3815.061784 = -284226.210794 nChanged 47 SP:Iteration 9Q (6131.870000 sec): 3 clusters Score: Raw -288079.399522 + Penalty 3815.061784 = -284264.337738 nChanged 36 SP:Iteration 10Q (6132.090000 sec): 3 clusters Score: Raw -288108.309081 + Penalty 3815.061784 = -284293.247297 nChanged 32 SP:Iteration 11Q (6132.250000 sec): 3 clusters Score: Raw -288136.569523 + Penalty 3815.061784 = -284321.507739 nChanged 31 SP:Iteration 12Q (6132.450000 sec): 3 clusters Score: Raw -288159.599551 + Penalty 3815.061784 = -284344.537767 nChanged 28 SP:Iteration 13Q (6132.690000 sec): 3 clusters Score: Raw -288181.231393 + Penalty 3815.061784 = -284366.169609 nChanged 21 SP:Iteration 14Q (6132.870000 sec): 3 clusters Score: Raw -288202.894048 + Penalty 3815.061784 = -284387.832264 nChanged 19 SP:Iteration 15Q (6133.050000 sec): 3 clusters Score: Raw -288216.859182 + Penalty 3815.061784 = -284401.797398 nChanged 14 SP:Iteration 16Q (6133.250000 sec): 3 clusters Score: Raw -288227.469755 + Penalty 3815.061784 = -284412.407971 nChanged 11 SP:Iteration 17Q (6133.430000 sec): 3 clusters Score: Raw -288233.998355 + Penalty 3815.061784 = -284418.936571 nChanged 11 SP:Iteration 18Q (6133.650000 sec): 3 clusters Score: Raw -288243.323549 + Penalty 3815.061784 = -284428.261765 nChanged 14 SP:Iteration 19Q (6133.850000 sec): 3 clusters Score: Raw -288254.056008 + Penalty 3815.061784 = -284438.994224 nChanged 13 SP:Iteration 20F (6134.040000 sec): 3 clusters Score: Raw -288261.637547 + Penalty 3815.061784 = -284446.575763 nChanged 11 SP:Iteration 21Q (6134.250000 sec): 3 clusters Score: Raw -288268.417809 + Penalty 3815.061784 = -284453.356025 nChanged 5 SP:Iteration 22Q (6134.470000 sec): 3 clusters Score: Raw -288271.135426 + Penalty 3815.061784 = -284456.073642 nChanged 7 SP:Iteration 23Q (6134.680000 sec): 3 clusters Score: Raw -288275.673933 + Penalty 3815.061784 = -284460.612149 nChanged 6 SP:Iteration 24Q (6134.920000 sec): 3 clusters Score: Raw -288278.615433 + Penalty 3815.061784 = -284463.553649 nChanged 4 SP:Iteration 25Q (6135.090000 sec): 3 clusters Score: Raw -288280.531856 + Penalty 3815.061784 = -284465.470072 nChanged 6 SP:Iteration 26Q (6135.300000 sec): 3 clusters Score: Raw -288285.290603 + Penalty 3815.061784 = -284470.228819 nChanged 4 SP:Iteration 27Q (6135.490000 sec): 3 clusters Score: Raw -288288.915058 + Penalty 3815.061784 = -284473.853274 nChanged 5 SP:Iteration 28Q (6135.760000 sec): 3 clusters Score: Raw -288291.834054 + Penalty 3815.061784 = -284476.772270 nChanged 1 SP:Iteration 29Q (6135.950000 sec): 3 clusters Score: Raw -288292.264888 + Penalty 3815.061784 = -284477.203104 nChanged 1 SP:Iteration 30Q (6136.180000 sec): 3 clusters Score: Raw -288293.058630 + Penalty 3815.061784 = -284477.996846 nChanged 2 SP:Iteration 31Q (6136.390000 sec): 3 clusters Score: Raw -288293.793265 + Penalty 3815.061784 = -284478.731481 nChanged 2 SP:Iteration 32Q (6136.610000 sec): 3 clusters Score: Raw -288294.434558 + Penalty 3815.061784 = -284479.372774 nChanged 0 SP:Iteration 33F (6136.820000 sec): 3 clusters Score: Raw -288294.434558 + Penalty 3815.061784 = -284479.372774 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6136.910000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6137.060000 sec): 3 clusters Score: Raw -32496.478900 + Penalty 2697.287337 = -29799.191563 nChanged 18 SP:Iteration 1F (6137.270000 sec): 3 clusters Score: Raw -32587.035066 + Penalty 2697.287337 = -29889.747729 nChanged 6 SP:Iteration 2Q (6137.460000 sec): 3 clusters Score: Raw -32614.739612 + Penalty 2697.287337 = -29917.452275 nChanged 0 SP:Iteration 3F (6137.630000 sec): 3 clusters Score: Raw -32614.739612 + Penalty 2697.287337 = -29917.452275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6137.730000 sec): 2 clusters Score: Raw -20033.272062 + Penalty 1290.593658 = -18742.678404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6137.910000 sec): 3 clusters Score: Raw -20413.142433 + Penalty 2581.187317 = -17831.955117 nChanged 15 SP:Iteration 1F (6138.120000 sec): 3 clusters Score: Raw -20459.024784 + Penalty 2581.187317 = -17877.837467 nChanged 9 SP:Iteration 2Q (6138.330000 sec): 3 clusters Score: Raw -20509.786447 + Penalty 2581.187317 = -17928.599130 nChanged 5 SP:Iteration 3Q (6138.490000 sec): 3 clusters Score: Raw -20531.914587 + Penalty 2581.187317 = -17950.727270 nChanged 1 SP:Iteration 4Q (6138.710000 sec): 3 clusters Score: Raw -20550.413750 + Penalty 2581.187317 = -17969.226433 nChanged 1 SP:Iteration 5Q (6138.850000 sec): 3 clusters Score: Raw -20557.621996 + Penalty 2581.187317 = -17976.434680 nChanged 0 SP:Iteration 6F (6139.000000 sec): 3 clusters Score: Raw -20557.621996 + Penalty 2581.187317 = -17976.434680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6139.070000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6139.260000 sec): 3 clusters Score: Raw -16168.043335 + Penalty 2366.259574 = -13801.783761 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6139.330000 sec): 2 clusters Score: Raw -66563.893417 + Penalty 1539.730326 = -65024.163090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6139.570000 sec): 3 clusters Score: Raw -66619.031620 + Penalty 3079.460653 = -63539.570967 nChanged 95 SP:Iteration 1F (6139.720000 sec): 3 clusters Score: Raw -66887.216184 + Penalty 3079.460653 = -63807.755531 nChanged 33 SP:Iteration 2F (6139.940000 sec): 3 clusters Score: Raw -67016.675841 + Penalty 3079.460653 = -63937.215188 nChanged 23 SP:Iteration 3Q (6140.120000 sec): 3 clusters Score: Raw -67102.382456 + Penalty 3079.460653 = -64022.921803 nChanged 14 SP:Iteration 4Q (6140.300000 sec): 3 clusters Score: Raw -67136.605582 + Penalty 3079.460653 = -64057.144929 nChanged 12 SP:Iteration 5Q (6140.470000 sec): 3 clusters Score: Raw -67168.435874 + Penalty 3079.460653 = -64088.975221 nChanged 6 SP:Iteration 6Q (6140.670000 sec): 3 clusters Score: Raw -67187.192680 + Penalty 3079.460653 = -64107.732027 nChanged 4 SP:Iteration 7Q (6140.860000 sec): 3 clusters Score: Raw -67196.653132 + Penalty 3079.460653 = -64117.192479 nChanged 3 SP:Iteration 8Q (6141.040000 sec): 3 clusters Score: Raw -67206.360429 + Penalty 3079.460653 = -64126.899776 nChanged 1 SP:Iteration 9Q (6141.240000 sec): 3 clusters Score: Raw -67209.951021 + Penalty 3079.460653 = -64130.490368 nChanged 1 SP:Iteration 10Q (6141.470000 sec): 3 clusters Score: Raw -67212.720453 + Penalty 3079.460653 = -64133.259801 nChanged 3 SP:Iteration 11Q (6141.670000 sec): 3 clusters Score: Raw -67222.242843 + Penalty 3079.460653 = -64142.782190 nChanged 2 SP:Iteration 12Q (6141.850000 sec): 3 clusters Score: Raw -67232.353103 + Penalty 3079.460653 = -64152.892450 nChanged 0 SP:Iteration 13F (6142.070000 sec): 3 clusters Score: Raw -67232.353103 + Penalty 3079.460653 = -64152.892450 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 27 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6142.150000 sec): 2 clusters Score: Raw -91382.273883 + Penalty 1608.567876 = -89773.706007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6142.310000 sec): 3 clusters Score: Raw -91312.512011 + Penalty 3217.135751 = -88095.376260 nChanged 142 SP:Iteration 1F (6142.420000 sec): 3 clusters Score: Raw -91546.243398 + Penalty 3217.135751 = -88329.107646 nChanged 33 SP:Iteration 2F (6142.640000 sec): 3 clusters Score: Raw -91604.585652 + Penalty 3217.135751 = -88387.449901 nChanged 13 SP:Iteration 3Q (6142.800000 sec): 3 clusters Score: Raw -91629.249764 + Penalty 3217.135751 = -88412.114013 nChanged 7 SP:Iteration 4Q (6142.980000 sec): 3 clusters Score: Raw -91642.749235 + Penalty 3217.135751 = -88425.613484 nChanged 5 SP:Iteration 5Q (6143.140000 sec): 3 clusters Score: Raw -91648.668152 + Penalty 3217.135751 = -88431.532400 nChanged 1 SP:Iteration 6Q (6143.330000 sec): 3 clusters Score: Raw -91649.578599 + Penalty 3217.135751 = -88432.442848 nChanged 1 SP:Iteration 7Q (6143.510000 sec): 3 clusters Score: Raw -91651.646487 + Penalty 3217.135751 = -88434.510735 nChanged 0 SP:Iteration 8F (6143.650000 sec): 3 clusters Score: Raw -91651.646487 + Penalty 3217.135751 = -88434.510735 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 28 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6143.730000 sec): 2 clusters Score: Raw -19350.387559 + Penalty 1267.772972 = -18082.614588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6143.910000 sec): 3 clusters Score: Raw -19530.734527 + Penalty 2535.545943 = -16995.188583 nChanged 10 SP:Iteration 1F (6144.050000 sec): 3 clusters Score: Raw -19606.280059 + Penalty 2535.545943 = -17070.734116 nChanged 3 SP:Iteration 2Q (6144.220000 sec): 3 clusters Score: Raw -19626.748038 + Penalty 2535.545943 = -17091.202095 nChanged 2 SP:Iteration 3Q (6144.390000 sec): 3 clusters Score: Raw -19658.986875 + Penalty 2535.545943 = -17123.440932 nChanged 0 SP:Iteration 4F (6144.610000 sec): 3 clusters Score: Raw -19658.986875 + Penalty 2535.545943 = -17123.440932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 29 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6144.670000 sec): 2 clusters Score: Raw -10221.625493 + Penalty 1165.719131 = -9055.906362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6144.890000 sec): 3 clusters Score: Raw -10575.051461 + Penalty 2331.438261 = -8243.613200 nChanged 2 SP:Iteration 1Q (6145.040000 sec): 3 clusters Score: Raw -10587.518713 + Penalty 2331.438261 = -8256.080452 nChanged 0 SP:Iteration 2F (6145.220000 sec): 3 clusters Score: Raw -10587.518713 + Penalty 2331.438261 = -8256.080452 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 30 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6145.320000 sec): 2 clusters Score: Raw -21994.699635 + Penalty 1308.972435 = -20685.727199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6145.510000 sec): 3 clusters Score: Raw -22236.903951 + Penalty 2617.944871 = -19618.959080 nChanged 18 SP:Iteration 1F (6145.700000 sec): 3 clusters Score: Raw -22327.804903 + Penalty 2617.944871 = -19709.860032 nChanged 5 SP:Iteration 2Q (6145.890000 sec): 3 clusters Score: Raw -22352.211073 + Penalty 2617.944871 = -19734.266202 nChanged 3 SP:Iteration 3Q (6146.130000 sec): 3 clusters Score: Raw -22399.845441 + Penalty 2617.944871 = -19781.900570 nChanged 1 SP:Iteration 4Q (6146.260000 sec): 3 clusters Score: Raw -22418.668502 + Penalty 2617.944871 = -19800.723631 nChanged 3 SP:Iteration 5Q (6146.450000 sec): 3 clusters Score: Raw -22441.733458 + Penalty 2617.944871 = -19823.788587 nChanged 2 SP:Iteration 6Q (6146.700000 sec): 3 clusters Score: Raw -22465.736768 + Penalty 2617.944871 = -19847.791897 nChanged 1 SP:Iteration 7Q (6146.920000 sec): 3 clusters Score: Raw -22472.472589 + Penalty 2617.944871 = -19854.527718 nChanged 0 SP:Iteration 8F (6147.110000 sec): 3 clusters Score: Raw -22472.472589 + Penalty 2617.944871 = -19854.527718 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 31 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6147.230000 sec): 2 clusters Score: Raw -14681.266842 + Penalty 1195.429828 = -13485.837014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6147.460000 sec): 3 clusters Score: Raw -14981.863820 + Penalty 2390.859657 = -12591.004163 nChanged 2 SP:Iteration 1Q (6147.660000 sec): 3 clusters Score: Raw -14998.401593 + Penalty 2390.859657 = -12607.541936 nChanged 1 SP:Iteration 2Q (6147.870000 sec): 3 clusters Score: Raw -15003.460533 + Penalty 2390.859657 = -12612.600876 nChanged 0 SP:Iteration 