warning: commands will be executed using /bin/sh job 3508 at Fri Jul 31 09:45:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150328/YutaMouse32-150328 ElecNo 1 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 3.29 and 4.93 GB of RAM. Memory request: 1.64 GB would take us to total of 1.64 GB. ---------------------------------------------------------- Loaded 881900 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.55 GB would take us to total of 2.19 GB. ------ Running on subset of 293966 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 6 (809 points): Lose 176.204987 but Gain 3122.622410 Iteration 0F (29.950000 sec): 19 clusters Score: Raw -36362858.372325 + Penalty 56207.203372 = -36306651.168953 nChanged 278198 Deleting Class 5 (322 points): Lose 430.316440 but Gain 3122.622410 Iteration 1F (44.590000 sec): 18 clusters Score: Raw -40106481.971474 + Penalty 53084.580962 = -40053397.390511 nChanged 97929 Deleting Class 3 (716 points): Lose 2437.079554 but Gain 3122.622410 Iteration 2F (57.940000 sec): 17 clusters Score: Raw -40406974.803673 + Penalty 49961.958553 = -40357012.845120 nChanged 45598 Iteration 3F (68.930000 sec): 17 clusters Score: Raw -40518796.906459 + Penalty 49961.958553 = -40468834.947907 nChanged 28493 Iteration 4F (81.070000 sec): 17 clusters Score: Raw -40584018.658947 + Penalty 49961.958553 = -40534056.700394 nChanged 19100 Iteration 5F (94.020000 sec): 17 clusters Score: Raw -40629523.469146 + Penalty 49961.958553 = -40579561.510593 nChanged 14550 Iteration 6Q (102.250000 sec): 17 clusters Score: Raw -40651717.499180 + Penalty 49961.958553 = -40601755.540627 nChanged 11661 Iteration 7Q (112.530000 sec): 17 clusters Score: Raw -40661933.014917 + Penalty 49961.958553 = -40611971.056364 nChanged 9345 Deleting Class 14 (2481 points): Lose 2899.719901 but Gain 3122.622410 Iteration 8Q (120.450000 sec): 16 clusters Score: Raw -40665281.430040 + Penalty 46839.336143 = -40618442.093897 nChanged 9554 Iteration 9Q (128.930000 sec): 16 clusters Score: Raw -40672827.715895 + Penalty 46839.336143 = -40625988.379751 nChanged 5251 Iteration 10Q (136.280000 sec): 16 clusters Score: Raw -40674845.794416 + Penalty 46839.336143 = -40628006.458273 nChanged 3882 Iteration 11Q (144.390000 sec): 16 clusters Score: Raw -40675964.203022 + Penalty 46839.336143 = -40629124.866878 nChanged 2867 Iteration 12Q (151.500000 sec): 16 clusters Score: Raw -40676654.234773 + Penalty 46839.336143 = -40629814.898630 nChanged 2277 Iteration 13Q (159.130000 sec): 16 clusters Score: Raw -40677112.353802 + Penalty 46839.336143 = -40630273.017658 nChanged 1734 Iteration 14Q (168.050000 sec): 16 clusters Score: Raw -40677406.695782 + Penalty 46839.336143 = -40630567.359639 nChanged 1320 Iteration 15Q (176.090000 sec): 16 clusters Score: Raw -40677595.302346 + Penalty 46839.336143 = -40630755.966203 nChanged 1058 Iteration 16Q (184.940000 sec): 16 clusters Score: Raw -40677729.034503 + Penalty 46839.336143 = -40630889.698360 nChanged 846 Iteration 17Q (194.710000 sec): 16 clusters Score: Raw -40677809.836622 + Penalty 46839.336143 = -40630970.500479 nChanged 664 Iteration 18Q (204.310000 sec): 16 clusters Score: Raw -40677861.875422 + Penalty 46839.336143 = -40631022.539279 nChanged 489 Iteration 19Q (212.460000 sec): 16 clusters Score: Raw -40677895.546118 + Penalty 46839.336143 = -40631056.209974 nChanged 422 Writing temp clu file Because OldScore, -40631022.539279, is greater than current (better) Score,-40631056.209974 Compute initial score before splitting: Score: Raw -40677895.546118 + Penalty 46839.336143 = -40631056.209974 Memory request: 0.01 GB would take us to total of 2.20 GB. Trying to split cluster 1 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.590000 sec): 2 clusters Score: Raw -356585.026450 + Penalty 1941.945553 = -354643.080897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.760000 sec): 3 clusters Score: Raw -355589.662496 + Penalty 3883.891106 = -351705.771390 nChanged 861 SP:Iteration 1F (212.930000 sec): 3 clusters Score: Raw -356158.349598 + Penalty 3883.891106 = -352274.458492 nChanged 181 SP:Iteration 2F (213.090000 sec): 3 clusters Score: Raw -356289.830867 + Penalty 3883.891106 = -352405.939760 nChanged 102 SP:Iteration 3Q (213.250000 sec): 3 clusters Score: Raw -356353.019728 + Penalty 3883.891106 = -352469.128621 nChanged 65 SP:Iteration 4Q (213.420000 sec): 3 clusters Score: Raw -356393.328976 + Penalty 3883.891106 = -352509.437869 nChanged 47 SP:Iteration 5Q (213.580000 sec): 3 clusters Score: Raw -356421.672496 + Penalty 3883.891106 = -352537.781389 nChanged 38 SP:Iteration 6Q (213.740000 sec): 3 clusters Score: Raw -356437.983444 + Penalty 3883.891106 = -352554.092337 nChanged 29 SP:Iteration 7Q (213.900000 sec): 3 clusters Score: Raw -356450.922218 + Penalty 3883.891106 = -352567.031112 nChanged 22 SP:Iteration 8Q (214.070000 sec): 3 clusters Score: Raw -356462.007571 + Penalty 3883.891106 = -352578.116464 nChanged 25 SP:Iteration 9Q (214.230000 sec): 3 clusters Score: Raw -356474.447374 + Penalty 3883.891106 = -352590.556268 nChanged 13 SP:Iteration 10Q (214.400000 sec): 3 clusters Score: Raw -356483.050925 + Penalty 3883.891106 = -352599.159819 nChanged 18 SP:Iteration 11Q (214.560000 sec): 3 clusters Score: Raw -356494.470448 + Penalty 3883.891106 = -352610.579342 nChanged 15 SP:Iteration 12Q (214.720000 sec): 3 clusters Score: Raw -356501.217576 + Penalty 3883.891106 = -352617.326469 nChanged 11 SP:Iteration 13Q (214.890000 sec): 3 clusters Score: Raw -356504.702912 + Penalty 3883.891106 = -352620.811805 nChanged 11 SP:Iteration 14Q (215.050000 sec): 3 clusters Score: Raw -356509.164890 + Penalty 3883.891106 = -352625.273783 nChanged 10 SP:Iteration 15Q (215.210000 sec): 3 clusters Score: Raw -356512.701527 + Penalty 3883.891106 = -352628.810420 nChanged 7 SP:Iteration 16Q (215.370000 sec): 3 clusters Score: Raw -356514.700176 + Penalty 3883.891106 = -352630.809070 nChanged 5 SP:Iteration 17Q (215.530000 sec): 3 clusters Score: Raw -356517.949365 + Penalty 3883.891106 = -352634.058259 nChanged 7 SP:Iteration 18Q (215.690000 sec): 3 clusters Score: Raw -356520.727353 + Penalty 3883.891106 = -352636.836246 nChanged 10 SP:Iteration 19Q (215.850000 sec): 3 clusters Score: Raw -356525.675128 + Penalty 3883.891106 = -352641.784021 nChanged 11 SP:Iteration 20F (216.010000 sec): 3 clusters Score: Raw -356529.030297 + Penalty 3883.891106 = -352645.139191 nChanged 11 SP:Iteration 21Q (216.170000 sec): 3 clusters Score: Raw -356532.705330 + Penalty 3883.891106 = -352648.814224 nChanged 11 SP:Iteration 22Q (216.330000 sec): 3 clusters Score: Raw -356536.380769 + Penalty 3883.891106 = -352652.489662 nChanged 12 SP:Iteration 23Q (216.480000 sec): 3 clusters Score: Raw -356541.255117 + Penalty 3883.891106 = -352657.364010 nChanged 15 SP:Iteration 24Q (216.650000 sec): 3 clusters Score: Raw -356548.156900 + Penalty 3883.891106 = -352664.265794 nChanged 20 SP:Iteration 25Q (216.820000 sec): 3 clusters Score: Raw -356563.196234 + Penalty 3883.891106 = -352679.305127 nChanged 23 SP:Iteration 26Q (216.980000 sec): 3 clusters Score: Raw -356583.369621 + Penalty 3883.891106 = -352699.478515 nChanged 22 SP:Iteration 27Q (217.140000 sec): 3 clusters Score: Raw -356599.024455 + Penalty 3883.891106 = -352715.133349 nChanged 23 SP:Iteration 28Q (217.300000 sec): 3 clusters Score: Raw -356613.648672 + Penalty 3883.891106 = -352729.757565 nChanged 20 SP:Iteration 29Q (217.470000 sec): 3 clusters Score: Raw -356625.589085 + Penalty 3883.891106 = -352741.697979 nChanged 22 SP:Iteration 30Q (217.630000 sec): 3 clusters Score: Raw -356636.536130 + Penalty 3883.891106 = -352752.645024 nChanged 24 SP:Iteration 31Q (217.790000 sec): 3 clusters Score: Raw -356649.172066 + Penalty 3883.891106 = -352765.280960 nChanged 20 SP:Iteration 32Q (217.970000 sec): 3 clusters Score: Raw -356662.475815 + Penalty 3883.891106 = -352778.584708 nChanged 16 SP:Iteration 33Q (218.150000 sec): 3 clusters Score: Raw -356670.368717 + Penalty 3883.891106 = -352786.477610 nChanged 15 SP:Iteration 34Q (218.310000 sec): 3 clusters Score: Raw -356679.927347 + Penalty 3883.891106 = -352796.036240 nChanged 15 SP:Iteration 35Q (218.440000 sec): 3 clusters Score: Raw -356687.982254 + Penalty 3883.891106 = -352804.091147 nChanged 20 SP:Iteration 36Q (218.670000 sec): 3 clusters Score: Raw -356699.481598 + Penalty 3883.891106 = -352815.590491 nChanged 10 SP:Iteration 37Q (218.860000 sec): 3 clusters Score: Raw -356703.390808 + Penalty 3883.891106 = -352819.499702 nChanged 13 SP:Iteration 38Q (219.000000 sec): 3 clusters Score: Raw -356710.145756 + Penalty 3883.891106 = -352826.254650 nChanged 12 SP:Iteration 39Q (219.250000 sec): 3 clusters Score: Raw -356719.818988 + Penalty 3883.891106 = -352835.927881 nChanged 15 SP:Iteration 40F (219.420000 sec): 3 clusters Score: Raw -356728.096683 + Penalty 3883.891106 = -352844.205577 nChanged 7 SP:Iteration 41Q (219.590000 sec): 3 clusters Score: Raw -356731.855755 + Penalty 3883.891106 = -352847.964649 nChanged 12 SP:Iteration 42Q (219.760000 sec): 3 clusters Score: Raw -356737.740990 + Penalty 3883.891106 = -352853.849884 nChanged 10 SP:Iteration 43Q (219.930000 sec): 3 clusters Score: Raw -356743.110721 + Penalty 3883.891106 = -352859.219614 nChanged 8 SP:Iteration 44Q (220.100000 sec): 3 clusters Score: Raw -356749.125576 + Penalty 3883.891106 = -352865.234470 nChanged 12 SP:Iteration 45Q (220.260000 sec): 3 clusters Score: Raw -356756.517056 + Penalty 3883.891106 = -352872.625949 nChanged 9 SP:Iteration 46Q (220.420000 sec): 3 clusters Score: Raw -356763.380630 + Penalty 3883.891106 = -352879.489524 nChanged 7 SP:Iteration 47Q (220.640000 sec): 3 clusters Score: Raw -356767.546121 + Penalty 3883.891106 = -352883.655014 nChanged 7 SP:Iteration 48Q (220.800000 sec): 3 clusters Score: Raw -356772.621463 + Penalty 3883.891106 = -352888.730357 nChanged 13 SP:Iteration 49Q (220.950000 sec): 3 clusters Score: Raw -356782.893121 + Penalty 3883.891106 = -352899.002015 nChanged 6 SP:Iteration 50Q (221.130000 sec): 3 clusters Score: Raw -356787.393280 + Penalty 3883.891106 = -352903.502173 nChanged 3 SP:Iteration 51Q (221.260000 sec): 3 clusters Score: Raw -356789.023913 + Penalty 3883.891106 = -352905.132807 nChanged 4 SP:Iteration 52Q (221.390000 sec): 3 clusters Score: Raw -356791.413573 + Penalty 3883.891106 = -352907.522467 nChanged 4 SP:Iteration 53Q (221.530000 sec): 3 clusters Score: Raw -356795.080236 + Penalty 3883.891106 = -352911.189130 nChanged 5 SP:Iteration 54Q (221.650000 sec): 3 clusters Score: Raw -356798.179316 + Penalty 3883.891106 = -352914.288209 nChanged 3 SP:Iteration 55Q (221.770000 sec): 3 clusters Score: Raw -356802.016977 + Penalty 3883.891106 = -352918.125871 nChanged 8 SP:Iteration 56Q (221.930000 sec): 3 clusters Score: Raw -356805.408028 + Penalty 3883.891106 = -352921.516922 nChanged 3 SP:Iteration 57Q (222.160000 sec): 3 clusters Score: Raw -356807.822199 + Penalty 3883.891106 = -352923.931093 nChanged 6 SP:Iteration 58Q (222.400000 sec): 3 clusters Score: Raw -356811.344709 + Penalty 3883.891106 = -352927.453603 nChanged 3 SP:Iteration 59Q (222.610000 sec): 3 clusters Score: Raw -356814.636176 + Penalty 3883.891106 = -352930.745069 nChanged 7 SP:Iteration 60F (222.820000 sec): 3 clusters Score: Raw -356821.363601 + Penalty 3883.891106 = -352937.472495 nChanged 6 SP:Iteration 61Q (223.040000 sec): 3 clusters Score: Raw -356826.839338 + Penalty 