FileBase /isis1/Yuta/YutaData/YutaMouse32-150320/YutaMouse32-150320 ElecNo 9 UseFeatures 11111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 15.33 and 23.00 GB of RAM. Memory request: 7.67 GB would take us to total of 7.67 GB. ---------------------------------------------------------- Loaded 4268546 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 2.56 GB would take us to total of 10.22 GB. ------ Running on subset of 1422848 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 2 (17076 points): Lose 540.629774 but Gain 2302.327796 Iteration 0F (93.060000 sec): 19 clusters Score: Raw -161318884.929837 + Penalty 41441.900335 = -161277443.029502 nChanged 1344247 Iteration 1F (121.860000 sec): 19 clusters Score: Raw -165967065.792496 + Penalty 41441.900335 = -165925623.892160 nChanged 421870 Iteration 2F (150.670000 sec): 19 clusters Score: Raw -166677445.204617 + Penalty 41441.900335 = -166636003.304282 nChanged 293625 Deleting Class 6 (948 points): Lose 1015.684912 but Gain 2302.327796 Iteration 3F (179.350000 sec): 18 clusters Score: Raw -167042904.648721 + Penalty 39139.572539 = -167003765.076182 nChanged 238183 Deleting Class 12 (729 points): Lose 698.632739 but Gain 2302.327796 Iteration 4F (206.840000 sec): 17 clusters Score: Raw -167341540.731852 + Penalty 36837.244742 = -167304703.487110 nChanged 149627 Deleting Class 16 (263 points): Lose 608.658301 but Gain 2302.327796 Iteration 5F (233.670000 sec): 16 clusters Score: Raw -167514959.264178 + Penalty 34534.916946 = -167480424.347232 nChanged 69551 Deleting Class 19 (372 points): Lose 590.169013 but Gain 2302.327796 Iteration 6Q (244.970000 sec): 15 clusters Score: Raw -167585291.218999 + Penalty 32232.589150 = -167553058.629850 nChanged 33801 Deleting Class 9 (372 points): Lose 787.652913 but Gain 2302.327796 Iteration 7Q (253.480000 sec): 14 clusters Score: Raw -167609825.816344 + Penalty 29930.261353 = -167579895.554991 nChanged 20436 Deleting Class 7 (526 points): Lose 633.584228 but Gain 2302.327796 Iteration 8Q (260.950000 sec): 13 clusters Score: Raw -167620164.083115 + Penalty 27627.933557 = -167592536.149558 nChanged 13750 Iteration 9Q (267.940000 sec): 13 clusters Score: Raw -167625844.768390 + Penalty 27627.933557 = -167598216.834833 nChanged 9404 Iteration 10Q (274.810000 sec): 13 clusters Score: Raw -167628616.171717 + Penalty 27627.933557 = -167600988.238161 nChanged 7205 Iteration 11Q (281.670000 sec): 13 clusters Score: Raw -167630358.269410 + Penalty 27627.933557 = -167602730.335853 nChanged 5979 Iteration 12Q (288.440000 sec): 13 clusters Score: Raw -167631583.416443 + Penalty 27627.933557 = -167603955.482886 nChanged 5098 Iteration 13Q (295.160000 sec): 13 clusters Score: Raw -167632484.300156 + Penalty 27627.933557 = -167604856.366599 nChanged 4238 Iteration 14Q (301.890000 sec): 13 clusters Score: Raw -167633165.072179 + Penalty 27627.933557 = -167605537.138622 nChanged 3780 Iteration 15Q (308.620000 sec): 13 clusters Score: Raw -167633724.763815 + Penalty 27627.933557 = -167606096.830258 nChanged 3526 Iteration 16Q (315.290000 sec): 13 clusters Score: Raw -167634228.226795 + Penalty 27627.933557 = -167606600.293238 nChanged 3213 Iteration 17Q (321.920000 sec): 13 clusters Score: Raw -167634666.625176 + Penalty 27627.933557 = -167607038.691619 nChanged 2902 Iteration 18Q (328.460000 sec): 13 clusters Score: Raw -167635048.984672 + Penalty 27627.933557 = -167607421.051115 nChanged 2740 Iteration 19Q (335.060000 sec): 13 clusters Score: Raw -167635423.060023 + Penalty 27627.933557 = -167607795.126466 nChanged 2524 Writing temp clu file Because OldScore, -167607421.051115, is greater than current (better) Score,-167607795.126466 Compute initial score before splitting: Score: Raw -167635423.060023 + Penalty 27627.933557 = -167607795.126466 Memory request: 0.04 GB would take us to total of 10.26 GB. Trying to split cluster 1 (23209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.390000 sec): 2 clusters Score: Raw -2761626.885944 + Penalty 1633.498005 = -2759993.387940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.460000 sec): 3 clusters Score: Raw -2747559.978618 + Penalty 3266.996009 = -2744292.982609 nChanged 10514 SP:Iteration 1F (335.530000 sec): 3 clusters Score: Raw -2753587.782175 + Penalty 3266.996009 = -2750320.786166 nChanged 1250 SP:Iteration 2F (335.600000 sec): 3 clusters Score: Raw -2754279.930792 + Penalty 3266.996009 = -2751012.934783 nChanged 1330 SP:Iteration 3F (335.670000 sec): 3 clusters Score: Raw -2755248.507437 + Penalty 3266.996009 = -2751981.511427 nChanged 1584 SP:Iteration 4F (335.740000 sec): 3 clusters Score: Raw -2756594.944549 + Penalty 3266.996009 = -2753327.948540 nChanged 1826 SP:Iteration 5F (335.810000 sec): 3 clusters Score: Raw -2758291.059661 + Penalty 3266.996009 = -2755024.063652 nChanged 1747 SP:Iteration 6F (335.890000 sec): 3 clusters Score: Raw -2759733.756573 + Penalty 3266.996009 = -2756466.760563 nChanged 1394 SP:Iteration 7F (335.960000 sec): 3 clusters Score: Raw -2760602.475986 + Penalty 3266.996009 = -2757335.479977 nChanged 930 SP:Iteration 8Q (336.030000 sec): 3 clusters Score: Raw -2761167.426347 + Penalty 3266.996009 = -2757900.430337 nChanged 668 SP:Iteration 9Q (336.090000 sec): 3 clusters Score: Raw -2761713.052316 + Penalty 3266.996009 = -2758446.056307 nChanged 520 SP:Iteration 10Q (336.160000 sec): 3 clusters Score: Raw -2762115.496969 + Penalty 3266.996009 = -2758848.500960 nChanged 383 SP:Iteration 11Q (336.230000 sec): 3 clusters Score: Raw -2762315.519282 + Penalty 3266.996009 = -2759048.523273 nChanged 288 SP:Iteration 12Q (336.300000 sec): 3 clusters Score: Raw -2762428.863604 + Penalty 3266.996009 = -2759161.867595 nChanged 223 SP:Iteration 13Q (336.370000 sec): 3 clusters Score: Raw -2762489.077837 + Penalty 3266.996009 = -2759222.081828 nChanged 169 SP:Iteration 14Q (336.430000 sec): 3 clusters Score: Raw -2762524.642043 + Penalty 3266.996009 = -2759257.646034 nChanged 134 SP:Iteration 15Q (336.500000 sec): 3 clusters Score: Raw -2762553.242935 + Penalty 3266.996009 = -2759286.246925 nChanged 124 SP:Iteration 16Q (336.570000 sec): 3 clusters Score: Raw -2762574.320732 + Penalty 3266.996009 = -2759307.324723 nChanged 86 SP:Iteration 17Q (336.630000 sec): 3 clusters Score: Raw -2762589.115012 + Penalty 3266.996009 = -2759322.119003 nChanged 82 SP:Iteration 18Q (336.700000 sec): 3 clusters Score: Raw -2762602.081217 + Penalty 3266.996009 = -2759335.085208 nChanged 69 SP:Iteration 19Q (336.770000 sec): 3 clusters Score: Raw -2762610.227791 + Penalty 3266.996009 = -2759343.231781 nChanged 46 SP:Iteration 20F (336.840000 sec): 3 clusters Score: Raw -2762614.847572 + Penalty 3266.996009 = -2759347.851563 nChanged 31 SP:Iteration 21Q (336.900000 sec): 3 clusters Score: Raw -2762617.792516 + Penalty 3266.996009 = -2759350.796507 nChanged 38 SP:Iteration 22Q (336.970000 sec): 3 clusters Score: Raw -2762622.522170 + Penalty 3266.996009 = -2759355.526160 nChanged 47 SP:Iteration 23Q (337.030000 sec): 3 clusters Score: Raw -2762627.161701 + Penalty 3266.996009 = -2759360.165692 nChanged 37 SP:Iteration 24Q (337.100000 sec): 3 clusters Score: Raw -2762629.735559 + Penalty 3266.996009 = -2759362.739550 nChanged 22 SP:Iteration 25Q (337.160000 sec): 3 clusters Score: Raw -2762631.072453 + Penalty 3266.996009 = -2759364.076444 nChanged 15 SP:Iteration 26Q (337.230000 sec): 3 clusters Score: Raw -2762631.959219 + Penalty 3266.996009 = -2759364.963210 nChanged 19 SP:Iteration 27Q (337.290000 sec): 3 clusters Score: Raw -2762633.078724 + Penalty 3266.996009 = -2759366.082715 nChanged 15 SP:Iteration 28Q (337.360000 sec): 3 clusters Score: Raw -2762634.023606 + Penalty 3266.996009 = -2759367.027597 nChanged 13 SP:Iteration 29Q (337.430000 sec): 3 clusters Score: Raw -2762634.870507 + Penalty 3266.996009 = -2759367.874497 nChanged 13 SP:Iteration 30Q (337.490000 sec): 3 clusters Score: Raw -2762635.655113 + Penalty 3266.996009 = -2759368.659104 nChanged 12 SP:Iteration 31Q (337.550000 sec): 3 clusters Score: Raw -2762636.543599 + Penalty 3266.996009 = -2759369.547590 nChanged 19 SP:Iteration 32Q (337.620000 sec): 3 clusters Score: Raw -2762637.819610 + Penalty 3266.996009 = -2759370.823601 nChanged 21 SP:Iteration 33Q (337.690000 sec): 3 clusters Score: Raw -2762639.068309 + Penalty 3266.996009 = -2759372.072299 nChanged 21 SP:Iteration 34Q (337.750000 sec): 3 clusters Score: Raw -2762640.502194 + Penalty 3266.996009 = -2759373.506184 nChanged 17 SP:Iteration 35Q (337.810000 sec): 3 clusters Score: Raw -2762641.456255 + Penalty 3266.996009 = -2759374.460245 nChanged 12 SP:Iteration 36Q (337.880000 sec): 3 clusters Score: Raw -2762642.168094 + Penalty 3266.996009 = -2759375.172085 nChanged 12 SP:Iteration 37Q (337.940000 sec): 3 clusters Score: Raw -2762642.817201 + Penalty 3266.996009 = -2759375.821192 nChanged 13 SP:Iteration 38Q (338.010000 sec): 3 clusters Score: Raw -2762643.813545 + Penalty 3266.996009 = -2759376.817535 nChanged 17 SP:Iteration 39Q (338.070000 sec): 3 clusters Score: Raw -2762645.292602 + Penalty 3266.996009 = -2759378.296592 nChanged 12 SP:Iteration 40F (338.140000 sec): 3 clusters Score: Raw -2762646.337773 + Penalty 3266.996009 = -2759379.341763 nChanged 15 SP:Iteration 41Q (338.210000 sec): 3 clusters Score: Raw -2762647.562845 + Penalty 3266.996009 = -2759380.566835 nChanged 16 SP:Iteration 42Q (338.270000 sec): 3 clusters Score: Raw -2762648.983556 + Penalty 3266.996009 = -2759381.987547 nChanged 14 SP:Iteration 43Q (338.340000 sec): 3 clusters Score: Raw -2762650.083979 + Penalty 3266.996009 = -2759383.087970 nChanged 7 SP:Iteration 44Q (338.400000 sec): 3 clusters Score: Raw -2762650.503144 + Penalty 3266.996009 = -2759383.507135 nChanged 7 SP:Iteration 45Q (338.470000 sec): 3 clusters Score: Raw -2762650.898886 + Penalty 3266.996009 = -2759383.902876 nChanged 5 SP:Iteration 46Q (338.530000 sec): 3 clusters Score: Raw -2762651.166094 + Penalty 3266.996009 = -2759384.170085 nChanged 5 SP:Iteration 47Q (338.590000 sec): 3 clusters Score: Raw -2762651.470178 + Penalty 3266.996009 = -2759384.474169 nChanged 7 SP:Iteration 48Q (338.660000 sec): 3 clusters Score: Raw -2762651.883121 + Penalty 3266.996009 = -2759384.887112 nChanged 6 SP:Iteration 49Q (338.730000 sec): 3 clusters Score: Raw -2762652.301324 + Penalty 3266.996009 = -2759385.305315 nChanged 7 SP:Iteration 50Q (338.790000 sec): 3 clusters Score: Raw -2762652.762929 + Penalty 3266.996009 = -2759385.766920 nChanged 5 SP:Iteration 51Q (338.850000 sec): 3 clusters Score: Raw -2762652.982419 + Penalty 3266.996009 = -2759385.986410 nChanged 6 SP:Iteration 52Q (338.920000 sec): 3 clusters Score: Raw -2762653.329946 + Penalty 3266.996009 = -2759386.333936 nChanged 5 SP:Iteration 53Q (338.980000 sec): 3 clusters Score: Raw -2762653.667639 + Penalty 3266.996009 = -2759386.671630 nChanged 4 SP:Iteration 54Q (339.050000 sec): 3 clusters Score: Raw -2762653.905707 + Penalty 3266.996009 = -2759386.909697 nChanged 7 SP:Iteration 55Q (339.110000 sec): 3 clusters Score: Raw -2762654.523777 + Penalty 3266.996009 = -2759387.527768 nChanged 9 SP:Iteration 56Q (339.170000 sec): 3 clusters Score: Raw -2762654.944085 + Penalty 3266.996009 = -2759387.948076 nChanged 7 SP:Iteration 57Q (339.240000 sec): 3 clusters Score: Raw -2762655.310741 + Penalty 3266.996009 = -2759388.314732 nChanged 9 SP:Iteration 58Q (339.310000 sec): 3 clusters Score: Raw -2762656.023225 + Penalty 3266.996009 = -2759389.027215 nChanged 9 SP:Iteration 59Q (339.370000 sec): 3 clusters Score: Raw -2762656.712828 + Penalty 3266.996009 = -2759389.716818 nChanged 6 SP:Iteration 60F (339.440000 sec): 3 clusters Score: Raw -2762657.023345 + Penalty 3266.996009 = -2759390.027336 nChanged 6 SP:Iteration 61Q (339.510000 sec): 3 clusters Score: Raw -2762657.583583 + Penalty 3266.996009 = -2759390.587573 nChanged 7 SP:Iteration 62Q (339.570000 sec): 3 clusters Score: Raw -2762658.025443 + Penalty 3266.996009 = -2759391.029433 nChanged 14 SP:Iteration 63Q (339.630000 sec): 3 clusters Score: Raw -2762659.115213 + Penalty 3266.996009 = -2759392.119204 nChanged 10 SP:Iteration 64Q (339.700000 sec): 3 clusters Score: Raw -2762659.701009 + Penalty 3266.996009 = -2759392.705000 nChanged 7 SP:Iteration 65Q (339.760000 sec): 3 clusters Score: Raw -2762660.140642 + Penalty 3266.996009 = -2759393.144633 nChanged 10 SP:Iteration 66Q (339.830000 sec): 3 clusters Score: Raw -2762660.673843 + Penalty 3266.996009 = -2759393.677834 nChanged 11 SP:Iteration 67Q (339.890000 sec): 3 clusters Score: Raw -2762661.430657 + Penalty 3266.996009 = -2759394.434648 nChanged 12 SP:Iteration 68Q (339.950000 sec): 3 clusters Score: Raw -2762662.073601 + Penalty 3266.996009 = -2759395.077592 nChanged 10 SP:Iteration 69Q (340.020000 sec): 3 clusters Score: Raw -2762662.784436 + Penalty 3266.996009 = -2759395.788427 nChanged 8 SP:Iteration 70Q (340.080000 sec): 3 clusters Score: Raw -2762663.264636 + Penalty 3266.996009 = -2759396.268626 nChanged 3 SP:Iteration 71Q (340.150000 sec): 3 clusters Score: Raw -2762663.503113 + Penalty 3266.996009 = -2759396.507103 nChanged 4 SP:Iteration 72Q (340.210000 sec): 3 clusters Score: Raw -2762663.765605 + Penalty 3266.996009 = -2759396.769595 nChanged 3 SP:Iteration 73Q (340.270000 sec): 3 clusters Score: Raw -2762663.965074 + Penalty 3266.996009 = -2759396.969064 nChanged 4 SP:Iteration 74Q (340.340000 sec): 3 clusters Score: Raw -2762664.157910 + Penalty 3266.996009 = -2759397.161900 nChanged 1 SP:Iteration 75Q (340.400000 sec): 3 clusters Score: Raw -2762664.188888 + Penalty 3266.996009 = -2759397.192879 nChanged 1 SP:Iteration 76Q (340.470000 sec): 3 clusters Score: Raw -2762664.257396 + Penalty 3266.996009 = -2759397.261386 nChanged 2 SP:Iteration 77Q (340.530000 sec): 3 clusters Score: Raw -2762664.410139 + Penalty 3266.996009 = -2759397.414130 nChanged 1 SP:Iteration 78Q (340.590000 sec): 3 clusters Score: Raw -2762664.446339 + Penalty 3266.996009 = -2759397.450330 nChanged 0 SP:Iteration 79F (340.670000 sec): 3 clusters Score: Raw -2762664.446339 + Penalty 3266.996009 = -2759397.450330 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 3 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.680000 sec): 2 clusters Score: Raw -27651.358514 + Penalty 897.237399 = -26754.121115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.680000 sec): 3 clusters Score: Raw -27796.975896 + Penalty 1794.474798 = -26002.501098 nChanged 54 SP:Iteration 1F (340.680000 sec): 3 clusters Score: Raw -27929.665076 + Penalty 1794.474798 = -26135.190278 nChanged 6 SP:Iteration 2Q (340.680000 sec): 3 clusters Score: Raw -27951.888593 + Penalty 1794.474798 = -26157.413794 nChanged 4 SP:Iteration 3Q (340.680000 sec): 3 clusters Score: Raw -27982.660206 + Penalty 1794.474798 = -26188.185408 nChanged 5 SP:Iteration 4Q (340.680000 sec): 3 clusters Score: Raw -28000.776480 + Penalty 1794.474798 = -26206.301682 nChanged 2 SP:Iteration 5Q (340.680000 sec): 3 clusters Score: Raw -28006.100166 + Penalty 1794.474798 = -26211.625368 nChanged 4 SP:Iteration 6Q (340.680000 sec): 3 clusters Score: Raw -28015.382031 + Penalty 1794.474798 = -26220.907232 nChanged 3 SP:Iteration 7Q (340.690000 sec): 3 clusters Score: Raw -28022.965557 + Penalty 1794.474798 = -26228.490759 nChanged 2 SP:Iteration 8Q (340.690000 sec): 3 clusters Score: Raw -28026.486609 + Penalty 1794.474798 = -26232.011811 nChanged 1 SP:Iteration 9Q (340.690000 sec): 3 clusters Score: Raw -28028.255352 + Penalty 1794.474798 = -26233.780554 nChanged 1 SP:Iteration 10Q (340.690000 sec): 3 clusters Score: Raw -28030.431553 + Penalty 1794.474798 = -26235.956755 nChanged 0 SP:Iteration 11F (340.690000 sec): 3 clusters Score: Raw -28030.431553 + Penalty 1794.474798 = -26235.956755 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 4 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.690000 sec): 2 clusters Score: Raw -22072.002928 + Penalty 856.862428 = -21215.140500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.690000 sec): 3 clusters Score: Raw -22142.694595 + Penalty 1713.724857 = -20428.969738 nChanged 18 SP:Iteration 1F (340.690000 sec): 3 clusters Score: Raw -22204.376319 + Penalty 1713.724857 = -20490.651463 nChanged 6 SP:Iteration 2Q (340.690000 sec): 3 clusters Score: Raw -22222.051370 + Penalty 1713.724857 = -20508.326514 nChanged 3 SP:Iteration 3Q (340.690000 sec): 3 clusters Score: Raw -22233.267754 + Penalty 1713.724857 = -20519.542897 nChanged 3 SP:Iteration 4Q (340.690000 sec): 3 clusters Score: Raw -22244.988031 + Penalty 1713.724857 = -20531.263174 nChanged 0 SP:Iteration 5F (340.690000 sec): 3 clusters Score: Raw -22244.988031 + Penalty 1713.724857 = -20531.263174 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 5 (1171855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.370000 sec): 2 clusters Score: Raw -139192146.697740 + Penalty 2270.791010 = -139189875.906730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.010000 sec): 3 clusters Score: Raw -138395265.936696 + Penalty 4541.582019 = -138390724.354677 nChanged 578984 SP:Iteration 1F (352.670000 sec): 3 clusters Score: Raw -138753995.141151 + Penalty 4541.582019 = -138749453.559132 nChanged 32833 SP:Iteration 2Q (356.500000 sec): 3 clusters Score: Raw -138761611.520649 + Penalty 4541.582019 = -138757069.938630 nChanged 41736 SP:Iteration 3Q (360.340000 sec): 3 clusters Score: Raw -138774613.354105 + Penalty 4541.582019 = -138770071.772086 nChanged 55367 SP:Iteration 4Q (364.180000 sec): 3 clusters Score: Raw -138798464.085729 + Penalty 4541.582019 = -138793922.503710 nChanged 74486 SP:Iteration 5F (367.880000 sec): 3 clusters Score: Raw -138842562.550767 + Penalty 4541.582019 = -138838020.968747 nChanged 96104 SP:Iteration 6F (371.600000 sec): 3 clusters Score: Raw -138917427.260215 + Penalty 4541.582019 = -138912885.678196 nChanged 107680 SP:Iteration 7F (375.400000 sec): 3 clusters Score: Raw -139019310.995994 + Penalty 4541.582019 = -139014769.413974 nChanged 92150 SP:Iteration 8F (379.170000 sec): 3 clusters Score: Raw -139115542.802276 + Penalty 4541.582019 = -139111001.220257 nChanged 52877 SP:Iteration 9Q (382.900000 sec): 3 clusters Score: Raw -139170909.616777 + Penalty 4541.582019 = -139166368.034757 nChanged 17772 SP:Iteration 10Q (386.330000 sec): 3 clusters Score: Raw -139188424.465255 + Penalty 4541.582019 = -139183882.883236 nChanged 3564 SP:Iteration 11Q (389.220000 sec): 3 clusters Score: Raw -139191680.639932 + Penalty 4541.582019 = -139187139.057913 nChanged 563 SP:Iteration 12Q (391.880000 sec): 3 clusters Score: Raw -139192244.815842 + Penalty 4541.582019 = -139187703.233822 nChanged 117 SP:Iteration 13Q (394.540000 sec): 3 clusters Score: Raw -139192390.196560 + Penalty 4541.582019 = -139187848.614541 nChanged 44 SP:Iteration 14Q (397.150000 sec): 3 clusters Score: Raw -139192451.282623 + Penalty 4541.582019 = -139187909.700604 nChanged 16 SP:Iteration 15Q (399.750000 sec): 3 clusters Score: Raw -139192476.961545 + Penalty 4541.582019 = -139187935.379526 nChanged 7 SP:Iteration 16Q (402.350000 sec): 3 clusters Score: Raw -139192483.864906 + Penalty 4541.582019 = -139187942.282887 nChanged 5 SP:Iteration 17Q (404.950000 sec): 3 clusters Score: Raw -139192490.854419 + Penalty 4541.582019 = -139187949.272399 nChanged 3 SP:Iteration 18Q (407.560000 sec): 3 clusters Score: Raw -139192492.886397 + Penalty 4541.582019 = -139187951.304377 nChanged 2 SP:Iteration 19Q (410.160000 sec): 3 clusters Score: Raw -139192494.427406 + Penalty 4541.582019 = -139187952.845386 nChanged 1 SP:Iteration 20F (413.880000 sec): 3 clusters Score: Raw -139192495.466980 + Penalty 4541.582019 = -139187953.884961 nChanged 2 SP:Iteration 21Q (416.480000 sec): 3 clusters Score: Raw -139192497.632546 + Penalty 4541.582019 = -139187956.050526 nChanged 4 SP:Iteration 22Q (419.090000 sec): 3 clusters Score: Raw -139192502.813709 + Penalty 4541.582019 = -139187961.231689 nChanged 3 SP:Iteration 23Q (421.710000 sec): 3 clusters Score: Raw -139192508.314396 + Penalty 4541.582019 = -139187966.732377 nChanged 3 SP:Iteration 24Q (424.330000 sec): 3 clusters Score: Raw -139192511.718989 + Penalty 4541.582019 = -139187970.136970 nChanged 1 SP:Iteration 25Q (426.930000 sec): 3 clusters Score: Raw -139192511.912739 + Penalty 4541.582019 = -139187970.330719 nChanged 0 SP:Iteration 26F (430.630000 sec): 3 clusters Score: Raw -139192511.912739 + Penalty 4541.582019 = -139187970.330719 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 8 (3897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.090000 sec): 2 clusters Score: Raw -411969.691625 + Penalty 1343.543875 = -410626.147750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.110000 sec): 3 clusters Score: Raw -410230.219214 + Penalty 2687.087749 = -407543.131464 nChanged 1564 SP:Iteration 1F (431.120000 sec): 3 clusters Score: Raw -412640.801384 + Penalty 2687.087749 = -409953.713634 nChanged 609 SP:Iteration 2F (431.130000 sec): 3 clusters Score: Raw -414416.074153 + Penalty 2687.087749 = -411728.986404 nChanged 498 SP:Iteration 3F (431.140000 sec): 3 clusters Score: Raw -416127.172770 + Penalty 2687.087749 = -413440.085020 nChanged 310 SP:Iteration 4F (431.150000 sec): 3 clusters Score: Raw -418517.410761 + Penalty 2687.087749 = -415830.323012 nChanged 237 SP:Iteration 5F (431.170000 sec): 3 clusters Score: Raw -419943.379027 + Penalty 2687.087749 = -417256.291278 nChanged 101 SP:Iteration 6Q (431.170000 sec): 3 clusters Score: Raw -420110.890122 + Penalty 2687.087749 = -417423.802372 nChanged 49 SP:Iteration 7Q (431.190000 sec): 3 clusters Score: Raw -420163.181249 + Penalty 2687.087749 = -417476.093500 nChanged 22 SP:Iteration 8Q (431.190000 sec): 3 clusters Score: Raw -420178.246068 + Penalty 2687.087749 = -417491.158319 nChanged 11 SP:Iteration 9Q (431.210000 sec): 3 clusters Score: Raw -420183.502230 + Penalty 2687.087749 = -417496.414481 nChanged 5 SP:Iteration 10Q (431.210000 sec): 3 clusters Score: Raw -420185.670437 + Penalty 2687.087749 = -417498.582688 nChanged 4 SP:Iteration 11Q (431.220000 sec): 3 clusters Score: Raw -420187.239701 + Penalty 2687.087749 = -417500.151952 nChanged 3 SP:Iteration 12Q (431.230000 sec): 3 clusters Score: Raw -420189.093883 + Penalty 2687.087749 = -417502.006134 nChanged 1 SP:Iteration 13Q (431.240000 sec): 3 clusters Score: Raw -420189.768808 + Penalty 2687.087749 = -417502.681059 nChanged 1 SP:Iteration 14Q (431.250000 sec): 3 clusters Score: Raw -420189.978252 + Penalty 2687.087749 = -417502.890502 nChanged 1 SP:Iteration 15Q (431.260000 sec): 3 clusters Score: Raw -420190.256036 + Penalty 2687.087749 = -417503.168287 nChanged 0 SP:Iteration 16F (431.270000 sec): 3 clusters Score: Raw -420190.256036 + Penalty 2687.087749 = -417503.168287 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 10 (3940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.290000 sec): 2 clusters Score: Raw -488545.126324 + Penalty 1345.327100 = -487199.799223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.300000 sec): 3 clusters Score: Raw -486570.833337 + Penalty 2690.654201 = -483880.179136 nChanged 1543 SP:Iteration 1F (431.310000 sec): 3 clusters Score: Raw -487436.610594 + Penalty 2690.654201 = -484745.956393 nChanged 269 SP:Iteration 2F (431.330000 sec): 3 clusters Score: Raw -487581.226741 + Penalty 2690.654201 = -484890.572540 nChanged 193 SP:Iteration 3Q (431.340000 sec): 3 clusters Score: Raw -487682.173352 + Penalty 2690.654201 = -484991.519152 nChanged 135 SP:Iteration 4Q (431.350000 sec): 3 clusters Score: Raw -487741.617729 + Penalty 2690.654201 = -485050.963528 nChanged 94 SP:Iteration 5Q (431.360000 sec): 3 clusters Score: Raw -487772.167355 + Penalty 2690.654201 = -485081.513154 nChanged 57 SP:Iteration 6Q (431.370000 sec): 3 clusters Score: Raw -487791.805204 + Penalty 2690.654201 = -485101.151003 nChanged 53 SP:Iteration 7Q (431.390000 sec): 3 clusters Score: Raw -487805.329620 + Penalty 2690.654201 = -485114.675419 nChanged 34 SP:Iteration 8Q (431.400000 sec): 3 clusters Score: Raw -487815.990706 + Penalty 2690.654201 = -485125.336505 nChanged 38 SP:Iteration 9Q (431.410000 sec): 3 clusters Score: Raw -487828.903142 + Penalty 2690.654201 = -485138.248941 nChanged 40 SP:Iteration 10Q (431.420000 sec): 3 clusters Score: Raw -487839.708028 + Penalty 2690.654201 = -485149.053827 nChanged 35 SP:Iteration 11Q (431.430000 sec): 3 clusters Score: Raw -487851.108225 + Penalty 2690.654201 = -485160.454024 nChanged 36 SP:Iteration 12Q (431.450000 sec): 3 clusters Score: Raw -487861.827042 + Penalty 2690.654201 = -485171.172841 nChanged 31 SP:Iteration 13Q (431.460000 sec): 3 clusters Score: Raw -487873.049425 + Penalty 2690.654201 = -485182.395224 nChanged 33 SP:Iteration 14Q (431.470000 sec): 3 clusters Score: Raw -487882.497014 + Penalty 2690.654201 = -485191.842813 nChanged 35 SP:Iteration 15Q (431.480000 sec): 3 clusters Score: Raw -487893.442815 + Penalty 2690.654201 = -485202.788615 nChanged 25 SP:Iteration 16Q (431.490000 sec): 3 clusters Score: Raw -487903.583232 + Penalty 2690.654201 = -485212.929031 nChanged 34 SP:Iteration 17Q (431.510000 sec): 3 clusters Score: Raw -487915.633817 + Penalty 2690.654201 = -485224.979616 nChanged 33 SP:Iteration 18Q (431.520000 sec): 3 clusters Score: Raw -487929.024411 + Penalty 2690.654201 = -485238.370211 nChanged 53 SP:Iteration 19Q (431.530000 sec): 3 clusters Score: Raw -487950.641840 + Penalty 2690.654201 = -485259.987639 nChanged 52 SP:Iteration 20F (431.540000 sec): 3 clusters Score: Raw -487973.107126 + Penalty 2690.654201 = -485282.452926 nChanged 61 SP:Iteration 21Q (431.550000 sec): 3 clusters Score: Raw -487998.412778 + Penalty 2690.654201 = -485307.758577 nChanged 51 SP:Iteration 22Q (431.570000 sec): 3 clusters Score: Raw -488017.942642 + Penalty 2690.654201 = -485327.288441 nChanged 44 SP:Iteration 23Q (431.580000 sec): 3 clusters Score: Raw -488037.089214 + Penalty 2690.654201 = -485346.435013 nChanged 43 SP:Iteration 24Q (431.590000 sec): 3 clusters Score: Raw -488053.787790 + Penalty 2690.654201 = -485363.133589 nChanged 33 SP:Iteration 25Q (431.600000 sec): 3 clusters Score: Raw -488069.116080 + Penalty 2690.654201 = -485378.461879 nChanged 35 SP:Iteration 26Q (431.610000 sec): 3 clusters Score: Raw -488083.444705 + Penalty 2690.654201 = -485392.790505 nChanged 35 SP:Iteration 27Q (431.630000 sec): 3 clusters Score: Raw -488101.171170 + Penalty 2690.654201 = -485410.516969 nChanged 44 SP:Iteration 28Q (431.640000 sec): 3 clusters Score: Raw -488124.980560 + Penalty 2690.654201 = -485434.326359 nChanged 48 SP:Iteration 29Q (431.650000 sec): 3 clusters Score: Raw -488151.879190 + Penalty 2690.654201 = -485461.224990 nChanged 49 SP:Iteration 30Q (431.660000 sec): 3 clusters Score: Raw -488182.296261 + Penalty 2690.654201 = -485491.642060 nChanged 57 SP:Iteration 31Q (431.670000 sec): 3 clusters Score: Raw -488209.230413 + Penalty 2690.654201 = -485518.576212 nChanged 41 SP:Iteration 32Q (431.690000 sec): 3 clusters Score: Raw -488232.023181 + Penalty 2690.654201 = -485541.368980 nChanged 43 SP:Iteration 33Q (431.700000 sec): 3 clusters Score: Raw -488258.392181 + Penalty 2690.654201 = -485567.737980 nChanged 57 SP:Iteration 34Q (431.710000 sec): 3 clusters Score: Raw -488291.832389 + Penalty 2690.654201 = -485601.178189 nChanged 61 SP:Iteration 35Q (431.720000 sec): 3 clusters Score: Raw -488322.154688 + Penalty 2690.654201 = -485631.500488 nChanged 53 SP:Iteration 36Q (431.730000 sec): 3 clusters Score: Raw -488356.110924 + Penalty 2690.654201 = -485665.456723 nChanged 52 SP:Iteration 37Q (431.740000 sec): 3 clusters Score: Raw -488387.946859 + Penalty 2690.654201 = -485697.292658 nChanged 47 SP:Iteration 38Q (431.750000 sec): 3 clusters Score: Raw -488422.019486 + Penalty 2690.654201 = -485731.365286 nChanged 54 SP:Iteration 39Q (431.770000 sec): 3 clusters Score: Raw -488458.208543 + Penalty 2690.654201 = -485767.554342 nChanged 50 SP:Iteration 40F (431.780000 sec): 3 clusters Score: Raw -488483.989477 + Penalty 2690.654201 = -485793.335276 nChanged 29 SP:Iteration 41Q (431.790000 sec): 3 clusters Score: Raw -488497.224489 + Penalty 2690.654201 = -485806.570289 nChanged 20 SP:Iteration 42Q (431.800000 sec): 3 clusters Score: Raw -488510.759740 + Penalty 2690.654201 = -485820.105539 nChanged 28 SP:Iteration 43Q (431.810000 sec): 3 clusters Score: Raw -488527.275924 + Penalty 2690.654201 = -485836.621723 nChanged 18 SP:Iteration 44Q (431.830000 sec): 3 clusters Score: Raw -488538.263843 + Penalty 2690.654201 = -485847.609642 nChanged 17 SP:Iteration 45Q (431.840000 sec): 3 clusters Score: Raw -488547.224834 + Penalty 2690.654201 = -485856.570633 nChanged 15 SP:Iteration 46Q (431.850000 sec): 3 clusters Score: Raw -488554.785497 + Penalty 2690.654201 = -485864.131296 nChanged 16 SP:Iteration 47Q (431.860000 sec): 3 clusters Score: Raw -488566.550355 + Penalty 2690.654201 = -485875.896154 nChanged 16 SP:Iteration 48Q (431.870000 sec): 3 clusters Score: Raw -488577.041872 + Penalty 2690.654201 = -485886.387671 nChanged 17 SP:Iteration 49Q (431.880000 sec): 3 clusters Score: Raw -488586.623206 + Penalty 2690.654201 = -485895.969005 nChanged 9 SP:Iteration 50Q (431.890000 sec): 3 clusters Score: Raw -488593.753115 + Penalty 2690.654201 = -485903.098914 nChanged 10 SP:Iteration 51Q (431.900000 sec): 3 clusters Score: Raw -488601.341045 + Penalty 2690.654201 = -485910.686844 nChanged 13 SP:Iteration 52Q (431.910000 sec): 3 clusters Score: Raw -488608.528294 + Penalty 2690.654201 = -485917.874093 nChanged 10 SP:Iteration 53Q (431.920000 sec): 3 clusters Score: Raw -488613.850539 + Penalty 2690.654201 = -485923.196338 nChanged 8 SP:Iteration 54Q (431.930000 sec): 3 clusters Score: Raw -488619.534923 + Penalty 2690.654201 = -485928.880722 nChanged 9 SP:Iteration 55Q (431.940000 sec): 3 clusters Score: Raw -488626.386618 + Penalty 2690.654201 = -485935.732417 nChanged 8 SP:Iteration 56Q (431.950000 sec): 3 clusters Score: Raw -488631.631837 + Penalty 2690.654201 = -485940.977636 nChanged 7 SP:Iteration 57Q (431.960000 sec): 3 clusters Score: Raw -488635.671844 + Penalty 2690.654201 = -485945.017643 nChanged 8 SP:Iteration 58Q (431.970000 sec): 3 clusters Score: Raw -488640.319582 + Penalty 2690.654201 = -485949.665381 nChanged 7 SP:Iteration 59Q (431.980000 sec): 3 clusters Score: Raw -488645.977279 + Penalty 2690.654201 = -485955.323079 nChanged 12 SP:Iteration 60F (432.000000 sec): 3 clusters Score: Raw -488655.539780 + Penalty 2690.654201 = -485964.885580 nChanged 11 SP:Iteration 61Q (432.000000 sec): 3 clusters Score: Raw -488663.820933 + Penalty 2690.654201 = -485973.166733 nChanged 3 SP:Iteration 62Q (432.020000 sec): 3 clusters Score: Raw -488665.398645 + Penalty 2690.654201 = -485974.744444 nChanged 3 SP:Iteration 63Q (432.020000 sec): 3 clusters Score: Raw -488667.468594 + Penalty 2690.654201 = -485976.814393 nChanged 3 SP:Iteration 64Q (432.040000 sec): 3 clusters Score: Raw -488671.308939 + Penalty 2690.654201 = -485980.654738 nChanged 5 SP:Iteration 65Q (432.040000 sec): 3 clusters Score: Raw -488674.219504 + Penalty 2690.654201 = -485983.565303 nChanged 3 SP:Iteration 66Q (432.050000 sec): 3 clusters Score: Raw -488676.900605 + Penalty 2690.654201 = -485986.246404 nChanged 3 SP:Iteration 67Q (432.060000 sec): 3 clusters Score: Raw -488679.795856 + Penalty 2690.654201 = -485989.141655 nChanged 3 SP:Iteration 68Q (432.070000 sec): 3 clusters Score: Raw -488681.158902 + Penalty 2690.654201 = -485990.504701 nChanged 3 SP:Iteration 69Q (432.080000 sec): 3 clusters Score: Raw -488684.405114 + Penalty 2690.654201 = -485993.750914 nChanged 6 SP:Iteration 70Q (432.090000 sec): 3 clusters Score: Raw -488687.558999 + Penalty 2690.654201 = -485996.904799 nChanged 3 SP:Iteration 71Q (432.100000 sec): 3 clusters Score: Raw -488689.858207 + Penalty 2690.654201 = -485999.204006 nChanged 2 SP:Iteration 72Q (432.110000 sec): 3 clusters Score: Raw -488691.569129 + Penalty 2690.654201 = -486000.914928 nChanged 2 SP:Iteration 73Q (432.120000 sec): 3 clusters Score: Raw -488692.515186 + Penalty 2690.654201 = -486001.860985 nChanged 2 SP:Iteration 74Q (432.130000 sec): 3 clusters Score: Raw -488692.915621 + Penalty 2690.654201 = -486002.261421 nChanged 2 SP:Iteration 75Q (432.140000 sec): 3 clusters Score: Raw -488693.815896 + Penalty 2690.654201 = -486003.161696 nChanged 3 SP:Iteration 76Q (432.150000 sec): 3 clusters Score: Raw -488695.205933 + Penalty 2690.654201 = -486004.551732 nChanged 1 SP:Iteration 77Q (432.160000 sec): 3 clusters Score: Raw -488695.612545 + Penalty 2690.654201 = -486004.958344 nChanged 1 SP:Iteration 78Q (432.170000 sec): 3 clusters Score: Raw -488696.227050 + Penalty 2690.654201 = -486005.572849 nChanged 2 SP:Iteration 79Q (432.180000 sec): 3 clusters Score: Raw -488698.215606 + Penalty 2690.654201 = -486007.561406 nChanged 1 SP:Iteration 80F (432.190000 sec): 3 clusters Score: Raw -488698.528180 + Penalty 2690.654201 = -486007.873979 nChanged 1 SP:Iteration 81Q (432.200000 sec): 3 clusters Score: Raw -488699.129337 + Penalty 2690.654201 = -486008.475136 nChanged 0 SP:Iteration 82F (432.210000 sec): 3 clusters Score: Raw -488699.129337 + Penalty 2690.654201 = -486008.475136 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 11 (7322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.230000 sec): 2 clusters Score: Raw -900021.738196 + Penalty 1446.028804 = -898575.709392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.260000 sec): 3 clusters Score: Raw -896046.533721 + Penalty 2892.057608 = -893154.476113 nChanged 3075 SP:Iteration 1F (432.280000 sec): 3 clusters Score: Raw -897671.412698 + Penalty 2892.057608 = -894779.355090 nChanged 454 SP:Iteration 2F (432.300000 sec): 3 clusters Score: Raw -897923.243058 + Penalty 2892.057608 = -895031.185450 nChanged 414 SP:Iteration 3F (432.320000 sec): 3 clusters Score: Raw -898159.366818 + Penalty 2892.057608 = -895267.309210 nChanged 397 SP:Iteration 4F (432.340000 sec): 3 clusters Score: Raw -898424.729877 + Penalty 2892.057608 = -895532.672269 nChanged 440 SP:Iteration 5F (432.370000 sec): 3 clusters Score: Raw -898713.867360 + Penalty 2892.057608 = -895821.809752 nChanged 419 SP:Iteration 6F (432.390000 sec): 3 clusters Score: Raw -898992.476232 + Penalty 2892.057608 = -896100.418624 nChanged 383 SP:Iteration 7F (432.410000 sec): 3 clusters Score: Raw -899241.643760 + Penalty 2892.057608 = -896349.586152 nChanged 373 SP:Iteration 8F (432.430000 sec): 3 clusters Score: Raw -899507.153996 + Penalty 2892.057608 = -896615.096388 nChanged 304 SP:Iteration 9Q (432.460000 sec): 3 clusters Score: Raw -899728.619511 + Penalty 2892.057608 = -896836.561903 nChanged 238 SP:Iteration 10Q (432.480000 sec): 3 clusters Score: Raw -899905.671840 + Penalty 2892.057608 = -897013.614232 nChanged 167 SP:Iteration 11Q (432.500000 sec): 3 clusters Score: Raw -900029.960581 + Penalty 2892.057608 = -897137.902973 nChanged 139 SP:Iteration 12Q (432.520000 sec): 3 clusters Score: Raw -900135.284207 + Penalty 2892.057608 = -897243.226599 nChanged 93 SP:Iteration 13Q (432.540000 sec): 3 clusters Score: Raw -900210.286459 + Penalty 2892.057608 = -897318.228851 nChanged 72 SP:Iteration 14Q (432.560000 sec): 3 clusters Score: Raw -900272.736035 + Penalty 2892.057608 = -897380.678428 nChanged 64 SP:Iteration 15Q (432.580000 sec): 3 clusters Score: Raw -900318.754562 + Penalty 2892.057608 = -897426.696955 nChanged 44 SP:Iteration 16Q (432.600000 sec): 3 clusters Score: Raw -900348.881883 + Penalty 2892.057608 = -897456.824275 nChanged 28 SP:Iteration 17Q (432.620000 sec): 3 clusters Score: Raw -900367.620452 + Penalty 2892.057608 = -897475.562844 nChanged 21 SP:Iteration 18Q (432.640000 sec): 3 clusters Score: Raw -900377.905852 + Penalty 2892.057608 = -897485.848244 nChanged 6 SP:Iteration 19Q (432.660000 sec): 3 clusters Score: Raw -900380.850620 + Penalty 2892.057608 = -897488.793012 nChanged 5 SP:Iteration 20F (432.680000 sec): 3 clusters Score: Raw -900384.469001 + Penalty 2892.057608 = -897492.411393 nChanged 8 SP:Iteration 21Q (432.700000 sec): 3 clusters Score: Raw -900388.091876 + Penalty 2892.057608 = -897496.034268 nChanged 6 SP:Iteration 22Q (432.720000 sec): 3 clusters Score: Raw -900392.198661 + Penalty 2892.057608 = -897500.141053 nChanged 13 SP:Iteration 23Q (432.740000 sec): 3 clusters Score: Raw -900399.347893 + Penalty 2892.057608 = -897507.290285 nChanged 5 SP:Iteration 24Q (432.750000 sec): 3 clusters Score: Raw -900401.749566 + Penalty 2892.057608 = -897509.691958 nChanged 5 SP:Iteration 25Q (432.770000 sec): 3 clusters Score: Raw -900404.897005 + Penalty 2892.057608 = -897512.839397 nChanged 5 SP:Iteration 26Q (432.790000 sec): 3 clusters Score: Raw -900406.714951 + Penalty 2892.057608 = -897514.657343 nChanged 0 SP:Iteration 27F (432.810000 sec): 3 clusters Score: Raw -900406.714951 + Penalty 2892.057608 = -897514.657343 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 13 (147111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.250000 sec): 2 clusters Score: Raw -17235361.204756 + Penalty 1933.578186 = -17233427.626570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.730000 sec): 3 clusters Score: Raw -17138372.075231 + Penalty 3867.156372 = -17134504.918859 nChanged 70896 SP:Iteration 1F (434.200000 sec): 3 clusters Score: Raw -17179754.725598 + Penalty 3867.156372 = -17175887.569226 nChanged 3726 SP:Iteration 2Q (434.680000 sec): 3 clusters Score: Raw -17180460.343896 + Penalty 3867.156372 = -17176593.187524 nChanged 3922 SP:Iteration 3Q (435.170000 sec): 3 clusters Score: Raw -17181337.840561 + Penalty 3867.156372 = -17177470.684189 nChanged 4443 SP:Iteration 4Q (435.660000 sec): 3 clusters Score: Raw -17182525.536175 + Penalty 3867.156372 = -17178658.379803 nChanged 5177 SP:Iteration 5Q (436.140000 sec): 3 clusters Score: Raw -17184277.330202 + Penalty 3867.156372 = -17180410.173830 nChanged 6238 SP:Iteration 6Q (436.620000 sec): 3 clusters Score: Raw -17187009.147347 + Penalty 3867.156372 = -17183141.990975 nChanged 7701 SP:Iteration 7F (437.090000 sec): 3 clusters Score: Raw -17191456.109033 + Penalty 3867.156372 = -17187588.952661 nChanged 9366 SP:Iteration 8F (437.580000 sec): 3 clusters Score: Raw -17198208.696592 + Penalty 3867.156372 = -17194341.540220 nChanged 10341 SP:Iteration 9F (438.040000 sec): 3 clusters Score: Raw -17206250.407678 + Penalty 3867.156372 = -17202383.251306 nChanged 9675 SP:Iteration 10F (438.520000 sec): 3 clusters Score: Raw -17212596.482612 + Penalty 3867.156372 = -17208729.326240 nChanged 7418 SP:Iteration 11F (438.990000 sec): 3 clusters Score: Raw -17216052.963990 + Penalty 3867.156372 = -17212185.807618 nChanged 4902 SP:Iteration 12Q (439.460000 sec): 3 clusters Score: Raw -17217986.540656 + Penalty 3867.156372 = -17214119.384285 nChanged 3554 SP:Iteration 13Q (439.940000 sec): 3 clusters Score: Raw -17219555.039689 + Penalty 3867.156372 = -17215687.883317 nChanged 3198 SP:Iteration 14Q (440.400000 sec): 3 clusters Score: Raw -17221211.063929 + Penalty 3867.156372 = -17217343.907557 nChanged 3313 SP:Iteration 15Q (440.880000 sec): 3 clusters Score: Raw -17223215.112786 + Penalty 3867.156372 = -17219347.956414 nChanged 3356 SP:Iteration 16Q (441.340000 sec): 3 clusters Score: Raw -17225723.149850 + Penalty 3867.156372 = -17221855.993478 nChanged 3332 SP:Iteration 17Q (441.790000 sec): 3 clusters Score: Raw -17228466.188076 + Penalty 3867.156372 = -17224599.031704 nChanged 3008 SP:Iteration 18Q (442.240000 sec): 3 clusters Score: Raw -17230588.521836 + Penalty 3867.156372 = -17226721.365464 nChanged 2541 SP:Iteration 19Q (442.680000 sec): 3 clusters Score: Raw -17231957.969481 + Penalty 3867.156372 = -17228090.813109 nChanged 2116 SP:Iteration 20F (443.150000 sec): 3 clusters Score: Raw -17232889.422011 + Penalty 3867.156372 = -17229022.265639 nChanged 1791 SP:Iteration 21Q (443.570000 sec): 3 clusters Score: Raw -17233531.116807 + Penalty 3867.156372 = -17229663.960435 nChanged 1576 SP:Iteration 22Q (443.990000 sec): 3 clusters Score: Raw -17234040.180878 + Penalty 3867.156372 = -17230173.024506 nChanged 1402 SP:Iteration 23Q (444.390000 sec): 3 clusters Score: Raw -17234423.020398 + Penalty 3867.156372 = -17230555.864026 nChanged 1197 SP:Iteration 24Q (444.790000 sec): 3 clusters Score: Raw -17234719.449615 + Penalty 3867.156372 = -17230852.293243 nChanged 1145 SP:Iteration 25Q (445.190000 sec): 3 clusters Score: Raw -17234986.293846 + Penalty 3867.156372 = -17231119.137474 nChanged 1032 SP:Iteration 26Q (445.600000 sec): 3 clusters Score: Raw -17235207.079204 + Penalty 3867.156372 = -17231339.922832 nChanged 925 SP:Iteration 27Q (446.000000 sec): 3 clusters Score: Raw -17235385.397599 + Penalty 3867.156372 = -17231518.241227 nChanged 787 SP:Iteration 28Q (446.380000 sec): 3 clusters Score: Raw -17235528.028552 + Penalty 3867.156372 = -17231660.872180 nChanged 739 SP:Iteration 29Q (446.780000 sec): 3 clusters Score: Raw -17235656.188341 + Penalty 3867.156372 = -17231789.031969 nChanged 668 SP:Iteration 30Q (447.160000 sec): 3 clusters Score: Raw -17235766.786141 + Penalty 3867.156372 = -17231899.629769 nChanged 663 SP:Iteration 31Q (447.550000 sec): 3 clusters Score: Raw -17235874.132818 + Penalty 3867.156372 = -17232006.976446 nChanged 598 SP:Iteration 32Q (447.930000 sec): 3 clusters Score: Raw -17235961.307454 + Penalty 3867.156372 = -17232094.151083 nChanged 561 SP:Iteration 33Q (448.320000 sec): 3 clusters Score: Raw -17236040.615224 + Penalty 3867.156372 = -17232173.458852 nChanged 534 SP:Iteration 34Q (448.700000 sec): 3 clusters Score: Raw -17236118.675385 + Penalty 3867.156372 = -17232251.519013 nChanged 520 SP:Iteration 35Q (449.080000 sec): 3 clusters Score: Raw -17236193.598538 + Penalty 3867.156372 = -17232326.442167 nChanged 516 SP:Iteration 36Q (449.460000 sec): 3 clusters Score: Raw -17236265.240655 + Penalty 3867.156372 = -17232398.084283 nChanged 457 SP:Iteration 37Q (449.830000 sec): 3 clusters Score: Raw -17236324.022787 + Penalty 3867.156372 = -17232456.866415 nChanged 431 SP:Iteration 38Q (450.200000 sec): 3 clusters Score: Raw -17236378.551788 + Penalty 3867.156372 = -17232511.395416 nChanged 417 SP:Iteration 39Q (450.570000 sec): 3 clusters Score: Raw -17236431.099153 + Penalty 3867.156372 = -17232563.942781 nChanged 387 SP:Iteration 40F (451.040000 sec): 3 clusters Score: Raw -17236475.508853 + Penalty 3867.156372 = -17232608.352481 nChanged 360 SP:Iteration 41Q (451.420000 sec): 3 clusters Score: Raw -17236517.960353 + Penalty 3867.156372 = -17232650.803981 nChanged 352 SP:Iteration 42Q (451.800000 sec): 3 clusters Score: Raw -17236560.782176 + Penalty 3867.156372 = -17232693.625804 nChanged 370 SP:Iteration 43Q (452.170000 sec): 3 clusters Score: Raw -17236603.400673 + Penalty 3867.156372 = -17232736.244301 nChanged 312 SP:Iteration 44Q (452.550000 sec): 3 clusters Score: Raw -17236635.183258 + Penalty 3867.156372 = -17232768.026886 nChanged 274 SP:Iteration 45Q (452.920000 sec): 3 clusters Score: Raw -17236660.527517 + Penalty 3867.156372 = -17232793.371145 nChanged 238 SP:Iteration 46Q (453.300000 sec): 3 clusters Score: Raw -17236680.683523 + Penalty 3867.156372 = -17232813.527151 nChanged 221 SP:Iteration 47Q (453.660000 sec): 3 clusters Score: Raw -17236700.234077 + Penalty 3867.156372 = -17232833.077705 nChanged 219 SP:Iteration 48Q (454.030000 sec): 3 clusters Score: Raw -17236718.878857 + Penalty 3867.156372 = -17232851.722485 nChanged 206 SP:Iteration 49Q (454.400000 sec): 3 clusters Score: Raw -17236738.630847 + Penalty 3867.156372 = -17232871.474475 nChanged 194 SP:Iteration 50Q (454.760000 sec): 3 clusters Score: Raw -17236756.349851 + Penalty 3867.156372 = -17232889.193479 nChanged 185 SP:Iteration 51Q (455.120000 sec): 3 clusters Score: Raw -17236771.277382 + Penalty 3867.156372 = -17232904.121011 nChanged 161 SP:Iteration 52Q (455.480000 sec): 3 clusters Score: Raw -17236782.817679 + Penalty 3867.156372 = -17232915.661307 nChanged 151 SP:Iteration 53Q (455.840000 sec): 3 clusters Score: Raw -17236793.214848 + Penalty 3867.156372 = -17232926.058476 nChanged 133 SP:Iteration 54Q (456.200000 sec): 3 clusters Score: Raw -17236801.940540 + Penalty 3867.156372 = -17232934.784168 nChanged 119 SP:Iteration 55Q (456.560000 sec): 3 clusters Score: Raw -17236809.723358 + Penalty 3867.156372 = -17232942.566986 nChanged 119 SP:Iteration 56Q (456.920000 sec): 3 clusters Score: Raw -17236817.650589 + Penalty 3867.156372 = -17232950.494217 nChanged 117 SP:Iteration 57Q (457.280000 sec): 3 clusters Score: Raw -17236824.764208 + Penalty 3867.156372 = -17232957.607836 nChanged 114 SP:Iteration 58Q (457.650000 sec): 3 clusters Score: Raw -17236831.443979 + Penalty 3867.156372 = -17232964.287607 nChanged 100 SP:Iteration 59Q (458.000000 sec): 3 clusters Score: Raw -17236837.360192 + Penalty 3867.156372 = -17232970.203820 nChanged 108 SP:Iteration 60F (458.460000 sec): 3 clusters Score: Raw -17236844.065418 + Penalty 3867.156372 = -17232976.909046 nChanged 109 SP:Iteration 61Q (458.820000 sec): 3 clusters Score: Raw -17236851.887645 + Penalty 3867.156372 = -17232984.731273 nChanged 111 SP:Iteration 62Q (459.180000 sec): 3 clusters Score: Raw -17236860.109691 + Penalty 3867.156372 = -17232992.953319 nChanged 104 SP:Iteration 63Q (459.530000 sec): 3 clusters Score: Raw -17236867.070073 + Penalty 3867.156372 = -17232999.913701 nChanged 90 SP:Iteration 64Q (459.880000 sec): 3 clusters Score: Raw -17236871.810437 + Penalty 3867.156372 = -17233004.654065 nChanged 84 SP:Iteration 65Q (460.230000 sec): 3 clusters Score: Raw -17236876.192469 + Penalty 3867.156372 = -17233009.036097 nChanged 78 SP:Iteration 66Q (460.590000 sec): 3 clusters Score: Raw -17236880.495841 + Penalty 3867.156372 = -17233013.339469 nChanged 86 SP:Iteration 67Q (460.960000 sec): 3 clusters Score: Raw -17236885.143325 + Penalty 3867.156372 = -17233017.986953 nChanged 87 SP:Iteration 68Q (461.310000 sec): 3 clusters Score: Raw -17236890.059789 + Penalty 3867.156372 = -17233022.903417 nChanged 86 SP:Iteration 69Q (461.670000 sec): 3 clusters Score: Raw -17236894.778159 + Penalty 3867.156372 = -17233027.621787 nChanged 86 SP:Iteration 70Q (462.020000 sec): 3 clusters Score: Raw -17236899.761141 + Penalty 3867.156372 = -17233032.604769 nChanged 99 SP:Iteration 71Q (462.370000 sec): 3 clusters Score: Raw -17236905.850858 + Penalty 3867.156372 = -17233038.694486 nChanged 111 SP:Iteration 72Q (462.740000 sec): 3 clusters Score: Raw -17236912.410291 + Penalty 3867.156372 = -17233045.253919 nChanged 101 SP:Iteration 73Q (463.100000 sec): 3 clusters Score: Raw -17236918.544485 + Penalty 3867.156372 = -17233051.388113 nChanged 103 SP:Iteration 74Q (463.470000 sec): 3 clusters Score: Raw -17236924.811189 + Penalty 3867.156372 = -17233057.654817 nChanged 98 SP:Iteration 75Q (463.830000 sec): 3 clusters Score: Raw -17236930.591971 + Penalty 3867.156372 = -17233063.435599 nChanged 95 SP:Iteration 76Q (464.180000 sec): 3 clusters Score: Raw -17236936.075335 + Penalty 3867.156372 = -17233068.918963 nChanged 87 SP:Iteration 77Q (464.520000 sec): 3 clusters Score: Raw -17236941.441255 + Penalty 3867.156372 = -17233074.284883 nChanged 97 SP:Iteration 78Q (464.880000 sec): 3 clusters Score: Raw -17236947.482909 + Penalty 3867.156372 = -17233080.326538 nChanged 94 SP:Iteration 79Q (465.230000 sec): 3 clusters Score: Raw -17236953.556731 + Penalty 3867.156372 = -17233086.400359 nChanged 94 SP:Iteration 80F (465.700000 sec): 3 clusters Score: Raw -17236959.683706 + Penalty 3867.156372 = -17233092.527334 nChanged 96 SP:Iteration 81Q (466.050000 sec): 3 clusters Score: Raw -17236966.522084 + Penalty 3867.156372 = -17233099.365712 nChanged 97 SP:Iteration 82Q (466.390000 sec): 3 clusters Score: Raw -17236973.530876 + Penalty 3867.156372 = -17233106.374504 nChanged 74 SP:Iteration 83Q (466.750000 sec): 3 clusters Score: Raw -17236978.362456 + Penalty 3867.156372 = -17233111.206084 nChanged 79 SP:Iteration 84Q (467.110000 sec): 3 clusters Score: Raw -17236983.554601 + Penalty 3867.156372 = -17233116.398229 nChanged 73 SP:Iteration 85Q (467.460000 sec): 3 clusters Score: Raw -17236987.887786 + Penalty 3867.156372 = -17233120.731414 nChanged 71 SP:Iteration 86Q (467.810000 sec): 3 clusters Score: Raw -17236991.518588 + Penalty 3867.156372 = -17233124.362216 nChanged 63 SP:Iteration 87Q (468.170000 sec): 3 clusters Score: Raw -17236994.440070 + Penalty 3867.156372 = -17233127.283698 nChanged 57 SP:Iteration 88Q (468.530000 sec): 3 clusters Score: Raw -17236997.106953 + Penalty 3867.156372 = -17233129.950581 nChanged 54 SP:Iteration 89Q (468.880000 sec): 3 clusters Score: Raw -17236999.947824 + Penalty 3867.156372 = -17233132.791452 nChanged 62 SP:Iteration 90Q (469.240000 sec): 3 clusters Score: Raw -17237002.834329 + Penalty 3867.156372 = -17233135.677957 nChanged 61 SP:Iteration 91Q (469.590000 sec): 3 clusters Score: Raw -17237005.641397 + Penalty 3867.156372 = -17233138.485025 nChanged 51 SP:Iteration 92Q (469.950000 sec): 3 clusters Score: Raw -17237007.835909 + Penalty 3867.156372 = -17233140.679537 nChanged 34 SP:Iteration 93Q (470.300000 sec): 3 clusters Score: Raw -17237009.191879 + Penalty 3867.156372 = -17233142.035508 nChanged 35 SP:Iteration 94Q (470.650000 sec): 3 clusters Score: Raw -17237010.595789 + Penalty 3867.156372 = -17233143.439417 nChanged 28 SP:Iteration 95Q (471.010000 sec): 3 clusters Score: Raw -17237011.659775 + Penalty 3867.156372 = -17233144.503403 nChanged 31 SP:Iteration 96Q (471.370000 sec): 3 clusters Score: Raw -17237012.717925 + Penalty 3867.156372 = -17233145.561553 nChanged 32 SP:Iteration 97Q (471.730000 sec): 3 clusters Score: Raw -17237013.975309 + Penalty 3867.156372 = -17233146.818937 nChanged 35 SP:Iteration 98Q (472.090000 sec): 3 clusters Score: Raw -17237015.451282 + Penalty 3867.156372 = -17233148.294910 nChanged 21 SP:Iteration 99Q (472.440000 sec): 3 clusters Score: Raw -17237016.246843 + Penalty 3867.156372 = -17233149.090471 nChanged 20 SP:Iteration 100F (472.900000 sec): 3 clusters Score: Raw -17237016.910702 + Penalty 3867.156372 = -17233149.754331 nChanged 18 SP:Iteration 101Q (473.260000 sec): 3 clusters Score: Raw -17237017.428420 + Penalty 3867.156372 = -17233150.272048 nChanged 17 SP:Iteration 102Q (473.610000 sec): 3 clusters Score: Raw -17237017.973879 + Penalty 3867.156372 = -17233150.817507 nChanged 17 SP:Iteration 103Q (473.970000 sec): 3 clusters Score: Raw -17237018.486845 + Penalty 3867.156372 = -17233151.330473 nChanged 24 SP:Iteration 104Q (474.330000 sec): 3 clusters Score: Raw -17237019.257912 + Penalty 3867.156372 = -17233152.101540 nChanged 20 SP:Iteration 105Q (474.690000 sec): 3 clusters Score: Raw -17237019.892408 + Penalty 3867.156372 = -17233152.736037 nChanged 21 SP:Iteration 106Q (475.050000 sec): 3 clusters Score: Raw -17237020.452961 + Penalty 3867.156372 = -17233153.296589 nChanged 17 SP:Iteration 107Q (475.410000 sec): 3 clusters Score: Raw -17237021.089170 + Penalty 3867.156372 = -17233153.932798 nChanged 21 SP:Iteration 108Q (475.770000 sec): 3 clusters Score: Raw -17237021.792000 + Penalty 3867.156372 = -17233154.635628 nChanged 18 SP:Iteration 109Q (476.130000 sec): 3 clusters Score: Raw -17237022.385185 + Penalty 3867.156372 = -17233155.228813 nChanged 17 SP:Iteration 110Q (476.480000 sec): 3 clusters Score: Raw -17237022.836247 + Penalty 3867.156372 = -17233155.679875 nChanged 15 SP:Iteration 111Q (476.840000 sec): 3 clusters Score: Raw -17237023.426488 + Penalty 3867.156372 = -17233156.270116 nChanged 18 SP:Iteration 112Q (477.200000 sec): 3 clusters Score: Raw -17237023.989323 + Penalty 3867.156372 = -17233156.832951 nChanged 20 SP:Iteration 113Q (477.560000 sec): 3 clusters Score: Raw -17237024.541179 + Penalty 3867.156372 = -17233157.384807 nChanged 17 SP:Iteration 114Q (477.910000 sec): 3 clusters Score: Raw -17237024.997112 + Penalty 3867.156372 = -17233157.840740 nChanged 15 SP:Iteration 115Q (478.270000 sec): 3 clusters Score: Raw -17237025.378386 + Penalty 3867.156372 = -17233158.222014 nChanged 16 SP:Iteration 116Q (478.630000 sec): 3 clusters Score: Raw -17237025.848682 + Penalty 3867.156372 = -17233158.692311 nChanged 16 SP:Iteration 117Q (478.990000 sec): 3 clusters Score: Raw -17237026.322754 + Penalty 3867.156372 = -17233159.166382 nChanged 15 SP:Iteration 118Q (479.350000 sec): 3 clusters Score: Raw -17237026.825279 + Penalty 3867.156372 = -17233159.668907 nChanged 19 SP:Iteration 119Q (479.710000 sec): 3 clusters Score: Raw -17237027.458704 + Penalty 3867.156372 = -17233160.302332 nChanged 28 SP:Iteration 120F (480.180000 sec): 3 clusters Score: Raw -17237028.483851 + Penalty 3867.156372 = -17233161.327479 nChanged 20 SP:Iteration 121Q (480.530000 sec): 3 clusters Score: Raw -17237029.181071 + Penalty 3867.156372 = -17233162.024699 nChanged 16 SP:Iteration 122Q (480.880000 sec): 3 clusters Score: Raw -17237029.681125 + Penalty 3867.156372 = -17233162.524753 nChanged 20 SP:Iteration 123Q (481.220000 sec): 3 clusters Score: Raw -17237030.244276 + Penalty 3867.156372 = -17233163.087904 nChanged 20 SP:Iteration 124Q (481.590000 sec): 3 clusters Score: Raw -17237030.943521 + Penalty 3867.156372 = -17233163.787149 nChanged 25 SP:Iteration 125Q (481.960000 sec): 3 clusters Score: Raw -17237031.978213 + Penalty 3867.156372 = -17233164.821841 nChanged 29 SP:Iteration 126Q (482.310000 sec): 3 clusters Score: Raw -17237033.298169 + Penalty 3867.156372 = -17233166.141797 nChanged 38 SP:Iteration 127Q (482.660000 sec): 3 clusters Score: Raw -17237034.739725 + Penalty 3867.156372 = -17233167.583353 nChanged 34 SP:Iteration 128Q (483.020000 sec): 3 clusters Score: Raw -17237035.770909 + Penalty 3867.156372 = -17233168.614537 nChanged 19 SP:Iteration 129Q (483.380000 sec): 3 clusters Score: Raw -17237036.358623 + Penalty 3867.156372 = -17233169.202251 nChanged 18 SP:Iteration 130Q (483.730000 sec): 3 clusters Score: Raw -17237036.837051 + Penalty 3867.156372 = -17233169.680679 nChanged 9 SP:Iteration 131Q (484.090000 sec): 3 clusters Score: Raw -17237037.124128 + Penalty 3867.156372 = -17233169.967756 nChanged 15 SP:Iteration 132Q (484.440000 sec): 3 clusters Score: Raw -17237037.629874 + Penalty 3867.156372 = -17233170.473502 nChanged 15 SP:Iteration 133Q (484.800000 sec): 3 clusters Score: Raw -17237038.225875 + Penalty 3867.156372 = -17233171.069503 nChanged 14 SP:Iteration 134Q (485.150000 sec): 3 clusters Score: Raw -17237038.742486 + Penalty 3867.156372 = -17233171.586114 nChanged 16 SP:Iteration 135Q (485.500000 sec): 3 clusters Score: Raw -17237039.260615 + Penalty 3867.156372 = -17233172.104243 nChanged 18 SP:Iteration 136Q (485.860000 sec): 3 clusters Score: Raw -17237039.955629 + Penalty 3867.156372 = -17233172.799257 nChanged 18 SP:Iteration 137Q (486.220000 sec): 3 clusters Score: Raw -17237040.588356 + Penalty 3867.156372 = -17233173.431984 nChanged 13 SP:Iteration 138Q (486.570000 sec): 3 clusters Score: Raw -17237040.951582 + Penalty 3867.156372 = -17233173.795210 nChanged 12 SP:Iteration 139Q (486.920000 sec): 3 clusters Score: Raw -17237041.244589 + Penalty 3867.156372 = -17233174.088217 nChanged 10 SP:Iteration 140F (487.380000 sec): 3 clusters Score: Raw -17237041.462116 + Penalty 3867.156372 = -17233174.305744 nChanged 11 SP:Iteration 141Q (487.730000 sec): 3 clusters Score: Raw -17237041.662476 + Penalty 3867.156372 = -17233174.506104 nChanged 7 SP:Iteration 142Q (488.080000 sec): 3 clusters Score: Raw -17237041.792568 + Penalty 3867.156372 = -17233174.636196 nChanged 5 SP:Iteration 143Q (488.440000 sec): 3 clusters Score: Raw -17237041.887388 + Penalty 3867.156372 = -17233174.731016 nChanged 3 SP:Iteration 144Q (488.780000 sec): 3 clusters Score: Raw -17237041.978141 + Penalty 3867.156372 = -17233174.821769 nChanged 5 SP:Iteration 145Q (489.130000 sec): 3 clusters Score: Raw -17237042.086626 + Penalty 3867.156372 = -17233174.930255 nChanged 5 SP:Iteration 146Q (489.490000 sec): 3 clusters Score: Raw -17237042.213187 + Penalty 3867.156372 = -17233175.056815 nChanged 8 SP:Iteration 147Q (489.840000 sec): 3 clusters Score: Raw -17237042.474544 + Penalty 3867.156372 = -17233175.318172 nChanged 8 SP:Iteration 148Q (490.190000 sec): 3 clusters Score: Raw -17237042.656327 + Penalty 3867.156372 = -17233175.499955 nChanged 6 SP:Iteration 149Q (490.530000 sec): 3 clusters Score: Raw -17237042.809452 + Penalty 3867.156372 = -17233175.653080 nChanged 8 SP:Iteration 150Q (490.890000 sec): 3 clusters Score: Raw -17237043.100323 + Penalty 3867.156372 = -17233175.943951 nChanged 9 SP:Iteration 151Q (491.240000 sec): 3 clusters Score: Raw -17237043.418227 + Penalty 3867.156372 = -17233176.261855 nChanged 13 SP:Iteration 152Q (491.590000 sec): 3 clusters Score: Raw -17237043.802561 + Penalty 3867.156372 = -17233176.646189 nChanged 11 SP:Iteration 153Q (491.930000 sec): 3 clusters Score: Raw -17237044.191202 + Penalty 3867.156372 = -17233177.034830 nChanged 10 SP:Iteration 154Q (492.290000 sec): 3 clusters Score: Raw -17237044.467353 + Penalty 3867.156372 = -17233177.310981 nChanged 7 SP:Iteration 155Q (492.640000 sec): 3 clusters Score: Raw -17237044.646141 + Penalty 3867.156372 = -17233177.489769 nChanged 6 SP:Iteration 156Q (492.990000 sec): 3 clusters Score: Raw -17237044.811037 + Penalty 3867.156372 = -17233177.654665 nChanged 5 SP:Iteration 157Q (493.330000 sec): 3 clusters Score: Raw -17237044.915072 + Penalty 3867.156372 = -17233177.758700 nChanged 3 SP:Iteration 158Q (493.690000 sec): 3 clusters Score: Raw -17237044.987033 + Penalty 3867.156372 = -17233177.830662 nChanged 2 SP:Iteration 159Q (494.050000 sec): 3 clusters Score: Raw -17237045.008483 + Penalty 3867.156372 = -17233177.852111 nChanged 2 SP:Iteration 160F (494.510000 sec): 3 clusters Score: Raw -17237045.055347 + Penalty 3867.156372 = -17233177.898975 nChanged 3 SP:Iteration 161Q (494.860000 sec): 3 clusters Score: Raw -17237045.127918 + Penalty 3867.156372 = -17233177.971546 nChanged 2 SP:Iteration 162Q (495.210000 sec): 3 clusters Score: Raw -17237045.172641 + Penalty 3867.156372 = -17233178.016269 nChanged 1 SP:Iteration 163Q (495.570000 sec): 3 clusters Score: Raw -17237045.187131 + Penalty 3867.156372 = -17233178.030759 nChanged 1 SP:Iteration 164Q (495.910000 sec): 3 clusters Score: Raw -17237045.211500 + Penalty 3867.156372 = -17233178.055129 nChanged 1 SP:Iteration 165Q (496.260000 sec): 3 clusters Score: Raw -17237045.242927 + Penalty 3867.156372 = -17233178.086555 nChanged 2 SP:Iteration 166Q (496.610000 sec): 3 clusters Score: Raw -17237045.255067 + Penalty 3867.156372 = -17233178.098695 nChanged 1 SP:Iteration 167Q (496.960000 sec): 3 clusters Score: Raw -17237045.259746 + Penalty 3867.156372 = -17233178.103374 nChanged 0 SP:Iteration 168F (497.420000 sec): 3 clusters Score: Raw -17237045.259746 + Penalty 3867.156372 = -17233178.103374 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 14 (11971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.520000 sec): 2 clusters Score: Raw -1431623.389483 + Penalty 1525.914380 = -1430097.475103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.550000 sec): 3 clusters Score: Raw -1424662.168085 + Penalty 3051.828760 = -1421610.339326 nChanged 5194 SP:Iteration 1F (497.590000 sec): 3 clusters Score: Raw -1427439.003347 + Penalty 3051.828760 = -1424387.174587 nChanged 678 SP:Iteration 2F (497.630000 sec): 3 clusters Score: Raw -1427690.617600 + Penalty 3051.828760 = -1424638.788840 nChanged 567 SP:Iteration 3Q (497.660000 sec): 3 clusters Score: Raw -1427875.483700 + Penalty 3051.828760 = -1424823.654940 nChanged 458 SP:Iteration 4Q (497.700000 sec): 3 clusters Score: Raw -1428031.950766 + Penalty 3051.828760 = -1424980.122007 nChanged 427 SP:Iteration 5Q (497.730000 sec): 3 clusters Score: Raw -1428198.747721 + Penalty 3051.828760 = -1425146.918962 nChanged 484 SP:Iteration 6Q (497.770000 sec): 3 clusters Score: Raw -1428416.732321 + Penalty 3051.828760 = -1425364.903562 nChanged 550 SP:Iteration 7Q (497.810000 sec): 3 clusters Score: Raw -1428703.741105 + Penalty 3051.828760 = -1425651.912345 nChanged 646 SP:Iteration 8F (497.850000 sec): 3 clusters Score: Raw -1429096.766404 + Penalty 3051.828760 = -1426044.937644 nChanged 740 SP:Iteration 9F (497.880000 sec): 3 clusters Score: Raw -1429644.488110 + Penalty 3051.828760 = -1426592.659351 nChanged 761 SP:Iteration 10F (497.920000 sec): 3 clusters Score: Raw -1430256.402088 + Penalty 3051.828760 = -1427204.573328 nChanged 628 SP:Iteration 11F (497.950000 sec): 3 clusters Score: Raw -1430778.315800 + Penalty 3051.828760 = -1427726.487040 nChanged 451 SP:Iteration 12Q (497.990000 sec): 3 clusters Score: Raw -1431199.349156 + Penalty 3051.828760 = -1428147.520396 nChanged 291 SP:Iteration 13Q (498.020000 sec): 3 clusters Score: Raw -1431490.507270 + Penalty 3051.828760 = -1428438.678510 nChanged 188 SP:Iteration 14Q (498.050000 sec): 3 clusters Score: Raw -1431681.011207 + Penalty 3051.828760 = -1428629.182447 nChanged 113 SP:Iteration 15Q (498.080000 sec): 3 clusters Score: Raw -1431809.326242 + Penalty 3051.828760 = -1428757.497483 nChanged 73 SP:Iteration 16Q (498.110000 sec): 3 clusters Score: Raw -1431871.883814 + Penalty 3051.828760 = -1428820.055054 nChanged 48 SP:Iteration 17Q (498.140000 sec): 3 clusters Score: Raw -1431910.636009 + Penalty 3051.828760 = -1428858.807250 nChanged 29 SP:Iteration 18Q (498.170000 sec): 3 clusters Score: Raw -1431932.453115 + Penalty 3051.828760 = -1428880.624355 nChanged 23 SP:Iteration 19Q (498.190000 sec): 3 clusters Score: Raw -1431946.783492 + Penalty 3051.828760 = -1428894.954732 nChanged 16 SP:Iteration 20F (498.230000 sec): 3 clusters Score: Raw -1431957.661301 + Penalty 3051.828760 = -1428905.832541 nChanged 14 SP:Iteration 21Q (498.260000 sec): 3 clusters Score: Raw -1431964.807448 + Penalty 3051.828760 = -1428912.978689 nChanged 12 SP:Iteration 22Q (498.290000 sec): 3 clusters Score: Raw -1431969.053738 + Penalty 3051.828760 = -1428917.224979 nChanged 6 SP:Iteration 23Q (498.310000 sec): 3 clusters Score: Raw -1431971.671609 + Penalty 3051.828760 = -1428919.842849 nChanged 5 SP:Iteration 24Q (498.340000 sec): 3 clusters Score: Raw -1431973.531281 + Penalty 3051.828760 = -1428921.702521 nChanged 3 SP:Iteration 25Q (498.370000 sec): 3 clusters Score: Raw -1431975.346679 + Penalty 3051.828760 = -1428923.517920 nChanged 7 SP:Iteration 26Q (498.390000 sec): 3 clusters Score: Raw -1431980.218194 + Penalty 3051.828760 = -1428928.389434 nChanged 6 SP:Iteration 27Q (498.420000 sec): 3 clusters Score: Raw -1431986.229932 + Penalty 3051.828760 = -1428934.401172 nChanged 8 SP:Iteration 28Q (498.440000 sec): 3 clusters Score: Raw -1431990.332689 + Penalty 3051.828760 = -1428938.503929 nChanged 4 SP:Iteration 29Q (498.470000 sec): 3 clusters Score: Raw -1431992.702669 + Penalty 3051.828760 = -1428940.873910 nChanged 5 SP:Iteration 30Q (498.500000 sec): 3 clusters Score: Raw -1431994.671696 + Penalty 3051.828760 = -1428942.842936 nChanged 6 SP:Iteration 31Q (498.530000 sec): 3 clusters Score: Raw -1431998.751994 + Penalty 3051.828760 = -1428946.923234 nChanged 2 SP:Iteration 32Q (498.550000 sec): 3 clusters Score: Raw -1431999.926253 + Penalty 3051.828760 = -1428948.097493 nChanged 1 SP:Iteration 33Q (498.580000 sec): 3 clusters Score: Raw -1432000.653277 + Penalty 3051.828760 = -1428948.824517 nChanged 1 SP:Iteration 34Q (498.610000 sec): 3 clusters Score: Raw -1432001.402074 + Penalty 3051.828760 = -1428949.573315 nChanged 3 SP:Iteration 35Q (498.640000 sec): 3 clusters Score: Raw -1432003.489610 + Penalty 3051.828760 = -1428951.660851 nChanged 3 SP:Iteration 36Q (498.670000 sec): 3 clusters Score: Raw -1432004.529474 + Penalty 3051.828760 = -1428952.700714 nChanged 1 SP:Iteration 37Q (498.690000 sec): 3 clusters Score: Raw -1432005.179362 + Penalty 3051.828760 = -1428953.350603 nChanged 1 SP:Iteration 38Q (498.720000 sec): 3 clusters Score: Raw -1432005.422281 + Penalty 3051.828760 = -1428953.593521 nChanged 1 SP:Iteration 39Q (498.750000 sec): 3 clusters Score: Raw -1432005.579611 + Penalty 3051.828760 = -1428953.750852 nChanged 1 SP:Iteration 40F (498.780000 sec): 3 clusters Score: Raw -1432006.059514 + Penalty 3051.828760 = -1428954.230754 nChanged 1 SP:Iteration 41Q (498.810000 sec): 3 clusters Score: Raw -1432006.406570 + Penalty 3051.828760 = -1428954.577810 nChanged 0 SP:Iteration 42F (498.850000 sec): 3 clusters Score: Raw -1432006.406570 + Penalty 3051.828760 = -1428954.577810 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 15 (3459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.860000 sec): 2 clusters Score: Raw -367257.906878 + Penalty 1324.169406 = -365933.737472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.870000 sec): 3 clusters Score: Raw -365904.131056 + Penalty 2648.338813 = -363255.792243 nChanged 1424 SP:Iteration 1F (498.880000 sec): 3 clusters Score: Raw -369694.969595 + Penalty 2648.338813 = -367046.630782 nChanged 774 SP:Iteration 2F (498.890000 sec): 3 clusters Score: Raw -373367.699321 + Penalty 2648.338813 = -370719.360508 nChanged 319 SP:Iteration 3F (498.900000 sec): 3 clusters Score: Raw -374461.555013 + Penalty 2648.338813 = -371813.216200 nChanged 80 SP:Iteration 4Q (498.910000 sec): 3 clusters Score: Raw -374740.908423 + Penalty 2648.338813 = -372092.569611 nChanged 26 SP:Iteration 5Q (498.920000 sec): 3 clusters Score: Raw -374831.476988 + Penalty 2648.338813 = -372183.138175 nChanged 10 SP:Iteration 6Q (498.930000 sec): 3 clusters Score: Raw -374864.823855 + Penalty 2648.338813 = -372216.485042 nChanged 6 SP:Iteration 7Q (498.930000 sec): 3 clusters Score: Raw -374873.911916 + Penalty 2648.338813 = -372225.573103 nChanged 3 SP:Iteration 8Q (498.940000 sec): 3 clusters Score: Raw -374887.600619 + Penalty 2648.338813 = -372239.261806 nChanged 1 SP:Iteration 9Q (498.950000 sec): 3 clusters Score: Raw -374893.563924 + Penalty 2648.338813 = -372245.225111 nChanged 0 SP:Iteration 10F (498.960000 sec): 3 clusters Score: Raw -374912.084529 + Penalty 2648.338813 = -372263.745716 nChanged 2 SP:Iteration 11Q (498.970000 sec): 3 clusters Score: Raw -374924.052627 + Penalty 2648.338813 = -372275.713814 nChanged 0 SP:Iteration 12F (498.980000 sec): 3 clusters Score: Raw -374924.052627 + Penalty 2648.338813 = -372275.713814 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 17 (27831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.070000 sec): 2 clusters Score: Raw -3169599.586553 + Penalty 1663.009690 = -3167936.576862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.160000 sec): 3 clusters Score: Raw -3152570.795587 + Penalty 3326.019381 = -3149244.776207 nChanged 12819 SP:Iteration 1F (499.240000 sec): 3 clusters Score: Raw -3161100.392442 + Penalty 3326.019381 = -3157774.373062 nChanged 2379 SP:Iteration 2F (499.330000 sec): 3 clusters Score: Raw -3163660.575976 + Penalty 3326.019381 = -3160334.556596 nChanged 3307 SP:Iteration 3F (499.420000 sec): 3 clusters Score: Raw -3167765.410693 + Penalty 3326.019381 = -3164439.391313 nChanged 3672 SP:Iteration 4F (499.510000 sec): 3 clusters Score: Raw -3171997.792580 + Penalty 3326.019381 = -3168671.773199 nChanged 2441 SP:Iteration 5F (499.590000 sec): 3 clusters Score: Raw -3174041.372200 + Penalty 3326.019381 = -3170715.352819 nChanged 1176 SP:Iteration 6Q (499.670000 sec): 3 clusters Score: Raw -3174665.970652 + Penalty 3326.019381 = -3171339.951271 nChanged 536 SP:Iteration 7Q (499.760000 sec): 3 clusters Score: Raw -3174858.005374 + Penalty 3326.019381 = -3171531.985994 nChanged 295 SP:Iteration 8Q (499.850000 sec): 3 clusters Score: Raw -3174927.414199 + Penalty 3326.019381 = -3171601.394818 nChanged 184 SP:Iteration 9Q (499.940000 sec): 3 clusters Score: Raw -3174956.354746 + Penalty 3326.019381 = -3171630.335365 nChanged 101 SP:Iteration 10Q (500.030000 sec): 3 clusters Score: Raw -3174969.438846 + Penalty 3326.019381 = -3171643.419466 nChanged 68 SP:Iteration 11Q (500.110000 sec): 3 clusters Score: Raw -3174976.819118 + Penalty 3326.019381 = -3171650.799737 nChanged 52 SP:Iteration 12Q (500.200000 sec): 3 clusters Score: Raw -3174981.886461 + Penalty 3326.019381 = -3171655.867080 nChanged 42 SP:Iteration 13Q (500.280000 sec): 3 clusters Score: Raw -3174985.703469 + Penalty 3326.019381 = -3171659.684089 nChanged 31 SP:Iteration 14Q (500.370000 sec): 3 clusters Score: Raw -3174988.749870 + Penalty 3326.019381 = -3171662.730489 nChanged 30 SP:Iteration 15Q (500.450000 sec): 3 clusters Score: Raw -3174991.398593 + Penalty 3326.019381 = -3171665.379213 nChanged 20 SP:Iteration 16Q (500.530000 sec): 3 clusters Score: Raw -3174992.748906 + Penalty 3326.019381 = -3171666.729526 nChanged 20 SP:Iteration 17Q (500.610000 sec): 3 clusters Score: Raw -3174994.303636 + Penalty 3326.019381 = -3171668.284256 nChanged 18 SP:Iteration 18Q (500.700000 sec): 3 clusters Score: Raw -3174995.422556 + Penalty 3326.019381 = -3171669.403175 nChanged 12 SP:Iteration 19Q (500.780000 sec): 3 clusters Score: Raw -3174996.360118 + Penalty 3326.019381 = -3171670.340737 nChanged 17 SP:Iteration 20F (500.860000 sec): 3 clusters Score: Raw -3174997.753976 + Penalty 3326.019381 = -3171671.734596 nChanged 23 SP:Iteration 21Q (500.950000 sec): 3 clusters Score: Raw -3174999.621909 + Penalty 3326.019381 = -3171673.602528 nChanged 19 SP:Iteration 22Q (501.030000 sec): 3 clusters Score: Raw -3175001.079924 + Penalty 3326.019381 = -3171675.060544 nChanged 24 SP:Iteration 23Q (501.110000 sec): 3 clusters Score: Raw -3175003.280068 + Penalty 3326.019381 = -3171677.260688 nChanged 22 SP:Iteration 24Q (501.200000 sec): 3 clusters Score: Raw -3175004.885376 + Penalty 3326.019381 = -3171678.865995 nChanged 26 SP:Iteration 25Q (501.290000 sec): 3 clusters Score: Raw -3175006.831150 + Penalty 3326.019381 = -3171680.811770 nChanged 22 SP:Iteration 26Q (501.390000 sec): 3 clusters Score: Raw -3175008.470334 + Penalty 3326.019381 = -3171682.450953 nChanged 19 SP:Iteration 27Q (501.470000 sec): 3 clusters Score: Raw -3175009.777951 + Penalty 3326.019381 = -3171683.758571 nChanged 13 SP:Iteration 28Q (501.560000 sec): 3 clusters Score: Raw -3175010.670560 + Penalty 3326.019381 = -3171684.651180 nChanged 16 SP:Iteration 29Q (501.650000 sec): 3 clusters Score: Raw -3175011.937056 + Penalty 3326.019381 = -3171685.917675 nChanged 23 SP:Iteration 30Q (501.730000 sec): 3 clusters Score: Raw -3175014.229943 + Penalty 3326.019381 = -3171688.210562 nChanged 30 SP:Iteration 31Q (501.820000 sec): 3 clusters Score: Raw -3175018.199777 + Penalty 3326.019381 = -3171692.180396 nChanged 37 SP:Iteration 32Q (501.900000 sec): 3 clusters Score: Raw -3175022.682410 + Penalty 3326.019381 = -3171696.663030 nChanged 36 SP:Iteration 33Q (501.990000 sec): 3 clusters Score: Raw -3175026.649205 + Penalty 3326.019381 = -3171700.629824 nChanged 40 SP:Iteration 34Q (502.070000 sec): 3 clusters Score: Raw -3175032.608112 + Penalty 3326.019381 = -3171706.588732 nChanged 59 SP:Iteration 35Q (502.160000 sec): 3 clusters Score: Raw -3175041.693085 + Penalty 3326.019381 = -3171715.673705 nChanged 70 SP:Iteration 36Q (502.240000 sec): 3 clusters Score: Raw -3175054.213801 + Penalty 3326.019381 = -3171728.194420 nChanged 87 SP:Iteration 37Q (502.320000 sec): 3 clusters Score: Raw -3175070.880952 + Penalty 3326.019381 = -3171744.861571 nChanged 95 SP:Iteration 38Q (502.410000 sec): 3 clusters Score: Raw -3175093.503640 + Penalty 3326.019381 = -3171767.484260 nChanged 114 SP:Iteration 39Q (502.490000 sec): 3 clusters Score: Raw -3175123.705016 + Penalty 3326.019381 = -3171797.685636 nChanged 145 SP:Iteration 40F (502.570000 sec): 3 clusters Score: Raw -3175165.994369 + Penalty 3326.019381 = -3171839.974989 nChanged 164 SP:Iteration 41Q (502.650000 sec): 3 clusters Score: Raw -3175220.532821 + Penalty 3326.019381 = -3171894.513441 nChanged 184 SP:Iteration 42Q (502.740000 sec): 3 clusters Score: Raw -3175289.721559 + Penalty 3326.019381 = -3171963.702178 nChanged 209 SP:Iteration 43Q (502.830000 sec): 3 clusters Score: Raw -3175380.397792 + Penalty 3326.019381 = -3172054.378412 nChanged 221 SP:Iteration 44Q (502.910000 sec): 3 clusters Score: Raw -3175478.939581 + Penalty 3326.019381 = -3172152.920200 nChanged 199 SP:Iteration 45Q (503.000000 sec): 3 clusters Score: Raw -3175565.121392 + Penalty 3326.019381 = -3172239.102011 nChanged 161 SP:Iteration 46Q (503.080000 sec): 3 clusters Score: Raw -3175633.047072 + Penalty 3326.019381 = -3172307.027692 nChanged 155 SP:Iteration 47Q (503.160000 sec): 3 clusters Score: Raw -3175718.471700 + Penalty 3326.019381 = -3172392.452319 nChanged 154 SP:Iteration 48Q (503.250000 sec): 3 clusters Score: Raw -3175812.178703 + Penalty 3326.019381 = -3172486.159322 nChanged 157 SP:Iteration 49Q (503.330000 sec): 3 clusters Score: Raw -3175912.599502 + Penalty 3326.019381 = -3172586.580122 nChanged 139 SP:Iteration 50Q (503.410000 sec): 3 clusters Score: Raw -3175991.812949 + Penalty 3326.019381 = -3172665.793569 nChanged 98 SP:Iteration 51Q (503.490000 sec): 3 clusters Score: Raw -3176034.008715 + Penalty 3326.019381 = -3172707.989334 nChanged 69 SP:Iteration 52Q (503.560000 sec): 3 clusters Score: Raw -3176055.793265 + Penalty 3326.019381 = -3172729.773884 nChanged 46 SP:Iteration 53Q (503.630000 sec): 3 clusters Score: Raw -3176066.377566 + Penalty 3326.019381 = -3172740.358186 nChanged 36 SP:Iteration 54Q (503.710000 sec): 3 clusters Score: Raw -3176074.966559 + Penalty 3326.019381 = -3172748.947178 nChanged 25 SP:Iteration 55Q (503.780000 sec): 3 clusters Score: Raw -3176079.636654 + Penalty 3326.019381 = -3172753.617274 nChanged 12 SP:Iteration 56Q (503.850000 sec): 3 clusters Score: Raw -3176081.587897 + Penalty 3326.019381 = -3172755.568516 nChanged 6 SP:Iteration 57Q (503.920000 sec): 3 clusters Score: Raw -3176082.277966 + Penalty 3326.019381 = -3172756.258586 nChanged 3 SP:Iteration 58Q (503.990000 sec): 3 clusters Score: Raw -3176082.575471 + Penalty 3326.019381 = -3172756.556090 nChanged 2 SP:Iteration 59Q (504.060000 sec): 3 clusters Score: Raw -3176083.072611 + Penalty 3326.019381 = -3172757.053231 nChanged 4 SP:Iteration 60F (504.140000 sec): 3 clusters Score: Raw -3176084.434829 + Penalty 3326.019381 = -3172758.415448 nChanged 2 SP:Iteration 61Q (504.210000 sec): 3 clusters Score: Raw -3176084.934893 + Penalty 3326.019381 = -3172758.915513 nChanged 3 SP:Iteration 62Q (504.280000 sec): 3 clusters Score: Raw -3176085.650501 + Penalty 3326.019381 = -3172759.631120 nChanged 2 SP:Iteration 63Q (504.350000 sec): 3 clusters Score: Raw -3176086.065196 + Penalty 3326.019381 = -3172760.045815 nChanged 1 SP:Iteration 64Q (504.430000 sec): 3 clusters Score: Raw -3176086.282358 + Penalty 3326.019381 = -3172760.262978 nChanged 0 SP:Iteration 65F (504.520000 sec): 3 clusters Score: Raw -3176086.282358 + Penalty 3326.019381 = -3172760.262978 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 18 (21697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.590000 sec): 2 clusters Score: Raw -2652501.720295 + Penalty 1622.551008 = -2650879.169286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.660000 sec): 3 clusters Score: Raw -2639377.871157 + Penalty 3245.102016 = -2636132.769141 nChanged 9859 SP:Iteration 1F (504.730000 sec): 3 clusters Score: Raw -2644634.804296 + Penalty 3245.102016 = -2641389.702280 nChanged 951 SP:Iteration 2Q (504.800000 sec): 3 clusters Score: Raw -2644932.306341 + Penalty 3245.102016 = -2641687.204325 nChanged 881 SP:Iteration 3Q (504.860000 sec): 3 clusters Score: Raw -2645234.117383 + Penalty 3245.102016 = -2641989.015367 nChanged 917 SP:Iteration 4Q (504.930000 sec): 3 clusters Score: Raw -2645611.962123 + Penalty 3245.102016 = -2642366.860106 nChanged 1034 SP:Iteration 5Q (504.990000 sec): 3 clusters Score: Raw -2646116.298681 + Penalty 3245.102016 = -2642871.196665 nChanged 1251 SP:Iteration 6F (505.060000 sec): 3 clusters Score: Raw -2646844.098581 + Penalty 3245.102016 = -2643598.996565 nChanged 1469 SP:Iteration 7F (505.130000 sec): 3 clusters Score: Raw -2647873.470826 + Penalty 3245.102016 = -2644628.368810 nChanged 1545 SP:Iteration 8F (505.190000 sec): 3 clusters Score: Raw -2649165.274647 + Penalty 3245.102016 = -2645920.172631 nChanged 1456 SP:Iteration 9F (505.260000 sec): 3 clusters Score: Raw -2650531.929630 + Penalty 3245.102016 = -2647286.827614 nChanged 1062 SP:Iteration 10Q (505.320000 sec): 3 clusters Score: Raw -2651543.152164 + Penalty 3245.102016 = -2648298.050148 nChanged 677 SP:Iteration 11Q (505.380000 sec): 3 clusters Score: Raw -2652100.530102 + Penalty 3245.102016 = -2648855.428086 nChanged 402 SP:Iteration 12Q (505.440000 sec): 3 clusters Score: Raw -2652340.915991 + Penalty 3245.102016 = -2649095.813975 nChanged 252 SP:Iteration 13Q (505.500000 sec): 3 clusters Score: Raw -2652455.623583 + Penalty 3245.102016 = -2649210.521566 nChanged 179 SP:Iteration 14Q (505.550000 sec): 3 clusters Score: Raw -2652536.983185 + Penalty 3245.102016 = -2649291.881169 nChanged 154 SP:Iteration 15Q (505.600000 sec): 3 clusters Score: Raw -2652609.862926 + Penalty 3245.102016 = -2649364.760910 nChanged 141 SP:Iteration 16Q (505.650000 sec): 3 clusters Score: Raw -2652665.421911 + Penalty 3245.102016 = -2649420.319895 nChanged 114 SP:Iteration 17Q (505.710000 sec): 3 clusters Score: Raw -2652705.645187 + Penalty 3245.102016 = -2649460.543171 nChanged 103 SP:Iteration 18Q (505.760000 sec): 3 clusters Score: Raw -2652746.026886 + Penalty 3245.102016 = -2649500.924870 nChanged 87 SP:Iteration 19Q (505.810000 sec): 3 clusters Score: Raw -2652776.532674 + Penalty 3245.102016 = -2649531.430658 nChanged 81 SP:Iteration 20F (505.870000 sec): 3 clusters Score: Raw -2652801.029569 + Penalty 3245.102016 = -2649555.927553 nChanged 59 SP:Iteration 21Q (505.930000 sec): 3 clusters Score: Raw -2652817.400669 + Penalty 3245.102016 = -2649572.298652 nChanged 53 SP:Iteration 22Q (505.980000 sec): 3 clusters Score: Raw -2652829.461883 + Penalty 3245.102016 = -2649584.359866 nChanged 41 SP:Iteration 23Q (506.030000 sec): 3 clusters Score: Raw -2652839.912716 + Penalty 3245.102016 = -2649594.810700 nChanged 34 SP:Iteration 24Q (506.080000 sec): 3 clusters Score: Raw -2652849.467516 + Penalty 3245.102016 = -2649604.365500 nChanged 34 SP:Iteration 25Q (506.130000 sec): 3 clusters Score: Raw -2652859.340195 + Penalty 3245.102016 = -2649614.238179 nChanged 31 SP:Iteration 26Q (506.190000 sec): 3 clusters Score: Raw -2652867.025470 + Penalty 3245.102016 = -2649621.923454 nChanged 24 SP:Iteration 27Q (506.240000 sec): 3 clusters Score: Raw -2652871.988944 + Penalty 3245.102016 = -2649626.886928 nChanged 12 SP:Iteration 28Q (506.290000 sec): 3 clusters Score: Raw -2652874.207218 + Penalty 3245.102016 = -2649629.105202 nChanged 12 SP:Iteration 29Q (506.340000 sec): 3 clusters Score: Raw -2652877.689591 + Penalty 3245.102016 = -2649632.587574 nChanged 13 SP:Iteration 30Q (506.390000 sec): 3 clusters Score: Raw -2652880.706329 + Penalty 3245.102016 = -2649635.604313 nChanged 12 SP:Iteration 31Q (506.440000 sec): 3 clusters Score: Raw -2652885.256250 + Penalty 3245.102016 = -2649640.154233 nChanged 20 SP:Iteration 32Q (506.490000 sec): 3 clusters Score: Raw -2652891.468008 + Penalty 3245.102016 = -2649646.365992 nChanged 16 SP:Iteration 33Q (506.540000 sec): 3 clusters Score: Raw -2652895.382227 + Penalty 3245.102016 = -2649650.280210 nChanged 17 SP:Iteration 34Q (506.590000 sec): 3 clusters Score: Raw -2652900.206732 + Penalty 3245.102016 = -2649655.104716 nChanged 10 SP:Iteration 35Q (506.640000 sec): 3 clusters Score: Raw -2652903.120428 + Penalty 3245.102016 = -2649658.018412 nChanged 8 SP:Iteration 36Q (506.690000 sec): 3 clusters Score: Raw -2652905.020069 + Penalty 3245.102016 = -2649659.918052 nChanged 10 SP:Iteration 37Q (506.740000 sec): 3 clusters Score: Raw -2652906.814284 + Penalty 3245.102016 = -2649661.712268 nChanged 13 SP:Iteration 38Q (506.790000 sec): 3 clusters Score: Raw -2652909.230522 + Penalty 3245.102016 = -2649664.128506 nChanged 11 SP:Iteration 39Q (506.840000 sec): 3 clusters Score: Raw -2652911.341201 + Penalty 3245.102016 = -2649666.239185 nChanged 6 SP:Iteration 40F (506.900000 sec): 3 clusters Score: Raw -2652912.145028 + Penalty 3245.102016 = -2649667.043012 nChanged 4 SP:Iteration 41Q (506.950000 sec): 3 clusters Score: Raw -2652912.748255 + Penalty 3245.102016 = -2649667.646239 nChanged 1 SP:Iteration 42Q (507.000000 sec): 3 clusters Score: Raw -2652912.803191 + Penalty 3245.102016 = -2649667.701174 nChanged 1 SP:Iteration 43Q (507.050000 sec): 3 clusters Score: Raw -2652912.931749 + Penalty 3245.102016 = -2649667.829732 nChanged 1 SP:Iteration 44Q (507.100000 sec): 3 clusters Score: Raw -2652913.160072 + Penalty 3245.102016 = -2649668.058055 nChanged 3 SP:Iteration 45Q (507.150000 sec): 3 clusters Score: Raw -2652913.719496 + Penalty 3245.102016 = -2649668.617479 nChanged 5 SP:Iteration 46Q (507.200000 sec): 3 clusters Score: Raw -2652914.513762 + Penalty 3245.102016 = -2649669.411746 nChanged 3 SP:Iteration 47Q (507.250000 sec): 3 clusters Score: Raw -2652914.979836 + Penalty 3245.102016 = -2649669.877820 nChanged 2 SP:Iteration 48Q (507.300000 sec): 3 clusters Score: Raw -2652915.416754 + Penalty 3245.102016 = -2649670.314737 nChanged 3 SP:Iteration 49Q (507.350000 sec): 3 clusters Score: Raw -2652916.068777 + Penalty 3245.102016 = -2649670.966760 nChanged 3 SP:Iteration 50Q (507.390000 sec): 3 clusters Score: Raw -2652916.555830 + Penalty 3245.102016 = -2649671.453813 nChanged 2 SP:Iteration 51Q (507.450000 sec): 3 clusters Score: Raw -2652916.827005 + Penalty 3245.102016 = -2649671.724989 nChanged 0 SP:Iteration 52F (507.520000 sec): 3 clusters Score: Raw -2652916.827005 + Penalty 3245.102016 = -2649671.724989 nChanged 0 Iteration 20F (532.150000 sec): 16 clusters Score: Raw -167665738.835256 + Penalty 34534.916946 = -167631203.918310 nChanged 3556 Iteration 21Q (539.490000 sec): 16 clusters Score: Raw -167668526.898005 + Penalty 34534.916946 = -167633991.981059 nChanged 2803 Iteration 22Q (546.750000 sec): 16 clusters Score: Raw -167669212.317234 + Penalty 34534.916946 = -167634677.400288 nChanged 2380 Iteration 23Q (554.050000 sec): 16 clusters Score: Raw -167669625.636419 + Penalty 34534.916946 = -167635090.719473 nChanged 2123 Iteration 24Q (561.250000 sec): 16 clusters Score: Raw -167669957.583400 + Penalty 34534.916946 = -167635422.666454 nChanged 1980 Iteration 25Q (568.430000 sec): 16 clusters Score: Raw -167670281.041799 + Penalty 34534.916946 = -167635746.124853 nChanged 1828 Iteration 26Q (575.610000 sec): 16 clusters Score: Raw -167670594.900444 + Penalty 34534.916946 = -167636059.983498 nChanged 1761 Iteration 27Q (582.800000 sec): 16 clusters Score: Raw -167670899.997478 + Penalty 34534.916946 = -167636365.080532 nChanged 1711 Iteration 28Q (590.020000 sec): 16 clusters Score: Raw -167671174.795573 + Penalty 34534.916946 = -167636639.878627 nChanged 1651 Iteration 29Q (597.340000 sec): 16 clusters Score: Raw -167671411.107812 + Penalty 34534.916946 = -167636876.190866 nChanged 1531 Iteration 30Q (604.640000 sec): 16 clusters Score: Raw -167671612.470706 + Penalty 34534.916946 = -167637077.553760 nChanged 1393 Iteration 31Q (611.930000 sec): 16 clusters Score: Raw -167671780.461728 + Penalty 34534.916946 = -167637245.544782 nChanged 1265 Iteration 32Q (619.210000 sec): 16 clusters Score: Raw -167671927.649058 + Penalty 34534.916946 = -167637392.732112 nChanged 1250 Iteration 33Q (626.510000 sec): 16 clusters Score: Raw -167672061.923577 + Penalty 34534.916946 = -167637527.006631 nChanged 1138 Iteration 34Q (633.770000 sec): 16 clusters Score: Raw -167672177.075146 + Penalty 34534.916946 = -167637642.158200 nChanged 1073 Iteration 35Q (640.980000 sec): 16 clusters Score: Raw -167672273.770974 + Penalty 34534.916946 = -167637738.854028 nChanged 984 Iteration 36Q (648.130000 sec): 16 clusters Score: Raw -167672363.511276 + Penalty 34534.916946 = -167637828.594330 nChanged 934 Iteration 37Q (656.500000 sec): 16 clusters Score: Raw -167672447.009404 + Penalty 34534.916946 = -167637912.092458 nChanged 889 Iteration 38Q (664.780000 sec): 16 clusters Score: Raw -167672523.678219 + Penalty 34534.916946 = -167637988.761273 nChanged 849 Iteration 39Q (672.940000 sec): 16 clusters Score: Raw -167672600.438511 + Penalty 34534.916946 = -167638065.521565 nChanged 821 Iteration 40F (697.740000 sec): 16 clusters Score: Raw -167672794.331663 + Penalty 34534.916946 = -167638259.414717 nChanged 840 Iteration 41Q (706.200000 sec): 16 clusters Score: Raw -167673136.512567 + Penalty 34534.916946 = -167638601.595621 nChanged 846 Iteration 42Q (714.640000 sec): 16 clusters Score: Raw -167673322.512376 + Penalty 34534.916946 = -167638787.595430 nChanged 813 Iteration 43Q (723.080000 sec): 16 clusters Score: Raw -167673428.546229 + Penalty 34534.916946 = -167638893.629283 nChanged 737 Iteration 44Q (731.540000 sec): 16 clusters Score: Raw -167673493.493603 + Penalty 34534.916946 = -167638958.576657 nChanged 664 Iteration 45Q (739.980000 sec): 16 clusters Score: Raw -167673547.127978 + Penalty 34534.916946 = -167639012.211032 nChanged 606 Iteration 46Q (748.450000 sec): 16 clusters Score: Raw -167673588.275378 + Penalty 34534.916946 = -167639053.358432 nChanged 565 Iteration 47Q (756.870000 sec): 16 clusters Score: Raw -167673626.021573 + Penalty 34534.916946 = -167639091.104627 nChanged 550 Iteration 48Q (765.310000 sec): 16 clusters Score: Raw -167673662.680639 + Penalty 34534.916946 = -167639127.763693 nChanged 502 Iteration 49Q (773.790000 sec): 16 clusters Score: Raw -167673696.886540 + Penalty 34534.916946 = -167639161.969594 nChanged 488 Iteration 50Q (782.280000 sec): 16 clusters Score: Raw -167673730.269839 + Penalty 34534.916946 = -167639195.352893 nChanged 497 Iteration 51Q (790.980000 sec): 16 clusters Score: Raw -167673758.103247 + Penalty 34534.916946 = -167639223.186301 nChanged 414 Iteration 52Q (799.710000 sec): 16 clusters Score: Raw -167673782.642542 + Penalty 34534.916946 = -167639247.725596 nChanged 400 Iteration 53Q (808.440000 sec): 16 clusters Score: Raw -167673803.275904 + Penalty 34534.916946 = -167639268.358957 nChanged 340 Iteration 54Q (817.210000 sec): 16 clusters Score: Raw -167673818.957099 + Penalty 34534.916946 = -167639284.040153 nChanged 321 Iteration 55Q (825.950000 sec): 16 clusters Score: Raw -167673833.583609 + Penalty 34534.916946 = -167639298.666663 nChanged 280 Iteration 56Q (834.670000 sec): 16 clusters Score: Raw -167673846.680744 + Penalty 34534.916946 = -167639311.763798 nChanged 274 Iteration 57Q (843.410000 sec): 16 clusters Score: Raw -167673859.029687 + Penalty 34534.916946 = -167639324.112741 