3F (6148.050000 sec): 3 clusters Score: Raw -15003.460533 + Penalty 2390.859657 = -12612.600876 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 32 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.150000 sec): 2 clusters Score: Raw -48205.269385 + Penalty 1484.640097 = -46720.629288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6148.300000 sec): 3 clusters Score: Raw -48303.397863 + Penalty 2969.280195 = -45334.117668 nChanged 61 SP:Iteration 1F (6148.460000 sec): 3 clusters Score: Raw -48490.516558 + Penalty 2969.280195 = -45521.236363 nChanged 20 SP:Iteration 2F (6148.640000 sec): 3 clusters Score: Raw -48584.152270 + Penalty 2969.280195 = -45614.872076 nChanged 13 SP:Iteration 3Q (6148.790000 sec): 3 clusters Score: Raw -48700.559904 + Penalty 2969.280195 = -45731.279709 nChanged 15 SP:Iteration 4Q (6148.960000 sec): 3 clusters Score: Raw -48758.787981 + Penalty 2969.280195 = -45789.507787 nChanged 11 SP:Iteration 5Q (6149.220000 sec): 3 clusters Score: Raw -48805.863877 + Penalty 2969.280195 = -45836.583682 nChanged 8 SP:Iteration 6Q (6149.390000 sec): 3 clusters Score: Raw -48835.679892 + Penalty 2969.280195 = -45866.399698 nChanged 4 SP:Iteration 7Q (6149.510000 sec): 3 clusters Score: Raw -48846.979920 + Penalty 2969.280195 = -45877.699726 nChanged 1 SP:Iteration 8Q (6149.720000 sec): 3 clusters Score: Raw -48848.456130 + Penalty 2969.280195 = -45879.175935 nChanged 2 SP:Iteration 9Q (6149.940000 sec): 3 clusters Score: Raw -48852.395004 + Penalty 2969.280195 = -45883.114809 nChanged 2 SP:Iteration 10Q (6150.110000 sec): 3 clusters Score: Raw -48865.002488 + Penalty 2969.280195 = -45895.722294 nChanged 3 SP:Iteration 11Q (6150.300000 sec): 3 clusters Score: Raw -48892.541213 + Penalty 2969.280195 = -45923.261019 nChanged 4 SP:Iteration 12Q (6150.470000 sec): 3 clusters Score: Raw -48911.190906 + Penalty 2969.280195 = -45941.910712 nChanged 1 SP:Iteration 13Q (6150.690000 sec): 3 clusters Score: Raw -48914.006221 + Penalty 2969.280195 = -45944.726026 nChanged 0 SP:Iteration 14F (6150.870000 sec): 3 clusters Score: Raw -48914.006221 + Penalty 2969.280195 = -45944.726026 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 33 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6150.970000 sec): 2 clusters Score: Raw -16771.245021 + Penalty 1267.772972 = -15503.472049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6151.130000 sec): 3 clusters Score: Raw -17159.123471 + Penalty 2535.545943 = -14623.577528 nChanged 24 SP:Iteration 1F (6151.300000 sec): 3 clusters Score: Raw -17318.380055 + Penalty 2535.545943 = -14782.834112 nChanged 2 SP:Iteration 2Q (6151.490000 sec): 3 clusters Score: Raw -17333.174139 + Penalty 2535.545943 = -14797.628196 nChanged 1 SP:Iteration 3Q (6151.670000 sec): 3 clusters Score: Raw -17339.735586 + Penalty 2535.545943 = -14804.189643 nChanged 1 SP:Iteration 4Q (6151.880000 sec): 3 clusters Score: Raw -17344.575334 + Penalty 2535.545943 = -14809.029391 nChanged 1 SP:Iteration 5Q (6152.050000 sec): 3 clusters Score: Raw -17349.028969 + Penalty 2535.545943 = -14813.483026 nChanged 0 SP:Iteration 6F (6152.250000 sec): 3 clusters Score: Raw -17349.028969 + Penalty 2535.545943 = -14813.483026 nChanged 0 Iteration 259Q (6162.450000 sec): 34 clusters Score: Raw -36315874.449876 + Penalty 102309.836502 = -36213564.613375 nChanged 13 Iteration 260F (6181.540000 sec): 34 clusters Score: Raw -36315889.151004 + Penalty 102309.836502 = -36213579.314503 nChanged 19 Iteration 261Q (6192.680000 sec): 34 clusters Score: Raw -36315942.317908 + Penalty 102309.836502 = -36213632.481406 nChanged 16 Iteration 262Q (6202.890000 sec): 34 clusters Score: Raw -36315943.967989 + Penalty 102309.836502 = -36213634.131487 nChanged 24 Iteration 263Q (6212.440000 sec): 34 clusters Score: Raw -36315945.618083 + Penalty 102309.836502 = -36213635.781581 nChanged 20 Iteration 264Q (6222.030000 sec): 34 clusters Score: Raw -36315946.862524 + Penalty 102309.836502 = -36213637.026022 nChanged 20 Iteration 265Q (6230.940000 sec): 34 clusters Score: Raw -36315948.277401 + Penalty 102309.836502 = -36213638.440899 nChanged 29 Iteration 266Q (6240.210000 sec): 34 clusters Score: Raw -36315949.861424 + Penalty 102309.836502 = -36213640.024922 nChanged 15 Iteration 267Q (6250.140000 sec): 34 clusters Score: Raw -36315950.682566 + Penalty 102309.836502 = -36213640.846064 nChanged 13 Iteration 268Q (6259.890000 sec): 34 clusters Score: Raw -36315951.534108 + Penalty 102309.836502 = -36213641.697606 nChanged 15 Iteration 269Q (6269.140000 sec): 34 clusters Score: Raw -36315952.564880 + Penalty 102309.836502 = -36213642.728378 nChanged 11 Iteration 270Q (6278.360000 sec): 34 clusters Score: Raw -36315952.883025 + Penalty 102309.836502 = -36213643.046523 nChanged 4 Iteration 271Q (6288.750000 sec): 34 clusters Score: Raw -36315952.934681 + Penalty 102309.836502 = -36213643.098179 nChanged 1 Iteration 272Q (6299.920000 sec): 34 clusters Score: Raw -36315952.949603 + Penalty 102309.836502 = -36213643.113101 nChanged 0 Iteration 273F (6319.710000 sec): 34 clusters Score: Raw -36315952.949603 + Penalty 102309.836502 = -36213643.113101 nChanged 0 Compute initial score before splitting: Score: Raw -36315952.949603 + Penalty 102309.836502 = -36213643.113101 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 1 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6319.820000 sec): 2 clusters Score: Raw -113983.120755 + Penalty 1661.170477 = -112321.950278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6320.000000 sec): 3 clusters Score: Raw -113823.602049 + Penalty 3322.340955 = -110501.261094 nChanged 187 SP:Iteration 1F (6320.200000 sec): 3 clusters Score: Raw -114077.999183 + Penalty 3322.340955 = -110755.658228 nChanged 42 SP:Iteration 2F (6320.400000 sec): 3 clusters Score: Raw -114151.122022 + Penalty 3322.340955 = -110828.781067 nChanged 18 SP:Iteration 3Q (6320.600000 sec): 3 clusters Score: Raw -114178.927802 + Penalty 3322.340955 = -110856.586847 nChanged 7 SP:Iteration 4Q (6320.800000 sec): 3 clusters Score: Raw -114188.338844 + Penalty 3322.340955 = -110865.997889 nChanged 4 SP:Iteration 5Q (6320.960000 sec): 3 clusters Score: Raw -114193.845932 + Penalty 3322.340955 = -110871.504977 nChanged 6 SP:Iteration 6Q (6321.140000 sec): 3 clusters Score: Raw -114200.415410 + Penalty 3322.340955 = -110878.074455 nChanged 2 SP:Iteration 7Q (6321.300000 sec): 3 clusters Score: Raw -114202.679722 + Penalty 3322.340955 = -110880.338767 nChanged 2 SP:Iteration 8Q (6321.500000 sec): 3 clusters Score: Raw -114206.211103 + Penalty 3322.340955 = -110883.870148 nChanged 2 SP:Iteration 9Q (6321.620000 sec): 3 clusters Score: Raw -114209.229179 + Penalty 3322.340955 = -110886.888224 nChanged 0 SP:Iteration 10F (6321.790000 sec): 3 clusters Score: Raw -114209.229179 + Penalty 3322.340955 = -110886.888224 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 2 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6321.900000 sec): 2 clusters Score: Raw -93027.427997 + Penalty 1638.784155 = -91388.643842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6322.100000 sec): 3 clusters Score: Raw -93037.100534 + Penalty 3277.568310 = -89759.532224 nChanged 191 SP:Iteration 1F (6322.250000 sec): 3 clusters Score: Raw -93384.799672 + Penalty 3277.568310 = -90107.231361 nChanged 68 SP:Iteration 2F (6322.410000 sec): 3 clusters Score: Raw -93554.855307 + Penalty 3277.568310 = -90277.286997 nChanged 39 SP:Iteration 3F (6322.530000 sec): 3 clusters Score: Raw -93675.441545 + Penalty 3277.568310 = -90397.873234 nChanged 35 SP:Iteration 4Q (6322.730000 sec): 3 clusters Score: Raw -93743.535272 + Penalty 3277.568310 = -90465.966961 nChanged 25 SP:Iteration 5Q (6322.860000 sec): 3 clusters Score: Raw -93791.432045 + Penalty 3277.568310 = -90513.863735 nChanged 17 SP:Iteration 6Q (6323.030000 sec): 3 clusters Score: Raw -93822.550042 + Penalty 3277.568310 = -90544.981732 nChanged 19 SP:Iteration 7Q (6323.210000 sec): 3 clusters Score: Raw -93875.394879 + Penalty 3277.568310 = -90597.826569 nChanged 20 SP:Iteration 8Q (6323.360000 sec): 3 clusters Score: Raw -93954.959829 + Penalty 3277.568310 = -90677.391519 nChanged 21 SP:Iteration 9Q (6323.520000 sec): 3 clusters Score: Raw -94002.426369 + Penalty 3277.568310 = -90724.858059 nChanged 10 SP:Iteration 10Q (6323.700000 sec): 3 clusters Score: Raw -94023.377112 + Penalty 3277.568310 = -90745.808802 nChanged 10 SP:Iteration 11Q (6323.880000 sec): 3 clusters Score: Raw -94042.260200 + Penalty 3277.568310 = -90764.691890 nChanged 9 SP:Iteration 12Q (6324.060000 sec): 3 clusters Score: Raw -94057.128942 + Penalty 3277.568310 = -90779.560632 nChanged 10 SP:Iteration 13Q (6324.280000 sec): 3 clusters Score: Raw -94071.692848 + Penalty 3277.568310 = -90794.124537 nChanged 8 SP:Iteration 14Q (6324.520000 sec): 3 clusters Score: Raw -94093.547065 + Penalty 3277.568310 = -90815.978755 nChanged 6 SP:Iteration 15Q (6324.680000 sec): 3 clusters Score: Raw -94116.083353 + Penalty 3277.568310 = -90838.515042 nChanged 8 SP:Iteration 16Q (6324.880000 sec): 3 clusters Score: Raw -94139.324874 + Penalty 3277.568310 = -90861.756564 nChanged 8 SP:Iteration 17Q (6325.060000 sec): 3 clusters Score: Raw -94162.762130 + Penalty 3277.568310 = -90885.193820 nChanged 5 SP:Iteration 18Q (6325.190000 sec): 3 clusters Score: Raw -94169.605097 + Penalty 3277.568310 = -90892.036787 nChanged 1 SP:Iteration 19Q (6325.380000 sec): 3 clusters Score: Raw -94175.104329 + Penalty 3277.568310 = -90897.536019 nChanged 2 SP:Iteration 20F (6325.540000 sec): 3 clusters Score: Raw -94178.487023 + Penalty 3277.568310 = -90900.918713 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 3 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6325.650000 sec): 2 clusters Score: Raw -41941.096962 + Penalty 1443.380567 = -40497.716396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6325.830000 sec): 3 clusters Score: Raw -42057.411902 + Penalty 2886.761133 = -39170.650768 nChanged 46 SP:Iteration 1F (6325.980000 sec): 3 clusters Score: Raw -42191.070144 + Penalty 2886.761133 = -39304.309010 nChanged 8 SP:Iteration 2Q (6326.160000 sec): 3 clusters Score: Raw -42209.778390 + Penalty 2886.761133 = -39323.017257 nChanged 2 SP:Iteration 3Q (6326.310000 sec): 3 clusters Score: Raw -42219.484780 + Penalty 2886.761133 = -39332.723646 nChanged 2 SP:Iteration 4Q (6326.460000 sec): 3 clusters Score: Raw -42226.845547 + Penalty 2886.761133 = -39340.084413 nChanged 3 SP:Iteration 5Q (6326.620000 sec): 3 clusters Score: Raw -42238.125984 + Penalty 2886.761133 = -39351.364851 nChanged 2 SP:Iteration 6Q (6326.820000 sec): 3 clusters Score: Raw -42246.565652 + Penalty 2886.761133 = -39359.804518 nChanged 1 SP:Iteration 7Q (6326.960000 sec): 3 clusters Score: Raw -42248.453658 + Penalty 2886.761133 = -39361.692525 nChanged 1 SP:Iteration 8Q (6327.120000 sec): 3 clusters Score: Raw -42254.896531 + Penalty 2886.761133 = -39368.135397 nChanged 0 SP:Iteration 9F (6327.300000 sec): 3 clusters Score: Raw -42254.896531 + Penalty 2886.761133 = -39368.135397 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 4 (19549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6327.470000 sec): 2 clusters Score: Raw -2656776.667709 + Penalty 2450.408494 = -2654326.259214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6327.750000 sec): 3 clusters Score: Raw -2645425.843551 + Penalty 4900.816989 = -2640525.026562 nChanged 