3883.891106 = -352942.948231 nChanged 10 SP:Iteration 62Q (223.180000 sec): 3 clusters Score: Raw -356834.742549 + Penalty 3883.891106 = -352950.851442 nChanged 7 SP:Iteration 63Q (223.380000 sec): 3 clusters Score: Raw -356838.821053 + Penalty 3883.891106 = -352954.929947 nChanged 7 SP:Iteration 64Q (223.570000 sec): 3 clusters Score: Raw -356843.236531 + Penalty 3883.891106 = -352959.345425 nChanged 7 SP:Iteration 65Q (223.690000 sec): 3 clusters Score: Raw -356848.270254 + Penalty 3883.891106 = -352964.379148 nChanged 9 SP:Iteration 66Q (223.860000 sec): 3 clusters Score: Raw -356853.631490 + Penalty 3883.891106 = -352969.740383 nChanged 6 SP:Iteration 67Q (224.030000 sec): 3 clusters Score: Raw -356856.460963 + Penalty 3883.891106 = -352972.569856 nChanged 4 SP:Iteration 68Q (224.160000 sec): 3 clusters Score: Raw -356858.810868 + Penalty 3883.891106 = -352974.919762 nChanged 1 SP:Iteration 69Q (224.320000 sec): 3 clusters Score: Raw -356859.286906 + Penalty 3883.891106 = -352975.395800 nChanged 1 SP:Iteration 70Q (224.520000 sec): 3 clusters Score: Raw -356859.834343 + Penalty 3883.891106 = -352975.943237 nChanged 1 SP:Iteration 71Q (224.730000 sec): 3 clusters Score: Raw -356860.458032 + Penalty 3883.891106 = -352976.566926 nChanged 2 SP:Iteration 72Q (224.960000 sec): 3 clusters Score: Raw -356862.170188 + Penalty 3883.891106 = -352978.279081 nChanged 2 SP:Iteration 73Q (225.140000 sec): 3 clusters Score: Raw -356863.153302 + Penalty 3883.891106 = -352979.262196 nChanged 1 SP:Iteration 74Q (225.300000 sec): 3 clusters Score: Raw -356863.803114 + Penalty 3883.891106 = -352979.912007 nChanged 0 SP:Iteration 75F (225.440000 sec): 3 clusters Score: Raw -356863.803114 + Penalty 3883.891106 = -352979.912007 nChanged 0 Memory request: 0.00 GB would take us to total of 2.20 GB. Trying to split cluster 2 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.570000 sec): 2 clusters Score: Raw -212905.345138 + Penalty 1820.848669 = -211084.496469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.790000 sec): 3 clusters Score: Raw -212385.011266 + Penalty 3641.697338 = -208743.313928 nChanged 452 SP:Iteration 1F (225.890000 sec): 3 clusters Score: Raw -212828.479989 + Penalty 3641.697338 = -209186.782651 nChanged 138 SP:Iteration 2F (226.060000 sec): 3 clusters Score: Raw -213065.057255 + Penalty 3641.697338 = -209423.359917 nChanged 112 SP:Iteration 3F (226.230000 sec): 3 clusters Score: Raw -213345.019005 + Penalty 3641.697338 = -209703.321666 nChanged 118 SP:Iteration 4F (226.390000 sec): 3 clusters Score: Raw -213762.522673 + Penalty 3641.697338 = -210120.825335 nChanged 150 SP:Iteration 5F (226.550000 sec): 3 clusters Score: Raw -214586.908156 + Penalty 3641.697338 = -210945.210818 nChanged 119 SP:Iteration 6F (226.720000 sec): 3 clusters Score: Raw -215257.781372 + Penalty 3641.697338 = -211616.084034 nChanged 59 SP:Iteration 7Q (226.880000 sec): 3 clusters Score: Raw -215464.011232 + Penalty 3641.697338 = -211822.313894 nChanged 32 SP:Iteration 8Q (227.050000 sec): 3 clusters Score: Raw -215550.026848 + Penalty 3641.697338 = -211908.329510 nChanged 16 SP:Iteration 9Q (227.210000 sec): 3 clusters Score: Raw -215569.143679 + Penalty 3641.697338 = -211927.446340 nChanged 6 SP:Iteration 10Q (227.370000 sec): 3 clusters Score: Raw -215578.395419 + Penalty 3641.697338 = -211936.698080 nChanged 5 SP:Iteration 11Q (227.530000 sec): 3 clusters Score: Raw -215583.522777 + Penalty 3641.697338 = -211941.825438 nChanged 1 SP:Iteration 12Q (227.700000 sec): 3 clusters Score: Raw -215584.204553 + Penalty 3641.697338 = -211942.507214 nChanged 0 SP:Iteration 13F (227.860000 sec): 3 clusters Score: Raw -215584.204553 + Penalty 3641.697338 = -211942.507214 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 2.20 GB. Trying to split cluster 