nChanged 235 Iteration 58Q (851.870000 sec): 16 clusters Score: Raw -167673870.409955 + Penalty 34534.916946 = -167639335.493009 nChanged 213 Writing temp clu file Because OldScore, -167639324.112741, is greater than current (better) Score,-167639335.493009 Compute initial score before splitting: Score: Raw -167673870.409955 + Penalty 34534.916946 = -167639335.493009 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 1 (17116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.220000 sec): 2 clusters Score: Raw -2048670.528360 + Penalty 1584.012459 = -2047086.515901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.270000 sec): 3 clusters Score: Raw -2038505.732722 + Penalty 3168.024918 = -2035337.707804 nChanged 7539 SP:Iteration 1F (852.330000 sec): 3 clusters Score: Raw -2042576.813521 + Penalty 3168.024918 = -2039408.788603 nChanged 814 SP:Iteration 2Q (852.380000 sec): 3 clusters Score: Raw -2042873.312729 + Penalty 3168.024918 = -2039705.287812 nChanged 756 SP:Iteration 3Q (852.440000 sec): 3 clusters Score: Raw -2043184.486402 + Penalty 3168.024918 = -2040016.461484 nChanged 757 SP:Iteration 4Q (852.490000 sec): 3 clusters Score: Raw -2043531.596993 + Penalty 3168.024918 = -2040363.572075 nChanged 761 SP:Iteration 5Q (852.550000 sec): 3 clusters Score: Raw -2043982.516264 + Penalty 3168.024918 = -2040814.491347 nChanged 868 SP:Iteration 6F (852.600000 sec): 3 clusters Score: Raw -2044587.182493 + Penalty 3168.024918 = -2041419.157576 nChanged 887 SP:Iteration 7F (852.650000 sec): 3 clusters Score: Raw -2045324.281544 + Penalty 3168.024918 = -2042156.256626 nChanged 878 SP:Iteration 8F (852.700000 sec): 3 clusters Score: Raw -2046077.190805 + Penalty 3168.024918 = -2042909.165888 nChanged 839 SP:Iteration 9Q (852.750000 sec): 3 clusters Score: Raw -2046740.017543 + Penalty 3168.024918 = -2043571.992625 nChanged 659 SP:Iteration 10Q (852.800000 sec): 3 clusters Score: Raw -2047159.174465 + Penalty 3168.024918 = -2043991.149548 nChanged 503 SP:Iteration 11Q (852.850000 sec): 3 clusters Score: Raw -2047442.404031 + Penalty 3168.024918 = -2044274.379113 nChanged 399 SP:Iteration 12Q (852.900000 sec): 3 clusters Score: Raw -2047638.411301 + Penalty 3168.024918 = -2044470.386383 nChanged 265 SP:Iteration 13Q (852.950000 sec): 3 clusters Score: Raw -2047760.688000 + Penalty 3168.024918 = -2044592.663082 nChanged 204 SP:Iteration 14Q (852.990000 sec): 3 clusters Score: Raw -2047846.952655 + Penalty 3168.024918 = -2044678.927737 nChanged 166 SP:Iteration 15Q (853.040000 sec): 3 clusters Score: Raw -2047913.797866 + Penalty 3168.024918 = -2044745.772948 nChanged 170 SP:Iteration 16Q (853.080000 sec): 3 clusters Score: Raw -2047972.002664 + Penalty 3168.024918 = -2044803.977747 nChanged 159 SP:Iteration 17Q (853.130000 sec): 3 clusters Score: Raw -2048019.911309 + Penalty 3168.024918 = -2044851.886391 nChanged 138 SP:Iteration 18Q (853.170000 sec): 3 clusters Score: Raw -2048061.790191 + Penalty 3168.024918 = -2044893.765274 nChanged 129 SP:Iteration 19Q (853.220000 sec): 3 clusters Score: Raw -2048103.038672 + Penalty 3168.024918 = -2044935.013754 nChanged 131 SP:Iteration 20F (853.270000 sec): 3 clusters Score: Raw -2048139.311911 + Penalty 3168.024918 = -2044971.286993 nChanged 105 SP:Iteration 21Q (853.310000 sec): 3 clusters Score: Raw -2048164.594913 + Penalty 3168.024918 = -2044996.569995 nChanged 83 SP:Iteration 22Q (853.360000 sec): 3 clusters Score: Raw -2048183.006677 + Penalty 3168.024918 = -2045014.981760 nChanged 70 SP:Iteration 23Q (853.400000 sec): 3 clusters Score: Raw -2048197.415533 + Penalty 3168.024918 = -2045029.390615 nChanged 55 SP:Iteration 24Q (853.450000 sec): 3 clusters Score: Raw -2048207.531649 + Penalty 3168.024918 = -2045039.506731 nChanged 54 SP:Iteration 25Q (853.490000 sec): 3 clusters Score: Raw -2048218.723627 + Penalty 3168.024918 = -2045050.698710 nChanged 67 SP:Iteration 26Q (853.530000 sec): 3 clusters Score: Raw -2048232.424493 + Penalty 3168.024918 = -2045064.399575 nChanged 60 SP:Iteration 27Q (853.570000 sec): 3 clusters Score: Raw -2048244.061067 + Penalty 3168.024918 = -2045076.036149 nChanged 57 SP:Iteration 28Q (853.620000 sec): 3 clusters Score: Raw -2048253.651310 + Penalty 3168.024918 = -2045085.626392 nChanged 57 SP:Iteration 29Q (853.660000 sec): 3 clusters Score: Raw -2048264.808643 + Penalty 3168.024918 = -2045096.783725 nChanged 60 SP:Iteration 30Q (853.700000 sec): 3 clusters Score: Raw -2048277.918822 + Penalty 3168.024918 = -2045109.893904 nChanged 58 SP:Iteration 31Q (853.750000 sec): 3 clusters Score: Raw -2048291.106143 + Penalty 3168.024918 = -2045123.081225 nChanged 48 SP:Iteration 32Q (853.790000 sec): 3 clusters Score: Raw -2048300.389200 + Penalty 3168.024918 = -2045132.364282 nChanged 50 SP:Iteration 33Q (853.830000 sec): 3 clusters Score: Raw -2048310.234158 + Penalty 3168.024918 = -2045142.209240 nChanged 42 SP:Iteration 34Q (853.880000 sec): 3 clusters Score: Raw -2048317.220308 + Penalty 3168.024918 = -2045149.195390 nChanged 39 SP:Iteration 35Q (853.920000 sec): 3 clusters Score: Raw -2048324.613130 + Penalty 3168.024918 = -2045156.588212 nChanged 38 SP:Iteration 36Q (853.970000 sec): 3 clusters Score: Raw -2048332.235299 + Penalty 3168.024918 = -2045164.210381 nChanged 35 SP:Iteration 37Q (854.010000 sec): 3 clusters Score: Raw -2048339.505845 + Penalty 3168.024918 = -2045171.480928 nChanged 43 SP:Iteration 38Q (854.050000 sec): 3 clusters Score: Raw -2048348.817076 + Penalty 3168.024918 = -2045180.792158 nChanged 45 SP:Iteration 39Q (854.090000 sec): 3 clusters Score: Raw -2048358.401268 + Penalty 3168.024918 = -2045190.376350 nChanged 42 SP:Iteration 40F (854.150000 sec): 3 clusters Score: Raw -2048367.803983 + Penalty 3168.024918 = -2045199.779065 nChanged 46 SP:Iteration 41Q (854.190000 sec): 3 clusters Score: Raw -2048378.104227 + Penalty 3168.024918 = -2045210.079309 nChanged 47 SP:Iteration 42Q (854.230000 sec): 3 clusters Score: Raw -2048391.092596 + Penalty 3168.024918 = -2045223.067679 nChanged 52 SP:Iteration 43Q (854.270000 sec): 3 clusters Score: Raw -2048405.555215 + Penalty 3168.024918 = -2045237.530297 nChanged 65 SP:Iteration 44Q (854.310000 sec): 3 clusters Score: Raw -2048423.585355 + Penalty 3168.024918 = -2045255.560437 nChanged 61 SP:Iteration 45Q (854.350000 sec): 3 clusters Score: Raw -2048442.375936 + Penalty 3168.024918 = -2045274.351019 nChanged 60 SP:Iteration 46Q (854.400000 sec): 3 clusters Score: Raw -2048458.713798 + Penalty 3168.024918 = -2045290.688880 nChanged 54 SP:Iteration 47Q (854.440000 sec): 3 clusters Score: Raw -2048470.340354 + Penalty 3168.024918 = -2045302.315437 nChanged 38 SP:Iteration 48Q (854.480000 sec): 3 clusters Score: Raw -2048477.704232 + Penalty 3168.024918 = -2045309.679314 nChanged 29 SP:Iteration 49Q (854.530000 sec): 3 clusters Score: Raw -2048484.801688 + Penalty 3168.024918 = -2045316.776771 nChanged 31 SP:Iteration 50Q (854.570000 sec): 3 clusters Score: Raw -2048490.380454 + Penalty 3168.024918 = -2045322.355537 nChanged 30 SP:Iteration 51Q (854.610000 sec): 3 clusters Score: Raw -2048496.646199 + Penalty 3168.024918 = -2045328.621282 nChanged 35 SP:Iteration 52Q (854.650000 sec): 3 clusters Score: Raw -2048504.885384 + Penalty 3168.024918 = -2045336.860466 nChanged 37 SP:Iteration 53Q (854.690000 sec): 3 clusters Score: Raw -2048514.881775 + Penalty 3168.024918 = -2045346.856858 nChanged 46 SP:Iteration 54Q (854.730000 sec): 3 clusters Score: Raw -2048526.549033 + Penalty 3168.024918 = -2045358.524115 nChanged 49 SP:Iteration 55Q (854.770000 sec): 3 clusters Score: Raw -2048540.188488 + Penalty 3168.024918 = -2045372.163571 nChanged 35 SP:Iteration 56Q (854.810000 sec): 3 clusters Score: Raw -2048549.596138 + Penalty 3168.024918 = -2045381.571220 nChanged 27 SP:Iteration 57Q (854.850000 sec): 3 clusters Score: Raw -2048556.420507 + Penalty 3168.024918 = -2045388.395590 nChanged 26 SP:Iteration 58Q (854.900000 sec): 3 clusters Score: Raw -2048563.642591 + Penalty 3168.024918 = -2045395.617673 nChanged 32 SP:Iteration 59Q (854.940000 sec): 3 clusters Score: Raw -2048571.697162 + Penalty 3168.024918 = -2045403.672245 nChanged 34 SP:Iteration 60F (854.990000 sec): 3 clusters Score: Raw -2048580.274782 + Penalty 3168.024918 = -2045412.249864 nChanged 44 SP:Iteration 61Q (855.040000 sec): 3 clusters Score: Raw -2048591.461361 + Penalty 3168.024918 = -2045423.436444 nChanged 41 SP:Iteration 62Q (855.080000 sec): 3 clusters Score: Raw -2048601.388191 + Penalty 3168.024918 = -2045433.363273 nChanged 27 SP:Iteration 63Q (855.130000 sec): 3 clusters Score: Raw -2048608.606296 + Penalty 3168.024918 = -2045440.581378 nChanged 25 SP:Iteration 64Q (855.170000 sec): 3 clusters Score: Raw -2048615.361530 + Penalty 3168.024918 = -2045447.336613 nChanged 27 SP:Iteration 65Q (855.210000 sec): 3 clusters Score: Raw -2048623.568903 + Penalty 3168.024918 = -2045455.543985 nChanged 25 SP:Iteration 66Q (855.250000 sec): 3 clusters Score: Raw -2048632.287729 + Penalty 3168.024918 = -2045464.262811 nChanged 30 SP:Iteration 67Q (855.290000 sec): 3 clusters Score: Raw -2048640.212701 + Penalty 3168.024918 = -2045472.187784 nChanged 31 SP:Iteration 68Q (855.340000 sec): 3 clusters Score: Raw -2048651.474878 + Penalty 3168.024918 = -2045483.449960 nChanged 41 SP:Iteration 69Q (855.380000 sec): 3 clusters Score: Raw -2048664.645396 + Penalty 3168.024918 = -2045496.620478 nChanged 35 SP:Iteration 70Q (855.420000 sec): 3 clusters Score: Raw -2048674.418937 + Penalty 3168.024918 = -2045506.394019 nChanged 25 SP:Iteration 71Q (855.470000 sec): 3 clusters Score: Raw -2048682.060373 + Penalty 3168.024918 = -2045514.035455 nChanged 29 SP:Iteration 72Q (855.510000 sec): 3 clusters Score: Raw -2048690.116750 + Penalty 3168.024918 = -2045522.091832 nChanged 20 SP:Iteration 73Q (855.550000 sec): 3 clusters Score: Raw -2048695.545311 + Penalty 3168.024918 = -2045527.520394 nChanged 20 SP:Iteration 74Q (855.590000 sec): 3 clusters Score: Raw -2048700.895115 + Penalty 3168.024918 = -2045532.870197 nChanged 23 SP:Iteration 75Q (855.630000 sec): 3 clusters Score: Raw -2048708.303160 + Penalty 3168.024918 = -2045540.278242 nChanged 26 SP:Iteration 76Q (855.670000 sec): 3 clusters Score: Raw -2048719.296631 + Penalty 3168.024918 = -2045551.271713 nChanged 35 SP:Iteration 77Q (855.710000 sec): 3 clusters Score: Raw -2048731.248390 + Penalty 3168.024918 = -2045563.223472 nChanged 31 SP:Iteration 78Q (855.750000 sec): 3 clusters Score: Raw -2048740.953643 + Penalty 3168.024918 = -2045572.928725 nChanged 32 SP:Iteration 79Q (855.790000 sec): 3 clusters Score: Raw -2048751.448321 + Penalty 3168.024918 = -2045583.423403 nChanged 26 SP:Iteration 80F (855.840000 sec): 3 clusters Score: Raw -2048760.093764 + Penalty 3168.024918 = -2045592.068846 nChanged 28 SP:Iteration 81Q (855.880000 sec): 3 clusters Score: Raw -2048768.659088 + Penalty 3168.024918 = -2045600.634171 nChanged 26 SP:Iteration 82Q (855.930000 sec): 3 clusters Score: Raw -2048778.388791 + Penalty 3168.024918 = -2045610.363874 nChanged 27 SP:Iteration 83Q (855.970000 sec): 3 clusters Score: Raw -2048788.820163 + Penalty 3168.024918 = -2045620.795246 nChanged 20 SP:Iteration 84Q (856.010000 sec): 3 clusters Score: Raw -2048797.877080 + Penalty 3168.024918 = -2045629.852162 nChanged 26 SP:Iteration 85Q (856.050000 sec): 3 clusters Score: Raw -2048811.747731 + Penalty 3168.024918 = -2045643.722813 nChanged 31 SP:Iteration 86Q (856.090000 sec): 3 clusters Score: Raw -2048823.489003 + Penalty 3168.024918 = -2045655.464085 nChanged 27 SP:Iteration 87Q (856.130000 sec): 3 clusters Score: Raw -2048835.887962 + Penalty 3168.024918 = -2045667.863045 nChanged 27 SP:Iteration 88Q (856.170000 sec): 3 clusters Score: Raw -2048846.974524 + Penalty 3168.024918 = -2045678.949606 nChanged 30 SP:Iteration 89Q (856.210000 sec): 3 clusters Score: Raw -2048858.980646 + Penalty 3168.024918 = -2045690.955728 nChanged 25 SP:Iteration 90Q (856.250000 sec): 3 clusters Score: Raw -2048866.726284 + Penalty 3168.024918 = -2045698.701367 nChanged 15 SP:Iteration 91Q (856.290000 sec): 3 clusters Score: Raw -2048871.367814 + Penalty 3168.024918 = -2045703.342896 nChanged 9 SP:Iteration 92Q (856.330000 sec): 3 clusters Score: Raw -2048874.049392 + Penalty 3168.024918 = -2045706.024474 nChanged 6 SP:Iteration 93Q (856.370000 sec): 3 clusters Score: Raw -2048876.398951 + Penalty 3168.024918 = -2045708.374033 nChanged 4 SP:Iteration 94Q (856.410000 sec): 3 clusters Score: Raw -2048877.507883 + Penalty 3168.024918 = -2045709.482966 nChanged 7 SP:Iteration 95Q (856.450000 sec): 3 clusters Score: Raw -2048879.773151 + Penalty 3168.024918 = -2045711.748234 nChanged 8 SP:Iteration 96Q (856.490000 sec): 3 clusters Score: Raw -2048881.985190 + Penalty 3168.024918 = -2045713.960272 nChanged 6 SP:Iteration 97Q (856.530000 sec): 3 clusters Score: Raw -2048883.677073 + Penalty 3168.024918 = -2045715.652155 nChanged 5 SP:Iteration 98Q (856.570000 sec): 3 clusters Score: Raw -2048885.296346 + Penalty 3168.024918 = -2045717.271429 nChanged 5 SP:Iteration 99Q (856.610000 sec): 3 clusters Score: Raw -2048886.670392 + Penalty 3168.024918 = -2045718.645474 nChanged 4 SP:Iteration 100F (856.660000 sec): 3 clusters Score: Raw -2048887.827079 + Penalty 3168.024918 = -2045719.802161 nChanged 4 SP:Iteration 101Q (856.700000 sec): 3 clusters Score: Raw -2048889.500196 + Penalty 3168.024918 = -2045721.475278 nChanged 4 SP:Iteration 102Q (856.740000 sec): 3 clusters Score: Raw -2048890.986304 + Penalty 3168.024918 = -2045722.961386 nChanged 1 SP:Iteration 103Q (856.770000 sec): 3 clusters Score: Raw -2048891.210436 + Penalty 3168.024918 = -2045723.185518 nChanged 1 SP:Iteration 104Q (856.810000 sec): 3 clusters Score: Raw -2048891.503219 + Penalty 3168.024918 = -2045723.478302 nChanged 1 SP:Iteration 105Q (856.850000 sec): 3 clusters Score: Raw -2048891.982159 + Penalty 3168.024918 = -2045723.957241 nChanged 2 SP:Iteration 106Q (856.890000 sec): 3 clusters Score: Raw -2048892.662804 + Penalty 3168.024918 = -2045724.637886 nChanged 2 SP:Iteration 107Q (856.930000 sec): 3 clusters Score: Raw -2048893.134480 + Penalty 3168.024918 = -2045725.109562 nChanged 0 SP:Iteration 108F (856.990000 sec): 3 clusters Score: Raw -2048893.134480 + Penalty 3168.024918 = -2045725.109562 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 2 (3126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.010000 sec): 2 clusters Score: Raw -340316.111702 + Penalty 1307.720296 = -339008.391406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.020000 sec): 3 clusters Score: Raw -338958.449662 + Penalty 2615.440591 = -336343.009070 nChanged 1145 SP:Iteration 1F (857.030000 sec): 3 clusters Score: Raw -340019.884492 + Penalty 2615.440591 = -337404.443901 nChanged 362 SP:Iteration 2F (857.030000 sec): 3 clusters Score: Raw -340618.078462 + Penalty 2615.440591 = -338002.637871 nChanged 344 SP:Iteration 3F (857.050000 sec): 3 clusters Score: Raw -341227.709071 + Penalty 2615.440591 = -338612.268480 nChanged 284 SP:Iteration 4F (857.050000 sec): 3 clusters Score: Raw -341795.904058 + Penalty 2615.440591 = -339180.463467 nChanged 145 SP:Iteration 5Q (857.060000 sec): 3 clusters Score: Raw -342057.494537 + Penalty 2615.440591 = -339442.053946 nChanged 94 SP:Iteration 6Q (857.070000 sec): 3 clusters Score: Raw -342188.569739 + Penalty 2615.440591 = -339573.129148 nChanged 77 SP:Iteration 7Q (857.080000 sec): 3 clusters Score: Raw -342325.594182 + Penalty 2615.440591 = -339710.153591 nChanged 81 SP:Iteration 8Q (857.090000 sec): 3 clusters Score: Raw -342468.165790 + Penalty 2615.440591 = -339852.725199 nChanged 69 SP:Iteration 9Q (857.090000 sec): 3 clusters Score: Raw -342542.408566 + Penalty 2615.440591 = -339926.967975 nChanged 32 SP:Iteration 10Q (857.100000 sec): 3 clusters Score: Raw -342560.910107 + Penalty 2615.440591 = -339945.469516 nChanged 24 SP:Iteration 11Q (857.110000 sec): 3 clusters Score: Raw -342576.509186 + Penalty 2615.440591 = -339961.068595 nChanged 18 SP:Iteration 12Q (857.120000 sec): 3 clusters Score: Raw -342589.393749 + Penalty 2615.440591 = -339973.953158 nChanged 19 SP:Iteration 13Q (857.130000 sec): 3 clusters Score: Raw -342600.718069 + Penalty 2615.440591 = -339985.277478 nChanged 13 SP:Iteration 14Q (857.130000 sec): 3 clusters Score: Raw -342608.004553 + Penalty 2615.440591 = -339992.563962 nChanged 14 SP:Iteration 15Q (857.140000 sec): 3 clusters Score: Raw -342619.492579 + Penalty 2615.440591 = -340004.051988 nChanged 14 SP:Iteration 16Q (857.150000 sec): 3 clusters Score: Raw -342636.444543 + Penalty 2615.440591 = -340021.003952 nChanged 17 SP:Iteration 17Q (857.160000 sec): 3 clusters Score: Raw -342677.354344 + Penalty 2615.440591 = -340061.913753 nChanged 36 SP:Iteration 18Q (857.170000 sec): 3 clusters Score: Raw -342812.517836 + Penalty 2615.440591 = -340197.077245 nChanged 47 SP:Iteration 19Q (857.170000 sec): 3 clusters Score: Raw -342983.428991 + Penalty 2615.440591 = -340367.988400 nChanged 61 SP:Iteration 20F (857.180000 sec): 3 clusters Score: Raw -343217.125322 + Penalty 2615.440591 = -340601.684730 nChanged 81 SP:Iteration 21Q (857.190000 sec): 3 clusters Score: Raw -343841.037167 + Penalty 2615.440591 = -341225.596576 nChanged 101 SP:Iteration 22Q (857.200000 sec): 3 clusters Score: Raw -344227.842933 + Penalty 2615.440591 = -341612.402342 nChanged 87 SP:Iteration 23Q (857.200000 sec): 3 clusters Score: Raw -344398.139296 + Penalty 2615.440591 = -341782.698704 nChanged 79 SP:Iteration 24Q (857.210000 sec): 3 clusters Score: Raw -344561.983130 + Penalty 2615.440591 = -341946.542539 nChanged 55 SP:Iteration 25Q (857.220000 sec): 3 clusters Score: Raw -344650.892969 + Penalty 2615.440591 = -342035.452378 nChanged 39 SP:Iteration 26Q (857.230000 sec): 3 clusters Score: Raw -344709.365809 + Penalty 2615.440591 = -342093.925218 nChanged 34 SP:Iteration 27Q (857.230000 sec): 3 clusters Score: Raw -344754.842656 + Penalty 2615.440591 = -342139.402065 nChanged 30 SP:Iteration 28Q (857.240000 sec): 3 clusters Score: Raw -344793.373975 + Penalty 2615.440591 = -342177.933384 nChanged 24 SP:Iteration 29Q (857.250000 sec): 3 clusters Score: Raw -344815.936289 + Penalty 2615.440591 = -342200.495698 nChanged 12 SP:Iteration 30Q (857.250000 sec): 3 clusters Score: Raw -344829.387992 + Penalty 2615.440591 = -342213.947401 nChanged 9 SP:Iteration 31Q (857.260000 sec): 3 clusters Score: Raw -344833.402314 + Penalty 2615.440591 = -342217.961723 nChanged 4 SP:Iteration 32Q (857.270000 sec): 3 clusters Score: Raw -344838.238735 + Penalty 2615.440591 = -342222.798144 nChanged 2 SP:Iteration 33Q (857.270000 sec): 3 clusters Score: Raw -344838.973945 + Penalty 2615.440591 = -342223.533353 nChanged 1 SP:Iteration 34Q (857.280000 sec): 3 clusters Score: Raw -344840.268615 + Penalty 2615.440591 = -342224.828024 nChanged 0 SP:Iteration 35F (857.290000 sec): 3 clusters Score: Raw -344903.084745 + Penalty 2615.440591 = -342287.644154 nChanged 67 SP:Iteration 36Q (857.300000 sec): 3 clusters Score: Raw -345018.780779 + Penalty 2615.440591 = -342403.340188 nChanged 73 SP:Iteration 37Q (857.300000 sec): 3 clusters Score: Raw -345182.562884 + Penalty 2615.440591 = -342567.122293 nChanged 103 SP:Iteration 38Q (857.310000 sec): 3 clusters Score: Raw -345546.766756 + Penalty 2615.440591 = -342931.326165 nChanged 105 SP:Iteration 39Q (857.320000 sec): 3 clusters Score: Raw -346337.049752 + Penalty 2615.440591 = -343721.609161 nChanged 24 SP:Iteration 40F (857.330000 sec): 3 clusters Score: Raw -346809.984721 + Penalty 2615.440591 = -344194.544130 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 3 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.340000 sec): 2 clusters Score: Raw -29413.287682 + Penalty 913.902845 = -28499.384837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.340000 sec): 3 clusters Score: Raw -29544.594374 + Penalty 1827.805690 = -27716.788684 nChanged 80 SP:Iteration 1F (857.340000 sec): 3 clusters Score: Raw -29731.171640 + Penalty 1827.805690 = -27903.365950 nChanged 23 SP:Iteration 2F (857.340000 sec): 3 clusters Score: Raw -29840.763975 + Penalty 1827.805690 = -28012.958285 nChanged 15 SP:Iteration 3F (857.340000 sec): 3 clusters Score: Raw -29877.738997 + Penalty 1827.805690 = -28049.933308 nChanged 10 SP:Iteration 4Q (857.350000 sec): 3 clusters Score: Raw -29904.349014 + Penalty 1827.805690 = -28076.543325 nChanged 5 SP:Iteration 5Q (857.350000 sec): 3 clusters Score: Raw -29916.549429 + Penalty 1827.805690 = -28088.743739 nChanged 5 SP:Iteration 6Q (857.350000 sec): 3 clusters Score: Raw -29941.299555 + Penalty 1827.805690 = -28113.493865 nChanged 5 SP:Iteration 7Q (857.350000 sec): 3 clusters Score: Raw -29961.574328 + Penalty 1827.805690 = -28133.768639 nChanged 3 SP:Iteration 8Q (857.350000 sec): 3 clusters Score: Raw -29973.062043 + Penalty 1827.805690 = -28145.256353 nChanged 2 SP:Iteration 9Q (857.350000 sec): 3 clusters Score: Raw -29985.609984 + Penalty 1827.805690 = -28157.804295 nChanged 4 SP:Iteration 10Q (857.350000 sec): 3 clusters Score: Raw -30007.930684 + Penalty 1827.805690 = -28180.124994 nChanged 4 SP:Iteration 11Q (857.350000 sec): 3 clusters Score: Raw -30020.204076 + Penalty 1827.805690 = -28192.398387 nChanged 4 SP:Iteration 12Q (857.350000 sec): 3 clusters Score: Raw -30028.997682 + Penalty 1827.805690 = -28201.191992 nChanged 2 SP:Iteration 13Q (857.350000 sec): 3 clusters Score: Raw -30035.631638 + Penalty 1827.805690 = -28207.825949 nChanged 0 SP:Iteration 14F (857.350000 sec): 3 clusters Score: Raw -30035.631638 + Penalty 1827.805690 = -28207.825949 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 4 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.360000 sec): 2 clusters Score: Raw -58528.775835 + Penalty 1015.934381 = -57512.841454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.360000 sec): 3 clusters Score: Raw -58441.937955 + Penalty 2031.868762 = -56410.069193 nChanged 119 SP:Iteration 1F (857.360000 sec): 3 clusters Score: Raw -58663.511006 + Penalty 2031.868762 = -56631.642244 nChanged 41 SP:Iteration 2F (857.360000 sec): 3 clusters Score: Raw -58772.166069 + Penalty 2031.868762 = -56740.297307 nChanged 26 SP:Iteration 3F (857.370000 sec): 3 clusters Score: Raw -58843.527823 + Penalty 2031.868762 = -56811.659061 nChanged 28 SP:Iteration 4F (857.370000 sec): 3 clusters Score: Raw -58945.389799 + Penalty 2031.868762 = -56913.521037 nChanged 33 SP:Iteration 5F (857.370000 sec): 3 clusters Score: Raw -59027.316687 + Penalty 2031.868762 = -56995.447925 nChanged 23 SP:Iteration 6Q (857.370000 sec): 3 clusters Score: Raw -59078.768952 + Penalty 2031.868762 = -57046.900190 nChanged 14 SP:Iteration 7Q (857.370000 sec): 3 clusters Score: Raw -59112.823297 + Penalty 2031.868762 = -57080.954535 nChanged 13 SP:Iteration 8Q (857.370000 sec): 3 clusters Score: Raw -59145.041607 + Penalty 2031.868762 = -57113.172845 nChanged 5 SP:Iteration 9Q (857.370000 sec): 3 clusters Score: Raw -59163.689621 + Penalty 2031.868762 = -57131.820859 nChanged 6 SP:Iteration 10Q (857.370000 sec): 3 clusters Score: Raw -59189.807884 + Penalty 2031.868762 = -57157.939122 nChanged 6 SP:Iteration 11Q (857.380000 sec): 3 clusters Score: Raw -59206.994787 + Penalty 2031.868762 = -57175.126025 nChanged 5 SP:Iteration 12Q (857.380000 sec): 3 clusters Score: Raw -59216.168815 + Penalty 2031.868762 = -57184.300053 nChanged 1 SP:Iteration 13Q (857.380000 sec): 3 clusters Score: Raw -59217.708542 + Penalty 2031.868762 = -57185.839780 nChanged 0 SP:Iteration 14F (857.380000 sec): 3 clusters Score: Raw -59217.708542 + Penalty 2031.868762 = -57185.839780 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 5 (1163649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.250000 sec): 2 clusters Score: Raw -138239180.582990 + Penalty 2269.649089 = -138236910.933901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.040000 sec): 3 clusters Score: Raw -137448604.322402 + Penalty 4539.298178 = -137444065.024225 nChanged 573388 SP:Iteration 1F (868.830000 sec): 3 clusters Score: Raw -137800960.041016 + Penalty 4539.298178 = -137796420.742839 nChanged 29126 SP:Iteration 2Q (872.760000 sec): 3 clusters Score: Raw -137807247.089728 + Penalty 4539.298178 = -137802707.791551 nChanged 37219 SP:Iteration 3Q (876.600000 sec): 3 clusters Score: Raw -137818558.182130 + Penalty 4539.298178 = -137814018.883953 nChanged 50226 SP:Iteration 4Q (880.430000 sec): 3 clusters Score: Raw -137840609.945481 + Penalty 4539.298178 = -137836070.647304 nChanged 69189 SP:Iteration 5F (884.380000 sec): 3 clusters Score: Raw -137883633.411477 + Penalty 4539.298178 = -137879094.113299 nChanged 89726 SP:Iteration 6F (888.300000 sec): 3 clusters Score: Raw -137957835.584005 + Penalty 4539.298178 = -137953296.285828 nChanged 99468 SP:Iteration 7F (892.160000 sec): 3 clusters Score: Raw -138055958.884847 + Penalty 4539.298178 = -138051419.586669 nChanged 83187 SP:Iteration 8F (895.940000 sec): 3 clusters Score: Raw -138141477.724774 + Penalty 4539.298178 = -138136938.426597 nChanged 52269 SP:Iteration 9Q (899.500000 sec): 3 clusters Score: Raw -138191938.434448 + Penalty 4539.298178 = -138187399.136270 nChanged 29075 SP:Iteration 10Q (902.820000 sec): 3 clusters Score: Raw -138216949.747378 + Penalty 4539.298178 = -138212410.449201 nChanged 16202 SP:Iteration 11Q (906.000000 sec): 3 clusters Score: Raw -138229212.802771 + Penalty 4539.298178 = -138224673.504593 nChanged 9320 SP:Iteration 12Q (908.980000 sec): 3 clusters Score: Raw -138235177.511187 + Penalty 4539.298178 = -138230638.213009 nChanged 5661 SP:Iteration 13Q (911.890000 sec): 3 clusters Score: Raw -138238165.143255 + Penalty 4539.298178 = -138233625.845078 nChanged 3718 SP:Iteration 14Q (914.820000 sec): 3 clusters Score: Raw -138239791.759199 + Penalty 4539.298178 = -138235252.461021 nChanged 2605 SP:Iteration 15Q (917.690000 sec): 3 clusters Score: Raw -138240810.069466 + Penalty 4539.298178 = -138236270.771289 nChanged 1839 SP:Iteration 16Q (920.550000 sec): 3 clusters Score: Raw -138241462.473727 + Penalty 4539.298178 = -138236923.175550 nChanged 1371 SP:Iteration 17Q (923.380000 sec): 3 clusters Score: Raw -138241909.171744 + Penalty 4539.298178 = -138237369.873566 nChanged 995 SP:Iteration 18Q (926.250000 sec): 3 clusters Score: Raw -138242186.670779 + Penalty 4539.298178 = -138237647.372602 nChanged 757 SP:Iteration 19Q (929.080000 sec): 3 clusters Score: Raw -138242375.177539 + Penalty 4539.298178 = -138237835.879362 nChanged 588 SP:Iteration 20F (932.790000 sec): 3 clusters Score: Raw -138242508.189909 + Penalty 4539.298178 = -138237968.891731 nChanged 437 SP:Iteration 21Q (935.600000 sec): 3 clusters Score: Raw -138242599.653305 + Penalty 4539.298178 = -138238060.355127 nChanged 387 SP:Iteration 22Q (938.460000 sec): 3 clusters Score: Raw -138242675.431890 + Penalty 4539.298178 = -138238136.133712 nChanged 342 SP:Iteration 23Q (941.270000 sec): 3 clusters Score: Raw -138242745.860231 + Penalty 4539.298178 = -138238206.562054 nChanged 339 SP:Iteration 24Q (944.100000 sec): 3 clusters Score: Raw -138242814.316902 + Penalty 4539.298178 = -138238275.018725 nChanged 308 SP:Iteration 25Q (946.910000 sec): 3 clusters Score: Raw -138242884.083343 + Penalty 4539.298178 = -138238344.785165 nChanged 326 SP:Iteration 26Q (949.690000 sec): 3 clusters Score: Raw -138242968.187320 + Penalty 4539.298178 = -138238428.889142 nChanged 313 SP:Iteration 27Q (952.480000 sec): 3 clusters Score: Raw -138243060.874604 + Penalty 4539.298178 = -138238521.576427 nChanged 331 SP:Iteration 28Q (955.270000 sec): 3 clusters Score: Raw -138243157.945800 + Penalty 4539.298178 = -138238618.647622 nChanged 323 SP:Iteration 29Q (958.080000 sec): 3 clusters Score: Raw -138243271.685513 + Penalty 4539.298178 = -138238732.387335 nChanged 375 SP:Iteration 30Q (960.930000 sec): 3 clusters Score: Raw -138243409.203275 + Penalty 4539.298178 = -138238869.905097 nChanged 393 SP:Iteration 31Q (963.740000 sec): 3 clusters Score: Raw -138243539.619917 + Penalty 4539.298178 = -138239000.321739 nChanged 402 SP:Iteration 32Q (966.540000 sec): 3 clusters Score: Raw -138243652.603733 + Penalty 4539.298178 = -138239113.305555 nChanged 387 SP:Iteration 33Q (969.360000 sec): 3 clusters Score: Raw -138243739.924532 + Penalty 4539.298178 = -138239200.626354 nChanged 329 SP:Iteration 34Q (972.150000 sec): 3 clusters Score: Raw -138243799.268096 + Penalty 4539.298178 = -138239259.969919 nChanged 286 SP:Iteration 35Q (974.970000 sec): 3 clusters Score: Raw -138243840.988039 + Penalty 4539.298178 = -138239301.689862 nChanged 222 SP:Iteration 36Q (977.750000 sec): 3 clusters Score: Raw -138243865.076567 + Penalty 4539.298178 = -138239325.778389 nChanged 158 SP:Iteration 37Q (980.540000 sec): 3 clusters Score: Raw -138243882.216332 + Penalty 4539.298178 = -138239342.918155 nChanged 140 SP:Iteration 