8623 SP:Iteration 1F (6328.010000 sec): 3 clusters Score: Raw -2650045.572957 + Penalty 4900.816989 = -2645144.755968 nChanged 1059 SP:Iteration 2F (6328.330000 sec): 3 clusters Score: Raw -2650423.648530 + Penalty 4900.816989 = -2645522.831541 nChanged 899 SP:Iteration 3Q (6328.710000 sec): 3 clusters Score: Raw -2650734.596740 + Penalty 4900.816989 = -2645833.779751 nChanged 816 SP:Iteration 4Q (6329.030000 sec): 3 clusters Score: Raw -2651037.168390 + Penalty 4900.816989 = -2646136.351401 nChanged 836 SP:Iteration 5Q (6329.340000 sec): 3 clusters Score: Raw -2651392.283820 + Penalty 4900.816989 = -2646491.466831 nChanged 941 SP:Iteration 6Q (6329.600000 sec): 3 clusters Score: Raw -2651863.178859 + Penalty 4900.816989 = -2646962.361870 nChanged 1043 SP:Iteration 7F (6329.890000 sec): 3 clusters Score: Raw -2652478.203363 + Penalty 4900.816989 = -2647577.386374 nChanged 1154 SP:Iteration 8F (6330.150000 sec): 3 clusters Score: Raw -2653250.327538 + Penalty 4900.816989 = -2648349.510549 nChanged 1161 SP:Iteration 9F (6330.450000 sec): 3 clusters Score: Raw -2654098.856710 + Penalty 4900.816989 = -2649198.039721 nChanged 1086 SP:Iteration 10F (6330.750000 sec): 3 clusters Score: Raw -2654935.364673 + Penalty 4900.816989 = -2650034.547684 nChanged 890 SP:Iteration 11Q (6331.100000 sec): 3 clusters Score: Raw -2655672.145500 + Penalty 4900.816989 = -2650771.328511 nChanged 670 SP:Iteration 12Q (6331.380000 sec): 3 clusters Score: Raw -2656254.753233 + Penalty 4900.816989 = -2651353.936244 nChanged 428 SP:Iteration 13Q (6331.690000 sec): 3 clusters Score: Raw -2656622.791232 + Penalty 4900.816989 = -2651721.974243 nChanged 243 SP:Iteration 14Q (6331.920000 sec): 3 clusters Score: Raw -2656821.742224 + Penalty 4900.816989 = -2651920.925235 nChanged 143 SP:Iteration 15Q (6332.230000 sec): 3 clusters Score: Raw -2656953.916235 + Penalty 4900.816989 = -2652053.099246 nChanged 73 SP:Iteration 16Q (6332.530000 sec): 3 clusters Score: Raw -2657022.341396 + Penalty 4900.816989 = -2652121.524407 nChanged 39 SP:Iteration 17Q (6332.810000 sec): 3 clusters Score: Raw -2657059.212363 + Penalty 4900.816989 = -2652158.395374 nChanged 34 SP:Iteration 18Q (6333.090000 sec): 3 clusters Score: Raw -2657089.057756 + Penalty 4900.816989 = -2652188.240767 nChanged 22 SP:Iteration 19Q (6333.360000 sec): 3 clusters Score: Raw -2657110.423400 + Penalty 4900.816989 = -2652209.606411 nChanged 14 SP:Iteration 20F (6333.670000 sec): 3 clusters Score: Raw -2657119.984690 + Penalty 4900.816989 = -2652219.167701 nChanged 5 SP:Iteration 21Q (6333.950000 sec): 3 clusters Score: Raw -2657124.437711 + Penalty 4900.816989 = -2652223.620722 nChanged 6 SP:Iteration 22Q (6334.280000 sec): 3 clusters Score: Raw -2657129.587784 + Penalty 4900.816989 = -2652228.770795 nChanged 3 SP:Iteration 23Q (6334.540000 sec): 3 clusters Score: Raw -2657131.170188 + Penalty 4900.816989 = -2652230.353199 nChanged 2 SP:Iteration 24Q (6334.800000 sec): 3 clusters Score: Raw -2657132.945728 + Penalty 4900.816989 = -2652232.128739 nChanged 3 SP:Iteration 25Q (6335.080000 sec): 3 clusters Score: Raw -2657136.392558 + Penalty 4900.816989 = -2652235.575569 nChanged 7 SP:Iteration 26Q (6335.380000 sec): 3 clusters Score: Raw -2657144.162572 + Penalty 4900.816989 = -2652243.345583 nChanged 4 SP:Iteration 27Q (6335.660000 sec): 3 clusters Score: Raw -2657148.503506 + Penalty 4900.816989 = -2652247.686517 nChanged 3 SP:Iteration 28Q (6335.920000 sec): 3 clusters Score: Raw -2657154.310870 + Penalty 4900.816989 = -2652253.493881 nChanged 5 SP:Iteration 29Q (6336.290000 sec): 3 clusters Score: Raw -2657157.852121 + Penalty 4900.816989 = -2652257.035132 nChanged 4 SP:Iteration 30Q (6336.580000 sec): 3 clusters Score: Raw -2657159.934788 + Penalty 4900.816989 = -2652259.117800 nChanged 3 SP:Iteration 31Q (6336.890000 sec): 3 clusters Score: Raw -2657162.871931 + Penalty 4900.816989 = -2652262.054942 nChanged 2 SP:Iteration 32Q (6337.200000 sec): 3 clusters Score: Raw -2657166.489661 + Penalty 4900.816989 = -2652265.672672 nChanged 3 SP:Iteration 33Q (6337.420000 sec): 3 clusters Score: Raw -2657168.558078 + Penalty 4900.816989 = -2652267.741089 nChanged 1 SP:Iteration 34Q (6337.740000 sec): 3 clusters Score: Raw -2657169.693155 + Penalty 4900.816989 = -2652268.876166 nChanged 3 SP:Iteration 35Q (6338.000000 sec): 3 clusters Score: Raw -2657171.467017 + Penalty 4900.816989 = -2652270.650028 nChanged 1 SP:Iteration 36Q (6338.280000 sec): 3 clusters Score: Raw -2657172.408834 + Penalty 4900.816989 = -2652271.591845 nChanged 1 SP:Iteration 37Q (6338.590000 sec): 3 clusters Score: Raw -2657173.630054 + Penalty 4900.816989 = -2652272.813065 nChanged 0 SP:Iteration 38F (6338.910000 sec): 3 clusters Score: Raw -2657173.630054 + Penalty 4900.816989 = -2652272.813065 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6338.990000 sec): 2 clusters Score: Raw -42097.370672 + Penalty 1430.543607 = -40666.827065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6339.170000 sec): 3 clusters Score: Raw -42212.494811 + Penalty 2861.087214 = -39351.407597 nChanged 33 SP:Iteration 1F (6339.460000 sec): 3 clusters Score: Raw -42318.063567 + Penalty 2861.087214 = -39456.976353 nChanged 9 SP:Iteration 2Q (6339.620000 sec): 3 clusters Score: Raw -42343.818595 + Penalty 2861.087214 = -39482.731381 nChanged 3 SP:Iteration 3Q (6339.800000 sec): 3 clusters Score: Raw -42350.856344 + Penalty 2861.087214 = -39489.769130 nChanged 0 SP:Iteration 4F (6340.010000 sec): 3 clusters Score: Raw -42350.856344 + Penalty 2861.087214 = -39489.769130 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 6 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6340.060000 sec): 2 clusters Score: Raw -26553.812595 + Penalty 1334.214544 = -25219.598051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6340.260000 sec): 3 clusters Score: Raw -26768.824898 + Penalty 2668.429087 = -24100.395811 nChanged 25 SP:Iteration 1F (6340.470000 sec): 3 clusters Score: Raw -26947.310230 + Penalty 2668.429087 = -24278.881143 nChanged 9 SP:Iteration 2Q (6340.650000 sec): 3 clusters Score: Raw -27071.896648 + Penalty 2668.429087 = -24403.467560 nChanged 5 SP:Iteration 3Q (6340.850000 sec): 3 clusters Score: Raw -27104.100034 + Penalty 2668.429087 = -24435.670947 nChanged 1 SP:Iteration 4Q (6341.030000 sec): 3 clusters Score: Raw -27113.354514 + Penalty 2668.429087 = -24444.925427 nChanged 1 SP:Iteration 5Q (6341.190000 sec): 3 clusters Score: Raw -27121.798866 + Penalty 2668.429087 = -24453.369778 nChanged 2 SP:Iteration 6Q (6341.370000 sec): 3 clusters Score: Raw -27130.031550 + Penalty 2668.429087 = -24461.602463 nChanged 1 SP:Iteration 7Q (6341.550000 sec): 3 clusters Score: Raw -27133.509345 + Penalty 2668.429087 = -24465.080258 nChanged 0 SP:Iteration 8F (6341.780000 sec): 3 clusters Score: Raw -27133.509345 + Penalty 2668.429087 = -24465.080258 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 7 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.860000 sec): 2 clusters Score: Raw -14590.045929 + Penalty 1227.292453 = -13362.753476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6342.050000 sec): 3 clusters Score: Raw -15073.489948 + Penalty 2454.584906 = -12618.905043 nChanged 11 SP:Iteration 1F (6342.220000 sec): 3 clusters Score: Raw -15156.674715 + Penalty 2454.584906 = -12702.089809 nChanged 6 SP:Iteration 2Q (6342.420000 sec): 3 clusters Score: Raw -15213.741809 + Penalty 2454.584906 = -12759.156903 nChanged 1 SP:Iteration 3Q (6342.640000 sec): 3 clusters Score: Raw -15216.623056 + Penalty 2454.584906 = -12762.038150 nChanged 0 SP:Iteration 4F (6342.870000 sec): 3 clusters Score: Raw -15216.623056 + Penalty 2454.584906 = -12762.038150 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 8 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6342.960000 sec): 2 clusters Score: Raw -23821.406130 + Penalty 1298.637607 = -22522.768523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6343.150000 sec): 3 clusters Score: Raw -24033.231522 + Penalty 2597.275214 = -21435.956308 nChanged 11 SP:Iteration 1F (6343.380000 sec): 3 clusters Score: Raw -24155.178055 + Penalty 2597.275214 = -21557.902842 nChanged 2 SP:Iteration 2Q (6343.590000 sec): 3 clusters Score: Raw -24166.579771 + Penalty 2597.275214 = -21569.304557 nChanged 0 SP:Iteration 3F (6343.790000 sec): 3 clusters Score: Raw -24166.579771 + Penalty 2597.275214 = -21569.304557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 9 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6343.900000 sec): 2 clusters Score: Raw -171902.300800 + Penalty 1793.000017 = -170109.300783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6344.050000 sec): 3 clusters Score: Raw -171547.763502 + Penalty 3586.000034 = -167961.763468 nChanged 393 SP:Iteration 1F (6344.280000 sec): 3 clusters Score: Raw -171939.963047 + Penalty 3586.000034 = -168353.963013 nChanged 91 SP:Iteration 2F (6344.470000 sec): 3 clusters Score: Raw -172059.942787 + Penalty 3586.000034 = -168473.942753 nChanged 50 SP:Iteration 3Q (6344.640000 sec): 3 clusters Score: Raw -172127.824459 + Penalty 3586.000034 = -168541.824425 nChanged 31 SP:Iteration 4Q (6344.800000 sec): 3 clusters Score: Raw -172173.822627 + Penalty 3586.000034 = -168587.822593 nChanged 35 SP:Iteration 5Q (6344.980000 sec): 3 clusters Score: Raw -172229.316307 + Penalty 3586.000034 = -168643.316273 nChanged 30 SP:Iteration 6Q (6345.150000 sec): 3 clusters Score: Raw -172285.040685 + Penalty 3586.000034 = -168699.040651 nChanged 33 SP:Iteration 7Q (6345.330000 sec): 3 clusters Score: Raw -172317.264862 + Penalty 3586.000034 = -168731.264828 nChanged 14 SP:Iteration 8Q (6345.530000 sec): 3 clusters Score: Raw -172335.768828 + Penalty 3586.000034 = -168749.768794 nChanged 12 SP:Iteration 9Q (6345.720000 sec): 3 clusters Score: Raw -172348.922524 + Penalty 3586.000034 = -168762.922490 nChanged 9 SP:Iteration 10Q (6345.890000 sec): 3 clusters Score: Raw -172360.872204 + Penalty 3586.000034 = -168774.872170 nChanged 8 SP:Iteration 11Q (6346.120000 sec): 3 clusters Score: Raw -172369.458381 + Penalty 3586.000034 = -168783.458347 nChanged 6 SP:Iteration 12Q (6346.270000 sec): 3 clusters Score: Raw -172373.285304 + Penalty 3586.000034 = -168787.285270 nChanged 1 SP:Iteration 13Q (6346.470000 sec): 3 clusters Score: Raw -172374.216035 + Penalty 3586.000034 = -168788.216001 nChanged 1 SP:Iteration 14Q (6346.630000 sec): 3 clusters Score: Raw -172376.037292 + Penalty 3586.000034 = -168790.037258 nChanged 2 SP:Iteration 15Q (6346.790000 sec): 3 clusters Score: Raw -172378.417609 + Penalty 3586.000034 = -168792.417575 nChanged 3 SP:Iteration 16Q (6346.950000 sec): 3 clusters Score: Raw -172380.565939 + Penalty 3586.000034 = -168794.565905 nChanged 2 SP:Iteration 17Q (6347.180000 sec): 3 clusters Score: Raw -172382.684783 + Penalty 3586.000034 = -168796.684749 nChanged 0 SP:Iteration 18F (6347.370000 sec): 3 clusters Score: Raw -172382.684783 + Penalty 3586.000034 = -168796.684749 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 10 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6347.460000 sec): 2 clusters Score: Raw -71896.070673 + Penalty 1560.309147 = -70335.761526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6347.610000 sec): 3 clusters Score: Raw -71891.359005 + Penalty 3120.618293 = -68770.740711 nChanged 86 SP:Iteration 1F (6347.800000 sec): 3 clusters Score: Raw -72052.937957 + Penalty 3120.618293 = -68932.319664 nChanged 17 SP:Iteration 2Q (6347.990000 sec): 3 clusters Score: Raw -72094.209212 + Penalty 3120.618293 = -68973.590918 nChanged 7 SP:Iteration 3Q (6348.180000 sec): 3 clusters Score: Raw -72108.495148 + Penalty 3120.618293 = -68987.876854 nChanged 1 SP:Iteration 4Q (6348.370000 sec): 3 clusters Score: Raw -72109.821013 + Penalty 3120.618293 = -68989.202719 nChanged 1 SP:Iteration 5Q (6348.590000 sec): 3 clusters Score: Raw -72111.144929 + Penalty 3120.618293 = -68990.526636 nChanged 2 SP:Iteration 6Q (6348.770000 sec): 3 clusters Score: Raw -72115.362236 + Penalty 3120.618293 = -68994.743943 nChanged 1 SP:Iteration 7Q (6348.950000 sec): 3 clusters Score: Raw -72118.500396 + Penalty 3120.618293 = -68997.882103 nChanged 0 SP:Iteration 8F (6349.130000 sec): 3 clusters Score: Raw -72118.500396 + Penalty 3120.618293 = -68997.882103 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 11 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.250000 sec): 2 clusters Score: Raw -70743.452139 + Penalty 1555.673498 = -69187.778642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.420000 sec): 3 clusters Score: Raw -70739.988391 + Penalty 3111.346995 = -67628.641396 nChanged 103 SP:Iteration 1F (6349.620000 sec): 3 clusters Score: Raw -70921.231838 + Penalty 3111.346995 = -67809.884843 nChanged 21 SP:Iteration 2Q (6349.760000 sec): 3 clusters Score: Raw -70962.712802 + Penalty 3111.346995 = -67851.365807 nChanged 7 SP:Iteration 3Q (6349.950000 sec): 3 clusters Score: Raw -70977.914714 + Penalty 3111.346995 = -67866.567719 nChanged 1 SP:Iteration 4Q (6350.120000 sec): 3 clusters Score: Raw -70980.479356 + Penalty 3111.346995 = -67869.132360 nChanged 3 SP:Iteration 5Q (6350.390000 sec): 3 clusters Score: Raw -70984.495376 + Penalty 3111.346995 = -67873.148381 nChanged 0 SP:Iteration 6F (6350.590000 sec): 3 clusters Score: Raw -70984.495376 + Penalty 3111.346995 = -67873.148381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 12 (5135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6350.710000 sec): 2 clusters Score: Raw -683860.372516 + Penalty 2118.871110 = -681741.501406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6350.950000 sec): 3 clusters Score: Raw -681346.802994 + Penalty 4237.742221 = -677109.060774 nChanged 2004 SP:Iteration 1F (6351.200000 sec): 3 clusters Score: Raw -682387.125997 + Penalty 4237.742221 = -678149.383776 nChanged 368 SP:Iteration 2F (6351.430000 sec): 3 clusters Score: Raw -682600.364723 + Penalty 4237.742221 = -678362.622502 nChanged 235 SP:Iteration 3Q (6351.610000 sec): 3 clusters Score: Raw -682714.471263 + Penalty 4237.742221 = -678476.729043 nChanged 180 SP:Iteration 4Q (6351.830000 sec): 3 clusters Score: Raw -682798.692365 + Penalty 4237.742221 = -678560.950145 nChanged 150 SP:Iteration 5Q (6352.090000 sec): 3 clusters Score: Raw -682861.496182 + Penalty 4237.742221 = -678623.753961 nChanged 122 SP:Iteration 6Q (6352.330000 sec): 3 clusters Score: Raw -682909.744190 + Penalty 4237.742221 = -678672.001969 nChanged 98 SP:Iteration 7Q (6352.530000 sec): 3 clusters Score: Raw -682946.592751 + Penalty 4237.742221 = -678708.850530 nChanged 74 SP:Iteration 8Q (6352.750000 sec): 3 clusters Score: Raw -682973.775610 + Penalty 4237.742221 = -678736.033389 nChanged 58 SP:Iteration 9Q (6353.010000 sec): 3 clusters Score: Raw -682996.416704 + Penalty 4237.742221 = -678758.674484 nChanged 55 SP:Iteration 10Q (6353.190000 sec): 3 clusters Score: Raw -683017.519961 + Penalty 4237.742221 = -678779.777740 nChanged 55 SP:Iteration 11Q (6353.400000 sec): 3 clusters Score: Raw -683036.876024 + Penalty 4237.742221 = -678799.133803 nChanged 52 SP:Iteration 12Q (6353.600000 sec): 3 clusters Score: Raw -683054.641917 + Penalty 4237.742221 = -678816.899696 nChanged 42 SP:Iteration 13Q (6353.850000 sec): 3 clusters Score: Raw -683068.795066 + Penalty 4237.742221 = -678831.052845 nChanged 44 SP:Iteration 14Q (6354.040000 sec): 3 clusters Score: Raw -683083.096263 + Penalty 4237.742221 = -678845.354042 nChanged 43 SP:Iteration 15Q (6354.270000 sec): 3 clusters Score: Raw -683098.550353 + Penalty 4237.742221 = -678860.808132 nChanged 42 SP:Iteration 16Q (6354.500000 sec): 3 clusters Score: Raw -683113.314443 + Penalty 4237.742221 = -678875.572222 nChanged 34 SP:Iteration 17Q (6354.750000 sec): 3 clusters Score: Raw -683125.499821 + Penalty 4237.742221 = -678887.757600 nChanged 44 SP:Iteration 18Q (6354.940000 sec): 3 clusters Score: Raw -683142.580056 + Penalty 4237.742221 = -678904.837835 nChanged 50 SP:Iteration 19Q (6355.170000 sec): 3 clusters Score: Raw -683165.420829 + Penalty 4237.742221 = -678927.678608 nChanged 50 SP:Iteration 20F (6355.380000 sec): 3 clusters Score: Raw -683182.827749 + Penalty 4237.742221 = -678945.085528 nChanged 42 SP:Iteration 21Q (6355.650000 sec): 3 clusters Score: Raw -683196.001254 + Penalty 4237.742221 = -678958.259033 nChanged 37 SP:Iteration 22Q (6355.850000 sec): 3 clusters Score: Raw -683211.356287 + Penalty 4237.742221 = -678973.614066 nChanged 37 SP:Iteration 23Q (6356.110000 sec): 3 clusters Score: Raw -683220.041254 + Penalty 4237.742221 = -678982.299033 nChanged 29 SP:Iteration 24Q (6356.330000 sec): 3 clusters Score: Raw -683228.513215 + Penalty 4237.742221 = -678990.770994 nChanged 21 SP:Iteration 25Q (6356.530000 sec): 3 clusters Score: Raw -683234.741981 + Penalty 4237.742221 = -678996.999761 nChanged 31 SP:Iteration 26Q (6356.710000 sec): 3 clusters Score: Raw -683242.709903 + Penalty 4237.742221 = -679004.967683 nChanged 21 SP:Iteration 27Q (6356.930000 sec): 3 clusters Score: Raw -683249.094728 + Penalty 4237.742221 = -679011.352507 nChanged 24 SP:Iteration 28Q (6357.210000 sec): 3 clusters Score: Raw -683255.775919 + Penalty 4237.742221 = -679018.033698 nChanged 19 SP:Iteration 29Q (6357.440000 sec): 3 clusters Score: Raw -683262.009122 + Penalty 4237.742221 = -679024.266901 nChanged 22 SP:Iteration 30Q (6357.700000 sec): 3 clusters Score: Raw -683269.459053 + Penalty 4237.742221 = -679031.716832 nChanged 23 SP:Iteration 31Q (6357.890000 sec): 3 clusters Score: Raw -683277.022395 + Penalty 4237.742221 = -679039.280174 nChanged 29 SP:Iteration 32Q (6358.090000 sec): 3 clusters Score: Raw -683286.283164 + Penalty 4237.742221 = -679048.540943 nChanged 23 SP:Iteration 33Q (6358.300000 sec): 3 clusters Score: Raw -683292.774852 + Penalty 4237.742221 = -679055.032632 nChanged 18 SP:Iteration 34Q (6358.500000 sec): 3 clusters Score: Raw -683300.131548 + Penalty 4237.742221 = -679062.389328 nChanged 27 SP:Iteration 35Q (6358.690000 sec): 3 clusters Score: Raw -683309.281497 + Penalty 4237.742221 = -679071.539276 nChanged 16 SP:Iteration 36Q (6358.940000 sec): 3 clusters Score: Raw -683314.092769 + Penalty 4237.742221 = -679076.350548 nChanged 16 SP:Iteration 37Q (6359.180000 sec): 3 clusters Score: Raw -683319.119984 + Penalty 4237.742221 = -679081.377764 nChanged 22 SP:Iteration 38Q (6359.370000 sec): 3 clusters Score: Raw -683325.631163 + Penalty 4237.742221 = -679087.888942 nChanged 18 SP:Iteration 39Q (6359.550000 sec): 3 clusters Score: Raw -683331.736995 + Penalty 4237.742221 = -679093.994774 nChanged 27 SP:Iteration 40F (6359.750000 sec): 3 clusters Score: Raw -683339.005918 + Penalty 4237.742221 = -679101.263697 nChanged 33 SP:Iteration 41Q (6359.990000 sec): 3 clusters Score: Raw -683351.487404 + Penalty 4237.742221 = -679113.745183 nChanged 42 SP:Iteration 42Q (6360.150000 sec): 3 clusters Score: Raw -683366.106015 + Penalty 4237.742221 = -679128.363794 nChanged 37 SP:Iteration 43Q (6360.340000 sec): 3 clusters Score: Raw -683378.862829 + Penalty 4237.742221 = -679141.120608 nChanged 31 SP:Iteration 44Q (6360.500000 sec): 3 clusters Score: Raw -683387.588636 + Penalty 4237.742221 = -679149.846415 nChanged 27 SP:Iteration 45Q (6360.730000 sec): 3 clusters Score: Raw -683395.668248 + Penalty 4237.742221 = -679157.926028 nChanged 28 SP:Iteration 46Q (6360.950000 sec): 3 clusters Score: Raw -683404.420696 + Penalty 4237.742221 = -679166.678475 nChanged 21 SP:Iteration 47Q (6361.140000 sec): 3 clusters Score: Raw -683410.234049 + Penalty 4237.742221 = -679172.491828 nChanged 24 SP:Iteration 48Q (6361.390000 sec): 3 clusters Score: Raw -683417.824363 + Penalty 4237.742221 = -679180.082142 nChanged 27 SP:Iteration 49Q (6361.580000 sec): 3 clusters Score: Raw -683426.561324 + Penalty 4237.742221 = -679188.819103 nChanged 29 SP:Iteration 50Q (6361.800000 sec): 3 clusters Score: Raw -683437.777644 + Penalty 4237.742221 = -679200.035423 nChanged 34 SP:Iteration 51Q (6361.970000 sec): 3 clusters Score: Raw -683448.523985 + Penalty 4237.742221 = -679210.781765 nChanged 21 SP:Iteration 52Q (6362.210000 sec): 3 clusters Score: Raw -683457.701560 + Penalty 4237.742221 = -679219.959339 nChanged 29 SP:Iteration 53Q (6362.470000 sec): 3 clusters Score: Raw -683466.595799 + Penalty 4237.742221 = -679228.853579 nChanged 34 SP:Iteration 54Q (6362.670000 sec): 3 clusters Score: Raw -683479.574121 + Penalty 4237.742221 = -679241.831900 nChanged 39 SP:Iteration 55Q (6362.880000 sec): 3 clusters Score: Raw -683494.925133 + Penalty 4237.742221 = -679257.182913 nChanged 37 SP:Iteration 56Q (6363.080000 sec): 3 clusters Score: Raw -683508.450961 + Penalty 4237.742221 = -679270.708741 nChanged 33 SP:Iteration 57Q (6363.250000 sec): 3 clusters Score: Raw -683520.175399 + Penalty 4237.742221 = -679282.433179 nChanged 27 SP:Iteration 58Q (6363.490000 sec): 3 clusters Score: Raw -683532.083127 + Penalty 4237.742221 = -679294.340906 nChanged 33 SP:Iteration 59Q (6363.700000 sec): 3 clusters Score: Raw -683546.532746 + Penalty 4237.742221 = -679308.790525 nChanged 35 SP:Iteration 60F (6363.890000 sec): 3 clusters Score: Raw -683558.312715 + Penalty 4237.742221 = -679320.570495 nChanged 31 SP:Iteration 61Q (6364.120000 sec): 3 clusters Score: Raw -683571.113570 + Penalty 4237.742221 = -679333.371349 nChanged 35 SP:Iteration 62Q (6364.320000 sec): 3 clusters Score: Raw -683585.209684 + Penalty 4237.742221 = -679347.467463 nChanged 32 SP:Iteration 63Q (6364.530000 sec): 3 clusters Score: Raw -683596.995893 + Penalty 4237.742221 = -679359.253673 nChanged 34 SP:Iteration 64Q (6364.720000 sec): 3 clusters Score: Raw -683609.715031 + Penalty 4237.742221 = -679371.972810 nChanged 30 SP:Iteration 65Q (6364.960000 sec): 3 clusters Score: Raw -683619.508213 + Penalty 4237.742221 = -679381.765992 nChanged 27 SP:Iteration 66Q (6365.190000 sec): 3 clusters Score: Raw -683629.497709 + Penalty 4237.742221 = -679391.755488 nChanged 29 SP:Iteration 67Q (6365.390000 sec): 3 clusters Score: Raw -683640.495407 + Penalty 4237.742221 = -679402.753186 nChanged 36 SP:Iteration 68Q (6365.600000 sec): 3 clusters Score: Raw -683653.358434 + Penalty 4237.742221 = -679415.616213 nChanged 24 SP:Iteration 69Q (6365.830000 sec): 3 clusters Score: Raw -683662.941478 + Penalty 4237.742221 = -679425.199258 nChanged 30 SP:Iteration 70Q (6366.040000 sec): 3 clusters Score: Raw -683676.227945 + Penalty 4237.742221 = -679438.485724 nChanged 31 SP:Iteration 71Q (6366.280000 sec): 3 clusters Score: Raw -683688.549808 + Penalty 4237.742221 = -679450.807587 nChanged 28 SP:Iteration 72Q (6366.520000 sec): 3 clusters Score: Raw -683699.676872 + Penalty 4237.742221 = -679461.934651 nChanged 31 SP:Iteration 73Q (6366.750000 sec): 3 clusters Score: Raw -683711.700592 + Penalty 4237.742221 = -679473.958371 nChanged 35 SP:Iteration 74Q (6366.960000 sec): 3 clusters Score: Raw -683725.242854 + Penalty 4237.742221 = -679487.500633 nChanged 24 SP:Iteration 75Q (6367.210000 sec): 3 clusters Score: Raw -683734.963418 + Penalty 4237.742221 = -679497.221197 nChanged 24 SP:Iteration 76Q (6367.370000 sec): 3 clusters Score: Raw -683743.733192 + Penalty 4237.742221 = -679505.990971 nChanged 22 SP:Iteration 77Q (6367.630000 sec): 3 clusters Score: Raw -683752.615488 + Penalty 4237.742221 = -679514.873267 nChanged 25 SP:Iteration 78Q (6367.850000 sec): 3 clusters Score: Raw -683763.619687 + Penalty 4237.742221 = -679525.877466 nChanged 33 SP:Iteration 79Q (6368.030000 sec): 3 clusters Score: Raw -683776.643926 + Penalty 4237.742221 = -679538.901705 nChanged 27 SP:Iteration 80F (6368.250000 sec): 3 clusters Score: Raw -683786.599383 + Penalty 4237.742221 = -679548.857162 nChanged 23 SP:Iteration 81Q (6368.490000 sec): 3 clusters Score: Raw -683793.256697 + Penalty 4237.742221 = -679555.514476 nChanged 17 SP:Iteration 82Q (6368.670000 sec): 3 clusters Score: Raw -683800.845597 + Penalty 4237.742221 = -679563.103376 nChanged 28 SP:Iteration 83Q (6368.860000 sec): 3 clusters Score: Raw -683810.405938 + Penalty 4237.742221 = -679572.663717 nChanged 22 SP:Iteration 84Q (6369.100000 sec): 3 clusters Score: Raw -683817.735974 + Penalty 4237.742221 = -679579.993753 nChanged 21 SP:Iteration 85Q (6369.300000 sec): 3 clusters Score: Raw -683826.115150 + Penalty 4237.742221 = -679588.372929 nChanged 17 SP:Iteration 86Q (6369.490000 sec): 3 clusters Score: Raw -683832.235642 + Penalty 4237.742221 = -679594.493421 nChanged 18 SP:Iteration 87Q (6369.720000 sec): 3 clusters Score: Raw -683839.620208 + Penalty 4237.742221 = -679601.877987 nChanged 25 SP:Iteration 88Q (6370.000000 sec): 3 clusters Score: Raw -683849.220249 + Penalty 4237.742221 = -679611.478028 nChanged 21 SP:Iteration 89Q (6370.200000 sec): 3 clusters Score: Raw -683858.460237 + Penalty 4237.742221 = -679620.718016 nChanged 16 SP:Iteration 90Q (6370.380000 sec): 3 clusters Score: Raw -683862.973942 + Penalty 4237.742221 = -679625.231721 nChanged 10 SP:Iteration 91Q (6370.600000 sec): 3 clusters Score: Raw -683865.019438 + Penalty 4237.742221 = -679627.277217 nChanged 6 SP:Iteration 92Q (6370.830000 sec): 3 clusters Score: Raw -683867.183502 + Penalty 4237.742221 = -679629.441281 nChanged 7 SP:Iteration 93Q (6371.010000 sec): 3 clusters Score: Raw -683870.037208 + Penalty 4237.742221 = -679632.294987 nChanged 12 SP:Iteration 94Q (6371.220000 sec): 3 clusters Score: Raw -683873.924213 + Penalty 4237.742221 = -679636.181992 nChanged 15 SP:Iteration 95Q (6371.410000 sec): 3 clusters Score: Raw -683878.600423 + Penalty 4237.742221 = -679640.858202 nChanged 16 SP:Iteration 96Q (6371.630000 sec): 3 clusters Score: Raw -683884.413875 + Penalty 4237.742221 = -679646.671655 nChanged 19 SP:Iteration 97Q (6371.860000 sec): 3 clusters Score: Raw -683891.071973 + Penalty 4237.742221 = -679653.329752 nChanged 18 SP:Iteration 98Q (6372.050000 sec): 3 clusters Score: Raw -683898.714305 + Penalty 4237.742221 = -679660.972084 nChanged 17 SP:Iteration 99Q (6372.280000 sec): 3 clusters Score: Raw -683903.750860 + Penalty 4237.742221 = -679666.008639 nChanged 17 SP:Iteration 100F (6372.440000 sec): 3 clusters Score: Raw -683909.441167 + Penalty 4237.742221 = -679671.698946 nChanged 16 SP:Iteration 101Q (6372.680000 sec): 3 clusters Score: Raw -683914.815755 + Penalty 4237.742221 = -679677.073534 nChanged 10 SP:Iteration 102Q (6372.880000 sec): 3 clusters Score: Raw -683918.511696 + Penalty 4237.742221 = -679680.769475 nChanged 7 SP:Iteration 103Q (6373.110000 sec): 3 clusters Score: Raw -683920.428496 + Penalty 4237.742221 = -679682.686275 nChanged 4 SP:Iteration 104Q (6373.320000 sec): 3 clusters Score: Raw -683922.241119 + Penalty 4237.742221 = -679684.498898 nChanged 7 SP:Iteration 105Q (6373.590000 sec): 3 clusters Score: Raw -683924.127231 + Penalty 4237.742221 = -679686.385011 nChanged 1 SP:Iteration 106Q (6373.820000 sec): 3 clusters Score: Raw -683924.453079 + Penalty 4237.742221 = -679686.710858 nChanged 3 SP:Iteration 107Q (6374.050000 sec): 3 clusters Score: Raw -683925.090263 + Penalty 4237.742221 = -679687.348042 nChanged 3 SP:Iteration 108Q (6374.290000 sec): 3 clusters Score: Raw -683926.084745 + Penalty 4237.742221 = -679688.342525 nChanged 2 SP:Iteration 109Q (6374.510000 sec): 3 clusters Score: Raw -683927.099942 + Penalty 4237.742221 = -679689.357722 nChanged 1 SP:Iteration 110Q (6374.720000 sec): 3 clusters Score: Raw -683927.220055 + Penalty 4237.742221 = -679689.477834 nChanged 0 SP:Iteration 111F (6374.960000 sec): 3 clusters Score: Raw -683927.220055 + Penalty 4237.742221 = -679689.477834 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 13 (206472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.930000 sec): 2 clusters Score: Raw -28300493.379608 + Penalty 3035.004182 = -28297458.375426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6377.190000 sec): 3 clusters Score: Raw -28165083.462928 + Penalty 6070.008364 = -28159013.454564 nChanged 99316 SP:Iteration 1F (6378.480000 sec): 3 clusters Score: Raw -28223540.952374 + Penalty 6070.008364 = -28217470.944010 nChanged 5477 SP:Iteration 2Q (6379.740000 sec): 3 clusters Score: Raw -28224607.132143 + Penalty 6070.008364 = -28218537.123779 nChanged 5743 SP:Iteration 3Q (6381.030000 sec): 3 clusters Score: Raw -28225868.956726 + Penalty 6070.008364 = -28219798.948362 nChanged 6025 SP:Iteration 4Q (6382.320000 sec): 3 clusters Score: Raw -28227345.448405 + Penalty 6070.008364 = -28221275.440041 nChanged 6588 SP:Iteration 5Q (6383.590000 sec): 3 clusters Score: Raw -28229131.623830 + Penalty 6070.008364 = -28223061.615466 nChanged 7045 SP:Iteration 6Q (6384.810000 sec): 3 clusters Score: Raw -28231271.525833 + Penalty 6070.008364 = -28225201.517469 nChanged 7731 SP:Iteration 7Q (6386.000000 sec): 3 clusters Score: Raw -28233828.424810 + Penalty 6070.008364 = -28227758.416446 nChanged 8019 SP:Iteration 8Q (6387.120000 sec): 3 clusters Score: Raw -28236770.534252 + Penalty 6070.008364 = -28230700.525888 nChanged 8511 SP:Iteration 9Q (6388.290000 sec): 3 clusters Score: Raw -28240235.063323 + Penalty 6070.008364 = -28234165.054959 nChanged 9191 SP:Iteration 10Q (6389.430000 sec): 3 clusters Score: Raw -28244515.541541 + Penalty 6070.008364 = -28238445.533176 nChanged 10161 SP:Iteration 11Q (6390.570000 sec): 3 clusters Score: Raw -28249969.046300 + Penalty 6070.008364 = -28243899.037935 nChanged 11921 SP:Iteration 12F (6391.690000 sec): 3 clusters Score: Raw -28257295.822685 + Penalty 6070.008364 = -28251225.814321 nChanged 13834 SP:Iteration 13F (6392.870000 sec): 3 clusters Score: Raw -28266976.877100 + Penalty 6070.008364 = -28260906.868736 nChanged 14242 SP:Iteration 14F (6394.030000 sec): 3 clusters Score: Raw -28277949.956687 + Penalty 6070.008364 = -28271879.948323 nChanged 12117 SP:Iteration 15F (6395.230000 sec): 3 clusters Score: Raw -28287638.366977 + Penalty 6070.008364 = -28281568.358613 nChanged 8237 SP:Iteration 16Q (6396.330000 sec): 3 clusters Score: Raw -28294177.285456 + Penalty 6070.008364 = -28288107.277092 nChanged 4644 SP:Iteration 17Q (6397.390000 sec): 3 clusters Score: Raw -28297817.159450 + Penalty 6070.008364 = -28291747.151086 nChanged 2164 SP:Iteration 18Q (6398.430000 sec): 3 clusters Score: Raw -28299466.148679 + Penalty 6070.008364 = -28293396.140315 nChanged 883 SP:Iteration 19Q (6399.490000 sec): 3 clusters Score: Raw -28300203.131675 + Penalty 6070.008364 = -28294133.123311 nChanged 379 SP:Iteration 20F (6400.620000 sec): 3 clusters Score: Raw -28300527.669548 + Penalty 6070.008364 = -28294457.661184 nChanged 211 SP:Iteration 21Q (6401.640000 sec): 3 clusters Score: Raw -28300714.899061 + Penalty 6070.008364 = -28294644.890696 nChanged 113 SP:Iteration 22Q (6402.670000 sec): 3 clusters Score: Raw -28300822.639432 + Penalty 6070.008364 = -28294752.631068 nChanged 74 SP:Iteration 23Q (6403.640000 sec): 3 clusters Score: Raw -28300899.591256 + Penalty 6070.008364 = -28294829.582892 nChanged 60 SP:Iteration 24Q (6404.790000 sec): 3 clusters Score: Raw -28300945.305669 + Penalty 6070.008364 = -28294875.297305 nChanged 36 SP:Iteration 25Q (6405.920000 sec): 3 clusters Score: Raw -28300983.178861 + Penalty 6070.008364 = -28294913.170496 nChanged 28 SP:Iteration 26Q (6407.000000 sec): 3 clusters Score: Raw -28301011.024297 + Penalty 6070.008364 = -28294941.015932 nChanged 29 SP:Iteration 27Q (6408.120000 sec): 3 clusters Score: Raw -28301038.691489 + Penalty 6070.008364 = -28294968.683125 nChanged 19 SP:Iteration 28Q (6409.180000 sec): 3 clusters Score: Raw -28301055.258933 + Penalty 6070.008364 = -28294985.250569 nChanged 16 SP:Iteration 29Q (6410.140000 sec): 3 clusters Score: Raw -28301065.622790 + Penalty 6070.008364 = -28294995.614426 nChanged 14 SP:Iteration 30Q (6411.160000 sec): 3 clusters Score: Raw -28301075.708202 + Penalty 6070.008364 = -28295005.699838 nChanged 8 SP:Iteration 31Q (6412.510000 sec): 3 clusters Score: Raw -28301080.587547 + Penalty 6070.008364 = -28295010.579183 nChanged 8 SP:Iteration 32Q (6413.840000 sec): 3 clusters Score: Raw -28301085.475214 + Penalty 6070.008364 = -28295015.466849 nChanged 8 SP:Iteration 33Q (6415.070000 sec): 3 clusters Score: Raw -28301090.983755 + Penalty 6070.008364 = -28295020.975391 nChanged 7 SP:Iteration 34Q (6416.370000 sec): 3 clusters Score: Raw -28301096.714159 + Penalty 6070.008364 = -28295026.705795 nChanged 5 SP:Iteration 35Q (6417.450000 sec): 3 clusters Score: Raw -28301101.766885 + Penalty 6070.008364 = -28295031.758521 nChanged 3 SP:Iteration 36Q (6418.730000 sec): 3 clusters Score: Raw -28301104.283848 + Penalty 6070.008364 = -28295034.275484 nChanged 2 SP:Iteration 37Q (6419.820000 sec): 3 clusters Score: Raw -28301105.811590 + Penalty 6070.008364 = -28295035.803226 nChanged 4 SP:Iteration 38Q (6420.910000 sec): 3 clusters Score: Raw -28301108.153220 + Penalty 6070.008364 = -28295038.144856 nChanged 3 SP:Iteration 39Q (6422.000000 sec): 3 clusters Score: Raw -28301110.268258 + Penalty 6070.008364 = -28295040.259894 nChanged 3 SP:Iteration 40F (6423.280000 sec): 3 clusters Score: Raw -28301112.464952 + Penalty 6070.008364 = -28295042.456587 nChanged 4 SP:Iteration 41Q (6424.490000 sec): 3 clusters Score: Raw -28301116.737041 + Penalty 6070.008364 = -28295046.728677 nChanged 5 SP:Iteration 42Q (6425.640000 sec): 3 clusters Score: Raw -28301120.877941 + Penalty 6070.008364 = -28295050.869577 nChanged 4 SP:Iteration 43Q (6426.700000 sec): 3 clusters Score: Raw -28301122.762502 + Penalty 6070.008364 = -28295052.754137 nChanged 5 SP:Iteration 44Q (6427.660000 sec): 3 clusters Score: Raw -28301127.401614 + Penalty 6070.008364 = -28295057.393250 nChanged 3 SP:Iteration 45Q (6428.780000 sec): 3 clusters Score: Raw -28301129.840587 + Penalty 6070.008364 = -28295059.832223 nChanged 3 SP:Iteration 46Q (6429.850000 sec): 3 clusters Score: Raw -28301131.997623 + Penalty 6070.008364 = -28295061.989259 nChanged 4 SP:Iteration 47Q (6430.960000 sec): 3 clusters Score: Raw -28301135.201863 + Penalty 6070.008364 = -28295065.193499 nChanged 7 SP:Iteration 48Q (6431.990000 sec): 3 clusters Score: Raw -28301139.390328 + Penalty 6070.008364 = -28295069.381964 nChanged 2 SP:Iteration 49Q (6433.080000 sec): 3 clusters Score: Raw -28301140.780133 + Penalty 6070.008364 = -28295070.771769 nChanged 2 SP:Iteration 50Q (6434.160000 sec): 3 clusters Score: Raw -28301141.626674 + Penalty 6070.008364 = -28295071.618310 nChanged 1 SP:Iteration 51Q (6435.330000 sec): 3 clusters Score: Raw -28301142.574851 + Penalty 6070.008364 = -28295072.566487 nChanged 1 SP:Iteration 52Q (6436.480000 sec): 3 clusters Score: Raw -28301143.050832 + Penalty 6070.008364 = -28295073.042468 nChanged 2 SP:Iteration 53Q (6437.500000 sec): 3 clusters Score: Raw -28301144.015858 + Penalty 6070.008364 = -28295074.007494 nChanged 0 SP:Iteration 54F (6438.700000 sec): 3 clusters Score: Raw -28301144.015858 + Penalty 6070.008364 = -28295074.007494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 14 (24599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.060000 sec): 2 clusters Score: Raw -3328258.155291 + Penalty 2507.394346 = -3325750.760945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.410000 sec): 3 clusters Score: Raw -3313698.199679 + Penalty 5014.788691 = -3308683.410987 nChanged 10861 SP:Iteration 1F (6439.710000 sec): 3 clusters Score: Raw -3319424.754690 + Penalty 5014.788691 = -3314409.965999 nChanged 1211 SP:Iteration 2Q (6440.020000 sec): 3 clusters Score: Raw -3319848.957101 + Penalty 5014.788691 = -3314834.168410 nChanged 1130 SP:Iteration 3Q (6440.330000 sec): 3 clusters Score: Raw -3320215.535103 + Penalty 5014.788691 = -3315200.746412 nChanged 935 SP:Iteration 4Q (6440.690000 sec): 3 clusters Score: Raw -3320497.778505 + Penalty 5014.788691 = -3315482.989813 nChanged 875 SP:Iteration 5Q (6441.070000 sec): 3 clusters Score: Raw -3320770.590249 + Penalty 5014.788691 = -3315755.801558 nChanged 848 SP:Iteration 6Q (6441.350000 sec): 3 clusters Score: Raw -3321054.715373 + Penalty 5014.788691 = -3316039.926682 nChanged 860 SP:Iteration 7Q (6441.660000 sec): 3 clusters Score: Raw -3321373.598506 + Penalty 5014.788691 = -3316358.809815 nChanged 918 SP:Iteration 8Q (6441.990000 sec): 3 clusters Score: Raw -3321768.435459 + Penalty 5014.788691 = -3316753.646767 nChanged 1009 SP:Iteration 9Q (6442.380000 sec): 3 clusters Score: Raw -3322253.569659 + Penalty 5014.788691 = -3317238.780968 nChanged 1090 SP:Iteration 10Q (6442.720000 sec): 3 clusters Score: Raw -3322851.447816 + Penalty 5014.788691 = -3317836.659125 nChanged 1179 SP:Iteration 11Q (6443.070000 sec): 3 clusters Score: Raw -3323593.292218 + Penalty 5014.788691 = -3318578.503527 nChanged 1205 SP:Iteration 12Q (6443.390000 sec): 3 clusters Score: Raw -3324493.116410 + Penalty 5014.788691 = -3319478.327719 nChanged 1178 SP:Iteration 13Q (6443.750000 sec): 3 clusters Score: Raw -3325549.969373 + Penalty 5014.788691 = -3320535.180682 nChanged 1014 SP:Iteration 14Q (6444.030000 sec): 3 clusters Score: Raw -3326570.057877 + Penalty 5014.788691 = -3321555.269186 nChanged 874 SP:Iteration 15Q (6444.350000 sec): 3 clusters Score: Raw -3327362.282493 + Penalty 5014.788691 = -3322347.493802 nChanged 664 SP:Iteration 16Q (6444.680000 sec): 3 clusters Score: Raw -3327904.923836 + Penalty 5014.788691 = -3322890.135145 nChanged 518 SP:Iteration 17Q (6444.970000 sec): 3 clusters Score: Raw -3328248.844939 + Penalty 5014.788691 = -3323234.056248 nChanged 383 SP:Iteration 18Q (6445.290000 sec): 3 clusters Score: Raw -3328483.722476 + Penalty 5014.788691 = -3323468.933785 nChanged 316 SP:Iteration 19Q (6445.600000 sec): 3 clusters Score: Raw -3328646.229380 + Penalty 5014.788691 = -3323631.440688 nChanged 232 SP:Iteration 20F (6445.940000 sec): 3 clusters Score: Raw -3328753.579794 + Penalty 5014.788691 = -3323738.791103 nChanged 175 SP:Iteration 21Q (6446.290000 sec): 3 clusters Score: Raw -3328818.446296 + Penalty 5014.788691 = -3323803.657605 nChanged 139 SP:Iteration 22Q (6446.600000 sec): 3 clusters Score: Raw -3328863.815584 + Penalty 5014.788691 = -3323849.026893 nChanged 115 SP:Iteration 23Q (6446.980000 sec): 3 clusters Score: Raw -3328898.643356 + Penalty 5014.788691 = -3323883.854665 nChanged 89 SP:Iteration 24Q (6447.290000 sec): 3 clusters Score: Raw -3328923.316702 + Penalty 5014.788691 = -3323908.528011 nChanged 76 SP:Iteration 25Q (6447.630000 sec): 3 clusters Score: Raw -3328944.745996 + Penalty 5014.788691 = -3323929.957305 nChanged 59 SP:Iteration 26Q (6447.980000 sec): 3 clusters Score: Raw -3328960.359907 + Penalty 5014.788691 = -3323945.571216 nChanged 47 SP:Iteration 27Q (6448.310000 sec): 3 clusters Score: Raw -3328972.127995 + Penalty 5014.788691 = -3323957.339303 nChanged 37 SP:Iteration 28Q (6448.670000 sec): 3 clusters Score: Raw -3328981.063435 + Penalty 5014.788691 = -3323966.274744 nChanged 41 SP:Iteration 29Q (6449.060000 sec): 3 clusters Score: Raw -3328989.964233 + Penalty 5014.788691 = -3323975.175541 nChanged 32 SP:Iteration 30Q (6449.370000 sec): 3 clusters Score: Raw -3328996.700672 + Penalty 5014.788691 = -3323981.911981 nChanged 24 SP:Iteration 31Q (6449.710000 sec): 3 clusters Score: Raw -3329001.166929 + Penalty 5014.788691 = -3323986.378238 nChanged 17 SP:Iteration 32Q (6450.060000 sec): 3 clusters Score: Raw -3329004.453136 + Penalty 5014.788691 = -3323989.664445 nChanged 12 SP:Iteration 33Q (6450.380000 sec): 3 clusters Score: Raw -3329007.076438 + Penalty 5014.788691 = -3323992.287747 nChanged 19 SP:Iteration 34Q (6450.650000 sec): 3 clusters Score: Raw -3329011.230911 + Penalty 5014.788691 = -3323996.442220 nChanged 20 SP:Iteration 35Q (6450.950000 sec): 3 clusters Score: Raw -3329016.455022 + Penalty 5014.788691 = -3324001.666331 nChanged 11 SP:Iteration 36Q (6451.260000 sec): 3 clusters Score: Raw -3329018.442629 + Penalty 5014.788691 = -3324003.653938 nChanged 11 SP:Iteration 37Q (6451.580000 sec): 3 clusters Score: Raw -3329021.075135 + Penalty 5014.788691 = -3324006.286444 nChanged 10 SP:Iteration 38Q (6451.890000 sec): 3 clusters Score: Raw -3329022.372362 + Penalty 5014.788691 = -3324007.583671 nChanged 3 SP:Iteration 39Q (6452.210000 sec): 3 clusters Score: Raw -3329023.015681 + Penalty 5014.788691 = -3324008.226990 nChanged 7 SP:Iteration 40F (6452.510000 sec): 3 clusters Score: Raw -3329024.247084 + Penalty 5014.788691 = -3324009.458393 nChanged 5 SP:Iteration 41Q (6452.820000 sec): 3 clusters Score: Raw -3329025.315609 + Penalty 5014.788691 = -3324010.526918 nChanged 6 SP:Iteration 42Q (6453.170000 sec): 3 clusters Score: Raw -3329026.543976 + Penalty 5014.788691 = -3324011.755284 nChanged 3 SP:Iteration 43Q (6453.460000 sec): 3 clusters Score: Raw -3329026.949434 + Penalty 5014.788691 = -3324012.160743 nChanged 4 SP:Iteration 44Q (6453.740000 sec): 3 clusters Score: Raw -3329027.339065 + Penalty 5014.788691 = -3324012.550373 nChanged 2 SP:Iteration 45Q (6454.060000 sec): 3 clusters Score: Raw -3329027.716924 + Penalty 5014.788691 = -3324012.928233 nChanged 2 SP:Iteration 46Q (6454.400000 sec): 3 clusters Score: Raw -3329028.051981 + Penalty 5014.788691 = -3324013.263290 nChanged 2 SP:Iteration 47Q (6454.750000 sec): 3 clusters Score: Raw -3329028.313580 + Penalty 5014.788691 = -3324013.524889 nChanged 2 SP:Iteration 48Q (6455.100000 sec): 3 clusters Score: Raw -3329028.654275 + Penalty 5014.788691 = -3324013.865584 nChanged 2 SP:Iteration 49Q (6455.420000 sec): 3 clusters Score: Raw -3329028.830721 + Penalty 5014.788691 = -3324014.042030 nChanged 1 SP:Iteration 50Q (6455.730000 sec): 3 clusters Score: Raw -3329028.872146 + Penalty 5014.788691 = -3324014.083455 nChanged 2 SP:Iteration 51Q (6456.090000 sec): 3 clusters Score: Raw -3329028.999206 + Penalty 5014.788691 = -3324014.210515 nChanged 2 SP:Iteration 52Q (6456.400000 sec): 3 clusters Score: Raw -3329029.400302 + Penalty 5014.788691 = -3324014.611611 nChanged 3 SP:Iteration 53Q (6456.680000 sec): 3 clusters Score: Raw -3329029.973819 + Penalty 5014.788691 = -3324015.185128 nChanged 4 SP:Iteration 54Q (6456.980000 sec): 3 clusters Score: Raw -3329030.453944 + Penalty 5014.788691 = -3324015.665253 nChanged 6 SP:Iteration 55Q (6457.260000 sec): 3 clusters Score: Raw -3329031.451927 + Penalty 5014.788691 = -3324016.663236 nChanged 3 SP:Iteration 56Q (6457.620000 sec): 3 clusters Score: Raw -3329032.001970 + Penalty 5014.788691 = -3324017.213279 nChanged 3 SP:Iteration 57Q (6457.930000 sec): 3 clusters Score: Raw -3329032.306532 + Penalty 5014.788691 = -3324017.517841 nChanged 2 SP:Iteration 58Q (6458.240000 sec): 3 clusters Score: Raw -3329032.838054 + Penalty 5014.788691 = -3324018.049362 nChanged 3 SP:Iteration 59Q (6458.560000 sec): 3 clusters Score: Raw -3329033.178739 + Penalty 5014.788691 = -3324018.390048 nChanged 1 SP:Iteration 60F (6458.920000 sec): 3 clusters Score: Raw -3329033.535605 + Penalty 5014.788691 = -3324018.746913 nChanged 2 SP:Iteration 61Q (6459.220000 sec): 3 clusters Score: Raw -3329033.816632 + Penalty 5014.788691 = -3324019.027941 nChanged 3 SP:Iteration 62Q (6459.590000 sec): 3 clusters Score: Raw -3329034.557767 + Penalty 5014.788691 = -3324019.769076 nChanged 3 SP:Iteration 63Q (6459.900000 sec): 3 clusters Score: Raw -3329034.932678 + Penalty 5014.788691 = -3324020.143987 nChanged 0 SP:Iteration 64F (6460.240000 sec): 3 clusters Score: Raw -3329034.932678 + Penalty 5014.788691 = -3324020.143987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6460.360000 sec): 2 clusters Score: Raw -52097.683215 + Penalty 1485.883208 = -50611.800007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6460.560000 sec): 3 clusters Score: Raw -52159.943091 + Penalty 2971.766415 = -49188.176675 nChanged 57 SP:Iteration 1F (6460.760000 sec): 3 clusters Score: Raw -52273.725296 + Penalty 2971.766415 = -49301.958881 nChanged 12 SP:Iteration 2Q (6460.940000 sec): 3 clusters Score: Raw -52301.235184 + Penalty 2971.766415 = -49329.468769 nChanged 4 SP:Iteration 3Q (6461.130000 sec): 3 clusters Score: Raw -52310.981891 + Penalty 2971.766415 = -49339.215475 nChanged 2 SP:Iteration 4Q (6461.310000 sec): 3 clusters Score: Raw -52315.511022 + Penalty 2971.766415 = -49343.744606 nChanged 2 SP:Iteration 5Q (6461.510000 sec): 3 clusters Score: Raw -52319.201221 + Penalty 2971.766415 = -49347.434806 nChanged 3 SP:Iteration 6Q (6461.710000 sec): 3 clusters Score: Raw -52327.988364 + Penalty 2971.766415 = -49356.221949 nChanged 0 SP:Iteration 7F (6461.900000 sec): 3 clusters Score: Raw -52327.988364 + Penalty 2971.766415 = -49356.221949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6462.000000 sec): 2 clusters Score: Raw -18137.152005 + Penalty 1261.723891 = -16875.428113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6462.170000 sec): 3 clusters Score: Raw -18537.230291 + Penalty 2523.447782 = -16013.782509 nChanged 10 SP:Iteration 1F (6462.340000 sec): 3 clusters Score: Raw -18590.537072 + Penalty 2523.447782 = -16067.089290 nChanged 1 SP:Iteration 2Q (6462.530000 sec): 3 clusters Score: Raw -18596.007869 + Penalty 2523.447782 = -16072.560086 nChanged 1 SP:Iteration 3Q (6462.740000 sec): 3 clusters Score: Raw -18602.192904 + Penalty 2523.447782 = -16078.745122 nChanged 0 SP:Iteration 4F (6462.920000 sec): 3 clusters Score: Raw -18602.192904 + Penalty 2523.447782 = -16078.745122 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 17 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6463.020000 sec): 2 clusters Score: Raw -21891.415184 + Penalty 1318.893758 = -20572.521426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6463.200000 sec): 3 clusters Score: Raw -22159.288936 + Penalty 2637.787517 = -19521.501419 nChanged 24 SP:Iteration 1F (6463.370000 sec): 3 clusters Score: Raw -22449.164950 + Penalty 2637.787517 = -19811.377433 nChanged 10 SP:Iteration 2Q (6463.570000 sec): 3 clusters Score: Raw -22603.557776 + Penalty 2637.787517 = -19965.770259 nChanged 1 SP:Iteration 3Q (6463.760000 sec): 3 clusters Score: Raw -22614.442992 + Penalty 2637.787517 = -19976.655475 nChanged 1 SP:Iteration 4Q (6463.990000 sec): 3 clusters Score: Raw -22620.108690 + Penalty 2637.787517 = -19982.321173 nChanged 0 SP:Iteration 5F (6464.180000 sec): 3 clusters Score: Raw -22620.108690 + Penalty 2637.787517 = -19982.321173 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 18 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6464.260000 sec): 2 clusters Score: Raw -26647.403309 + Penalty 1327.260817 = -25320.142492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6464.470000 sec): 3 clusters Score: Raw -26810.299337 + Penalty 2654.521634 = -24155.777703 nChanged 17 SP:Iteration 1F (6464.680000 sec): 3 clusters Score: Raw -26888.062597 + Penalty 2654.521634 = -24233.540963 nChanged 4 SP:Iteration 2Q (6464.870000 sec): 3 clusters Score: Raw -26918.846696 + Penalty 2654.521634 = -24264.325062 nChanged 1 SP:Iteration 3Q (6465.040000 sec): 3 clusters Score: Raw -26922.985495 + Penalty 2654.521634 = -24268.463860 nChanged 1 SP:Iteration 4Q (6465.200000 sec): 3 clusters Score: Raw -26926.763686 + Penalty 2654.521634 = -24272.242052 nChanged 0 SP:Iteration 5F (6465.390000 sec): 3 clusters Score: Raw -26926.763686 + Penalty 2654.521634 = -24272.242052 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 19 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6465.450000 sec): 2 clusters Score: Raw -71820.706812 + Penalty 1552.376203 = -70268.330609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6465.610000 sec): 3 clusters Score: Raw -71831.206488 + Penalty 3104.752406 = -68726.454082 nChanged 85 SP:Iteration 1F (6465.780000 sec): 3 clusters Score: Raw -71981.643512 + Penalty 3104.752406 = -68876.891106 nChanged 19 SP:Iteration 2Q (6465.950000 sec): 3 clusters Score: Raw -72017.779184 + Penalty 3104.752406 = -68913.026778 nChanged 5 SP:Iteration 3Q (6466.110000 sec): 3 clusters Score: Raw -72031.835491 + Penalty 3104.752406 = -68927.083085 nChanged 7 SP:Iteration 4Q (6466.270000 sec): 3 clusters Score: Raw -72044.038115 + Penalty 3104.752406 = -68939.285708 nChanged 4 SP:Iteration 5Q (6466.470000 sec): 3 clusters Score: Raw -72054.703164 + Penalty 3104.752406 = -68949.950758 nChanged 2 SP:Iteration 6Q (6466.670000 sec): 3 clusters Score: Raw -72060.626170 + Penalty 3104.752406 = -68955.873764 nChanged 2 SP:Iteration 7Q (6466.810000 sec): 3 clusters Score: Raw -72066.756227 + Penalty 3104.752406 = -68962.003821 nChanged 2 SP:Iteration 8Q (6467.000000 sec): 3 clusters Score: Raw -72071.818615 + Penalty 3104.752406 = -68967.066209 nChanged 1 SP:Iteration 9Q (6467.150000 sec): 3 clusters Score: Raw -72073.694773 + Penalty 3104.752406 = -68968.942367 nChanged 1 SP:Iteration 10Q (6467.320000 sec): 3 clusters Score: Raw -72076.237145 + Penalty 3104.752406 = -68971.484739 nChanged 0 SP:Iteration 11F (6467.510000 sec): 3 clusters Score: Raw -72076.237145 + Penalty 3104.752406 = -68971.484739 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 20 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6467.580000 sec): 2 clusters Score: Raw -82383.311071 + Penalty 1586.024876 = -80797.286195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6467.730000 sec): 3 clusters Score: Raw -82323.455877 + Penalty 3172.049753 = -79151.406124 nChanged 107 SP:Iteration 1F (6467.900000 sec): 3 clusters Score: Raw -82493.524523 + Penalty 3172.049753 = -79321.474771 nChanged 22 SP:Iteration 2Q (6468.070000 sec): 3 clusters Score: Raw -82542.787280 + Penalty 3172.049753 = -79370.737528 nChanged 15 SP:Iteration 3Q (6468.230000 sec): 3 clusters Score: Raw -82578.904704 + Penalty 3172.049753 = -79406.854952 nChanged 12 SP:Iteration 4Q (6468.370000 sec): 3 clusters Score: Raw -82606.403005 + Penalty 3172.049753 = -79434.353252 nChanged 7 SP:Iteration 5Q (6468.530000 sec): 3 clusters Score: Raw -82621.847284 + Penalty 3172.049753 = -79449.797531 nChanged 3 SP:Iteration 6Q (6468.700000 sec): 3 clusters Score: Raw -82626.573053 + Penalty 3172.049753 = -79454.523301 nChanged 2 SP:Iteration 7Q (6468.910000 sec): 3 clusters Score: Raw -82632.537447 + Penalty 3172.049753 = -79460.487694 nChanged 2 SP:Iteration 8Q (6469.110000 sec): 3 clusters Score: Raw -82640.288652 + Penalty 3172.049753 = -79468.238900 nChanged 3 SP:Iteration 9Q (6469.290000 sec): 3 clusters Score: Raw -82646.223726 + Penalty 3172.049753 = -79474.173974 nChanged 4 SP:Iteration 10Q (6469.440000 sec): 3 clusters Score: Raw -82655.098600 + Penalty 3172.049753 = -79483.048848 nChanged 4 SP:Iteration 11Q (6469.630000 sec): 3 clusters Score: Raw -82665.252862 + Penalty 3172.049753 = -79493.203109 nChanged 3 SP:Iteration 12Q (6469.770000 sec): 3 clusters Score: Raw -82670.284245 + Penalty 3172.049753 = -79498.234492 nChanged 1 SP:Iteration 13Q (6469.920000 sec): 3 clusters Score: Raw -82672.275663 + Penalty 3172.049753 = -79500.225910 nChanged 0 SP:Iteration 14F (6470.090000 sec): 3 clusters Score: Raw -82672.275663 + Penalty 3172.049753 = -79500.225910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 21 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6470.200000 sec): 2 clusters Score: Raw -20689.490194 + Penalty 1306.428823 = -19383.061370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6470.380000 sec): 3 clusters Score: Raw -21071.718040 + Penalty 2612.857647 = -18458.860393 nChanged 22 SP:Iteration 1F (6470.540000 sec): 3 clusters Score: Raw -21242.489569 + Penalty 2612.857647 = -18629.631922 nChanged 14 SP:Iteration 2F (6470.780000 sec): 3 clusters Score: Raw -21360.174261 + Penalty 2612.857647 = -18747.316614 nChanged 7 SP:Iteration 3Q (6470.940000 sec): 3 clusters Score: Raw -21497.123820 + Penalty 2612.857647 = -18884.266173 nChanged 7 SP:Iteration 4Q (6471.080000 sec): 3 clusters Score: Raw -21629.324803 + Penalty 2612.857647 = -19016.467156 nChanged 2 SP:Iteration 5Q (6471.270000 sec): 3 clusters Score: Raw -21692.317160 + Penalty 2612.857647 = -19079.459513 nChanged 1 SP:Iteration 6Q (6471.410000 sec): 3 clusters Score: Raw -21704.860347 + Penalty 2612.857647 = -19092.002700 nChanged 2 SP:Iteration 7Q (6471.600000 sec): 3 clusters Score: Raw -21738.656916 + Penalty 2612.857647 = -19125.799269 nChanged 2 SP:Iteration 8Q (6471.740000 sec): 3 clusters Score: Raw -21768.391282 + Penalty 2612.857647 = -19155.533635 nChanged 2 SP:Iteration 9Q (6471.930000 sec): 3 clusters Score: Raw -21806.349464 + Penalty 2612.857647 = -19193.491817 nChanged 1 SP:Iteration 10Q (6472.150000 sec): 3 clusters Score: Raw -21823.720270 + Penalty 2612.857647 = -19210.862623 nChanged 0 SP:Iteration 11F (6472.290000 sec): 3 clusters Score: Raw -21825.654782 + Penalty 2612.857647 = -19212.797135 nChanged 1 SP:Iteration 12Q (6472.520000 sec): 3 clusters Score: Raw -21874.549553 + Penalty 2612.857647 = -19261.691907 nChanged 1 SP:Iteration 13Q (6472.680000 sec): 3 clusters Score: Raw -21885.633188 + Penalty 2612.857647 = -19272.775541 nChanged 0 SP:Iteration 14F (6472.880000 sec): 3 clusters Score: Raw -21885.633188 + Penalty 2612.857647 = -19272.775541 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 22 (2195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6472.980000 sec): 2 clusters Score: Raw -288209.916187 + Penalty 1908.096457 = -286301.819730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6473.180000 sec): 3 clusters Score: Raw -287330.919261 + Penalty 3816.192913 = -283514.726348 nChanged 750 SP:Iteration 1F (6473.380000 sec): 3 clusters Score: Raw -287926.475762 + Penalty 3816.192913 = -284110.282848 nChanged 204 SP:Iteration 2F (6473.580000 sec): 3 clusters Score: Raw -288123.986233 + Penalty 3816.192913 = -284307.793319 nChanged 117 SP:Iteration 3F (6473.850000 sec): 3 clusters Score: Raw -288259.620506 + Penalty 3816.192913 = -284443.427593 nChanged 93 SP:Iteration 4Q (6474.040000 sec): 3 clusters Score: Raw -288364.738787 + Penalty 3816.192913 = -284548.545874 nChanged 103 SP:Iteration 5Q (6474.280000 sec): 3 clusters Score: Raw -288493.266083 + Penalty 3816.192913 = -284677.073170 nChanged 108 SP:Iteration 6Q (6474.490000 sec): 3 clusters Score: Raw -288610.138578 + Penalty 3816.192913 = -284793.945665 nChanged 81 SP:Iteration 7Q (6474.680000 sec): 3 clusters Score: Raw -288702.041631 + Penalty 3816.192913 = -284885.848717 nChanged 67 SP:Iteration 8Q (6474.910000 sec): 3 clusters Score: Raw -288781.958905 + Penalty 3816.192913 = -284965.765991 nChanged 67 SP:Iteration 9Q (6475.100000 sec): 3 clusters Score: Raw -288844.907936 + Penalty 3816.192913 = -285028.715023 nChanged 41 SP:Iteration 10Q (6475.320000 sec): 3 clusters Score: Raw -288882.409035 + Penalty 3816.192913 = -285066.216122 nChanged 26 SP:Iteration 11Q (6475.510000 sec): 3 clusters Score: Raw -288909.893125 + Penalty 3816.192913 = -285093.700212 nChanged 26 SP:Iteration 12Q (6475.680000 sec): 3 clusters Score: Raw -288932.280068 + Penalty 3816.192913 = -285116.087154 nChanged 12 SP:Iteration 13Q (6475.900000 sec): 3 clusters Score: Raw -288941.726691 + Penalty 3816.192913 = -285125.533778 nChanged 13 SP:Iteration 14Q (6476.150000 sec): 3 clusters Score: Raw -288949.642062 + Penalty 3816.192913 = -285133.449148 nChanged 8 SP:Iteration 15Q (6476.300000 sec): 3 clusters Score: Raw -288958.628239 + Penalty 3816.192913 = -285142.435326 nChanged 6 SP:Iteration 16Q (6476.540000 sec): 3 clusters Score: Raw -288963.947920 + Penalty 3816.192913 = -285147.755007 nChanged 6 SP:Iteration 17Q (6476.720000 sec): 3 clusters Score: Raw -288968.505646 + Penalty 3816.192913 = -285152.312732 nChanged 5 SP:Iteration 18Q (6476.880000 sec): 3 clusters Score: Raw -288972.166377 + Penalty 3816.192913 = -285155.973463 nChanged 5 SP:Iteration 19Q (6477.080000 sec): 3 clusters Score: Raw -288975.742860 + Penalty 3816.192913 = -285159.549947 nChanged 4 SP:Iteration 20F (6477.220000 sec): 3 clusters Score: Raw -288977.890668 + Penalty 3816.192913 = -285161.697754 nChanged 3 SP:Iteration 21Q (6477.370000 sec): 3 clusters Score: Raw -288980.790693 + Penalty 3816.192913 = -285164.597779 nChanged 0 SP:Iteration 22F (6477.580000 sec): 3 clusters Score: Raw -288980.790693 + Penalty 3816.192913 = -285164.597779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 23 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6477.620000 sec): 2 clusters Score: Raw -32349.511605 + Penalty 1348.643669 = -31000.