4 (19279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.090000 sec): 2 clusters Score: Raw -2694000.471606 + Penalty 2446.959382 = -2691553.512225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.400000 sec): 3 clusters Score: Raw -2682843.789240 + Penalty 4893.918763 = -2677949.870477 nChanged 8433 SP:Iteration 1F (228.690000 sec): 3 clusters Score: Raw -2687368.537144 + Penalty 4893.918763 = -2682474.618381 nChanged 1060 SP:Iteration 2F (229.020000 sec): 3 clusters Score: Raw -2687818.645296 + Penalty 4893.918763 = -2682924.726533 nChanged 894 SP:Iteration 3Q (229.300000 sec): 3 clusters Score: Raw -2688177.994920 + Penalty 4893.918763 = -2683284.076157 nChanged 835 SP:Iteration 4Q (229.630000 sec): 3 clusters Score: Raw -2688509.116836 + Penalty 4893.918763 = -2683615.198073 nChanged 780 SP:Iteration 5Q (229.910000 sec): 3 clusters Score: Raw -2688872.556513 + Penalty 4893.918763 = -2683978.637750 nChanged 817 SP:Iteration 6Q (230.280000 sec): 3 clusters Score: Raw -2689311.896773 + Penalty 4893.918763 = -2684417.978010 nChanged 955 SP:Iteration 7Q (230.520000 sec): 3 clusters Score: Raw -2689888.785227 + Penalty 4893.918763 = -2684994.866464 nChanged 1072 SP:Iteration 8F (230.790000 sec): 3 clusters Score: Raw -2690647.767859 + Penalty 4893.918763 = -2685753.849096 nChanged 1192 SP:Iteration 9F (231.100000 sec): 3 clusters Score: Raw -2691584.891989 + Penalty 4893.918763 = -2686690.973226 nChanged 1048 SP:Iteration 10F (231.390000 sec): 3 clusters Score: Raw -2692406.782370 + Penalty 4893.918763 = -2687512.863607 nChanged 826 SP:Iteration 11Q (231.690000 sec): 3 clusters Score: Raw -2693061.345651 + Penalty 4893.918763 = -2688167.426888 nChanged 564 SP:Iteration 12Q (232.040000 sec): 3 clusters Score: Raw -2693514.836888 + Penalty 4893.918763 = -2688620.918125 nChanged 341 SP:Iteration 13Q (232.320000 sec): 3 clusters Score: Raw -2693791.342101 + Penalty 4893.918763 = -2688897.423338 nChanged 216 SP:Iteration 14Q (232.550000 sec): 3 clusters Score: Raw -2693970.037498 + Penalty 4893.918763 = -2689076.118735 nChanged 123 SP:Iteration 15Q (232.810000 sec): 3 clusters Score: Raw -2694082.891854 + Penalty 4893.918763 = -2689188.973091 nChanged 79 SP:Iteration 16Q (233.130000 sec): 3 clusters Score: Raw -2694146.083663 + Penalty 4893.918763 = -2689252.164900 nChanged 43 SP:Iteration 17Q (233.380000 sec): 3 clusters Score: Raw -2694189.152385 + Penalty 4893.918763 = -2689295.233622 nChanged 38 SP:Iteration 18Q (233.640000 sec): 3 clusters Score: Raw -2694219.921154 + Penalty 4893.918763 = -2689326.002391 nChanged 18 SP:Iteration 19Q (233.950000 sec): 3 clusters Score: Raw -2694232.929440 + Penalty 4893.918763 = -2689339.010677 nChanged 16 SP:Iteration 20F (234.250000 sec): 3 clusters Score: Raw -2694248.839745 + Penalty 4893.918763 = -2689354.920982 nChanged 14 SP:Iteration 21Q (234.490000 sec): 3 clusters Score: Raw -2694260.959091 + Penalty 4893.918763 = -2689367.040328 nChanged 14 SP:Iteration 22Q (234.750000 sec): 3 clusters Score: Raw -2694270.581717 + Penalty 4893.918763 = -2689376.662954 nChanged 9 SP:Iteration 23Q (235.050000 sec): 3 clusters Score: Raw -2694278.056407 + Penalty 4893.918763 = -2689384.137644 nChanged 9 SP:Iteration 24Q (235.320000 sec): 3 clusters Score: Raw -2694284.323995 + Penalty 4893.918763 = -2689390.405232 nChanged 9 SP:Iteration 25Q (235.610000 sec): 3 clusters Score: Raw -2694292.082118 + Penalty 4893.918763 = -2689398.163355 nChanged 9 SP:Iteration 26Q (235.930000 sec): 3 clusters Score: Raw -2694300.003016 + Penalty 4893.918763 = -2689406.084253 nChanged 6 SP:Iteration 27Q (236.210000 sec): 3 clusters Score: Raw -2694303.617087 + Penalty 4893.918763 = -2689409.698324 nChanged 2 SP:Iteration 28Q (236.430000 sec): 3 clusters Score: Raw -2694305.780783 + Penalty 4893.918763 = -2689411.862020 