38Q (983.320000 sec): 3 clusters Score: Raw -138243893.196545 + Penalty 4539.298178 = -138239353.898368 nChanged 125 SP:Iteration 39Q (986.130000 sec): 3 clusters Score: Raw -138243901.612510 + Penalty 4539.298178 = -138239362.314332 nChanged 88 SP:Iteration 40F (989.830000 sec): 3 clusters Score: Raw -138243907.743167 + Penalty 4539.298178 = -138239368.444990 nChanged 71 SP:Iteration 41Q (992.620000 sec): 3 clusters Score: Raw -138243912.215421 + Penalty 4539.298178 = -138239372.917244 nChanged 50 SP:Iteration 42Q (995.400000 sec): 3 clusters Score: Raw -138243914.874860 + Penalty 4539.298178 = -138239375.576683 nChanged 43 SP:Iteration 43Q (998.240000 sec): 3 clusters Score: Raw -138243917.740436 + Penalty 4539.298178 = -138239378.442259 nChanged 39 SP:Iteration 44Q (1001.030000 sec): 3 clusters Score: Raw -138243919.907567 + Penalty 4539.298178 = -138239380.609390 nChanged 32 SP:Iteration 45Q (1003.810000 sec): 3 clusters Score: Raw -138243921.436151 + Penalty 4539.298178 = -138239382.137973 nChanged 33 SP:Iteration 46Q (1006.610000 sec): 3 clusters Score: Raw -138243922.833818 + Penalty 4539.298178 = -138239383.535641 nChanged 23 SP:Iteration 47Q (1009.450000 sec): 3 clusters Score: Raw -138243923.825111 + Penalty 4539.298178 = -138239384.526934 nChanged 25 SP:Iteration 48Q (1012.270000 sec): 3 clusters Score: Raw -138243925.097514 + Penalty 4539.298178 = -138239385.799336 nChanged 28 SP:Iteration 49Q (1015.060000 sec): 3 clusters Score: Raw -138243926.731431 + Penalty 4539.298178 = -138239387.433253 nChanged 31 SP:Iteration 50Q (1017.850000 sec): 3 clusters Score: Raw -138243928.621022 + Penalty 4539.298178 = -138239389.322844 nChanged 36 SP:Iteration 51Q (1020.680000 sec): 3 clusters Score: Raw -138243930.226435 + Penalty 4539.298178 = -138239390.928258 nChanged 32 SP:Iteration 52Q (1023.430000 sec): 3 clusters Score: Raw -138243931.333096 + Penalty 4539.298178 = -138239392.034918 nChanged 18 SP:Iteration 53Q (1026.230000 sec): 3 clusters Score: Raw -138243932.125379 + Penalty 4539.298178 = -138239392.827202 nChanged 17 SP:Iteration 54Q (1029.010000 sec): 3 clusters Score: Raw -138243932.594851 + Penalty 4539.298178 = -138239393.296673 nChanged 11 SP:Iteration 55Q (1031.840000 sec): 3 clusters Score: Raw -138243932.899793 + Penalty 4539.298178 = -138239393.601616 nChanged 4 SP:Iteration 56Q (1034.740000 sec): 3 clusters Score: Raw -138243933.031387 + Penalty 4539.298178 = -138239393.733209 nChanged 5 SP:Iteration 57Q (1037.630000 sec): 3 clusters Score: Raw -138243933.238141 + Penalty 4539.298178 = -138239393.939963 nChanged 4 SP:Iteration 58Q (1040.550000 sec): 3 clusters Score: Raw -138243933.477425 + Penalty 4539.298178 = -138239394.179247 nChanged 6 SP:Iteration 59Q (1043.460000 sec): 3 clusters Score: Raw -138243933.609775 + Penalty 4539.298178 = -138239394.311598 nChanged 2 SP:Iteration 60F (1047.340000 sec): 3 clusters Score: Raw -138243933.710292 + Penalty 4539.298178 = -138239394.412114 nChanged 3 SP:Iteration 61Q (1050.240000 sec): 3 clusters Score: Raw -138243933.764875 + Penalty 4539.298178 = -138239394.466698 nChanged 0 SP:Iteration 62F (1054.130000 sec): 3 clusters Score: Raw -138243933.764875 + Penalty 4539.298178 = -138239394.466698 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 6 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.770000 sec): 2 clusters Score: Raw -32972.233181 + Penalty 935.821538 = -32036.411642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.780000 sec): 3 clusters Score: Raw -33027.500023 + Penalty 1871.643077 = -31155.856947 nChanged 52 SP:Iteration 1F (1054.780000 sec): 3 clusters Score: Raw -33127.095388 + Penalty 1871.643077 = -31255.452311 nChanged 14 SP:Iteration 2Q (1054.780000 sec): 3 clusters Score: Raw -33161.190685 + Penalty 1871.643077 = -31289.547609 nChanged 9 SP:Iteration 3Q (1054.780000 sec): 3 clusters Score: Raw -33186.364209 + Penalty 1871.643077 = -31314.721132 nChanged 8 SP:Iteration 4Q (1054.780000 sec): 3 clusters Score: Raw -33228.956106 + Penalty 1871.643077 = -31357.313030 nChanged 7 SP:Iteration 5Q (1054.780000 sec): 3 clusters Score: Raw -33270.689037 + Penalty 1871.643077 = -31399.045961 nChanged 10 SP:Iteration 6Q (1054.780000 sec): 3 clusters Score: Raw -33322.914029 + Penalty 1871.643077 = -31451.270952 nChanged 10 SP:Iteration 7Q (1054.780000 sec): 3 clusters Score: Raw -33357.929671 + Penalty 1871.643077 = -31486.286594 nChanged 6 SP:Iteration 8Q (1054.780000 sec): 3 clusters Score: Raw -33376.479261 + Penalty 1871.643077 = -31504.836184 nChanged 3 SP:Iteration 9Q (1054.780000 sec): 3 clusters Score: Raw -33390.340292 + Penalty 1871.643077 = -31518.697215 nChanged 5 SP:Iteration 10Q (1054.780000 sec): 3 clusters Score: Raw -33408.986350 + Penalty 1871.643077 = -31537.343273 nChanged 6 SP:Iteration 11Q (1054.780000 sec): 3 clusters Score: Raw -33432.776803 + Penalty 1871.643077 = -31561.133726 nChanged 5 SP:Iteration 12Q (1054.780000 sec): 3 clusters Score: Raw -33457.685304 + Penalty 1871.643077 = -31586.042227 nChanged 5 SP:Iteration 13Q (1054.790000 sec): 3 clusters Score: Raw -33490.014527 + Penalty 1871.643077 = -31618.371450 nChanged 4 SP:Iteration 14Q (1054.790000 sec): 3 clusters Score: Raw -33517.457403 + Penalty 1871.643077 = -31645.814327 nChanged 2 SP:Iteration 15Q (1054.790000 sec): 3 clusters Score: Raw -33524.654975 + Penalty 1871.643077 = -31653.011899 nChanged 2 SP:Iteration 16Q (1054.790000 sec): 3 clusters Score: Raw -33535.311708 + Penalty 1871.643077 = -31663.668631 nChanged 4 SP:Iteration 17Q (1054.790000 sec): 3 clusters Score: Raw -33570.746995 + Penalty 1871.643077 = -31699.103918 nChanged 2 SP:Iteration 18Q (1054.790000 sec): 3 clusters Score: Raw -33606.669104 + Penalty 1871.643077 = -31735.026028 nChanged 2 SP:Iteration 19Q (1054.790000 sec): 3 clusters Score: Raw -33622.943511 + Penalty 1871.643077 = -31751.300435 nChanged 0 SP:Iteration 20F (1054.790000 sec): 3 clusters Score: Raw -33622.943511 + Penalty 1871.643077 = -31751.300435 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 7 (24014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.880000 sec): 2 clusters Score: Raw -2761712.267264 + Penalty 1639.038744 = -2760073.228519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.950000 sec): 3 clusters Score: Raw -2747123.689735 + Penalty 3278.077489 = -2743845.612246 nChanged 10929 SP:Iteration 1F (1055.030000 sec): 3 clusters Score: Raw -2753222.678565 + Penalty 3278.077489 = -2749944.601077 nChanged 1217 SP:Iteration 2F (1055.100000 sec): 3 clusters Score: Raw -2753824.172145 + Penalty 3278.077489 = -2750546.094656 nChanged 1471 SP:Iteration 3F (1055.180000 sec): 3 clusters Score: Raw -2754893.860583 + Penalty 3278.077489 = -2751615.783094 nChanged 1824 SP:Iteration 4F (1055.260000 sec): 3 clusters Score: Raw -2756587.844814 + Penalty 3278.077489 = -2753309.767325 nChanged 2206 SP:Iteration 5F (1055.330000 sec): 3 clusters Score: Raw -2758608.165757 + Penalty 3278.077489 = -2755330.088269 nChanged 1995 SP:Iteration 6F (1055.410000 sec): 3 clusters Score: Raw -2760245.616537 + Penalty 3278.077489 = -2756967.539049 nChanged 1384 SP:Iteration 7F (1055.480000 sec): 3 clusters Score: Raw -2761204.526112 + Penalty 3278.077489 = -2757926.448623 nChanged 889 SP:Iteration 8Q (1055.560000 sec): 3 clusters Score: Raw -2761800.810313 + Penalty 3278.077489 = -2758522.732825 nChanged 558 SP:Iteration 9Q (1055.640000 sec): 3 clusters Score: Raw -2762219.483333 + Penalty 3278.077489 = -2758941.405844 nChanged 359 SP:Iteration 10Q (1055.710000 sec): 3 clusters Score: Raw -2762475.231680 + Penalty 3278.077489 = -2759197.154192 nChanged 285 SP:Iteration 11Q (1055.780000 sec): 3 clusters Score: Raw -2762757.908074 + Penalty 3278.077489 = -2759479.830585 nChanged 229 SP:Iteration 12Q (1055.860000 sec): 3 clusters Score: Raw -2763028.264885 + Penalty 3278.077489 = -2759750.187397 nChanged 208 SP:Iteration 13Q (1055.930000 sec): 3 clusters Score: Raw -2763140.642218 + Penalty 3278.077489 = -2759862.564730 nChanged 170 SP:Iteration 14Q (1056.000000 sec): 3 clusters Score: Raw -2763209.498068 + Penalty 3278.077489 = -2759931.420579 nChanged 150 SP:Iteration 15Q (1056.060000 sec): 3 clusters Score: Raw -2763256.962473 + Penalty 3278.077489 = -2759978.884985 nChanged 122 SP:Iteration 16Q (1056.130000 sec): 3 clusters Score: Raw -2763286.260990 + Penalty 3278.077489 = -2760008.183502 nChanged 90 SP:Iteration 17Q (1056.200000 sec): 3 clusters Score: Raw -2763304.634923 + Penalty 3278.077489 = -2760026.557435 nChanged 74 SP:Iteration 18Q (1056.260000 sec): 3 clusters Score: Raw -2763317.734422 + Penalty 3278.077489 = -2760039.656933 nChanged 60 SP:Iteration 19Q (1056.320000 sec): 3 clusters Score: Raw -2763327.453888 + Penalty 3278.077489 = -2760049.376399 nChanged 58 SP:Iteration 20F (1056.400000 sec): 3 clusters Score: Raw -2763336.136520 + Penalty 3278.077489 = -2760058.059031 nChanged 48 SP:Iteration 21Q (1056.460000 sec): 3 clusters Score: Raw -2763344.114073 + Penalty 3278.077489 = -2760066.036585 nChanged 62 SP:Iteration 22Q (1056.530000 sec): 3 clusters Score: Raw -2763353.584906 + Penalty 3278.077489 = -2760075.507417 nChanged 53 SP:Iteration 23Q (1056.590000 sec): 3 clusters Score: Raw -2763360.696368 + Penalty 3278.077489 = -2760082.618879 nChanged 41 SP:Iteration 24Q (1056.660000 sec): 3 clusters Score: Raw -2763366.240582 + Penalty 3278.077489 = -2760088.163093 nChanged 36 SP:Iteration 25Q (1056.720000 sec): 3 clusters Score: Raw -2763370.949946 + Penalty 3278.077489 = -2760092.872458 nChanged 33 SP:Iteration 26Q (1056.780000 sec): 3 clusters Score: Raw -2763374.786507 + Penalty 3278.077489 = -2760096.709018 nChanged 27 SP:Iteration 27Q (1056.840000 sec): 3 clusters Score: Raw -2763378.741828 + Penalty 3278.077489 = -2760100.664340 nChanged 22 SP:Iteration 28Q (1056.910000 sec): 3 clusters Score: Raw -2763381.532275 + Penalty 3278.077489 = -2760103.454786 nChanged 21 SP:Iteration 29Q (1056.970000 sec): 3 clusters Score: Raw -2763384.006179 + Penalty 3278.077489 = -2760105.928690 nChanged 19 SP:Iteration 30Q (1057.040000 sec): 3 clusters Score: Raw -2763385.797016 + Penalty 3278.077489 = -2760107.719528 nChanged 18 SP:Iteration 31Q (1057.100000 sec): 3 clusters Score: Raw -2763387.678694 + Penalty 3278.077489 = -2760109.601206 nChanged 14 SP:Iteration 32Q (1057.160000 sec): 3 clusters Score: Raw -2763388.885916 + Penalty 3278.077489 = -2760110.808428 nChanged 12 SP:Iteration 33Q (1057.220000 sec): 3 clusters Score: Raw -2763390.018349 + Penalty 3278.077489 = -2760111.940860 nChanged 7 SP:Iteration 34Q (1057.290000 sec): 3 clusters Score: Raw -2763390.624549 + Penalty 3278.077489 = -2760112.547061 nChanged 5 SP:Iteration 35Q (1057.350000 sec): 3 clusters Score: Raw -2763390.998197 + Penalty 3278.077489 = -2760112.920708 nChanged 5 SP:Iteration 36Q (1057.410000 sec): 3 clusters Score: Raw -2763391.342561 + Penalty 3278.077489 = -2760113.265072 nChanged 6 SP:Iteration 37Q (1057.480000 sec): 3 clusters Score: Raw -2763391.866701 + Penalty 3278.077489 = -2760113.789212 nChanged 7 SP:Iteration 38Q (1057.540000 sec): 3 clusters Score: Raw -2763392.392907 + Penalty 3278.077489 = -2760114.315419 nChanged 7 SP:Iteration 39Q (1057.600000 sec): 3 clusters Score: Raw -2763393.026128 + Penalty 3278.077489 = -2760114.948639 nChanged 11 SP:Iteration 40F (1057.680000 sec): 3 clusters Score: Raw -2763393.955119 + Penalty 3278.077489 = -2760115.877630 nChanged 9 SP:Iteration 41Q (1057.740000 sec): 3 clusters Score: Raw -2763394.711791 + Penalty 3278.077489 = -2760116.634302 nChanged 11 SP:Iteration 42Q (1057.800000 sec): 3 clusters Score: Raw -2763395.837757 + Penalty 3278.077489 = -2760117.760269 nChanged 9 SP:Iteration 43Q (1057.860000 sec): 3 clusters Score: Raw -2763396.694771 + Penalty 3278.077489 = -2760118.617282 nChanged 6 SP:Iteration 44Q (1057.920000 sec): 3 clusters Score: Raw -2763397.216049 + Penalty 3278.077489 = -2760119.138561 nChanged 6 SP:Iteration 45Q (1057.990000 sec): 3 clusters Score: Raw -2763397.706043 + Penalty 3278.077489 = -2760119.628554 nChanged 9 SP:Iteration 46Q (1058.050000 sec): 3 clusters Score: Raw -2763398.529851 + Penalty 3278.077489 = -2760120.452362 nChanged 11 SP:Iteration 47Q (1058.110000 sec): 3 clusters Score: Raw -2763399.201838 + Penalty 3278.077489 = -2760121.124350 nChanged 5 SP:Iteration 48Q (1058.170000 sec): 3 clusters Score: Raw -2763399.596642 + Penalty 3278.077489 = -2760121.519153 nChanged 8 SP:Iteration 49Q (1058.240000 sec): 3 clusters Score: Raw -2763400.304202 + Penalty 3278.077489 = -2760122.226713 nChanged 7 SP:Iteration 50Q (1058.300000 sec): 3 clusters Score: Raw -2763400.864670 + Penalty 3278.077489 = -2760122.787181 nChanged 9 SP:Iteration 51Q (1058.360000 sec): 3 clusters Score: Raw -2763401.774113 + Penalty 3278.077489 = -2760123.696624 nChanged 9 SP:Iteration 52Q (1058.420000 sec): 3 clusters Score: Raw -2763402.517510 + Penalty 3278.077489 = -2760124.440021 nChanged 6 SP:Iteration 53Q (1058.480000 sec): 3 clusters Score: Raw -2763403.059543 + Penalty 3278.077489 = -2760124.982054 nChanged 4 SP:Iteration 54Q (1058.540000 sec): 3 clusters Score: Raw -2763403.493730 + Penalty 3278.077489 = -2760125.416242 nChanged 5 SP:Iteration 55Q (1058.610000 sec): 3 clusters Score: Raw -2763403.853597 + Penalty 3278.077489 = -2760125.776108 nChanged 3 SP:Iteration 56Q (1058.670000 sec): 3 clusters Score: Raw -2763404.064377 + Penalty 3278.077489 = -2760125.986888 nChanged 2 SP:Iteration 57Q (1058.730000 sec): 3 clusters Score: Raw -2763404.155580 + Penalty 3278.077489 = -2760126.078092 nChanged 0 SP:Iteration 58F (1058.810000 sec): 3 clusters Score: Raw -2763404.155580 + Penalty 3278.077489 = -2760126.078092 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 8 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1058.830000 sec): 2 clusters Score: Raw -79628.842618 + Penalty 1074.892910 = -78553.949708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1058.840000 sec): 3 clusters Score: Raw -79536.041576 + Penalty 2149.785820 = -77386.255756 nChanged 234 SP:Iteration 1F (1058.840000 sec): 3 clusters Score: Raw -80083.244839 + Penalty 2149.785820 = -77933.459019 nChanged 73 SP:Iteration 2F (1058.840000 sec): 3 clusters Score: Raw -80314.111737 + Penalty 2149.785820 = -78164.325917 nChanged 54 SP:Iteration 3F (1058.840000 sec): 3 clusters Score: Raw -80399.668649 + Penalty 2149.785820 = -78249.882829 nChanged 41 SP:Iteration 4F (1058.840000 sec): 3 clusters Score: Raw -80470.743405 + Penalty 2149.785820 = -78320.957585 nChanged 41 SP:Iteration 5F (1058.850000 sec): 3 clusters Score: Raw -80530.845257 + Penalty 2149.785820 = -78381.059437 nChanged 39 SP:Iteration 6F (1058.850000 sec): 3 clusters Score: Raw -80603.505611 + Penalty 2149.785820 = -78453.719791 nChanged 38 SP:Iteration 7F (1058.850000 sec): 3 clusters Score: Raw -80699.322472 + Penalty 2149.785820 = -78549.536652 nChanged 27 SP:Iteration 8Q (1058.860000 sec): 3 clusters Score: Raw -80753.906892 + Penalty 2149.785820 = -78604.121072 nChanged 20 SP:Iteration 9Q (1058.860000 sec): 3 clusters Score: Raw -80833.763670 + Penalty 2149.785820 = -78683.977850 nChanged 15 SP:Iteration 10Q (1058.860000 sec): 3 clusters Score: Raw -80905.339890 + Penalty 2149.785820 = -78755.554070 nChanged 16 SP:Iteration 11Q (1058.860000 sec): 3 clusters Score: Raw -81115.621752 + Penalty 2149.785820 = -78965.835932 nChanged 15 SP:Iteration 12Q (1058.860000 sec): 3 clusters Score: Raw -81325.793456 + Penalty 2149.785820 = -79176.007636 nChanged 18 SP:Iteration 13Q (1058.860000 sec): 3 clusters Score: Raw -81375.137371 + Penalty 2149.785820 = -79225.351550 nChanged 10 SP:Iteration 14Q (1058.860000 sec): 3 clusters Score: Raw -81410.361495 + Penalty 2149.785820 = -79260.575675 nChanged 6 SP:Iteration 15Q (1058.870000 sec): 3 clusters Score: Raw -81427.669838 + Penalty 2149.785820 = -79277.884018 nChanged 1 SP:Iteration 16Q (1058.870000 sec): 3 clusters Score: Raw -81429.967844 + Penalty 2149.785820 = -79280.182024 nChanged 1 SP:Iteration 17Q (1058.870000 sec): 3 clusters Score: Raw -81431.190967 + Penalty 2149.785820 = -79281.405147 nChanged 0 SP:Iteration 18F (1058.870000 sec): 3 clusters Score: Raw -81431.190967 + Penalty 2149.785820 = -79281.405147 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 10 (1627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1058.890000 sec): 2 clusters Score: Raw -202156.338188 + Penalty 1201.605130 = -200954.733058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1058.900000 sec): 3 clusters Score: Raw -201503.756526 + Penalty 2403.210260 = -199100.546266 nChanged 511 SP:Iteration 1F (1058.900000 sec): 3 clusters Score: Raw -201825.894348 + Penalty 2403.210260 = -199422.684088 nChanged 121 SP:Iteration 2F (1058.900000 sec): 3 clusters Score: Raw -201914.763432 + Penalty 2403.210260 = -199511.553172 nChanged 79 SP:Iteration 3Q (1058.910000 sec): 3 clusters Score: Raw -201974.097436 + Penalty 2403.210260 = -199570.887176 nChanged 51 SP:Iteration 4Q (1058.920000 sec): 3 clusters Score: Raw -202026.148529 + Penalty 2403.210260 = -199622.938269 nChanged 41 SP:Iteration 5Q (1058.920000 sec): 3 clusters Score: Raw -202058.069277 + Penalty 2403.210260 = -199654.859017 nChanged 25 SP:Iteration 6Q (1058.920000 sec): 3 clusters Score: Raw -202074.305336 + Penalty 2403.210260 = -199671.095076 nChanged 26 SP:Iteration 7Q (1058.930000 sec): 3 clusters Score: Raw -202095.682663 + Penalty 2403.210260 = -199692.472404 nChanged 32 SP:Iteration 8Q (1058.940000 sec): 3 clusters Score: Raw -202118.306953 + Penalty 2403.210260 = -199715.096694 nChanged 25 SP:Iteration 9Q (1058.940000 sec): 3 clusters Score: Raw -202136.529458 + Penalty 2403.210260 = -199733.319198 nChanged 17 SP:Iteration 10Q (1058.940000 sec): 3 clusters Score: Raw -202150.015074 + Penalty 2403.210260 = -199746.804814 nChanged 17 SP:Iteration 11Q (1058.950000 sec): 3 clusters Score: Raw -202160.804089 + Penalty 2403.210260 = -199757.593829 nChanged 11 SP:Iteration 12Q (1058.960000 sec): 3 clusters Score: Raw -202167.615894 + Penalty 2403.210260 = -199764.405635 nChanged 6 SP:Iteration 13Q (1058.960000 sec): 3 clusters Score: Raw -202170.232695 + Penalty 2403.210260 = -199767.022436 nChanged 4 SP:Iteration 14Q (1058.960000 sec): 3 clusters Score: Raw -202172.047312 + Penalty 2403.210260 = -199768.837053 nChanged 4 SP:Iteration 15Q (1058.970000 sec): 3 clusters Score: Raw -202173.440018 + Penalty 2403.210260 = -199770.229759 nChanged 7 SP:Iteration 16Q (1058.970000 sec): 3 clusters Score: Raw -202178.222790 + Penalty 2403.210260 = -199775.012531 nChanged 5 SP:Iteration 17Q (1058.980000 sec): 3 clusters Score: Raw -202181.965852 + Penalty 2403.210260 = -199778.755592 nChanged 3 SP:Iteration 18Q (1058.980000 sec): 3 clusters Score: Raw -202183.739982 + Penalty 2403.210260 = -199780.529723 nChanged 0 SP:Iteration 19F (1058.990000 sec): 3 clusters Score: Raw -202183.739982 + Penalty 2403.210260 = -199780.529723 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 11 (8745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.020000 sec): 2 clusters Score: Raw -1073025.665882 + Penalty 1474.888575 = -1071550.777306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.050000 sec): 3 clusters Score: Raw -1068146.285832 + Penalty 2949.777151 = -1065196.508681 nChanged 3750 SP:Iteration 1F (1059.080000 sec): 3 clusters Score: Raw -1070139.649469 + Penalty 2949.777151 = -1067189.872318 nChanged 479 SP:Iteration 2F (1059.100000 sec): 3 clusters Score: Raw -1070338.451756 + Penalty 2949.777151 = -1067388.674605 nChanged 410 SP:Iteration 3Q (1059.130000 sec): 3 clusters Score: Raw -1070513.240077 + Penalty 2949.777151 = -1067563.462926 nChanged 373 SP:Iteration 4Q (1059.160000 sec): 3 clusters Score: Raw -1070678.159336 + Penalty 2949.777151 = -1067728.382186 nChanged 341 SP:Iteration 5Q (1059.190000 sec): 3 clusters Score: Raw -1070833.402265 + Penalty 2949.777151 = -1067883.625114 nChanged 356 SP:Iteration 6Q (1059.220000 sec): 3 clusters Score: Raw -1071014.034926 + Penalty 2949.777151 = -1068064.257776 nChanged 362 SP:Iteration 7Q (1059.240000 sec): 3 clusters Score: Raw -1071222.784018 + Penalty 2949.777151 = -1068273.006868 nChanged 378 SP:Iteration 8Q (1059.270000 sec): 3 clusters Score: Raw -1071470.387955 + Penalty 2949.777151 = -1068520.610804 nChanged 426 SP:Iteration 9Q (1059.300000 sec): 3 clusters Score: Raw -1071740.111931 + Penalty 2949.777151 = -1068790.334780 nChanged 348 SP:Iteration 10Q (1059.320000 sec): 3 clusters Score: Raw -1071951.199958 + Penalty 2949.777151 = -1069001.422807 nChanged 341 SP:Iteration 11Q (1059.350000 sec): 3 clusters Score: Raw -1072143.592116 + Penalty 2949.777151 = -1069193.814965 nChanged 252 SP:Iteration 12Q (1059.380000 sec): 3 clusters Score: Raw -1072245.466208 + Penalty 2949.777151 = -1069295.689057 nChanged 193 SP:Iteration 13Q (1059.400000 sec): 3 clusters Score: Raw -1072316.014657 + Penalty 2949.777151 = -1069366.237507 nChanged 150 SP:Iteration 14Q (1059.430000 sec): 3 clusters Score: Raw -1072360.736222 + Penalty 2949.777151 = -1069410.959071 nChanged 129 SP:Iteration 15Q (1059.460000 sec): 3 clusters Score: Raw -1072394.630646 + Penalty 2949.777151 = -1069444.853495 nChanged 106 SP:Iteration 16Q (1059.480000 sec): 3 clusters Score: Raw -1072429.358033 + Penalty 2949.777151 = -1069479.580882 nChanged 95 SP:Iteration 17Q (1059.510000 sec): 3 clusters Score: Raw -1072460.548054 + Penalty 2949.777151 = -1069510.770903 nChanged 88 SP:Iteration 18Q (1059.540000 sec): 3 clusters Score: Raw -1072488.446448 + Penalty 2949.777151 = -1069538.669297 nChanged 102 SP:Iteration 19Q (1059.560000 sec): 3 clusters Score: Raw -1072518.808160 + Penalty 2949.777151 = -1069569.031009 nChanged 88 SP:Iteration 20F (1059.590000 sec): 3 clusters Score: Raw -1072542.430746 + Penalty 2949.777151 = -1069592.653595 nChanged 70 SP:Iteration 21Q (1059.620000 sec): 3 clusters Score: Raw -1072561.984323 + Penalty 2949.777151 = -1069612.207173 nChanged 74 SP:Iteration 22Q (1059.640000 sec): 3 clusters Score: Raw -1072583.343695 + Penalty 2949.777151 = -1069633.566544 nChanged 79 SP:Iteration 23Q (1059.670000 sec): 3 clusters Score: Raw -1072606.228708 + Penalty 2949.777151 = -1069656.451557 nChanged 99 SP:Iteration 24Q (1059.690000 sec): 3 clusters Score: Raw -1072639.744406 + Penalty 2949.777151 = -1069689.967255 nChanged 82 SP:Iteration 25Q (1059.720000 sec): 3 clusters Score: Raw -1072667.360329 + Penalty 2949.777151 = -1069717.583178 nChanged 81 SP:Iteration 26Q (1059.740000 sec): 3 clusters Score: Raw -1072694.737322 + Penalty 2949.777151 = -1069744.960171 nChanged 78 SP:Iteration 27Q (1059.770000 sec): 3 clusters Score: Raw -1072715.781871 + Penalty 2949.777151 = -1069766.004720 nChanged 77 SP:Iteration 28Q (1059.800000 sec): 3 clusters Score: Raw -1072738.407494 + Penalty 2949.777151 = -1069788.630343 nChanged 79 SP:Iteration 29Q (1059.820000 sec): 3 clusters Score: Raw -1072759.475729 + Penalty 2949.777151 = -1069809.698578 nChanged 63 SP:Iteration 30Q (1059.850000 sec): 3 clusters Score: Raw -1072777.319833 + Penalty 2949.777151 = -1069827.542682 nChanged 54 SP:Iteration 31Q (1059.870000 sec): 3 clusters Score: Raw -1072792.540996 + Penalty 2949.777151 = -1069842.763845 nChanged 62 SP:Iteration 32Q (1059.900000 sec): 3 clusters Score: Raw -1072811.777226 + Penalty 2949.777151 = -1069862.000075 nChanged 75 SP:Iteration 33Q (1059.920000 sec): 3 clusters Score: Raw -1072833.533405 + Penalty 2949.777151 = -1069883.756254 nChanged 73 SP:Iteration 34Q (1059.950000 sec): 3 clusters Score: Raw -1072852.780082 + Penalty 2949.777151 = -1069903.002931 nChanged 67 SP:Iteration 35Q (1059.970000 sec): 3 clusters Score: Raw -1072869.721657 + Penalty 2949.777151 = -1069919.944507 nChanged 65 SP:Iteration 36Q (1060.000000 sec): 3 clusters Score: Raw -1072886.530879 + Penalty 2949.777151 = -1069936.753728 nChanged 57 SP:Iteration 37Q (1060.020000 sec): 3 clusters Score: Raw -1072900.378198 + Penalty 2949.777151 = -1069950.601047 nChanged 53 SP:Iteration 38Q (1060.050000 sec): 3 clusters Score: Raw -1072912.177544 + Penalty 2949.777151 = -1069962.400393 nChanged 49 SP:Iteration 39Q (1060.080000 sec): 3 clusters Score: Raw -1072925.463825 + Penalty 2949.777151 = -1069975.686674 nChanged 48 SP:Iteration 40F (1060.100000 sec): 3 clusters Score: Raw -1072939.365687 + Penalty 2949.777151 = -1069989.588536 nChanged 45 SP:Iteration 41Q (1060.130000 sec): 3 clusters Score: Raw -1072950.713839 + Penalty 2949.777151 = -1070000.936689 nChanged 47 SP:Iteration 42Q (1060.150000 sec): 3 clusters Score: Raw -1072963.771275 + Penalty 2949.777151 = -1070013.994124 nChanged 44 SP:Iteration 43Q (1060.180000 sec): 3 clusters Score: Raw -1072975.928502 + Penalty 2949.777151 = -1070026.151351 nChanged 39 SP:Iteration 44Q (1060.200000 sec): 3 clusters Score: Raw -1072986.532010 + Penalty 2949.777151 = -1070036.754859 nChanged 40 SP:Iteration 45Q (1060.220000 sec): 3 clusters Score: Raw -1072997.384135 + Penalty 2949.777151 = -1070047.606984 nChanged 35 SP:Iteration 46Q (1060.250000 sec): 3 clusters Score: Raw -1073007.114558 + Penalty 2949.777151 = -1070057.337407 nChanged 32 SP:Iteration 47Q (1060.280000 sec): 3 clusters Score: Raw -1073013.791878 + Penalty 2949.777151 = -1070064.014727 nChanged 25 SP:Iteration 48Q (1060.300000 sec): 3 clusters Score: Raw -1073022.116038 + Penalty 2949.777151 = -1070072.338887 nChanged 41 SP:Iteration 49Q (1060.320000 sec): 3 clusters Score: Raw -1073035.096528 + Penalty 2949.777151 = -1070085.319377 nChanged 43 SP:Iteration 50Q (1060.350000 sec): 3 clusters Score: Raw -1073049.474006 + Penalty 2949.777151 = -1070099.696855 nChanged 46 SP:Iteration 51Q (1060.380000 sec): 3 clusters Score: Raw -1073064.646006 + Penalty 2949.777151 = -1070114.868855 nChanged 45 SP:Iteration 52Q (1060.400000 sec): 3 clusters Score: Raw -1073076.334243 + Penalty 2949.777151 = -1070126.557092 nChanged 42 SP:Iteration 53Q (1060.420000 sec): 3 clusters Score: Raw -1073087.929507 + Penalty 2949.777151 = -1070138.152356 nChanged 37 SP:Iteration 54Q (1060.450000 sec): 3 clusters Score: Raw -1073097.358299 + Penalty 2949.777151 = -1070147.581148 nChanged 42 SP:Iteration 55Q (1060.470000 sec): 3 clusters Score: Raw -1073108.794049 + Penalty 2949.777151 = -1070159.016898 nChanged 34 SP:Iteration 56Q (1060.500000 sec): 3 clusters Score: Raw -1073118.039086 + Penalty 2949.777151 = -1070168.261935 nChanged 34 SP:Iteration 57Q (1060.520000 sec): 3 clusters Score: Raw -1073126.268240 + Penalty 2949.777151 = -1070176.491089 nChanged 26 SP:Iteration 58Q (1060.540000 sec): 3 clusters Score: Raw -1073132.684470 + Penalty 2949.777151 = -1070182.907319 nChanged 20 SP:Iteration 59Q (1060.570000 sec): 3 clusters Score: Raw -1073137.624011 + Penalty 2949.777151 = -1070187.846861 nChanged 24 SP:Iteration 60F (1060.600000 sec): 3 clusters Score: Raw -1073143.979764 + Penalty 2949.777151 = -1070194.202613 nChanged 24 SP:Iteration 61Q (1060.620000 sec): 3 clusters Score: Raw -1073151.399660 + Penalty 2949.777151 = -1070201.622509 nChanged 30 SP:Iteration 62Q (1060.640000 sec): 3 clusters Score: Raw -1073160.018214 + Penalty 2949.777151 = -1070210.241064 nChanged 27 SP:Iteration 63Q (1060.660000 sec): 3 clusters Score: Raw -1073167.160087 + Penalty 2949.777151 = -1070217.382936 nChanged 25 SP:Iteration 64Q (1060.690000 sec): 3 clusters Score: Raw -1073172.123298 + Penalty 2949.777151 = -1070222.346147 nChanged 16 SP:Iteration 65Q (1060.710000 sec): 3 clusters Score: Raw -1073174.572708 + Penalty 2949.777151 = -1070224.795557 nChanged 13 SP:Iteration 66Q (1060.740000 sec): 3 clusters Score: Raw -1073176.887347 + Penalty 2949.777151 = -1070227.110197 nChanged 12 SP:Iteration 67Q (1060.760000 sec): 3 clusters Score: Raw -1073179.442130 + Penalty 2949.777151 = -1070229.664979 nChanged 17 SP:Iteration 68Q (1060.790000 sec): 3 clusters Score: Raw -1073183.661991 + Penalty 2949.777151 = -1070233.884840 nChanged 22 SP:Iteration 69Q (1060.810000 sec): 3 clusters Score: Raw -1073188.735284 + Penalty 2949.777151 = -1070238.958134 nChanged 17 SP:Iteration 70Q (1060.830000 sec): 3 clusters Score: Raw -1073193.638503 + Penalty 2949.777151 = -1070243.861352 nChanged 21 SP:Iteration 71Q (1060.860000 sec): 3 clusters Score: Raw -1073198.127323 + Penalty 2949.777151 = -1070248.350172 nChanged 22 SP:Iteration 72Q (1060.880000 sec): 3 clusters Score: Raw -1073203.895160 + Penalty 2949.777151 = -1070254.118009 nChanged 29 SP:Iteration 73Q (1060.900000 sec): 3 clusters Score: Raw -1073212.554355 + Penalty 2949.777151 = -1070262.777204 nChanged 25 SP:Iteration 74Q (1060.930000 sec): 3 clusters Score: Raw -1073217.697126 + Penalty 2949.777151 = -1070267.919975 nChanged 18 SP:Iteration 75Q (1060.950000 sec): 3 clusters Score: Raw -1073221.341446 + Penalty 2949.777151 = -1070271.564295 nChanged 19 SP:Iteration 76Q (1060.970000 sec): 3 clusters Score: Raw -1073225.083900 + Penalty 2949.777151 = -1070275.306749 nChanged 11 SP:Iteration 77Q (1061.000000 sec): 3 clusters Score: Raw -1073227.643863 + Penalty 2949.777151 = -1070277.866712 nChanged 15 SP:Iteration 78Q (1061.020000 sec): 3 clusters Score: Raw -1073231.993482 + Penalty 2949.777151 = -1070282.216331 nChanged 13 SP:Iteration 79Q (1061.040000 sec): 3 clusters Score: Raw -1073236.902192 + Penalty 2949.777151 = -1070287.125041 nChanged 18 SP:Iteration 80F (1061.070000 sec): 3 clusters Score: Raw -1073242.746628 + Penalty 2949.777151 = -1070292.969477 nChanged 21 SP:Iteration 81Q (1061.090000 sec): 3 clusters Score: Raw -1073252.329460 + Penalty 2949.777151 = -1070302.552310 nChanged 30 SP:Iteration 82Q (1061.110000 sec): 3 clusters Score: Raw -1073264.372518 + Penalty 2949.777151 = -1070314.595367 nChanged 34 SP:Iteration 83Q (1061.140000 sec): 3 clusters Score: Raw -1073276.956109 + Penalty 2949.777151 = -1070327.178958 nChanged 27 SP:Iteration 84Q (1061.160000 sec): 3 clusters Score: Raw -1073285.121601 + Penalty 2949.777151 = -1070335.344450 nChanged 16 SP:Iteration 85Q (1061.180000 sec): 3 clusters Score: Raw -1073290.227478 + Penalty 2949.777151 = -1070340.450327 nChanged 18 SP:Iteration 86Q (1061.200000 sec): 3 clusters Score: Raw -1073295.950555 + Penalty 2949.777151 = -1070346.173404 nChanged 16 SP:Iteration 87Q (1061.220000 sec): 3 clusters Score: Raw -1073300.063474 + Penalty 2949.777151 = -1070350.286323 nChanged 10 SP:Iteration 88Q (1061.250000 sec): 3 clusters Score: Raw -1073303.228456 + Penalty 2949.777151 = -1070353.451305 nChanged 11 SP:Iteration 89Q (1061.270000 sec): 3 clusters Score: Raw -1073305.950231 + Penalty 2949.777151 = -1070356.173080 nChanged 9 SP:Iteration 90Q (1061.290000 sec): 3 clusters Score: Raw -1073307.981619 + Penalty 2949.777151 = -1070358.204469 nChanged 4 SP:Iteration 91Q (1061.320000 sec): 3 clusters Score: Raw -1073310.012666 + Penalty 2949.777151 = -1070360.235515 nChanged 6 SP:Iteration 92Q (1061.340000 sec): 3 clusters Score: Raw -1073312.202637 + Penalty 2949.777151 = -1070362.425486 nChanged 7 SP:Iteration 93Q (1061.360000 sec): 3 clusters Score: Raw -1073314.789713 + Penalty 2949.777151 = -1070365.012563 nChanged 11 SP:Iteration 94Q (1061.380000 sec): 3 clusters Score: Raw -1073319.858599 + Penalty 2949.777151 = -1070370.081448 nChanged 6 SP:Iteration 95Q (1061.400000 sec): 3 clusters Score: Raw -1073321.184469 + Penalty 2949.777151 = -1070371.407319 nChanged 5 SP:Iteration 96Q (1061.420000 sec): 3 clusters Score: Raw -1073322.575166 + Penalty 2949.777151 = -1070372.798015 nChanged 2 SP:Iteration 97Q (1061.450000 sec): 3 clusters Score: Raw -1073322.964232 + Penalty 2949.777151 = -1070373.187081 nChanged 1 SP:Iteration 98Q (1061.470000 sec): 3 clusters Score: Raw -1073323.236951 + Penalty 2949.777151 = -1070373.459800 nChanged 1 SP:Iteration 99Q (1061.490000 sec): 3 clusters Score: Raw -1073323.437024 + Penalty 2949.777151 = -1070373.659874 nChanged 2 SP:Iteration 100F (1061.520000 sec): 3 clusters Score: Raw -1073323.889047 + Penalty 2949.777151 = -1070374.111896 nChanged 4 SP:Iteration 101Q (1061.540000 sec): 3 clusters Score: Raw -1073324.444598 + Penalty 2949.777151 = -1070374.667447 nChanged 2 SP:Iteration 102Q (1061.560000 sec): 3 clusters Score: Raw -1073324.725181 + Penalty 2949.777151 = -1070374.948030 nChanged 0 SP:Iteration 103F (1061.590000 sec): 3 clusters Score: Raw -1073324.725181 + Penalty 2949.777151 = -1070374.948030 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 13 (167192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.170000 sec): 2 clusters Score: Raw -19557061.794130 + Penalty 1954.370946 = -19555107.423183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1062.740000 sec): 3 clusters Score: Raw -19446832.558926 + Penalty 3908.741893 = -19442923.817033 nChanged 80638 SP:Iteration 1F (1063.300000 sec): 3 clusters Score: Raw -19494451.174929 + Penalty 3908.741893 = -19490542.433036 nChanged 4587 SP:Iteration 2Q (1063.880000 sec): 3 clusters Score: Raw -19495464.882223 + Penalty 3908.741893 = -19491556.140330 nChanged 4995 SP:Iteration 3Q (1064.460000 sec): 3 clusters Score: Raw -19496739.171598 + Penalty 3908.741893 = -19492830.429706 nChanged 5536 SP:Iteration 4Q (1065.050000 sec): 3 clusters Score: Raw -19498450.695085 + Penalty 3908.741893 = -19494541.953193 nChanged 6401 SP:Iteration 5Q (1065.630000 sec): 3 clusters Score: Raw -19500827.259902 + Penalty 3908.741893 = -19496918.518009 nChanged 7568 SP:Iteration 6Q (1066.210000 sec): 3 clusters Score: Raw -19504204.407109 + Penalty 3908.741893 = -19500295.665216 nChanged 8606 SP:Iteration 7F (1066.770000 sec): 3 clusters Score: Raw -19508992.729636 + Penalty 3908.741893 = -19505083.987743 nChanged 9617 SP:Iteration 8F (1067.350000 sec): 3 clusters Score: Raw -19515437.604941 + Penalty 3908.741893 = -19511528.863048 nChanged 9910 SP:Iteration 9F (1067.920000 sec): 3 clusters Score: Raw -19521989.037929 + Penalty 3908.741893 = -19518080.296036 nChanged 8503 SP:Iteration 10F (1068.490000 sec): 3 clusters Score: Raw -19525938.306528 + Penalty 3908.741893 = -19522029.564635 nChanged 6072 SP:Iteration 11Q (1069.060000 sec): 3 clusters Score: Raw -19527622.922360 + Penalty 3908.741893 = -19523714.180467 nChanged 3520 SP:Iteration 12Q (1069.630000 sec): 3 clusters Score: Raw -19528214.914760 + Penalty 3908.741893 = -19524306.172867 nChanged 2004 SP:Iteration 13Q (1070.210000 sec): 3 clusters Score: Raw -19528444.440696 + Penalty 3908.741893 = -19524535.698803 nChanged 1235 SP:Iteration 14Q (1070.770000 sec): 3 clusters Score: Raw -19528573.331409 + Penalty 3908.741893 = -19524664.589516 nChanged 1025 SP:Iteration 15Q (1071.340000 sec): 3 clusters Score: Raw -19528675.412549 + Penalty 3908.741893 = -19524766.670656 nChanged 1008 SP:Iteration 16Q (1071.910000 sec): 3 clusters Score: Raw -19528780.257808 + Penalty 3908.741893 = -19524871.515915 nChanged 1048 SP:Iteration 17Q (1072.470000 sec): 3 clusters Score: Raw -19528888.898066 + Penalty 3908.741893 = -19524980.156173 nChanged 1142 SP:Iteration 18Q (1073.040000 sec): 3 clusters Score: Raw -19529012.130742 + Penalty 3908.741893 = -19525103.388849 nChanged 1284 SP:Iteration 19Q (1073.610000 sec): 3 clusters Score: Raw -19529164.321214 + Penalty 3908.741893 = -19525255.579321 nChanged 1452 SP:Iteration 20F (1074.170000 sec): 3 clusters Score: Raw -19529356.163732 + Penalty 3908.741893 = -19525447.421839 nChanged 1646 SP:Iteration 21Q (1074.730000 sec): 3 clusters Score: Raw -19529593.304291 + Penalty 3908.741893 = -19525684.562398 nChanged 1840 SP:Iteration 22Q (1075.310000 sec): 3 clusters Score: Raw -19529888.829564 + Penalty 3908.741893 = -19525980.087671 nChanged 1970 SP:Iteration 23Q (1075.860000 sec): 3 clusters Score: Raw -19530226.564878 + Penalty 3908.741893 = -19526317.822985 nChanged 2164 SP:Iteration 24Q (1076.430000 sec): 3 clusters Score: Raw -19530641.671468 + Penalty 3908.741893 = -19526732.929575 nChanged 2450 SP:Iteration 25Q (1076.980000 sec): 3 clusters Score: Raw -19531169.723943 + Penalty 3908.741893 = -19527260.982050 nChanged 2684 SP:Iteration 26Q (1077.530000 sec): 3 clusters Score: Raw -19531821.775826 + Penalty 3908.741893 = -19527913.033933 nChanged 2956 SP:Iteration 27Q (1078.110000 sec): 3 clusters Score: Raw -19532641.986854 + Penalty 3908.741893 = -19528733.244962 nChanged 3248 SP:Iteration 28Q (1078.670000 sec): 3 clusters Score: Raw -19533672.888551 + Penalty 3908.741893 = -19529764.146659 nChanged 3487 SP:Iteration 29Q (1079.240000 sec): 3 clusters Score: Raw -19535014.041886 + Penalty 3908.741893 = -19531105.299993 nChanged 3806 SP:Iteration 30Q (1079.790000 sec): 3 clusters Score: Raw -19536756.222235 + Penalty 3908.741893 = -19532847.480342 nChanged 3902 SP:Iteration 31Q (1080.340000 sec): 3 clusters Score: Raw -19538923.274393 + Penalty 3908.741893 = -19535014.532500 nChanged 3976 SP:Iteration 32Q (1080.870000 sec): 3 clusters Score: Raw -19541695.481305 + Penalty 3908.741893 = -19537786.739412 nChanged 3662 SP:Iteration 33Q (1081.390000 sec): 3 clusters Score: Raw -19544877.182109 + Penalty 3908.741893 = -19540968.440216 nChanged 3347 SP:Iteration 34Q (1081.890000 sec): 3 clusters Score: Raw -19548149.745044 + Penalty 3908.741893 = -19544241.003152 nChanged 2814 SP:Iteration 35Q (1082.380000 sec): 3 clusters Score: Raw -19550736.913392 + Penalty 3908.741893 = -19546828.171500 nChanged 2292 SP:Iteration 36Q (1082.850000 sec): 3 clusters Score: Raw -19552479.429148 + Penalty 3908.741893 = -19548570.687255 nChanged 1820 SP:Iteration 37Q (1083.310000 sec): 3 clusters Score: Raw -19553651.294075 + Penalty 3908.741893 = -19549742.552183 nChanged 1461 SP:Iteration 38Q (1083.770000 sec): 3 clusters Score: Raw -19554440.761370 + Penalty 3908.741893 = -19550532.019477 nChanged 1130 SP:Iteration 39Q (1084.220000 sec): 3 clusters Score: Raw -19554945.133922 + Penalty 3908.741893 = -19551036.392029 nChanged 896 SP:Iteration 40F (1084.790000 sec): 3 clusters Score: Raw -19555343.949724 + Penalty 3908.741893 = -19551435.207831 nChanged 776 SP:Iteration 41Q (1085.240000 sec): 3 clusters Score: Raw -19555642.214337 + Penalty 3908.741893 = -19551733.472444 nChanged 665 SP:Iteration 42Q (1085.690000 sec): 3 clusters Score: Raw -19555856.909543 + Penalty 3908.741893 = -19551948.167651 nChanged 597 SP:Iteration 43Q (1086.130000 sec): 3 clusters Score: Raw -19556030.249681 + Penalty 3908.741893 = -19552121.507788 nChanged 551 SP:Iteration 44Q (1086.570000 sec): 3 clusters Score: Raw -19556171.941661 + Penalty 3908.741893 = -19552263.199769 nChanged 437 SP:Iteration 45Q (1087.010000 sec): 3 clusters Score: Raw -19556274.029195 + Penalty 3908.741893 = -19552365.287302 nChanged 401 SP:Iteration 46Q (1087.450000 sec): 3 clusters Score: Raw -19556353.447633 + Penalty 3908.741893 = -19552444.705740 nChanged 351 SP:Iteration 47Q (1087.880000 sec): 3 clusters Score: Raw -19556423.914146 + Penalty 3908.741893 = -19552515.172253 nChanged 326 SP:Iteration 48Q (1088.320000 sec): 3 clusters Score: Raw -19556483.704451 + Penalty 3908.741893 = -19552574.962558 nChanged 281 SP:Iteration 49Q (1088.760000 sec): 3 clusters Score: Raw -19556532.337709 + Penalty 3908.741893 = -19552623.595816 nChanged 295 SP:Iteration 50Q (1089.190000 sec): 3 clusters Score: Raw -19556583.477936 + Penalty 3908.741893 = -19552674.736043 nChanged 286 SP:Iteration 51Q (1089.630000 sec): 3 clusters Score: Raw -19556630.906550 + Penalty 3908.741893 = -19552722.164658 nChanged 284 SP:Iteration 52Q (1090.070000 sec): 3 clusters Score: Raw -19556676.925631 + Penalty 3908.741893 = -19552768.183738 nChanged 265 SP:Iteration 53Q (1090.500000 sec): 3 clusters Score: Raw -19556717.562895 + Penalty 3908.741893 = -19552808.821003 nChanged 254 SP:Iteration 54Q (1090.940000 sec): 3 clusters Score: Raw -19556754.946620 + Penalty 3908.741893 = -19552846.204727 nChanged 234 SP:Iteration 55Q (1091.360000 sec): 3 clusters Score: Raw -19556787.061101 + Penalty 3908.741893 = -19552878.319209 nChanged 205 SP:Iteration 56Q (1091.800000 sec): 3 clusters Score: Raw -19556813.146466 + Penalty 3908.741893 = -19552904.404573 nChanged 193 SP:Iteration 57Q (1092.230000 sec): 3 clusters Score: Raw -19556838.341281 + Penalty 3908.741893 = -19552929.599389 nChanged 217 SP:Iteration 58Q (1092.650000 sec): 3 clusters Score: Raw -19556869.265087 + Penalty 3908.741893 = -19552960.523194 nChanged 220 SP:Iteration 59Q (1093.090000 sec): 3 clusters Score: Raw -19556900.747211 + Penalty 3908.741893 = -19552992.005318 nChanged 193 SP:Iteration 60F (1093.650000 sec): 3 clusters Score: Raw -19556926.101511 + Penalty 3908.741893 = -19553017.359619 nChanged 177 SP:Iteration 61Q (1094.070000 sec): 3 clusters Score: Raw -19556949.982407 + Penalty 3908.741893 = -19553041.240514 nChanged 178 SP:Iteration 62Q (1094.510000 sec): 3 clusters Score: Raw -19556973.355147 + Penalty 3908.741893 = -19553064.613255 nChanged 157 SP:Iteration 63Q (1094.940000 sec): 3 clusters Score: Raw -19556994.321169 + Penalty 3908.741893 = -19553085.579276 nChanged 159 SP:Iteration 64Q (1095.360000 sec): 3 clusters Score: Raw -19557013.387050 + Penalty 3908.741893 = -19553104.645157 nChanged 138 SP:Iteration 65Q (1095.790000 sec): 3 clusters Score: Raw -19557029.396391 + Penalty 3908.741893 = -19553120.654499 nChanged 118 SP:Iteration 66Q (1096.210000 sec): 3 clusters Score: Raw -19557043.230767 + Penalty 3908.741893 = -19553134.488874 nChanged 108 SP:Iteration 67Q (1096.640000 sec): 3 clusters Score: Raw -19557056.405907 + Penalty 3908.741893 = -19553147.664014 nChanged 111 SP:Iteration 68Q (1097.070000 sec): 3 clusters Score: Raw -19557071.238239 + Penalty 3908.741893 = -19553162.496346 nChanged 111 SP:Iteration 69Q (1097.500000 sec): 3 clusters Score: Raw -19557084.523721 + Penalty 3908.741893 = -19553175.781829 nChanged 104 SP:Iteration 70Q (1097.920000 sec): 3 clusters Score: Raw -19557096.311589 + Penalty 3908.741893 = -19553187.569696 nChanged 101 SP:Iteration 71Q (1098.340000 sec): 3 clusters Score: Raw -19557106.828492 + Penalty 3908.741893 = -19553198.086599 nChanged 94 SP:Iteration 72Q (1098.760000 sec): 3 clusters Score: Raw -19557116.806904 + Penalty 3908.741893 = -19553208.065011 nChanged 84 SP:Iteration 73Q (1099.200000 sec): 3 clusters Score: Raw -19557127.116995 + Penalty 3908.741893 = -19553218.375102 nChanged 97 SP:Iteration 74Q (1099.630000 sec): 3 clusters Score: Raw -19557139.030115 + Penalty 3908.741893 = -19553230.288223 nChanged 89 SP:Iteration 75Q (1100.060000 sec): 3 clusters Score: Raw -19557149.274780 + Penalty 3908.741893 = -19553240.532887 nChanged 86 SP:Iteration 76Q (1100.490000 sec): 3 clusters Score: Raw -19557159.320637 + Penalty 3908.741893 = -19553250.578745 nChanged 89 SP:Iteration 77Q (1100.910000 sec): 3 clusters Score: Raw -19557168.473772 + Penalty 3908.741893 = -19553259.731879 nChanged 81 SP:Iteration 78Q (1101.340000 sec): 3 clusters Score: Raw -19557177.260294 + Penalty 3908.741893 = -19553268.518401 nChanged 87 SP:Iteration 79Q (1101.760000 sec): 3 clusters Score: Raw -19557185.764790 + Penalty 3908.741893 = -19553277.022897 nChanged 85 SP:Iteration 80F (1102.320000 sec): 3 clusters Score: Raw -19557196.012407 + Penalty 3908.741893 = -19553287.270515 nChanged 82 SP:Iteration 81Q (1102.750000 sec): 3 clusters Score: Raw -19557203.810103 + Penalty 3908.741893 = -19553295.068210 nChanged 63 SP:Iteration 82Q (1103.180000 sec): 3 clusters Score: Raw -19557209.362846 + Penalty 3908.741893 = -19553300.620953 nChanged 43 SP:Iteration 83Q (1103.610000 sec): 3 clusters Score: Raw -19557212.974536 + Penalty 3908.741893 = -19553304.232643 nChanged 47 SP:Iteration 84Q (1104.040000 sec): 3 clusters Score: Raw -19557216.811824 + Penalty 3908.741893 = -19553308.069931 nChanged 48 SP:Iteration 85Q (1104.470000 sec): 3 clusters Score: Raw -19557220.806060 + Penalty 3908.741893 = -19553312.064167 nChanged 46 SP:Iteration 86Q (1104.900000 sec): 3 clusters Score: Raw -19557224.312678 + Penalty 3908.741893 = -19553315.570785 nChanged 39 SP:Iteration 87Q (1105.340000 sec): 3 clusters Score: Raw -19557227.510908 + Penalty 3908.741893 = -19553318.769015 nChanged 42 SP:Iteration 88Q (1105.750000 sec): 3 clusters Score: Raw -19557231.100107 + Penalty 3908.741893 = -19553322.358214 nChanged 41 SP:Iteration 89Q (1106.170000 sec): 3 clusters Score: Raw -19557235.056047 + Penalty 3908.741893 = -19553326.314154 nChanged 48 SP:Iteration 90Q (1106.590000 sec): 3 clusters Score: Raw -19557240.481731 + Penalty 3908.741893 = -19553331.739838 nChanged 51 SP:Iteration 91Q (1107.010000 sec): 3 clusters Score: Raw -19557245.357242 + Penalty 3908.741893 = -19553336.615349 nChanged 56 SP:Iteration 92Q (1107.420000 sec): 3 clusters Score: Raw -19557250.163708 + Penalty 3908.741893 = -19553341.421815 nChanged 46 SP:Iteration 93Q (1107.850000 sec): 3 clusters Score: Raw -19557253.577211 + Penalty 3908.741893 = -19553344.835318 nChanged 47 SP:Iteration 94Q (1108.280000 sec): 3 clusters Score: Raw -19557257.014052 + Penalty 3908.741893 = -19553348.272159 nChanged 45 SP:Iteration 95Q (1108.710000 sec): 3 clusters Score: Raw -19557261.366771 + Penalty 3908.741893 = -19553352.624878 nChanged 37 SP:Iteration 96Q (1109.140000 sec): 3 clusters Score: Raw -19557264.023566 + Penalty 3908.741893 = -19553355.281673 nChanged 29 SP:Iteration 97Q (1109.560000 sec): 3 clusters Score: Raw -19557266.028252 + Penalty 3908.741893 = -19553357.286359 nChanged 27 SP:Iteration 98Q (1109.990000 sec): 3 clusters Score: Raw -19557267.865416 + Penalty 3908.741893 = -19553359.123523 nChanged 28 SP:Iteration 99Q (1110.420000 sec): 3 clusters Score: Raw -19557269.956503 + Penalty 3908.741893 = -19553361.214610 nChanged 44 SP:Iteration 100F (1110.980000 sec): 3 clusters Score: Raw -19557274.738262 + Penalty 3908.741893 = -19553365.996369 nChanged 45 SP:Iteration 101Q (1111.410000 sec): 3 clusters Score: Raw -19557278.987120 + Penalty 3908.741893 = -19553370.245228 nChanged 43 SP:Iteration 102Q (1111.840000 sec): 3 clusters Score: Raw -19557282.476288 + Penalty 3908.741893 = -19553373.734395 nChanged 47 SP:Iteration 103Q (1112.250000 sec): 3 clusters Score: Raw -19557287.101838 + Penalty 3908.741893 = -19553378.359945 nChanged 51 SP:Iteration 104Q (1112.690000 sec): 3 clusters Score: Raw -19557291.519162 + Penalty 3908.741893 = -19553382.777269 nChanged 41 SP:Iteration 105Q (1113.120000 sec): 3 clusters Score: Raw -19557294.957998 + Penalty 3908.741893 = -19553386.216105 nChanged 38 SP:Iteration 106Q (1113.560000 sec): 3 clusters Score: Raw -19557297.641129 + Penalty 3908.741893 = -19553388.899236 nChanged 27 SP:Iteration 107Q (1113.990000 sec): 3 clusters Score: Raw -19557299.346447 + Penalty 3908.741893 = -19553390.604554 nChanged 20 SP:Iteration 108Q (1114.420000 sec): 3 clusters Score: Raw -19557300.520138 + Penalty 3908.741893 = -19553391.778245 nChanged 27 SP:Iteration 109Q (1114.860000 sec): 3 clusters Score: Raw -19557302.067292 + Penalty 3908.741893 = -19553393.325399 nChanged 24 SP:Iteration 110Q (1115.290000 sec): 3 clusters Score: Raw -19557303.900130 + Penalty 3908.741893 = -19553395.158237 nChanged 30 SP:Iteration 111Q (1115.710000 sec): 3 clusters Score: Raw -19557307.447780 + Penalty 3908.741893 = -19553398.705887 nChanged 37 SP:Iteration 112Q (1116.140000 sec): 3 clusters Score: Raw -19557310.487552 + Penalty 3908.741893 = -19553401.745660 nChanged 36 SP:Iteration 113Q (1116.560000 sec): 3 clusters Score: Raw -19557313.130819 + Penalty 3908.741893 = -19553404.388927 nChanged 32 SP:Iteration 114Q (1116.990000 sec): 3 clusters Score: Raw -19557315.451351 + Penalty 3908.741893 = -19553406.709458 nChanged 30 SP:Iteration 115Q (1117.410000 sec): 3 clusters Score: Raw -19557318.666338 + Penalty 3908.741893 = -19553409.924445 nChanged 28 SP:Iteration 116Q (1117.840000 sec): 3 clusters Score: Raw -19557321.151621 + Penalty 3908.741893 = -19553412.409728 nChanged 29 SP:Iteration 117Q (1118.260000 sec): 3 clusters Score: Raw -19557323.770078 + Penalty 3908.741893 = -19553415.028185 nChanged 30 SP:Iteration 118Q (1118.690000 sec): 3 clusters Score: Raw -19557326.658805 + Penalty 3908.741893 = -19553417.916912 nChanged 35 SP:Iteration 119Q (1119.110000 sec): 3 clusters Score: Raw -19557329.718152 + Penalty 3908.741893 = -19553420.976259 nChanged 27 SP:Iteration 120F (1119.660000 sec): 3 clusters Score: Raw -19557332.120961 + Penalty 3908.741893 = -19553423.379069 nChanged 27 SP:Iteration 121Q (1120.080000 sec): 3 clusters Score: Raw -19557334.414200 + Penalty 3908.741893 = -19553425.672307 nChanged 22 SP:Iteration 122Q (1120.500000 sec): 3 clusters Score: Raw -19557336.207736 + Penalty 3908.741893 = -19553427.465843 nChanged 22 SP:Iteration 123Q (1120.920000 sec): 3 clusters Score: Raw -19557337.804802 + Penalty 3908.741893 = -19553429.062909 nChanged 22 SP:Iteration 124Q (1121.340000 sec): 3 clusters Score: Raw -19557339.341362 + Penalty 3908.741893 = -19553430.599469 nChanged 25 SP:Iteration 125Q (1121.760000 sec): 3 clusters Score: Raw -19557341.148489 + Penalty 3908.741893 = -19553432.406596 nChanged 23 SP:Iteration 126Q (1122.180000 sec): 3 clusters Score: Raw -19557342.817428 + Penalty 3908.741893 = -19553434.075535 nChanged 25 SP:Iteration 127Q (1122.600000 sec): 3 clusters Score: Raw -19557344.814276 + Penalty 3908.741893 = -19553436.072383 nChanged 26 SP:Iteration 128Q (1123.020000 sec): 3 clusters Score: Raw -19557346.792254 + Penalty 3908.741893 = -19553438.050361 nChanged 17 SP:Iteration 129Q (1123.440000 sec): 3 clusters Score: Raw -19557348.027781 + Penalty 3908.741893 = -19553439.285888 nChanged 17 SP:Iteration 130Q (1123.860000 sec): 3 clusters Score: Raw -19557348.986293 + Penalty 3908.741893 = -19553440.244400 nChanged 13 SP:Iteration 131Q (1124.280000 sec): 3 clusters Score: Raw -19557350.090811 + Penalty 3908.741893 = -19553441.348918 nChanged 14 SP:Iteration 132Q (1124.700000 sec): 3 clusters Score: Raw -19557350.877530 + Penalty 3908.741893 = -19553442.135638 nChanged 11 SP:Iteration 133Q (1125.120000 sec): 3 clusters Score: Raw -19557351.402629 + Penalty 3908.741893 = -19553442.660736 nChanged 10 SP:Iteration 134Q (1125.540000 sec): 3 clusters Score: Raw -19557351.868630 + Penalty 3908.741893 = -19553443.126738 nChanged 4 SP:Iteration 135Q (1125.980000 sec): 3 clusters Score: Raw -19557352.055492 + Penalty 3908.741893 = -19553443.313599 nChanged 1 SP:Iteration 136Q (1126.400000 sec): 3 clusters Score: Raw -19557352.136153 + Penalty 3908.741893 = -19553443.394260 nChanged 3 SP:Iteration 137Q (1126.820000 sec): 3 clusters Score: Raw -19557352.373431 + Penalty 3908.741893 = -19553443.631538 nChanged 4 SP:Iteration 138Q (1127.240000 sec): 3 clusters Score: Raw -19557352.588189 + Penalty 3908.741893 = -19553443.846297 nChanged 4 SP:Iteration 139Q (1127.660000 sec): 3 clusters Score: Raw -19557352.808467 + Penalty 3908.741893 = -19553444.066574 nChanged 2 SP:Iteration 140F (1128.210000 sec): 3 clusters Score: Raw -19557352.936012 + Penalty 3908.741893 = -19553444.194119 nChanged 2 SP:Iteration 141Q (1128.630000 sec): 3 clusters Score: Raw -19557353.040421 + Penalty 3908.741893 = -19553444.298528 nChanged 2 SP:Iteration 142Q (1129.050000 sec): 3 clusters Score: Raw -19557353.189397 + Penalty 3908.741893 = -19553444.447504 nChanged 0 SP:Iteration 143F (1129.600000 sec): 3 clusters Score: Raw -19557353.189397 + Penalty 3908.741893 = -19553444.447504 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 14 (5016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.710000 sec): 2 clusters Score: Raw -605108.487597 + Penalty 1384.563063 = -603723.924534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.730000 sec): 3 clusters Score: Raw -602517.729677 + Penalty 2769.126127 = -599748.603550 nChanged 1992 SP:Iteration 1F (1129.750000 sec): 3 clusters Score: Raw -603609.715720 + Penalty 2769.126127 = -600840.589594 nChanged 319 SP:Iteration 2F (1129.760000 sec): 3 clusters Score: Raw -603753.081261 + Penalty 2769.126127 = -600983.955134 nChanged 196 SP:Iteration 3Q (1129.770000 sec): 3 clusters Score: Raw -603828.429739 + Penalty 2769.126127 = -601059.303612 nChanged 147 SP:Iteration 4Q (1129.790000 sec): 3 clusters Score: Raw -603879.975440 + Penalty 2769.126127 = -601110.849313 nChanged 116 SP:Iteration 5Q (1129.810000 sec): 3 clusters Score: Raw -603920.961849 + Penalty 2769.126127 = -601151.835722 nChanged 109 SP:Iteration 6Q (1129.820000 sec): 3 clusters Score: Raw -603954.544017 + Penalty 2769.126127 = -601185.417890 nChanged 77 SP:Iteration 7Q (1129.830000 sec): 3 clusters Score: Raw -603981.718606 + Penalty 2769.126127 = -601212.592479 nChanged 70 SP:Iteration 8Q (1129.850000 sec): 3 clusters Score: Raw -604003.142112 + Penalty 2769.126127 = -601234.015985 nChanged 70 SP:Iteration 9Q (1129.870000 sec): 3 clusters Score: Raw -604024.380105 + Penalty 2769.126127 = -601255.253979 nChanged 55 SP:Iteration 10Q (1129.880000 sec): 3 clusters Score: Raw -604040.427434 + Penalty 2769.126127 = -601271.301308 nChanged 60 SP:Iteration 11Q (1129.900000 sec): 3 clusters Score: Raw -604056.785227 + Penalty 2769.126127 = -601287.659101 nChanged 48 SP:Iteration 12Q (1129.910000 sec): 3 clusters Score: Raw -604072.222191 + Penalty 2769.126127 = -601303.096065 nChanged 50 SP:Iteration 13Q (1129.930000 sec): 3 clusters Score: Raw -604087.635189 + Penalty 2769.126127 = -601318.509063 nChanged 52 SP:Iteration 14Q (1129.940000 sec): 3 clusters Score: Raw -604101.781333 + Penalty 2769.126127 = -601332.655206 nChanged 45 SP:Iteration 15Q (1129.960000 sec): 3 clusters Score: Raw -604113.272868 + Penalty 2769.126127 = -601344.146741 nChanged 35 SP:Iteration 16Q (1129.970000 sec): 3 clusters Score: Raw -604122.250026 + Penalty 2769.126127 = -601353.123899 nChanged 39 SP:Iteration 17Q (1129.990000 sec): 3 clusters Score: Raw -604133.985926 + Penalty 2769.126127 = -601364.859799 nChanged 42 SP:Iteration 18Q (1130.000000 sec): 3 clusters Score: Raw -604147.080072 + Penalty 2769.126127 = -601377.953945 nChanged 44 SP:Iteration 19Q (1130.020000 sec): 3 clusters Score: Raw -604158.799384 + Penalty 2769.126127 = -601389.673257 nChanged 34 SP:Iteration 20F (1130.030000 sec): 3 clusters Score: Raw -604168.255662 + Penalty 2769.126127 = -601399.129535 nChanged 41 SP:Iteration 21Q (1130.050000 sec): 3 clusters Score: Raw -604182.059746 + Penalty 2769.126127 = -601412.933619 nChanged 51 SP:Iteration 22Q (1130.060000 sec): 3 clusters Score: Raw -604197.815426 + Penalty 2769.126127 = -601428.689299 nChanged 61 SP:Iteration 23Q (1130.080000 sec): 3 clusters Score: Raw -604216.072870 + Penalty 2769.126127 = -601446.946743 nChanged 65 SP:Iteration 24Q (1130.090000 sec): 3 clusters Score: Raw -604243.910600 + Penalty 2769.126127 = -601474.784473 nChanged 87 SP:Iteration 25Q (1130.110000 sec): 3 clusters Score: Raw -604286.941423 + Penalty 2769.126127 = -601517.815296 nChanged 92 SP:Iteration 26Q (1130.130000 sec): 3 clusters Score: Raw -604335.735188 + Penalty 2769.126127 = -601566.609061 nChanged 114 SP:Iteration 27Q (1130.140000 sec): 3 clusters Score: Raw -604393.605630 + Penalty 2769.126127 = -601624.479504 nChanged 129 SP:Iteration 28Q (1130.150000 sec): 3 clusters Score: Raw -604463.613748 + Penalty 2769.126127 = -601694.487622 nChanged 118 SP:Iteration 29Q (1130.170000 sec): 3 clusters Score: Raw -604528.917745 + Penalty 2769.126127 = -601759.791618 nChanged 123 SP:Iteration 30Q (1130.190000 sec): 3 clusters Score: Raw -604610.481902 + Penalty 2769.126127 = -601841.355775 nChanged 139 SP:Iteration 31Q (1130.200000 sec): 3 clusters Score: Raw -604706.668248 + Penalty 2769.126127 = -601937.542122 nChanged 133 SP:Iteration 32Q (1130.220000 sec): 3 clusters Score: Raw -604807.566522 + Penalty 2769.126127 = -602038.440395 nChanged 120 SP:Iteration 33Q (1130.230000 sec): 3 clusters Score: Raw -604904.031555 + Penalty 2769.126127 = -602134.905429 nChanged 86 SP:Iteration 34Q (1130.250000 sec): 3 clusters Score: Raw -604983.363312 + Penalty 2769.126127 = -602214.237185 nChanged 87 SP:Iteration 35Q (1130.260000 sec): 3 clusters Score: Raw -605064.532868 + Penalty 2769.126127 = -602295.406741 nChanged 68 SP:Iteration 36Q (1130.280000 sec): 3 clusters Score: Raw -605135.050986 + Penalty 2769.126127 = -602365.924859 nChanged 49 SP:Iteration 37Q (1130.290000 sec): 3 clusters Score: Raw -605188.679821 + Penalty 2769.126127 = -602419.553695 nChanged 32 SP:Iteration 38Q (1130.300000 sec): 3 clusters Score: Raw -605227.969480 + Penalty 2769.126127 = -602458.843354 nChanged 16 SP:Iteration 39Q (1130.310000 sec): 3 clusters Score: Raw -605247.297172 + Penalty 2769.126127 = -602478.171045 nChanged 12 SP:Iteration 40F (1130.330000 sec): 3 clusters Score: Raw -605260.442995 + Penalty 2769.126127 = -602491.316868 nChanged 9 SP:Iteration 41Q (1130.340000 sec): 3 clusters Score: Raw -605266.643766 + Penalty 2769.126127 = -602497.517640 nChanged 4 SP:Iteration 42Q (1130.350000 sec): 3 clusters Score: Raw -605271.367275 + Penalty 2769.126127 = -602502.241148 nChanged 4 SP:Iteration 43Q (1130.360000 sec): 3 clusters Score: Raw -605273.822446 + Penalty 2769.126127 = -602504.696319 nChanged 4 SP:Iteration 44Q (1130.380000 sec): 3 clusters Score: Raw -605277.310680 + Penalty 2769.126127 = -602508.184553 nChanged 2 SP:Iteration 45Q (1130.390000 sec): 3 clusters Score: Raw -605280.797233 + Penalty 2769.126127 = -602511.671106 nChanged 1 SP:Iteration 46Q (1130.400000 sec): 3 clusters Score: Raw -605281.313819 + Penalty 2769.126127 = -602512.187693 nChanged 1 SP:Iteration 47Q (1130.410000 sec): 3 clusters Score: Raw -605283.097487 + Penalty 2769.126127 = -602513.971360 nChanged 2 SP:Iteration 48Q (1130.420000 sec): 3 clusters Score: Raw -605287.098400 + Penalty 2769.126127 = -602517.972273 nChanged 0 SP:Iteration 49F (1130.440000 sec): 3 clusters Score: Raw -605287.098400 + Penalty 2769.126127 = -602517.972273 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 15 