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6477.830000 sec): 3 clusters Score: Raw -32519.413136 + Penalty 2697.287337 = -29822.125799 nChanged 12 SP:Iteration 1F (6477.980000 sec): 3 clusters Score: Raw -32578.155541 + Penalty 2697.287337 = -29880.868204 nChanged 1 SP:Iteration 2Q (6478.140000 sec): 3 clusters Score: Raw -32582.326780 + Penalty 2697.287337 = -29885.039443 nChanged 0 SP:Iteration 3F (6478.330000 sec): 3 clusters Score: Raw -32582.326780 + Penalty 2697.287337 = -29885.039443 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 24 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6478.400000 sec): 2 clusters Score: Raw -20033.272062 + Penalty 1290.593658 = -18742.678404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6478.540000 sec): 3 clusters Score: Raw -20499.093588 + Penalty 2581.187317 = -17917.906272 nChanged 31 SP:Iteration 1F (6478.720000 sec): 3 clusters Score: Raw -20716.721139 + Penalty 2581.187317 = -18135.533822 nChanged 10 SP:Iteration 2F (6478.930000 sec): 3 clusters Score: Raw -20833.450567 + Penalty 2581.187317 = -18252.263250 nChanged 4 SP:Iteration 3Q (6479.140000 sec): 3 clusters Score: Raw -20871.558221 + Penalty 2581.187317 = -18290.370904 nChanged 1 SP:Iteration 4Q (6479.340000 sec): 3 clusters Score: Raw -20875.408820 + Penalty 2581.187317 = -18294.221504 nChanged 0 SP:Iteration 5F (6479.490000 sec): 3 clusters Score: Raw -20875.408820 + Penalty 2581.187317 = -18294.221504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 25 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6479.610000 sec): 2 clusters Score: Raw -15880.941757 + Penalty 1183.129787 = -14697.811971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6479.810000 sec): 3 clusters Score: Raw -16128.467753 + Penalty 2366.259574 = -13762.208179 nChanged 1 SP:Iteration 1Q (6480.050000 sec): 3 clusters Score: Raw -16137.291011 + Penalty 2366.259574 = -13771.031437 nChanged 0 SP:Iteration 2F (6480.240000 sec): 3 clusters Score: Raw -16137.291011 + Penalty 2366.259574 = -13771.031437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 26 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6480.340000 sec): 2 clusters Score: Raw -66563.893417 + Penalty 1539.730326 = -65024.163090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6480.550000 sec): 3 clusters Score: Raw -66565.624345 + Penalty 3079.460653 = -63486.163692 nChanged 84 SP:Iteration 1F (6480.710000 sec): 3 clusters Score: Raw -66772.500659 + Penalty 3079.460653 = -63693.040006 nChanged 35 SP:Iteration 2F (6480.920000 sec): 3 clusters Score: Raw -66869.599648 + Penalty 3079.460653 = -63790.138995 nChanged 19 SP:Iteration 3Q (6481.110000 sec): 3 clusters Score: Raw -66986.112031 + Penalty 3079.460653 = -63906.651378 nChanged 14 SP:Iteration 4Q (6481.290000 sec): 3 clusters Score: Raw -67049.312015 + Penalty 3079.460653 = -63969.851362 nChanged 7 SP:Iteration 5Q (6481.480000 sec): 3 clusters Score: Raw -67074.079512 + Penalty 3079.460653 = -63994.618859 nChanged 10 SP:Iteration 6Q (6481.630000 sec): 3 clusters Score: Raw -67102.287585 + Penalty 3079.460653 = -64022.826932 nChanged 6 SP:Iteration 7Q (6481.870000 sec): 3 clusters Score: Raw -67115.696808 + Penalty 3079.460653 = -64036.236155 nChanged 4 SP:Iteration 8Q (6482.020000 sec): 3 clusters Score: Raw -67125.110036 + Penalty 3079.460653 = -64045.649383 nChanged 3 SP:Iteration 9Q (6482.230000 sec): 3 clusters Score: Raw -67132.683887 + Penalty 3079.460653 = -64053.223234 nChanged 1 SP:Iteration 10Q (6482.450000 sec): 3 clusters Score: Raw -67136.758171 + Penalty 3079.460653 = -64057.297518 nChanged 4 SP:Iteration 11Q (6482.640000 sec): 3 clusters Score: Raw -67145.132567 + Penalty 3079.460653 = -64065.671914 nChanged 4 SP:Iteration 12Q (6482.810000 sec): 3 clusters Score: Raw -67171.301721 + Penalty 3079.460653 = -64091.841068 nChanged 4 SP:Iteration 13Q (6483.030000 sec): 3 clusters Score: Raw -67211.929741 + Penalty 3079.460653 = -64132.469088 nChanged 8 SP:Iteration 14Q (6483.210000 sec): 3 clusters Score: Raw -67239.247734 + Penalty 3079.460653 = -64159.787081 nChanged 3 SP:Iteration 15Q (6483.410000 sec): 3 clusters Score: Raw -67243.878740 + Penalty 3079.460653 = -64164.418087 nChanged 2 SP:Iteration 16Q (6483.620000 sec): 3 clusters Score: Raw -67255.257752 + Penalty 3079.460653 = -64175.797100 nChanged 1 SP:Iteration 17Q (6483.800000 sec): 3 clusters Score: Raw -67257.499496 + Penalty 3079.460653 = -64178.038843 nChanged 0 SP:Iteration 18F (6483.940000 sec): 3 clusters Score: Raw -67257.499496 + Penalty 3079.460653 = -64178.038843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 27 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6484.040000 sec): 2 clusters Score: Raw -91382.273883 + Penalty 1608.567876 = -89773.706007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6484.280000 sec): 3 clusters Score: Raw -91319.901019 + Penalty 3217.135751 = -88102.765268 nChanged 135 SP:Iteration 1F (6484.480000 sec): 3 clusters Score: Raw -91539.626978 + Penalty 3217.135751 = -88322.491227 nChanged 35 SP:Iteration 2F (6484.630000 sec): 3 clusters Score: Raw -91599.693068 + Penalty 3217.135751 = -88382.557317 nChanged 12 SP:Iteration 3Q (6484.810000 sec): 3 clusters Score: Raw -91616.910020 + Penalty 3217.135751 = -88399.774268 nChanged 9 SP:Iteration 4Q (6485.000000 sec): 3 clusters Score: Raw -91633.276973 + Penalty 3217.135751 = -88416.141222 nChanged 5 SP:Iteration 5Q (6485.180000 sec): 3 clusters Score: Raw -91641.560160 + Penalty 3217.135751 = -88424.424409 nChanged 4 SP:Iteration 6Q (6485.370000 sec): 3 clusters Score: Raw -91645.901335 + Penalty 3217.135751 = -88428.765584 nChanged 0 SP:Iteration 7F (6485.580000 sec): 3 clusters Score: Raw -91645.901335 + Penalty 3217.135751 = -88428.765584 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 28 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6485.640000 sec): 2 clusters Score: Raw -19350.387559 + Penalty 1267.772972 = -18082.614588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6485.820000 sec): 3 clusters Score: Raw -19571.930722 + Penalty 2535.545943 = -17036.384779 nChanged 12 SP:Iteration 1F (6486.040000 sec): 3 clusters Score: Raw -19632.887944 + Penalty 2535.545943 = -17097.342001 nChanged 3 SP:Iteration 2Q (6486.210000 sec): 3 clusters Score: Raw -19659.006097 + Penalty 2535.545943 = -17123.460154 nChanged 1 SP:Iteration 3Q (6486.380000 sec): 3 clusters Score: Raw -19669.381601 + Penalty 2535.545943 = -17133.835658 nChanged 0 SP:Iteration 4F (6486.530000 sec): 3 clusters Score: Raw -19669.381601 + Penalty 2535.545943 = -17133.835658 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 29 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6486.600000 sec): 2 clusters Score: Raw -10221.625493 + Penalty 1165.719131 = -9055.906362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6486.740000 sec): 3 clusters Score: Raw -10599.730040 + Penalty 2331.438261 = -8268.291778 nChanged 4 SP:Iteration 1Q (6486.900000 sec): 3 clusters Score: Raw -10665.781112 + Penalty 2331.438261 = -8334.342851 nChanged 2 SP:Iteration 2Q (6487.180000 sec): 3 clusters Score: Raw -10691.586078 + Penalty 2331.438261 = -8360.147817 nChanged 0 SP:Iteration 3F (6487.410000 sec): 3 clusters Score: Raw -10691.586078 + Penalty 2331.438261 = -8360.147817 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 30 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6487.470000 sec): 2 clusters Score: Raw -21994.699635 + Penalty 1308.972435 = -20685.727199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6487.650000 sec): 3 clusters Score: Raw -22192.759657 + Penalty 2617.944871 = -19574.814786 nChanged 18 SP:Iteration 1F (6487.820000 sec): 3 clusters Score: Raw -22308.964914 + Penalty 2617.944871 = -19691.020043 nChanged 4 SP:Iteration 2Q (6487.970000 sec): 3 clusters Score: Raw -22329.050699 + Penalty 2617.944871 = -19711.105828 nChanged 2 SP:Iteration 3Q (6488.210000 sec): 3 clusters Score: Raw -22342.478925 + Penalty 2617.944871 = -19724.534054 nChanged 1 SP:Iteration 4Q (6488.410000 sec): 3 clusters Score: Raw -22347.666595 + Penalty 2617.944871 = -19729.721724 nChanged 1 SP:Iteration 5Q (6488.610000 sec): 3 clusters Score: Raw -22350.999768 + Penalty 2617.944871 = -19733.054897 nChanged 0 SP:Iteration 6F (6488.840000 sec): 3 clusters Score: Raw -22350.999768 + Penalty 2617.944871 = -19733.054897 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 31 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6488.940000 sec): 2 clusters Score: Raw -14747.928466 + Penalty 1197.421807 = -13550.506659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.110000 sec): 3 clusters Score: Raw -15014.450365 + Penalty 2394.843614 = -12619.606751 nChanged 4 SP:Iteration 1Q (6489.280000 sec): 3 clusters Score: Raw -15043.594981 + Penalty 2394.843614 = -12648.751367 nChanged 2 SP:Iteration 2Q (6489.430000 sec): 3 clusters Score: Raw -15066.358591 + Penalty 2394.843614 = -12671.514977 nChanged 0 SP:Iteration 3F (6489.610000 sec): 3 clusters Score: Raw -15066.358591 + Penalty 2394.843614 = -12671.514977 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 32 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6489.710000 sec): 2 clusters Score: Raw -48205.269385 + Penalty 1484.640097 = -46720.629288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.940000 sec): 3 clusters Score: Raw -48382.862404 + Penalty 2969.280195 = -45413.582209 nChanged 67 SP:Iteration 1F (6490.150000 sec): 3 clusters Score: Raw -48558.661962 + Penalty 2969.280195 = -45589.381767 nChanged 11 SP:Iteration 2Q (6490.300000 sec): 3 clusters Score: Raw -48606.385821 + Penalty 2969.280195 = -45637.105626 nChanged 8 SP:Iteration 3Q (6490.550000 sec): 3 clusters Score: Raw -48661.688234 + Penalty 2969.280195 = -45692.408040 nChanged 2 SP:Iteration 4Q (6490.690000 sec): 3 clusters Score: Raw -48665.580843 + Penalty 2969.280195 = -45696.300648 nChanged 0 SP:Iteration 5F (6490.940000 sec): 3 clusters Score: Raw -48665.580843 + Penalty 2969.280195 = -45696.300648 nChanged 0 Memory request: 0.00 GB would take us to total of 2.01 GB. Trying to split cluster 33 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6491.050000 sec): 2 clusters Score: Raw -16771.245021 + Penalty 1267.772972 = -15503.472049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6491.210000 sec): 3 clusters Score: Raw -17146.340805 + Penalty 2535.545943 = -14610.794862 nChanged 13 SP:Iteration 1F (6491.410000 sec): 3 clusters Score: Raw -17243.544568 + Penalty 2535.545943 = -14707.998625 nChanged 6 SP:Iteration 2Q (6491.600000 sec): 3 clusters Score: Raw -17307.705204 + Penalty 2535.545943 = -14772.159261 nChanged 3 SP:Iteration 3Q (6491.840000 sec): 3 clusters Score: Raw -17318.775304 + Penalty 2535.545943 = -14783.229361 nChanged 2 SP:Iteration 4Q (6492.000000 sec): 3 clusters Score: Raw -17335.499189 + Penalty 2535.545943 = -14799.953246 nChanged 3 SP:Iteration 5Q (6492.190000 sec): 3 clusters Score: Raw -17364.309900 + Penalty 2535.545943 = -14828.763957 nChanged 1 SP:Iteration 6Q (6492.310000 sec): 3 clusters Score: Raw -17385.189049 + Penalty 2535.545943 = -14849.643106 nChanged 2 SP:Iteration 7Q (6492.470000 sec): 3 clusters Score: Raw -17429.214729 + Penalty 2535.545943 = -14893.668786 nChanged 2 SP:Iteration 8Q (6492.650000 sec): 3 clusters Score: Raw -17443.513240 + Penalty 2535.545943 = -14907.967297 nChanged 1 SP:Iteration 9Q (6492.820000 sec): 3 clusters Score: Raw -17453.407672 + Penalty 2535.545943 = -14917.861729 nChanged 1 SP:Iteration 10Q (6493.030000 sec): 3 clusters Score: Raw -17465.525515 + Penalty 2535.545943 = -14929.979572 nChanged 2 SP:Iteration 11Q (6493.210000 sec): 3 clusters Score: Raw -17481.204361 + Penalty 2535.545943 = -14945.658418 nChanged 0 SP:Iteration 12F (6493.370000 sec): 3 clusters Score: Raw -17481.204361 + Penalty 2535.545943 = -14945.658418 nChanged 0 ------ Evaluating fit on full set of 805981 points ------ Score: Raw -108897957.004178 + Penalty 111300.889627 = -108786656.114552 Time taken for this iteration:4027.050000 seconds. 21->34 Clusters: Score -108786656.114552, best is -108718116.067544 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 7468 (time per iteration =320.406996 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 291521281500.000000 (time per metric unit =8.207975ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8745638445000.000000 (time per metric unit=273.599173ps) That took 2392.799444 seconds.