nChanged 3 SP:Iteration 29Q (236.690000 sec): 3 clusters Score: Raw -2694308.582659 + Penalty 4893.918763 = -2689414.663896 nChanged 3 SP:Iteration 30Q (236.940000 sec): 3 clusters Score: Raw -2694311.291228 + Penalty 4893.918763 = -2689417.372465 nChanged 2 SP:Iteration 31Q (237.190000 sec): 3 clusters Score: Raw -2694312.677431 + Penalty 4893.918763 = -2689418.758668 nChanged 2 SP:Iteration 32Q (237.480000 sec): 3 clusters Score: Raw -2694314.159696 + Penalty 4893.918763 = -2689420.240933 nChanged 1 SP:Iteration 33Q (237.740000 sec): 3 clusters Score: Raw -2694314.957193 + Penalty 4893.918763 = -2689421.038430 nChanged 0 SP:Iteration 34F (238.040000 sec): 3 clusters Score: Raw -2694314.957193 + Penalty 4893.918763 = -2689421.038430 nChanged 0 Memory request: 0.00 GB would take us to total of 2.20 GB. Trying to split cluster 7 (48472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.480000 sec): 2 clusters Score: Raw -6783948.496406 + Penalty 2675.607914 = -6781272.888492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.900000 sec): 3 clusters Score: Raw -6753989.754173 + Penalty 5351.215829 = -6748638.538344 nChanged 22368 SP:Iteration 1F (239.430000 sec): 3 clusters Score: Raw -6766341.416463 + Penalty 5351.215829 = -6760990.200634 nChanged 1914 SP:Iteration 2Q (239.970000 sec): 3 clusters Score: Raw -6766845.641404 + Penalty 5351.215829 = -6761494.425575 nChanged 1710 SP:Iteration 3Q (240.530000 sec): 3 clusters Score: Raw -6767287.800502 + Penalty 5351.215829 = -6761936.584673 nChanged 1636 SP:Iteration 4Q (241.020000 sec): 3 clusters Score: Raw -6767698.965148 + Penalty 5351.215829 = -6762347.749319 nChanged 1555 SP:Iteration 5Q (241.550000 sec): 3 clusters Score: Raw -6768131.821314 + Penalty 5351.215829 = -6762780.605485 nChanged 1604 SP:Iteration 6Q (242.120000 sec): 3 clusters Score: Raw -6768631.956372 + Penalty 5351.215829 = -6763280.740543 nChanged 1722 SP:Iteration 7Q (242.640000 sec): 3 clusters Score: Raw -6769216.017273 + Penalty 5351.215829 = -6763864.801444 nChanged 1865 SP:Iteration 8Q (243.150000 sec): 3 clusters Score: Raw -6769966.346938 + Penalty 5351.215829 = -6764615.131109 nChanged 2218 SP:Iteration 9Q (243.720000 sec): 3 clusters Score: Raw -6771052.195470 + Penalty 5351.215829 = -6765700.979641 nChanged 2697 SP:Iteration 10F (244.210000 sec): 3 clusters Score: Raw -6772687.499000 + Penalty 5351.215829 = -6767336.283171 nChanged 2979 SP:Iteration 11F (244.690000 sec): 3 clusters Score: Raw -6774854.968421 + Penalty 5351.215829 = -6769503.752592 nChanged 2981 SP:Iteration 12F (245.200000 sec): 3 clusters Score: Raw -6777294.449301 + Penalty 5351.215829 = -6771943.233472 nChanged 2487 SP:Iteration 13F (245.700000 sec): 3 clusters Score: Raw -6779339.766104 + Penalty 5351.215829 = -6773988.550275 nChanged 1942 SP:Iteration 14Q (246.170000 sec): 3 clusters Score: Raw -6780894.270182 + Penalty 5351.215829 = -6775543.054353 nChanged 1430 SP:Iteration 15Q (246.640000 sec): 3 clusters Score: Raw -6781918.155370 + Penalty 5351.215829 = -6776566.939541 nChanged 1005 SP:Iteration 16Q (247.080000 sec): 3 clusters Score: Raw -6782565.539561 + Penalty 5351.215829 = -6777214.323732 nChanged 761 SP:Iteration 17Q (247.560000 sec): 3 clusters Score: Raw -6783032.237535 + Penalty 5351.215829 = -6777681.021706 nChanged 633 SP:Iteration 18Q (247.970000 sec): 3 clusters Score: Raw -6783406.921145 + Penalty 5351.215829 = -6778055.705316 nChanged 519 SP:Iteration 19Q (248.470000 sec): 3 clusters Score: Raw -6783691.567509 + Penalty 5351.215829 = -6778340.351680 nChanged 445 SP:Iteration 20F (248.980000 sec): 3 clusters Score: Raw -6783941.770635 + Penalty 5351.215829 = -6778590.554807 nChanged 378 SP:Iteration 21Q (249.390000 sec): 3 clusters Score: Raw -6784168.598807 + Penalty 5351.215829 = -6778817.382978 nChanged 325 SP:Iteration 22Q (249.890000 sec): 3 clusters Score: Raw -6784365.897124 + Penalty 5351.215829 = -6779014.681295 nChanged 258 SP:Iteration 23Q (250.350000 sec): 3 clusters Score: Raw -6784526.392474 + Penalty 5351.215829 = -6779175.176645 nChanged 218 SP:Iteration 24Q (250.830000 sec): 3 clusters Score: Raw -6784648.339270 + Penalty 5351.215829 = -6779297.123441 nChanged 174 SP:Iteration 25Q (251.290000 sec): 3 clusters Score: Raw -6784734.997200 + Penalty 5351.215829 = -6779383.781371 nChanged 135 SP:Iteration 26Q (251.780000 sec): 3 clusters Score: Raw -6784791.261757 + Penalty 5351.215829 = -6779440.045928 nChanged 76 SP:Iteration 27Q (252.270000 sec): 3 clusters Score: Raw -6784825.116147 + Penalty 5351.215829 = -6779473.900318 nChanged 65 SP:Iteration 28Q (252.750000 sec): 3 clusters Score: Raw -6784851.724381 + Penalty 5351.215829 = -6779500.508553 nChanged 47 SP:Iteration 29Q (253.210000 sec): 3 clusters Score: Raw -6784867.582855 + Penalty 5351.215829 = -6779516.367026 nChanged 36 SP:Iteration 30Q (253.650000 sec): 3 clusters Score: Raw -6784881.006407 + Penalty 5351.215829 = -6779529.790578 nChanged 19 SP:Iteration 31Q (254.160000 sec): 3 clusters Score: Raw -6784888.532234 + Penalty 5351.215829 = -6779537.316405 nChanged 16 SP:Iteration 32Q (254.610000 sec): 3 clusters Score: Raw -6784895.826187 + Penalty 5351.215829 = -6779544.610358 nChanged 20 SP:Iteration 33Q (255.040000 sec): 3 clusters Score: Raw -6784901.951631 + Penalty 5351.215829 = -6779550.735802 nChanged 13 SP:Iteration 34Q (255.490000 sec): 3 clusters Score: Raw -6784906.404016 + Penalty 5351.215829 = -6779555.188187 nChanged 11 SP:Iteration 35Q (256.000000 sec): 3 clusters Score: Raw -6784910.464416 + Penalty 5351.215829 = -6779559.248587 nChanged 10 SP:Iteration 36Q (256.390000 sec): 3 clusters Score: Raw -6784914.641454 + Penalty 5351.215829 = -6779563.425626 nChanged 11 SP:Iteration 37Q (256.900000 sec): 3 clusters Score: Raw -6784918.808913 + Penalty 5351.215829 = -6779567.593084 nChanged 7 SP:Iteration 38Q (257.320000 sec): 3 clusters Score: Raw -6784921.045995 + Penalty 5351.215829 = -6779569.830166 nChanged 8 SP:Iteration 39Q (257.800000 sec): 3 clusters Score: Raw -6784923.150320 + Penalty 5351.215829 = -6779571.934491 nChanged 4 SP:Iteration 40F (258.360000 sec): 3 clusters Score: Raw -6784937.405719 + Penalty 5351.215829 = -6779586.189890 nChanged 11 SP:Iteration 41Q (258.840000 sec): 3 clusters Score: Raw -6784947.932920 + Penalty 5351.215829 = -6779596.717091 nChanged 17 SP:Iteration 42Q (259.300000 sec): 3 clusters Score: Raw -6784956.182455 + Penalty 5351.215829 = -6779604.966626 nChanged 19 SP:Iteration 43Q (259.760000 sec): 3 clusters Score: Raw -6784964.917721 + Penalty 5351.215829 = -6779613.701892 nChanged 19 SP:Iteration 44Q (260.240000 sec): 3 clusters Score: Raw -6784972.116468 + Penalty 5351.215829 = -6779620.900639 nChanged 17 SP:Iteration 45Q (260.700000 sec): 3 clusters Score: Raw -6784979.677283 + Penalty 5351.215829 = -6779628.461454 nChanged 14 SP:Iteration 46Q (261.130000 sec): 3 clusters Score: Raw -6784986.050958 + Penalty 5351.215829 = -6779634.835129 nChanged 13 SP:Iteration 47Q (261.530000 sec): 3 clusters Score: Raw -6784990.503648 + Penalty 5351.215829 = -6779639.287819 nChanged 9 SP:Iteration 48Q (262.040000 sec): 3 clusters Score: Raw -6784994.008641 + Penalty 5351.215829 = -6779642.792812 nChanged 5 SP:Iteration 49Q (262.570000 sec): 3 clusters Score: Raw -6784996.079056 + Penalty 5351.215829 = -6779644.863227 nChanged 4 SP:Iteration 50Q (262.940000 sec): 3 clusters Score: Raw -6784997.895917 + Penalty 5351.215829 = -6779646.680088 nChanged 7 SP:Iteration 51Q (263.420000 sec): 3 clusters Score: Raw -6785000.640048 + Penalty 5351.215829 = -6779649.424219 nChanged 9 SP:Iteration 52Q (263.880000 sec): 3 clusters Score: Raw -6785003.536025 + Penalty 5351.215829 = -6779652.320196 nChanged 8 SP:Iteration 53Q (264.360000 sec): 3 clusters Score: Raw -6785007.213176 + Penalty 5351.215829 = -6779655.997347 nChanged 7 SP:Iteration 54Q (264.770000 sec): 3 clusters Score: Raw -6785010.704469 + Penalty 5351.215829 = -6779659.488641 nChanged 4 SP:Iteration 55Q (265.280000 sec): 3 clusters Score: Raw -6785012.385394 + Penalty 5351.215829 = -6779661.169565 nChanged 5 SP:Iteration 56Q (265.720000 sec): 3 clusters Score: Raw -6785014.298468 + Penalty 5351.215829 = -6779663.082640 nChanged 3 SP:Iteration 57Q (266.160000 sec): 3 clusters Score: Raw -6785015.163031 + Penalty 5351.215829 = -6779663.947202 nChanged 3 SP:Iteration 58Q (266.640000 sec): 3 clusters Score: Raw -6785015.653740 + Penalty 5351.215829 = -6779664.437911 nChanged 4 SP:Iteration 59Q (267.130000 sec): 3 clusters Score: Raw -6785017.257614 + Penalty 5351.215829 = -6779666.041785 nChanged 4 SP:Iteration 60F (267.640000 sec): 3 clusters Score: Raw -6785018.467558 + Penalty 5351.215829 = -6779667.251729 nChanged 2 SP:Iteration 61Q (268.130000 sec): 3 clusters Score: Raw -6785019.327975 + Penalty 5351.215829 = -6779668.112146 nChanged 4 SP:Iteration 62Q (268.580000 sec): 3 clusters Score: Raw -6785020.400735 + Penalty 5351.215829 = -6779669.184906 nChanged 3 SP:Iteration 63Q (268.990000 sec): 3 clusters Score: Raw -6785021.444416 + Penalty 5351.215829 = -6779670.228587 nChanged 2 SP:Iteration 64Q (269.450000 sec): 3 clusters Score: Raw -6785021.976538 + Penalty 5351.215829 = -6779670.760709 nChanged 5 SP:Iteration 65Q (269.900000 sec): 3 clusters Score: Raw -6785023.936931 + Penalty 5351.215829 = -6779672.721103 nChanged 3 SP:Iteration 66Q (270.370000 sec): 3 clusters Score: Raw -6785025.105936 + Penalty 5351.215829 = -6779673.890107 nChanged 3 SP:Iteration 67Q (270.790000 sec): 3 clusters Score: Raw -6785026.767946 + Penalty 5351.215829 = -6779675.552117 nChanged 3 SP:Iteration 68Q (271.200000 sec): 3 clusters Score: Raw -6785027.336166 + Penalty 5351.215829 = -6779676.120337 nChanged 1 SP:Iteration 69Q (271.700000 sec): 3 clusters Score: Raw -6785027.531583 + Penalty 5351.215829 = -6779676.315754 nChanged 2 SP:Iteration 70Q (272.140000 sec): 3 clusters Score: Raw -6785028.459190 + Penalty 5351.215829 = -6779677.243361 nChanged 2 SP:Iteration 71Q (272.630000 sec): 3 clusters Score: Raw -6785029.482250 + Penalty 5351.215829 = -6779678.266421 nChanged 5 SP:Iteration 72Q (273.100000 sec): 3 clusters Score: Raw -6785030.986197 + Penalty 5351.215829 = -6779679.770368 nChanged 2 SP:Iteration 73Q (273.610000 sec): 3 clusters Score: Raw -6785031.591622 + Penalty 5351.215829 = -6779680.375794 nChanged 1 SP:Iteration 74Q (274.130000 sec): 3 clusters Score: Raw -6785031.745730 + Penalty 5351.215829 = -6779680.529901 nChanged 0 SP:Iteration 75F (274.620000 sec): 3 clusters Score: Raw -6785031.745730 + Penalty 5351.215829 = -6779680.529901 nChanged 0 Memory request: 0.00 GB would take us to total of 2.20 GB. Trying to split cluster 8 (202751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.210000 sec): 2 clusters Score: Raw -28529924.706018 + Penalty 3030.494008 = -28526894.212010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.610000 sec): 3 clusters Score: Raw -28397206.610029 + Penalty 6060.988016 = -28391145.622012 nChanged 97210 SP:Iteration 1F (279.080000 sec): 3 clusters Score: Raw -28453792.288466 + Penalty 6060.988016 = -28447731.300450 nChanged 5383 SP:Iteration 2Q (280.740000 sec): 3 clusters Score: Raw -28454834.435777 + Penalty 6060.988016 = -28448773.447761 nChanged 5848 SP:Iteration 3Q (282.440000 sec): 3 clusters Score: Raw -28456168.916293 + Penalty 6060.988016 = -28450107.928276 nChanged 6574 SP:Iteration 4Q (283.960000 sec): 3 clusters Score: Raw -28458002.146436 + Penalty 6060.988016 = -2