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.450000 sec): 2 clusters Score: Raw -337167.398144 + Penalty 1305.364044 = -335862.034101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.460000 sec): 3 clusters Score: Raw -335736.589327 + Penalty 2610.728087 = -333125.861240 nChanged 1196 SP:Iteration 1F (1130.470000 sec): 3 clusters Score: Raw -336734.915116 + Penalty 2610.728087 = -334124.187029 nChanged 349 SP:Iteration 2F (1130.480000 sec): 3 clusters Score: Raw -337505.047871 + Penalty 2610.728087 = -334894.319784 nChanged 403 SP:Iteration 3F (1130.490000 sec): 3 clusters Score: Raw -339160.990394 + Penalty 2610.728087 = -336550.262307 nChanged 374 SP:Iteration 4F (1130.500000 sec): 3 clusters Score: Raw -340890.116779 + Penalty 2610.728087 = -338279.388692 nChanged 177 SP:Iteration 5F (1130.500000 sec): 3 clusters Score: Raw -341913.485194 + Penalty 2610.728087 = -339302.757107 nChanged 44 SP:Iteration 6Q (1130.510000 sec): 3 clusters Score: Raw -342060.294405 + Penalty 2610.728087 = -339449.566318 nChanged 17 SP:Iteration 7Q (1130.520000 sec): 3 clusters Score: Raw -342078.055949 + Penalty 2610.728087 = -339467.327862 nChanged 8 SP:Iteration 8Q (1130.530000 sec): 3 clusters Score: Raw -342084.758876 + Penalty 2610.728087 = -339474.030789 nChanged 4 SP:Iteration 9Q (1130.530000 sec): 3 clusters Score: Raw -342087.868673 + Penalty 2610.728087 = -339477.140585 nChanged 4 SP:Iteration 10Q (1130.540000 sec): 3 clusters Score: Raw -342089.539682 + Penalty 2610.728087 = -339478.811595 nChanged 1 SP:Iteration 11Q (1130.550000 sec): 3 clusters Score: Raw -342089.917891 + Penalty 2610.728087 = -339479.189804 nChanged 1 SP:Iteration 12Q (1130.550000 sec): 3 clusters Score: Raw -342090.209055 + Penalty 2610.728087 = -339479.480968 nChanged 0 SP:Iteration 13F (1130.560000 sec): 3 clusters Score: Raw -342090.209055 + Penalty 2610.728087 = -339479.480968 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 10.26 GB. Trying to split cluster 17 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.580000 sec): 2 clusters Score: Raw -202522.424761 + Penalty 1221.950016 = -201300.474746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.580000 sec): 3 clusters Score: Raw -201820.345014 + Penalty 2443.900031 = -199376.444982 nChanged 665 SP:Iteration 1F (1130.590000 sec): 3 clusters Score: Raw -202248.406749 + Penalty 2443.900031 = -199804.506718 nChanged 143 SP:Iteration 2F (1130.600000 sec): 3 clusters Score: Raw -202345.214073 + Penalty 2443.900031 = -199901.314041 nChanged 85 SP:Iteration 3Q (1130.600000 sec): 3 clusters Score: Raw -202410.573743 + Penalty 2443.900031 = -199966.673712 nChanged 81 SP:Iteration 4Q (1130.610000 sec): 3 clusters Score: Raw -202489.056151 + Penalty 2443.900031 = -200045.156120 nChanged 58 SP:Iteration 5Q (1130.610000 sec): 3 clusters Score: Raw -202560.535564 + Penalty 2443.900031 = -200116.635533 nChanged 69 SP:Iteration 6Q (1130.620000 sec): 3 clusters Score: Raw -202675.636673 + Penalty 2443.900031 = -200231.736642 nChanged 91 SP:Iteration 7Q (1130.620000 sec): 3 clusters Score: Raw -202810.955907 + Penalty 2443.900031 = -200367.055876 nChanged 108 SP:Iteration 8F (1130.630000 sec): 3 clusters Score: Raw -202986.026284 + Penalty 2443.900031 = -200542.126253 nChanged 134 SP:Iteration 9F (1130.640000 sec): 3 clusters Score: Raw -203219.580568 + Penalty 2443.900031 = -200775.680537 nChanged 126 SP:Iteration 10F (1130.640000 sec): 3 clusters Score: Raw -203428.018245 + Penalty 2443.900031 = -200984.118213 nChanged 85 SP:Iteration 11Q (1130.650000 sec): 3 clusters Score: Raw -203667.218170 + Penalty 2443.900031 = -201223.318139 nChanged 52 SP:Iteration 12Q (1130.650000 sec): 3 clusters Score: Raw -203833.719868 + Penalty 2443.900031 = -201389.819837 nChanged 34 SP:Iteration 13Q (1130.660000 sec): 3 clusters Score: Raw -203897.187099 + Penalty 2443.900031 = -201453.287068 nChanged 15 SP:Iteration 14Q (1130.660000 sec): 3 clusters Score: Raw -203913.235435 + Penalty 2443.900031 = -201469.335403 nChanged 4 SP:Iteration 15Q (1130.660000 sec): 3 clusters Score: Raw -203918.053121 + Penalty 2443.900031 = -201474.153090 nChanged 3 SP:Iteration 16Q (1130.670000 sec): 3 clusters Score: Raw -203921.078735 + Penalty 2443.900031 = -201477.178703 nChanged 2 SP:Iteration 17Q (1130.680000 sec): 3 clusters Score: Raw -203923.055853 + Penalty 2443.900031 = -201479.155822 nChanged 2 SP:Iteration 18Q (1130.680000 sec): 3 clusters Score: Raw -203925.064735 + Penalty 2443.900031 = -201481.164703 nChanged 1 SP:Iteration 19Q (1130.680000 sec): 3 clusters Score: Raw -203926.014538 + Penalty 2443.900031 = -201482.114507 nChanged 2 SP:Iteration 20F (1130.690000 sec): 3 clusters Score: Raw -203962.776412 + Penalty 2443.900031 = -201518.876381 nChanged 2 SP:Iteration 21Q (1130.700000 sec): 3 clusters Score: Raw -204035.045664 + Penalty 2443.900031 = -201591.145633 nChanged 5 SP:Iteration 22Q (1130.700000 sec): 3 clusters Score: Raw -204054.288233 + Penalty 2443.900031 = -201610.388201 nChanged 3 SP:Iteration 23Q (1130.700000 sec): 3 clusters Score: Raw -204064.448059 + Penalty 2443.900031 = -201620.548028 nChanged 5 SP:Iteration 24Q (1130.710000 sec): 3 clusters Score: Raw -204105.954544 + Penalty 2443.900031 = -201662.054512 nChanged 4 SP:Iteration 25Q (1130.710000 sec): 3 clusters Score: Raw -204112.818861 + Penalty 2443.900031 = -201668.918830 nChanged 1 SP:Iteration 26Q (1130.720000 sec): 3 clusters Score: Raw -204114.858287 + Penalty 2443.900031 = -201670.958255 nChanged 1 SP:Iteration 27Q (1130.720000 sec): 3 clusters Score: Raw -204115.071307 + Penalty 2443.900031 = -201671.171276 nChanged 0 SP:Iteration 28F (1130.730000 sec): 3 clusters Score: Raw -204117.226194 + Penalty 2443.900031 = -201673.326163 nChanged 1 SP:Iteration 29Q (1130.730000 sec): 3 clusters Score: Raw -204118.681189 + Penalty 2443.900031 = -201674.781158 nChanged 0 SP:Iteration 30F (1130.740000 sec): 3 clusters Score: Raw -204118.681189 + Penalty 2443.900031 = -201674.781158 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 10.26 GB. Trying to split cluster 18 (25565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.830000 sec): 2 clusters Score: Raw -3123953.576517 + Penalty 1649.209170 = -3122304.367347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.910000 sec): 3 clusters Score: Raw -3108163.232382 + Penalty 3298.418340 = -3104864.814042 nChanged 11835 SP:Iteration 1F (1130.990000 sec): 3 clusters Score: Raw -3114812.241276 + Penalty 3298.418340 = -3111513.822936 nChanged 1140 SP:Iteration 2Q (1131.080000 sec): 3 clusters Score: Raw -3115231.527281 + Penalty 3298.418340 = -3111933.108941 nChanged 1128 SP:Iteration 3Q (1131.160000 sec): 3 clusters Score: Raw -3115689.791757 + Penalty 3298.418340 = -3112391.373417 nChanged 1162 SP:Iteration 4Q (1131.240000 sec): 3 clusters Score: Raw -3116190.663603 + Penalty 3298.418340 = -3112892.245263 nChanged 1152 SP:Iteration 5Q (1131.320000 sec): 3 clusters Score: Raw -3116738.805169 + Penalty 3298.418340 = -3113440.386829 nChanged 1271 SP:Iteration 6Q (1131.400000 sec): 3 clusters Score: Raw -3117394.889776 + Penalty 3298.418340 = -3114096.471436 nChanged 1341 SP:Iteration 7F (1131.480000 sec): 3 clusters Score: Raw -3118153.598253 + Penalty 3298.418340 = -3114855.179913 nChanged 1415 SP:Iteration 8F (1131.560000 sec): 3 clusters Score: Raw -3119066.409641 + Penalty 3298.418340 = -3115767.991301 nChanged 1439 SP:Iteration 9F (1131.640000 sec): 3 clusters Score: Raw -3120091.665734 + Penalty 3298.418340 = -3116793.247394 nChanged 1325 SP:Iteration 10F (1131.720000 sec): 3 clusters Score: Raw -3121016.155962 + Penalty 3298.418340 = -3117717.737622 nChanged 989 SP:Iteration 11Q (1131.800000 sec): 3 clusters Score: Raw -3121504.177043 + Penalty 3298.418340 = -3118205.758703 nChanged 647 SP:Iteration 12Q (1131.880000 sec): 3 clusters Score: Raw -3121738.441772 + Penalty 3298.418340 = -3118440.023432 nChanged 416 SP:Iteration 13Q (1131.960000 sec): 3 clusters Score: Raw -3121876.284172 + Penalty 3298.418340 = -3118577.865832 nChanged 334 SP:Iteration 14Q (1132.030000 sec): 3 clusters Score: Raw -3121975.736056 + Penalty 3298.418340 = -3118677.317716 nChanged 300 SP:Iteration 15Q (1132.110000 sec): 3 clusters Score: Raw -3122053.986513 + Penalty 3298.418340 = -3118755.568173 nChanged 274 SP:Iteration 16Q (1132.190000 sec): 3 clusters Score: Raw -3122128.438066 + Penalty 3298.418340 = -3118830.019726 nChanged 271 SP:Iteration 17Q (1132.260000 sec): 3 clusters Score: Raw -3122194.946610 + Penalty 3298.418340 = -3118896.528270 nChanged 265 SP:Iteration 18Q (1132.340000 sec): 3 clusters Score: Raw -3122255.763191 + Penalty 3298.418340 = -3118957.344851 nChanged 245 SP:Iteration 19Q (1132.420000 sec): 3 clusters Score: Raw -3122314.530744 + Penalty 3298.418340 = -3119016.112404 nChanged 244 SP:Iteration 20F (1132.500000 sec): 3 clusters Score: Raw -3122372.934520 + Penalty 3298.418340 = -3119074.516180 nChanged 243 SP:Iteration 21Q (1132.580000 sec): 3 clusters Score: Raw -3122422.502787 + Penalty 3298.418340 = -3119124.084447 nChanged 219 SP:Iteration 22Q (1132.660000 sec): 3 clusters Score: Raw -3122466.567175 + Penalty 3298.418340 = -3119168.148836 nChanged 221 SP:Iteration 23Q (1132.740000 sec): 3 clusters Score: Raw -3122520.083958 + Penalty 3298.418340 = -3119221.665618 nChanged 239 SP:Iteration 24Q (1132.810000 sec): 3 clusters Score: Raw -3122575.999735 + Penalty 3298.418340 = -3119277.581395 nChanged 221 SP:Iteration 25Q (1132.890000 sec): 3 clusters Score: Raw -3122625.956509 + Penalty 3298.418340 = -3119327.538169 nChanged 226 SP:Iteration 26Q (1132.960000 sec): 3 clusters Score: Raw -3122678.283846 + Penalty 3298.418340 = -3119379.865506 nChanged 212 SP:Iteration 27Q (1133.040000 sec): 3 clusters Score: Raw -3122718.832608 + Penalty 3298.418340 = -3119420.414268 nChanged 188 SP:Iteration 28Q (1133.120000 sec): 3 clusters Score: Raw -3122752.994284 + Penalty 3298.418340 = -3119454.575944 nChanged 186 SP:Iteration 29Q (1133.190000 sec): 3 clusters Score: Raw -3122790.530611 + Penalty 3298.418340 = -3119492.112272 nChanged 191 SP:Iteration 30Q (1133.270000 sec): 3 clusters Score: Raw -3122830.014067 + Penalty 3298.418340 = -3119531.595727 nChanged 192 SP:Iteration 31Q (1133.340000 sec): 3 clusters Score: Raw -3122873.343455 + Penalty 3298.418340 = -3119574.925115 nChanged 202 SP:Iteration 32Q (1133.420000 sec): 3 clusters Score: Raw -3122917.665003 + Penalty 3298.418340 = -3119619.246663 nChanged 205 SP:Iteration 33Q (1133.490000 sec): 3 clusters Score: Raw -3122965.491777 + Penalty 3298.418340 = -3119667.073437 nChanged 203 SP:Iteration 34Q (1133.560000 sec): 3 clusters Score: Raw -3123013.813575 + Penalty 3298.418340 = -3119715.395235 nChanged 190 SP:Iteration 35Q (1133.640000 sec): 3 clusters Score: Raw -3123054.326172 + Penalty 3298.418340 = -3119755.907832 nChanged 177 SP:Iteration 36Q (1133.710000 sec): 3 clusters Score: Raw -3123089.919554 + Penalty 3298.418340 = -3119791.501214 nChanged 174 SP:Iteration 37Q (1133.780000 sec): 3 clusters Score: Raw -3123126.488516 + Penalty 3298.418340 = -3119828.070176 nChanged 161 SP:Iteration 38Q (1133.860000 sec): 3 clusters Score: Raw -3123163.546346 + Penalty 3298.418340 = -3119865.128006 nChanged 189 SP:Iteration 39Q (1133.920000 sec): 3 clusters Score: Raw -3123208.337330 + Penalty 3298.418340 = -3119909.918990 nChanged 192 SP:Iteration 40F (1134.000000 sec): 3 clusters Score: Raw -3123259.971606 + Penalty 3298.418340 = -3119961.553266 nChanged 186 SP:Iteration 41Q (1134.080000 sec): 3 clusters Score: Raw -3123310.161720 + Penalty 3298.418340 = -3120011.743380 nChanged 201 SP:Iteration 42Q (1134.150000 sec): 3 clusters Score: Raw -3123366.177939 + Penalty 3298.418340 = -3120067.759600 nChanged 195 SP:Iteration 43Q (1134.220000 sec): 3 clusters Score: Raw -3123422.094169 + Penalty 3298.418340 = -3120123.675829 nChanged 189 SP:Iteration 44Q (1134.280000 sec): 3 clusters Score: Raw -3123472.930656 + Penalty 3298.418340 = -3120174.512316 nChanged 194 SP:Iteration 45Q (1134.360000 sec): 3 clusters Score: Raw -3123523.750861 + Penalty 3298.418340 = -3120225.332521 nChanged 184 SP:Iteration 46Q (1134.420000 sec): 3 clusters Score: Raw -3123573.300171 + Penalty 3298.418340 = -3120274.881831 nChanged 159 SP:Iteration 47Q (1134.490000 sec): 3 clusters Score: Raw -3123616.633709 + Penalty 3298.418340 = -3120318.215369 nChanged 156 SP:Iteration 48Q (1134.560000 sec): 3 clusters Score: Raw -3123660.987490 + Penalty 3298.418340 = -3120362.569150 nChanged 146 SP:Iteration 49Q (1134.620000 sec): 3 clusters Score: Raw -3123697.850761 + Penalty 3298.418340 = -3120399.432421 nChanged 147 SP:Iteration 50Q (1134.690000 sec): 3 clusters Score: Raw -3123738.797554 + Penalty 3298.418340 = -3120440.379214 nChanged 153 SP:Iteration 51Q (1134.760000 sec): 3 clusters Score: Raw -3123785.852562 + Penalty 3298.418340 = -3120487.434222 nChanged 149 SP:Iteration 52Q (1134.820000 sec): 3 clusters Score: Raw -3123830.630154 + Penalty 3298.418340 = -3120532.211814 nChanged 144 SP:Iteration 53Q (1134.890000 sec): 3 clusters Score: Raw -3123872.004125 + Penalty 3298.418340 = -3120573.585786 nChanged 131 SP:Iteration 54Q (1134.960000 sec): 3 clusters Score: Raw -3123911.665955 + Penalty 3298.418340 = -3120613.247615 nChanged 139 SP:Iteration 55Q (1135.020000 sec): 3 clusters Score: Raw -3123952.241891 + Penalty 3298.418340 = -3120653.823551 nChanged 122 SP:Iteration 56Q (1135.080000 sec): 3 clusters Score: Raw -3123990.134829 + Penalty 3298.418340 = -3120691.716489 nChanged 111 SP:Iteration 57Q (1135.150000 sec): 3 clusters Score: Raw -3124021.441156 + Penalty 3298.418340 = -3120723.022816 nChanged 92 SP:Iteration 58Q (1135.210000 sec): 3 clusters Score: Raw -3124050.539441 + Penalty 3298.418340 = -3120752.121101 nChanged 85 SP:Iteration 59Q (1135.280000 sec): 3 clusters Score: Raw -3124075.671679 + Penalty 3298.418340 = -3120777.253339 nChanged 65 SP:Iteration 60F (1135.360000 sec): 3 clusters Score: Raw -3124094.803054 + Penalty 3298.418340 = -3120796.384714 nChanged 66 SP:Iteration 61Q (1135.420000 sec): 3 clusters Score: Raw -3124113.496524 + Penalty 3298.418340 = -3120815.078184 nChanged 61 SP:Iteration 62Q (1135.480000 sec): 3 clusters Score: Raw -3124128.883960 + Penalty 3298.418340 = -3120830.465620 nChanged 45 SP:Iteration 63Q (1135.550000 sec): 3 clusters Score: Raw -3124140.875125 + Penalty 3298.418340 = -3120842.456786 nChanged 34 SP:Iteration 64Q (1135.610000 sec): 3 clusters Score: Raw -3124148.649521 + Penalty 3298.418340 = -3120850.231181 nChanged 25 SP:Iteration 65Q (1135.670000 sec): 3 clusters Score: Raw -3124154.668523 + Penalty 3298.418340 = -3120856.250183 nChanged 29 SP:Iteration 66Q (1135.730000 sec): 3 clusters Score: Raw -3124162.884008 + Penalty 3298.418340 = -3120864.465668 nChanged 29 SP:Iteration 67Q (1135.790000 sec): 3 clusters Score: Raw -3124170.701540 + Penalty 3298.418340 = -3120872.283200 nChanged 33 SP:Iteration 68Q (1135.850000 sec): 3 clusters Score: Raw -3124179.151856 + Penalty 3298.418340 = -3120880.733516 nChanged 31 SP:Iteration 69Q (1135.910000 sec): 3 clusters Score: Raw -3124186.607441 + Penalty 3298.418340 = -3120888.189101 nChanged 28 SP:Iteration 70Q (1135.980000 sec): 3 clusters Score: Raw -3124193.925798 + Penalty 3298.418340 = -3120895.507458 nChanged 21 SP:Iteration 71Q (1136.040000 sec): 3 clusters Score: Raw -3124199.182965 + Penalty 3298.418340 = -3120900.764625 nChanged 25 SP:Iteration 72Q (1136.100000 sec): 3 clusters Score: Raw -3124204.504807 + Penalty 3298.418340 = -3120906.086467 nChanged 23 SP:Iteration 73Q (1136.170000 sec): 3 clusters Score: Raw -3124211.238109 + Penalty 3298.418340 = -3120912.819769 nChanged 23 SP:Iteration 74Q (1136.230000 sec): 3 clusters Score: Raw -3124217.501381 + Penalty 3298.418340 = -3120919.083041 nChanged 27 SP:Iteration 75Q (1136.290000 sec): 3 clusters Score: Raw -3124225.915819 + Penalty 3298.418340 = -3120927.497479 nChanged 27 SP:Iteration 76Q (1136.350000 sec): 3 clusters Score: Raw -3124232.250079 + Penalty 3298.418340 = -3120933.831739 nChanged 22 SP:Iteration 77Q (1136.410000 sec): 3 clusters Score: Raw -3124236.736281 + Penalty 3298.418340 = -3120938.317941 nChanged 18 SP:Iteration 78Q (1136.470000 sec): 3 clusters Score: Raw -3124240.432300 + Penalty 3298.418340 = -3120942.013960 nChanged 16 SP:Iteration 79Q (1136.540000 sec): 3 clusters Score: Raw -3124243.565593 + Penalty 3298.418340 = -3120945.147254 nChanged 12 SP:Iteration 80F (1136.620000 sec): 3 clusters Score: Raw -3124246.701954 + Penalty 3298.418340 = -3120948.283614 nChanged 9 SP:Iteration 81Q (1136.680000 sec): 3 clusters Score: Raw -3124248.723526 + Penalty 3298.418340 = -3120950.305186 nChanged 5 SP:Iteration 82Q (1136.740000 sec): 3 clusters Score: Raw -3124249.742088 + Penalty 3298.418340 = -3120951.323748 nChanged 7 SP:Iteration 83Q (1136.800000 sec): 3 clusters Score: Raw -3124251.343151 + Penalty 3298.418340 = -3120952.924811 nChanged 8 SP:Iteration 84Q (1136.860000 sec): 3 clusters Score: Raw -3124252.827568 + Penalty 3298.418340 = -3120954.409228 nChanged 4 SP:Iteration 85Q (1136.920000 sec): 3 clusters Score: Raw -3124253.448980 + Penalty 3298.418340 = -3120955.030640 nChanged 3 SP:Iteration 86Q (1136.980000 sec): 3 clusters Score: Raw -3124254.167227 + Penalty 3298.418340 = -3120955.748887 nChanged 3 SP:Iteration 87Q (1137.040000 sec): 3 clusters Score: Raw -3124255.053954 + Penalty 3298.418340 = -3120956.635614 nChanged 4 SP:Iteration 88Q (1137.100000 sec): 3 clusters Score: Raw -3124255.583819 + Penalty 3298.418340 = -3120957.165479 nChanged 4 SP:Iteration 89Q (1137.170000 sec): 3 clusters Score: Raw -3124256.378302 + Penalty 3298.418340 = -3120957.959962 nChanged 5 SP:Iteration 90Q (1137.230000 sec): 3 clusters Score: Raw -3124257.011123 + Penalty 3298.418340 = -3120958.592783 nChanged 1 SP:Iteration 91Q (1137.290000 sec): 3 clusters Score: Raw -3124257.170992 + Penalty 3298.418340 = -3120958.752652 nChanged 1 SP:Iteration 92Q (1137.350000 sec): 3 clusters Score: Raw -3124257.447540 + Penalty 3298.418340 = -3120959.029200 nChanged 2 SP:Iteration 93Q (1137.410000 sec): 3 clusters Score: Raw -3124257.668029 + Penalty 3298.418340 = -3120959.249689 nChanged 2 SP:Iteration 94Q (1137.470000 sec): 3 clusters Score: Raw -3124258.118053 + Penalty 3298.418340 = -3120959.699713 nChanged 3 SP:Iteration 95Q (1137.530000 sec): 3 clusters Score: Raw -3124258.678968 + Penalty 3298.418340 = -3120960.260628 nChanged 7 SP:Iteration 96Q (1137.590000 sec): 3 clusters Score: Raw -3124260.202647 + Penalty 3298.418340 = -3120961.784307 nChanged 7 SP:Iteration 97Q (1137.650000 sec): 3 clusters Score: Raw -3124261.524224 + Penalty 3298.418340 = -3120963.105884 nChanged 7 SP:Iteration 98Q (1137.710000 sec): 3 clusters Score: Raw -3124263.521163 + Penalty 3298.418340 = -3120965.102823 nChanged 7 SP:Iteration 99Q (1137.770000 sec): 3 clusters Score: Raw -3124264.925128 + Penalty 3298.418340 = -3120966.506788 nChanged 7 SP:Iteration 100F (1137.850000 sec): 3 clusters Score: Raw -3124266.357620 + Penalty 3298.418340 = -3120967.939280 nChanged 7 SP:Iteration 101Q (1137.910000 sec): 3 clusters Score: Raw -3124268.545181 + Penalty 3298.418340 = -3120970.126841 nChanged 10 SP:Iteration 102Q (1137.970000 sec): 3 clusters Score: Raw -3124270.559325 + Penalty 3298.418340 = -3120972.140986 nChanged 6 SP:Iteration 103Q (1138.030000 sec): 3 clusters Score: Raw -3124271.682510 + Penalty 3298.418340 = -3120973.264170 nChanged 5 SP:Iteration 104Q (1138.090000 sec): 3 clusters Score: Raw -3124272.957332 + Penalty 3298.418340 = -3120974.538992 nChanged 8 SP:Iteration 105Q (1138.150000 sec): 3 clusters Score: Raw -3124274.777473 + Penalty 3298.418340 = -3120976.359134 nChanged 7 SP:Iteration 106Q (1138.210000 sec): 3 clusters Score: Raw -3124276.326887 + Penalty 3298.418340 = -3120977.908547 nChanged 7 SP:Iteration 107Q (1138.270000 sec): 3 clusters Score: Raw -3124278.452997 + Penalty 3298.418340 = -3120980.034657 nChanged 5 SP:Iteration 108Q (1138.330000 sec): 3 clusters Score: Raw -3124279.367852 + Penalty 3298.418340 = -3120980.949512 nChanged 2 SP:Iteration 109Q (1138.390000 sec): 3 clusters Score: Raw -3124279.959500 + Penalty 3298.418340 = -3120981.541160 nChanged 1 SP:Iteration 110Q (1138.450000 sec): 3 clusters Score: Raw -3124280.322218 + Penalty 3298.418340 = -3120981.903878 nChanged 0 SP:Iteration 111F (1138.530000 sec): 3 clusters Score: Raw -3124280.322218 + Penalty 3298.418340 = -3120981.903878 nChanged 0 Deleting Class 19 (161 points): Lose 1859.557880 but Gain 2302.327796 Iteration 59Q (1169.490000 sec): 21 clusters Score: Raw -167693989.734359 + Penalty 46046.555928 = -167647943.178431 nChanged 2205 Iteration 60F (1202.090000 sec): 21 clusters Score: Raw -167695607.749411 + Penalty 46046.555928 = -167649561.193483 nChanged 1588 Iteration 61Q (1212.070000 sec): 21 clusters Score: Raw -167695933.513703 + Penalty 46046.555928 = -167649886.957775 nChanged 971 Iteration 62Q (1221.960000 sec): 21 clusters Score: Raw -167696029.646693 + Penalty 46046.555928 = -167649983.090765 nChanged 751 Iteration 63Q (1231.790000 sec): 21 clusters Score: Raw -167696081.317498 + Penalty 46046.555928 = -167650034.761570 nChanged 632 Iteration 64Q (1241.620000 sec): 21 clusters Score: Raw -167696126.025613 + Penalty 46046.555928 = -167650079.469685 nChanged 522 Iteration 65Q (1251.450000 sec): 21 clusters Score: Raw -167696158.063359 + Penalty 46046.555928 = -167650111.507431 nChanged 467 Iteration 66Q (1261.180000 sec): 21 clusters Score: Raw -167696181.923507 + Penalty 46046.555928 = -167650135.367579 nChanged 410 Iteration 67Q (1270.790000 sec): 21 clusters Score: Raw -167696200.960427 + Penalty 46046.555928 = -167650154.404499 nChanged 415 Iteration 68Q (1280.400000 sec): 21 clusters Score: Raw -167696218.466781 + Penalty 46046.555928 = -167650171.910853 nChanged 355 Iteration 69Q (1290.010000 sec): 21 clusters Score: Raw -167696232.304777 + Penalty 46046.555928 = -167650185.748849 nChanged 359 Iteration 70Q (1299.660000 sec): 21 clusters Score: Raw -167696245.568785 + Penalty 46046.555928 = -167650199.012857 nChanged 340 Iteration 71Q (1309.280000 sec): 21 clusters Score: Raw -167696257.492331 + Penalty 46046.555928 = -167650210.936403 nChanged 338 Iteration 72Q (1318.990000 sec): 21 clusters Score: Raw -167696269.267183 + Penalty 46046.555928 = -167650222.711255 nChanged 333 Iteration 73Q (1328.580000 sec): 21 clusters Score: Raw -167696282.355482 + Penalty 46046.555928 = -167650235.799554 nChanged 311 Iteration 74Q (1338.160000 sec): 21 clusters Score: Raw -167696294.973376 + Penalty 46046.555928 = -167650248.417448 nChanged 274 Iteration 75Q (1347.840000 sec): 21 clusters Score: Raw -167696303.779694 + Penalty 46046.555928 = -167650257.223766 nChanged 242 Iteration 76Q (1357.520000 sec): 21 clusters Score: Raw -167696312.218407 + Penalty 46046.555928 = -167650265.662479 nChanged 244 Iteration 77Q (1367.370000 sec): 21 clusters Score: Raw -167696321.006759 + Penalty 46046.555928 = -167650274.450831 nChanged 218 Iteration 78Q (1377.130000 sec): 21 clusters Score: Raw -167696328.269706 + Penalty 46046.555928 = -167650281.713778 nChanged 213 Iteration 79Q (1386.960000 sec): 21 clusters Score: Raw -167696334.133818 + Penalty 46046.555928 = -167650287.577890 nChanged 178 Iteration 80F (1419.490000 sec): 21 clusters Score: Raw -167696339.337585 + Penalty 46046.555928 = -167650292.781657 nChanged 176 Iteration 81Q (1429.150000 sec): 21 clusters Score: Raw -167696343.937688 + Penalty 46046.555928 = -167650297.381760 nChanged 171 Iteration 82Q (1438.720000 sec): 21 clusters Score: Raw -167696348.828038 + Penalty 46046.555928 = -167650302.272110 nChanged 171 Iteration 83Q (1448.410000 sec): 21 clusters Score: Raw -167696353.320951 + Penalty 46046.555928 = -167650306.765023 nChanged 159 Iteration 84Q (1457.980000 sec): 21 clusters Score: Raw -167696358.636590 + Penalty 46046.555928 = -167650312.080662 nChanged 145 Iteration 85Q (1467.700000 sec): 21 clusters Score: Raw -167696363.162371 + Penalty 46046.555928 = -167650316.606443 nChanged 124 Iteration 86Q (1477.330000 sec): 21 clusters Score: Raw -167696366.832173 + Penalty 46046.555928 = -167650320.276244 nChanged 117 Iteration 87Q (1486.990000 sec): 21 clusters Score: Raw -167696370.071514 + Penalty 46046.555928 = -167650323.515586 nChanged 97 Iteration 88Q (1496.720000 sec): 21 clusters Score: Raw -167696373.205590 + Penalty 46046.555928 = -167650326.649662 nChanged 91 Iteration 89Q (1506.370000 sec): 21 clusters Score: Raw -167696376.293214 + Penalty 46046.555928 = -167650329.737286 nChanged 79 Iteration 90Q (1516.160000 sec): 21 clusters Score: Raw -167696379.087844 + Penalty 46046.555928 = -167650332.531916 nChanged 82 Iteration 91Q (1525.750000 sec): 21 clusters Score: Raw -167696382.086200 + Penalty 46046.555928 = -167650335.530272 nChanged 76 Iteration 92Q (1535.350000 sec): 21 clusters Score: Raw -167696384.775765 + Penalty 46046.555928 = -167650338.219837 nChanged 75 Iteration 93Q (1544.950000 sec): 21 clusters Score: Raw -167696387.522284 + Penalty 46046.555928 = -167650340.966356 nChanged 78 Iteration 94Q (1554.530000 sec): 21 clusters Score: Raw -167696389.792531 + Penalty 46046.555928 = -167650343.236603 nChanged 87 Iteration 95Q (1564.220000 sec): 21 clusters Score: Raw -167696392.292797 + Penalty 46046.555928 = -167650345.736869 nChanged 66 Iteration 96Q (1573.810000 sec): 21 clusters Score: Raw -167696394.629917 + Penalty 46046.555928 = -167650348.073989 nChanged 51 Iteration 97Q (1583.360000 sec): 21 clusters Score: Raw -167696396.649808 + Penalty 46046.555928 = -167650350.093880 nChanged 62 Iteration 98Q (1593.020000 sec): 21 clusters Score: Raw -167696399.442478 + Penalty 46046.555928 = -167650352.886550 nChanged 52 Writing temp clu file Because OldScore, -167650350.093880, is greater than current (better) Score,-167650352.886550 Compute initial score before splitting: Score: Raw -167696399.442478 + Penalty 46046.555928 = -167650352.886550 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 1 (16222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.360000 sec): 2 clusters Score: Raw -1942042.036152 + Penalty 1575.295089 = -1940466.741063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1593.410000 sec): 3 clusters Score: Raw -1932366.486624 + Penalty 3150.590178 = -1929215.896446 nChanged 7317 SP:Iteration 1F (1593.450000 sec): 3 clusters Score: Raw -1936340.059566 + Penalty 3150.590178 = -1933189.469388 nChanged 823 SP:Iteration 2F (1593.500000 sec): 3 clusters Score: Raw -1936632.471991 + Penalty 3150.590178 = -1933481.881813 nChanged 738 SP:Iteration 3Q (1593.550000 sec): 3 clusters Score: Raw -1936926.646336 + Penalty 3150.590178 = -1933776.056158 nChanged 700 SP:Iteration 4Q (1593.600000 sec): 3 clusters Score: Raw -1937218.825126 + Penalty 3150.590178 = -1934068.234948 nChanged 734 SP:Iteration 5Q (1593.650000 sec): 3 clusters Score: Raw -1937569.303474 + Penalty 3150.590178 = -1934418.713296 nChanged 847 SP:Iteration 6F (1593.700000 sec): 3 clusters Score: Raw -1938060.858255 + Penalty 3150.590178 = -1934910.268077 nChanged 988 SP:Iteration 7F (1593.750000 sec): 3 clusters Score: Raw -1938757.922096 + Penalty 3150.590178 = -1935607.331918 nChanged 1077 SP:Iteration 8F (1593.790000 sec): 3 clusters Score: Raw -1939731.590196 + Penalty 3150.590178 = -1936581.000018 nChanged 1031 SP:Iteration 9F (1593.840000 sec): 3 clusters Score: Raw -1940765.501409 + Penalty 3150.590178 = -1937614.911231 nChanged 827 SP:Iteration 10F (1593.890000 sec): 3 clusters Score: Raw -1941445.894856 + Penalty 3150.590178 = -1938295.304678 nChanged 493 SP:Iteration 11Q (1593.940000 sec): 3 clusters Score: Raw -1941707.420109 + Penalty 3150.590178 = -1938556.829931 nChanged 296 SP:Iteration 12Q (1593.980000 sec): 3 clusters Score: Raw -1941848.452671 + Penalty 3150.590178 = -1938697.862493 nChanged 233 SP:Iteration 13Q (1594.030000 sec): 3 clusters Score: Raw -1941941.706350 + Penalty 3150.590178 = -1938791.116172 nChanged 161 SP:Iteration 14Q (1594.070000 sec): 3 clusters Score: Raw -1941997.146042 + Penalty 3150.590178 = -1938846.555864 nChanged 139 SP:Iteration 15Q (1594.110000 sec): 3 clusters Score: Raw -1942051.233200 + Penalty 3150.590178 = -1938900.643022 nChanged 135 SP:Iteration 16Q (1594.160000 sec): 3 clusters Score: Raw -1942105.863827 + Penalty 3150.590178 = -1938955.273649 nChanged 121 SP:Iteration 17Q (1594.200000 sec): 3 clusters Score: Raw -1942156.589459 + Penalty 3150.590178 = -1939005.999281 nChanged 134 SP:Iteration 18Q (1594.240000 sec): 3 clusters Score: Raw -1942221.106629 + Penalty 3150.590178 = -1939070.516451 nChanged 134 SP:Iteration 19Q (1594.290000 sec): 3 clusters Score: Raw -1942284.831296 + Penalty 3150.590178 = -1939134.241118 nChanged 125 SP:Iteration 20F (1594.330000 sec): 3 clusters Score: Raw -1942356.211924 + Penalty 3150.590178 = -1939205.621746 nChanged 123 SP:Iteration 21Q (1594.370000 sec): 3 clusters Score: Raw -1942409.129289 + Penalty 3150.590178 = -1939258.539111 nChanged 118 SP:Iteration 22Q (1594.420000 sec): 3 clusters Score: Raw -1942465.312168 + Penalty 3150.590178 = -1939314.721990 nChanged 111 SP:Iteration 23Q (1594.460000 sec): 3 clusters Score: Raw -1942511.069705 + Penalty 3150.590178 = -1939360.479527 nChanged 96 SP:Iteration 24Q (1594.500000 sec): 3 clusters Score: Raw -1942546.161122 + Penalty 3150.590178 = -1939395.570944 nChanged 88 SP:Iteration 25Q (1594.540000 sec): 3 clusters Score: Raw -1942577.910595 + Penalty 3150.590178 = -1939427.320417 nChanged 65 SP:Iteration 26Q (1594.580000 sec): 3 clusters Score: Raw -1942596.956882 + Penalty 3150.590178 = -1939446.366704 nChanged 52 SP:Iteration 27Q (1594.620000 sec): 3 clusters Score: Raw -1942610.257155 + Penalty 3150.590178 = -1939459.666977 nChanged 53 SP:Iteration 28Q (1594.660000 sec): 3 clusters Score: Raw -1942621.005952 + Penalty 3150.590178 = -1939470.415774 nChanged 32 SP:Iteration 29Q (1594.700000 sec): 3 clusters Score: Raw -1942626.256787 + Penalty 3150.590178 = -1939475.666609 nChanged 26 SP:Iteration 30Q (1594.740000 sec): 3 clusters Score: Raw -1942630.377102 + Penalty 3150.590178 = -1939479.786924 nChanged 20 SP:Iteration 31Q (1594.780000 sec): 3 clusters Score: Raw -1942633.081243 + Penalty 3150.590178 = -1939482.491065 nChanged 16 SP:Iteration 32Q (1594.820000 sec): 3 clusters Score: Raw -1942635.606240 + Penalty 3150.590178 = -1939485.016062 nChanged 14 SP:Iteration 33Q (1594.860000 sec): 3 clusters Score: Raw -1942637.573502 + Penalty 3150.590178 = -1939486.983324 nChanged 13 SP:Iteration 34Q (1594.900000 sec): 3 clusters Score: Raw -1942639.567074 + Penalty 3150.590178 = -1939488.976896 nChanged 10 SP:Iteration 35Q (1594.940000 sec): 3 clusters Score: Raw -1942640.680226 + Penalty 3150.590178 = -1939490.090048 nChanged 9 SP:Iteration 36Q (1594.980000 sec): 3 clusters Score: Raw -1942641.769985 + Penalty 3150.590178 = -1939491.179807 nChanged 6 SP:Iteration 37Q (1595.020000 sec): 3 clusters Score: Raw -1942642.768769 + Penalty 3150.590178 = -1939492.178591 nChanged 12 SP:Iteration 38Q (1595.060000 sec): 3 clusters Score: Raw -1942645.921416 + Penalty 3150.590178 = -1939495.331238 nChanged 18 SP:Iteration 39Q (1595.100000 sec): 3 clusters Score: Raw -1942650.286535 + Penalty 3150.590178 = -1939499.696357 nChanged 14 SP:Iteration 40F (1595.150000 sec): 3 clusters Score: Raw -1942653.656803 + Penalty 3150.590178 = -1939503.066625 nChanged 18 SP:Iteration 41Q (1595.190000 sec): 3 clusters Score: Raw -1942656.869093 + Penalty 3150.590178 = -1939506.278915 nChanged 13 SP:Iteration 42Q (1595.230000 sec): 3 clusters Score: Raw -1942658.526793 + Penalty 3150.590178 = -1939507.936615 nChanged 10 SP:Iteration 43Q (1595.270000 sec): 3 clusters Score: Raw -1942660.558457 + Penalty 3150.590178 = -1939509.968279 nChanged 10 SP:Iteration 44Q (1595.300000 sec): 3 clusters Score: Raw -1942662.122575 + Penalty 3150.590178 = -1939511.532397 nChanged 8 SP:Iteration 45Q (1595.340000 sec): 3 clusters Score: Raw -1942662.775912 + Penalty 3150.590178 = -1939512.185734 nChanged 5 SP:Iteration 46Q (1595.380000 sec): 3 clusters Score: Raw -1942663.314472 + Penalty 3150.590178 = -1939512.724294 nChanged 5 SP:Iteration 47Q (1595.420000 sec): 3 clusters Score: Raw -1942663.717478 + Penalty 3150.590178 = -1939513.127300 nChanged 4 SP:Iteration 48Q (1595.460000 sec): 3 clusters Score: Raw -1942664.420600 + Penalty 3150.590178 = -1939513.830422 nChanged 3 SP:Iteration 49Q (1595.500000 sec): 3 clusters Score: Raw -1942665.023974 + Penalty 3150.590178 = -1939514.433796 nChanged 3 SP:Iteration 50Q (1595.540000 sec): 3 clusters Score: Raw -1942665.330132 + Penalty 3150.590178 = -1939514.739954 nChanged 2 SP:Iteration 51Q (1595.580000 sec): 3 clusters Score: Raw -1942665.438535 + Penalty 3150.590178 = -1939514.848357 nChanged 3 SP:Iteration 52Q (1595.620000 sec): 3 clusters Score: Raw -1942665.903874 + Penalty 3150.590178 = -1939515.313696 nChanged 5 SP:Iteration 53Q (1595.660000 sec): 3 clusters Score: Raw -1942666.861670 + Penalty 3150.590178 = -1939516.271492 nChanged 10 SP:Iteration 54Q (1595.690000 sec): 3 clusters Score: Raw -1942668.445168 + Penalty 3150.590178 = -1939517.854990 nChanged 13 SP:Iteration 55Q (1595.730000 sec): 3 clusters Score: Raw -1942670.852883 + Penalty 3150.590178 = -1939520.262705 nChanged 18 SP:Iteration 56Q (1595.780000 sec): 3 clusters Score: Raw -1942675.226528 + Penalty 3150.590178 = -1939524.636350 nChanged 18 SP:Iteration 57Q (1595.820000 sec): 3 clusters Score: Raw -1942679.002767 + Penalty 3150.590178 = -1939528.412589 nChanged 20 SP:Iteration 58Q (1595.860000 sec): 3 clusters Score: Raw -1942683.201162 + Penalty 3150.590178 = -1939532.610984 nChanged 24 SP:Iteration 59Q (1595.900000 sec): 3 clusters Score: Raw -1942686.947097 + Penalty 3150.590178 = -1939536.356919 nChanged 19 SP:Iteration 60F (1595.950000 sec): 3 clusters Score: Raw -1942689.458790 + Penalty 3150.590178 = -1939538.868612 nChanged 13 SP:Iteration 61Q (1595.990000 sec): 3 clusters Score: Raw -1942690.620898 + Penalty 3150.590178 = -1939540.030720 nChanged 3 SP:Iteration 62Q (1596.030000 sec): 3 clusters Score: Raw -1942691.099659 + Penalty 3150.590178 = -1939540.509481 nChanged 6 SP:Iteration 63Q (1596.070000 sec): 3 clusters Score: Raw -1942691.883495 + Penalty 3150.590178 = -1939541.293317 nChanged 3 SP:Iteration 64Q (1596.100000 sec): 3 clusters Score: Raw -1942692.150184 + Penalty 3150.590178 = -1939541.560006 nChanged 1 SP:Iteration 65Q (1596.140000 sec): 3 clusters Score: Raw -1942692.210989 + Penalty 3150.590178 = -1939541.620811 nChanged 0 SP:Iteration 66F (1596.190000 sec): 3 clusters Score: Raw -1942692.210989 + Penalty 3150.590178 = -1939541.620811 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 2 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.210000 sec): 2 clusters Score: Raw -212619.694671 + Penalty 1228.513076 = -211391.181596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.210000 sec): 3 clusters Score: Raw -211820.459068 + Penalty 2457.026151 = -209363.432917 nChanged 655 SP:Iteration 1F (1596.220000 sec): 3 clusters Score: Raw -212385.667385 + Penalty 2457.026151 = -209928.641234 nChanged 191 SP:Iteration 2F (1596.230000 sec): 3 clusters Score: Raw -212682.746252 + Penalty 2457.026151 = -210225.720101 nChanged 171 SP:Iteration 3F (1596.230000 sec): 3 clusters Score: Raw -212995.991770 + Penalty 2457.026151 = -210538.965619 nChanged 182 SP:Iteration 4F (1596.240000 sec): 3 clusters Score: Raw -213471.341650 + Penalty 2457.026151 = -211014.315499 nChanged 179 SP:Iteration 5F (1596.240000 sec): 3 clusters Score: Raw -213906.101453 + Penalty 2457.026151 = -211449.075302 nChanged 122 SP:Iteration 6F (1596.250000 sec): 3 clusters Score: Raw -214244.163790 + Penalty 2457.026151 = -211787.137639 nChanged 64 SP:Iteration 7Q (1596.250000 sec): 3 clusters Score: Raw -214401.307635 + Penalty 2457.026151 = -211944.281484 nChanged 24 SP:Iteration 8Q (1596.260000 sec): 3 clusters Score: Raw -214433.637864 + Penalty 2457.026151 = -211976.611713 nChanged 8 SP:Iteration 9Q (1596.260000 sec): 3 clusters Score: Raw -214440.127609 + Penalty 2457.026151 = -211983.101458 nChanged 0 SP:Iteration 10F (1596.270000 sec): 3 clusters Score: Raw -214440.127609 + Penalty 2457.026151 = -211983.101458 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 3 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.280000 sec): 2 clusters Score: Raw -29065.432772 + Penalty 912.133317 = -28153.299455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.280000 sec): 3 clusters Score: Raw -29215.168487 + Penalty 1824.266635 = -27390.901852 nChanged 65 SP:Iteration 1F (1596.280000 sec): 3 clusters Score: Raw -29371.810841 + Penalty 1824.266635 = -27547.544207 nChanged 22 SP:Iteration 2F (1596.280000 sec): 3 clusters Score: Raw -29466.013223 + Penalty 1824.266635 = -27641.746588 nChanged 9 SP:Iteration 3Q (1596.280000 sec): 3 clusters Score: Raw -29570.821184 + Penalty 1824.266635 = -27746.554550 nChanged 7 SP:Iteration 4Q (1596.280000 sec): 3 clusters Score: Raw -29593.275966 + Penalty 1824.266635 = -27769.009332 nChanged 5 SP:Iteration 5Q (1596.280000 sec): 3 clusters Score: Raw -29603.097163 + Penalty 1824.266635 = -27778.830528 nChanged 5 SP:Iteration 6Q (1596.290000 sec): 3 clusters Score: Raw -29612.896476 + Penalty 1824.266635 = -27788.629841 nChanged 5 SP:Iteration 7Q (1596.290000 sec): 3 clusters Score: Raw -29626.188807 + Penalty 1824.266635 = -27801.922172 nChanged 3 SP:Iteration 8Q (1596.290000 sec): 3 clusters Score: Raw -29638.251077 + Penalty 1824.266635 = -27813.984442 nChanged 1 SP:Iteration 9Q (1596.290000 sec): 3 clusters Score: Raw -29639.539394 + Penalty 1824.266635 = -27815.272760 nChanged 0 SP:Iteration 10F (1596.290000 sec): 3 clusters Score: Raw -29639.539394 + Penalty 1824.266635 = -27815.272760 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 4 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.290000 sec): 2 clusters Score: Raw -60707.020681 + Penalty 1022.379985 = -59684.640696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.290000 sec): 3 clusters Score: Raw -60632.509460 + Penalty 2044.759970 = -58587.749490 nChanged 122 SP:Iteration 1F (1596.300000 sec): 3 clusters Score: Raw -60778.253321 + Penalty 2044.759970 = -58733.493351 nChanged 25 SP:Iteration 2Q (1596.300000 sec): 3 clusters Score: Raw -60823.303946 + Penalty 2044.759970 = -58778.543976 nChanged 17 SP:Iteration 3Q (1596.300000 sec): 3 clusters Score: Raw -60859.891485 + Penalty 2044.759970 = -58815.131514 nChanged 7 SP:Iteration 4Q (1596.300000 sec): 3 clusters Score: Raw -60887.295830 + Penalty 2044.759970 = -58842.535860 nChanged 7 SP:Iteration 5Q (1596.300000 sec): 3 clusters Score: Raw -60909.091694 + Penalty 2044.759970 = -58864.331724 nChanged 8 SP:Iteration 6Q (1596.310000 sec): 3 clusters Score: Raw -60923.476567 + Penalty 2044.759970 = -58878.716596 nChanged 8 SP:Iteration 7Q (1596.310000 sec): 3 clusters Score: Raw -60935.970100 + Penalty 2044.759970 = -58891.210130 nChanged 1 SP:Iteration 8Q (1596.310000 sec): 3 clusters Score: Raw -60936.152781 + Penalty 2044.759970 = -58891.392811 nChanged 0 SP:Iteration 9F (1596.310000 sec): 3 clusters Score: Raw -60936.152781 + Penalty 2044.759970 = -58891.392811 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 5 (7558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.340000 sec): 2 clusters Score: Raw -927017.633781 + Penalty 1451.183806 = -925566.449975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.360000 sec): 3 clusters Score: Raw -922925.748926 + Penalty 2902.367612 = -920023.381314 nChanged 3136 SP:Iteration 1F (1596.380000 sec): 3 clusters Score: Raw -924564.334432 + Penalty 2902.367612 = -921661.966820 nChanged 446 SP:Iteration 2F (1596.410000 sec): 3 clusters Score: Raw -924778.876949 + Penalty 2902.367612 = -921876.509337 nChanged 407 SP:Iteration 3F (1596.430000 sec): 3 clusters Score: Raw -924984.297524 + Penalty 2902.367612 = -922081.929912 nChanged 381 SP:Iteration 4F (1596.450000 sec): 3 clusters Score: Raw -925189.705183 + Penalty 2902.367612 = -922287.337571 nChanged 409 SP:Iteration 5F (1596.470000 sec): 3 clusters Score: Raw -925444.443873 + Penalty 2902.367612 = -922542.076261 nChanged 411 SP:Iteration 6F (1596.490000 sec): 3 clusters Score: Raw -925754.822934 + Penalty 2902.367612 = -922852.455322 nChanged 409 SP:Iteration 7F (1596.520000 sec): 3 clusters Score: Raw -926098.606782 + Penalty 2902.367612 = -923196.239169 nChanged 385 SP:Iteration 8F (1596.540000 sec): 3 clusters Score: Raw -926456.223525 + Penalty 2902.367612 = -923553.855912 nChanged 330 SP:Iteration 9Q (1596.560000 sec): 3 clusters Score: Raw -926768.957415 + Penalty 2902.367612 = -923866.589802 nChanged 197 SP:Iteration 10Q (1596.580000 sec): 3 clusters Score: Raw -926951.955587 + Penalty 2902.367612 = -924049.587975 nChanged 145 SP:Iteration 11Q (1596.600000 sec): 3 clusters Score: Raw -927096.208375 + Penalty 2902.367612 = -924193.840763 nChanged 70 SP:Iteration 12Q (1596.620000 sec): 3 clusters Score: Raw -927168.754152 + Penalty 2902.367612 = -924266.386539 nChanged 41 SP:Iteration 13Q (1596.640000 sec): 3 clusters Score: Raw -927210.781034 + Penalty 2902.367612 = -924308.413422 nChanged 17 SP:Iteration 14Q (1596.660000 sec): 3 clusters Score: Raw -927224.922552 + Penalty 2902.367612 = -924322.554940 nChanged 17 SP:Iteration 15Q (1596.680000 sec): 3 clusters Score: Raw -927239.780847 + Penalty 2902.367612 = -924337.413235 nChanged 14 SP:Iteration 16Q (1596.700000 sec): 3 clusters Score: Raw -927254.565697 + Penalty 2902.367612 = -924352.198085 nChanged 13 SP:Iteration 17Q (1596.710000 sec): 3 clusters Score: Raw -927266.101486 + Penalty 2902.367612 = -924363.733874 nChanged 4 SP:Iteration 18Q (1596.730000 sec): 3 clusters Score: Raw -927270.712636 + Penalty 2902.367612 = -924368.345024 nChanged 4 SP:Iteration 19Q (1596.750000 sec): 3 clusters Score: Raw -927275.020761 + Penalty 2902.367612 = -924372.653148 nChanged 4 SP:Iteration 20F (1596.770000 sec): 3 clusters Score: Raw -927278.884533 + Penalty 2902.367612 = -924376.516920 nChanged 3 SP:Iteration 21Q (1596.790000 sec): 3 clusters Score: Raw -927280.432806 + Penalty 2902.367612 = -924378.065194 nChanged 5 SP:Iteration 22Q (1596.810000 sec): 3 clusters Score: Raw -927284.905526 + Penalty 2902.367612 = -924382.537914 nChanged 2 SP:Iteration 23Q (1596.820000 sec): 3 clusters Score: Raw -927286.347930 + Penalty 2902.367612 = -924383.980318 nChanged 2 SP:Iteration 24Q (1596.840000 sec): 3 clusters Score: Raw -927289.008921 + Penalty 2902.367612 = -924386.641309 nChanged 1 SP:Iteration 25Q (1596.860000 sec): 3 clusters Score: Raw -927289.395552 + Penalty 2902.367612 = -924387.027940 nChanged 0 SP:Iteration 26F (1596.880000 sec): 3 clusters Score: Raw -927289.395552 + Penalty 2902.367612 = -924387.027940 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 6 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.890000 sec): 2 clusters Score: Raw -32023.603014 + Penalty 931.667957 = -31091.935057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.890000 sec): 3 clusters Score: Raw -32068.916412 + Penalty 1863.335915 = -30205.580497 nChanged 64 SP:Iteration 1F (1596.890000 sec): 3 clusters Score: Raw -32267.677003 + Penalty 1863.335915 = -30404.341088 nChanged 17 SP:Iteration 2F (1596.890000 sec): 3 clusters Score: Raw -32350.133010 + Penalty 1863.335915 = -30486.797095 nChanged 10 SP:Iteration 3Q (1596.890000 sec): 3 clusters Score: Raw -32385.877714 + Penalty 1863.335915 = -30522.541799 nChanged 4 SP:Iteration 4Q (1596.890000 sec): 3 clusters Score: Raw -32397.900931 + Penalty 1863.335915 = -30534.565016 nChanged 4 SP:Iteration 5Q (1596.890000 sec): 3 clusters Score: Raw -32405.934920 + Penalty 1863.335915 = -30542.599005 nChanged 1 SP:Iteration 6Q (1596.890000 sec): 3 clusters Score: Raw -32406.628373 + Penalty 1863.335915 = -30543.292458 nChanged 1 SP:Iteration 7Q (1596.890000 sec): 3 clusters Score: Raw -32409.121759 + Penalty 1863.335915 = -30545.785844 nChanged 2 SP:Iteration 8Q (1596.900000 sec): 3 clusters Score: Raw -32426.312223 + Penalty 1863.335915 = -30562.976308 nChanged 3 SP:Iteration 9Q (1596.900000 sec): 3 clusters Score: Raw -32438.974355 + Penalty 1863.335915 = -30575.638440 nChanged 5 SP:Iteration 10Q (1596.900000 sec): 3 clusters Score: Raw -32461.930178 + Penalty 1863.335915 = -30598.594263 nChanged 2 SP:Iteration 11Q (1596.900000 sec): 3 clusters Score: Raw -32471.003560 + Penalty 1863.335915 = -30607.667645 nChanged 2 SP:Iteration 12Q (1596.900000 sec): 3 clusters Score: Raw -32475.166581 + Penalty 1863.335915 = -30611.830666 nChanged 1 SP:Iteration 13Q (1596.900000 sec): 3 clusters Score: Raw -32476.364521 + Penalty 1863.335915 = -30613.028607 nChanged 0 SP:Iteration 14F (1596.900000 sec): 3 clusters Score: Raw -32476.364521 + Penalty 1863.335915 = -30613.028607 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 7 (24023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.990000 sec): 2 clusters Score: Raw -2782713.065179 + Penalty 1639.099635 = -2781073.965544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1597.060000 sec): 3 clusters Score: Raw -2768170.044147 + Penalty 3278.199270 = -2764891.844878 nChanged 10896 SP:Iteration 1F (1597.130000 sec): 3 clusters Score: Raw -2774064.130937 + Penalty 3278.199270 = -2770785.931667 nChanged 1003 SP:Iteration 2Q (1597.200000 sec): 3 clusters Score: Raw -2774334.468395 + Penalty 3278.199270 = -2771056.269126 nChanged 841 SP:Iteration 3Q (1597.280000 sec): 3 clusters Score: Raw -2774566.998620 + Penalty 3278.199270 = -2771288.799350 nChanged 813 SP:Iteration 4Q (1597.350000 sec): 3 clusters Score: Raw -2774809.431790 + Penalty 3278.199270 = -2771531.232520 nChanged 842 SP:Iteration 5Q (1597.420000 sec): 3 clusters Score: Raw -2775098.001001 + Penalty 3278.199270 = -2771819.801732 nChanged 857 SP:Iteration 6Q (1597.490000 sec): 3 clusters Score: Raw -2775415.408176 + Penalty 3278.199270 = -2772137.208907 nChanged 865 SP:Iteration 7Q (1597.570000 sec): 3 clusters Score: Raw -2775859.629945 + Penalty 3278.199270 = -2772581.430675 nChanged 1021 SP:Iteration 8Q (1597.640000 sec): 3 clusters Score: Raw -2776531.570160 + Penalty 3278.199270 = -2773253.370890 nChanged 1184 SP:Iteration 9Q (1597.710000 sec): 3 clusters Score: Raw -2777390.968236 + Penalty 3278.199270 = -2774112.768966 nChanged 1313 SP:Iteration 10F (1597.790000 sec): 3 clusters Score: Raw -2778361.171960 + Penalty 3278.199270 = -2775082.972690 nChanged 1339 SP:Iteration 11F (1597.860000 sec): 3 clusters Score: Raw -2779313.694700 + Penalty 3278.199270 = -2776035.495430 nChanged 1192 SP:Iteration 12Q (1597.930000 sec): 3 clusters Score: Raw -2779997.210264 + Penalty 3278.199270 = -2776719.010995 nChanged 915 SP:Iteration 13Q (1597.990000 sec): 3 clusters Score: Raw -2780384.620134 + Penalty 3278.199270 = -2777106.420865 nChanged 632 SP:Iteration 14Q (1598.060000 sec): 3 clusters Score: Raw -2780596.777895 + Penalty 3278.199270 = -2777318.578625 nChanged 506 SP:Iteration 15Q (1598.130000 sec): 3 clusters Score: Raw -2780742.156977 + Penalty 3278.199270 = -2777463.957707 nChanged 418 SP:Iteration 16Q (1598.200000 sec): 3 clusters Score: Raw -2780857.285785 + Penalty 3278.199270 = -2777579.086516 nChanged 372 SP:Iteration 17Q (1598.260000 sec): 3 clusters Score: Raw -2780948.140119 + Penalty 3278.199270 = -2777669.940849 nChanged 312 SP:Iteration 18Q (1598.330000 sec): 3 clusters Score: Raw -2781018.452482 + Penalty 3278.199270 = -2777740.253213 nChanged 255 SP:Iteration 19Q (1598.400000 sec): 3 clusters Score: Raw -2781072.766195 + Penalty 3278.199270 = -2777794.566926 nChanged 251 SP:Iteration 20F (1598.470000 sec): 3 clusters Score: Raw -2781120.807331 + Penalty 3278.199270 = -2777842.608061 nChanged 207 SP:Iteration 21Q (1598.530000 sec): 3 clusters Score: Raw -2781156.742978 + Penalty 3278.199270 = -2777878.543708 nChanged 201 SP:Iteration 22Q (1598.600000 sec): 3 clusters Score: Raw -2781188.812968 + Penalty 3278.199270 = -2777910.613699 nChanged 173 SP:Iteration 23Q (1598.670000 sec): 3 clusters Score: Raw -2781216.537140 + Penalty 3278.199270 = -2777938.337870 nChanged 169 SP:Iteration 24Q (1598.730000 sec): 3 clusters Score: Raw -2781244.304452 + Penalty 3278.199270 = -2777966.105182 nChanged 158 SP:Iteration 25Q (1598.800000 sec): 3 clusters Score: Raw -2781270.118919 + Penalty 3278.199270 = -2777991.919649 nChanged 147 SP:Iteration 26Q (1598.860000 sec): 3 clusters Score: Raw -2781291.039009 + Penalty 3278.199270 = -2778012.839739 nChanged 136 SP:Iteration 27Q (1598.930000 sec): 3 clusters Score: Raw -2781307.714420 + Penalty 3278.199270 = -2778029.515151 nChanged 99 SP:Iteration 28Q (1598.990000 sec): 3 clusters Score: Raw -2781319.551536 + Penalty 3278.199270 = -2778041.352267 nChanged 97 SP:Iteration 29Q (1599.060000 sec): 3 clusters Score: Raw -2781330.192449 + Penalty 3278.199270 = -2778051.993179 nChanged 90 SP:Iteration 30Q (1599.120000 sec): 3 clusters Score: Raw -2781340.335653 + Penalty 3278.199270 = -2778062.136383 nChanged 91 SP:Iteration 31Q (1599.190000 sec): 3 clusters Score: Raw -2781350.309208 + Penalty 3278.199270 = -2778072.109938 nChanged 89 SP:Iteration 32Q (1599.250000 sec): 3 clusters Score: Raw -2781359.887217 + Penalty 3278.199270 = -2778081.687947 nChanged 78 SP:Iteration 33Q (1599.320000 sec): 3 clusters Score: Raw -2781367.666791 + Penalty 3278.199270 = -2778089.467521 nChanged 81 SP:Iteration 34Q (1599.380000 sec): 3 clusters Score: Raw -2781374.380189 + Penalty 3278.199270 = -2778096.180920 nChanged 62 SP:Iteration 35Q (1599.450000 sec): 3 clusters Score: Raw -2781379.170636 + Penalty 3278.199270 = -2778100.971366 nChanged 46 SP:Iteration 36Q (1599.510000 sec): 3 clusters Score: Raw -2781382.969570 + Penalty 3278.199270 = -2778104.770300 nChanged 43 SP:Iteration 37Q (1599.580000 sec): 3 clusters Score: Raw -2781387.361920 + Penalty 3278.199270 = -2778109.162650 nChanged 54 SP:Iteration 38Q (1599.640000 sec): 3 clusters Score: Raw -2781392.156614 + Penalty 3278.199270 = -2778113.957345 nChanged 54 SP:Iteration 39Q (1599.710000 sec): 3 clusters Score: Raw -2781396.904178 + Penalty 3278.199270 = -2778118.704908 nChanged 43 SP:Iteration 40F (1599.780000 sec): 3 clusters Score: Raw -2781400.987078 + Penalty 3278.199270 = -2778122.787809 nChanged 40 SP:Iteration 41Q (1599.840000 sec): 3 clusters Score: Raw -2781404.790616 + Penalty 3278.199270 = -2778126.591346 nChanged 36 SP:Iteration 42Q (1599.910000 sec): 3 clusters Score: Raw -2781408.142462 + Penalty 3278.199270 = -2778129.943193 nChanged 39 SP:Iteration 43Q (1599.970000 sec): 3 clusters Score: Raw -2781411.745763 + Penalty 3278.199270 = -2778133.546493 nChanged 34 SP:Iteration 44Q (1600.040000 sec): 3 clusters Score: Raw -2781415.059669 + Penalty 3278.199270 = -2778136.860400 nChanged 39 SP:Iteration 45Q (1600.100000 sec): 3 clusters Score: Raw -2781418.664957 + Penalty 3278.199270 = -2778140.465687 nChanged 49 SP:Iteration 46Q (1600.170000 sec): 3 clusters Score: Raw -2781423.693061 + Penalty 3278.199270 = -2778145.493792 nChanged 64 SP:Iteration 47Q (1600.230000 sec): 3 clusters Score: Raw -2781431.185462 + Penalty 3278.199270 = -2778152.986192 nChanged 69 SP:Iteration 48Q (1600.290000 sec): 3 clusters Score: Raw -2781438.478461 + Penalty 3278.199270 = -2778160.279191 nChanged 67 SP:Iteration 49Q (1600.360000 sec): 3 clusters Score: Raw -2781446.696065 + Penalty 3278.199270 = -2778168.496796 nChanged 78 SP:Iteration 50Q (1600.420000 sec): 3 clusters Score: Raw -2781457.428116 + Penalty 3278.199270 = -2778179.228846 nChanged 86 SP:Iteration 51Q (1600.490000 sec): 3 clusters Score: Raw -2781469.625488 + Penalty 3278.199270 = -2778191.426219 nChanged 71 SP:Iteration 52Q (1600.550000 sec): 3 clusters Score: Raw -2781478.844857 + Penalty 3278.199270 = -2778200.645587 nChanged 69 SP:Iteration 53Q (1600.620000 sec): 3 clusters Score: Raw -2781492.891130 + Penalty 3278.199270 = -2778214.691860 nChanged 108 SP:Iteration 54Q (1600.690000 sec): 3 clusters Score: Raw -2781514.501524 + Penalty 3278.199270 = -2778236.302254 nChanged 136 SP:Iteration 55Q (1600.760000 sec): 3 clusters Score: Raw -2781542.456904 + Penalty 3278.199270 = -2778264.257634 nChanged 151 SP:Iteration 56Q (1600.830000 sec): 3 clusters Score: Raw -2781573.055500 + Penalty 3278.199270 = -2778294.856231 nChanged 138 SP:Iteration 57Q (1600.900000 sec): 3 clusters Score: Raw -2781598.629517 + Penalty 3278.199270 = -2778320.430248 nChanged 153 SP:Iteration 58Q (1600.970000 sec): 3 clusters Score: Raw -2781629.679622 + Penalty 3278.199270 = -2778351.480353 nChanged 161 SP:Iteration 59Q (1601.040000 sec): 3 clusters Score: Raw -2781664.791873 + Penalty 3278.199270 = -2778386.592603 nChanged 177 SP:Iteration 60F (1601.120000 sec): 3 clusters Score: Raw -2781703.646112 + Penalty 3278.199270 = -2778425.446843 nChanged 182 SP:Iteration 61Q (1601.180000 sec): 3 clusters Score: Raw -2781750.412140 + Penalty 3278.199270 = -2778472.212870 nChanged 212 SP:Iteration 62Q (1601.250000 sec): 3 clusters Score: Raw -2781804.203042 + Penalty 3278.199270 = -2778526.003772 nChanged 197 SP:Iteration 63Q (1601.310000 sec): 3 clusters Score: Raw -2781854.030621 + Penalty 3278.199270 = -2778575.831351 nChanged 195 SP:Iteration 64Q (1601.370000 sec): 3 clusters Score: Raw -2781905.491393 + Penalty 3278.199270 = -2778627.292124 nChanged 214 SP:Iteration 65Q (1601.440000 sec): 3 clusters Score: Raw -2781960.563794 + Penalty 3278.199270 = -2778682.364524 nChanged 204 SP:Iteration 66Q (1601.510000 sec): 3 clusters Score: Raw -2782010.275130 + Penalty 3278.199270 = -2778732.075860 nChanged 223 SP:Iteration 67Q (1601.570000 sec): 3 clusters Score: Raw -2782075.086024 + Penalty 3278.199270 = -2778796.886755 nChanged 216 SP:Iteration 68Q (1601.630000 sec): 3 clusters Score: Raw -2782130.658235 + Penalty 3278.199270 = -2778852.458965 nChanged 191 SP:Iteration 69Q (1601.690000 sec): 3 clusters Score: Raw -2782184.308993 + Penalty 3278.199270 = -2778906.109724 nChanged 194 SP:Iteration 70Q (1601.760000 sec): 3 clusters Score: Raw -2782239.102860 + Penalty 3278.199270 = -2778960.903590 nChanged 183 SP:Iteration 71Q (1601.820000 sec): 3 clusters Score: Raw -2782288.482650 + Penalty 3278.199270 = -2779010.283381 nChanged 173 SP:Iteration 72Q (1601.880000 sec): 3 clusters Score: Raw -2782331.172022 + Penalty 3278.199270 = -2779052.972752 nChanged 156 SP:Iteration 73Q (1601.940000 sec): 3 clusters Score: Raw -2782368.909054 + Penalty 3278.199270 = -2779090.709785 nChanged 154 SP:Iteration 74Q (1602.000000 sec): 3 clusters Score: Raw -2782409.537872 + Penalty 3278.199270 = -2779131.338602 nChanged 144 SP:Iteration 75Q (1602.070000 sec): 3 clusters Score: Raw -2782447.901929 + Penalty 3278.199270 = -2779169.702660 nChanged 169 SP:Iteration 76Q (1602.130000 sec): 3 clusters Score: Raw -2782493.591069 + Penalty 3278.199270 = -2779215.391799 nChanged 143 SP:Iteration 77Q (1602.190000 sec): 3 clusters Score: Raw -2782530.236134 + Penalty 3278.199270 = -2779252.036864 nChanged 145 SP:Iteration 78Q (1602.250000 sec): 3 clusters Score: Raw -2782568.035827 + Penalty 3278.199270 = -2779289.836557 nChanged 139 SP:Iteration 79Q (1602.310000 sec): 3 clusters Score: Raw -2782605.733523 + Penalty 3278.199270 = -2779327.534254 nChanged 122 SP:Iteration 80F (1602.380000 sec): 3 clusters Score: Raw -2782643.496811 + Penalty 3278.199270 = -2779365.297541 nChanged 131 SP:Iteration 81Q (1602.440000 sec): 3 clusters Score: Raw -2782683.732535 + Penalty 3278.199270 = -2779405.533265 nChanged 113 SP:Iteration 82Q (1602.500000 sec): 3 clusters Score: Raw -2782717.934676 + Penalty 3278.199270 = -2779439.735406 nChanged 100 SP:Iteration 83Q (1602.560000 sec): 3 clusters Score: Raw -2782748.371982 + Penalty 3278.199270 = -2779470.172713 nChanged 78 SP:Iteration 84Q (1602.610000 sec): 3 clusters Score: Raw -2782767.220140 + Penalty 3278.199270 = -2779489.020870 nChanged 52 SP:Iteration 85Q (1602.670000 sec): 3 clusters Score: Raw -2782777.554413 + Penalty 3278.199270 = -2779499.355144 nChanged 50 SP:Iteration 86Q (1602.730000 sec): 3 clusters Score: Raw -2782789.815055 + Penalty 3278.199270 = -2779511.615785 nChanged 56 SP:Iteration 87Q (1602.790000 sec): 3 clusters Score: Raw -2782803.449159 + Penalty 3278.199270 = -2779525.249889 nChanged 44 SP:Iteration 88Q (1602.850000 sec): 3 clusters Score: Raw -2782812.629350 + Penalty 3278.199270 = -2779534.430080 nChanged 33 SP:Iteration 89Q (1602.910000 sec): 3 clusters Score: Raw -2782818.865079 + Penalty 3278.199270 = -2779540.665809 nChanged 26 SP:Iteration 90Q (1602.960000 sec): 3 clusters Score: Raw -2782824.627016 + Penalty 3278.199270 = -2779546.427746 nChanged 23 SP:Iteration 91Q (1603.020000 sec): 3 clusters Score: Raw -2782830.542871 + Penalty 3278.199270 = -2779552.343601 nChanged 29 SP:Iteration 92Q (1603.080000 sec): 3 clusters Score: Raw -2782837.406586 + Penalty 3278.199270 = -2779559.207316 nChanged 22 SP:Iteration 93Q (1603.130000 sec): 3 clusters Score: Raw -2782843.052992 + Penalty 3278.199270 = -2779564.853723 nChanged 28 SP:Iteration 94Q (1603.190000 sec): 3 clusters Score: Raw -2782850.539691 + Penalty 3278.199270 = -2779572.340422 nChanged 28 SP:Iteration 95Q (1603.250000 sec): 3 clusters Score: Raw -2782858.536748 + Penalty 3278.199270 = -2779580.337479 nChanged 32 SP:Iteration 96Q (1603.310000 sec): 3 clusters Score: Raw -2782869.356528 + Penalty 3278.199270 = -2779591.157258 nChanged 39 SP:Iteration 97Q (1603.360000 sec): 3 clusters Score: Raw -2782880.495946 + Penalty 3278.199270 = -2779602.296677 nChanged 34 SP:Iteration 98Q (1603.420000 sec): 3 clusters Score: Raw -2782890.306274 + Penalty 3278.199270 = -2779612.107004 nChanged 32 SP:Iteration 99Q (1603.470000 sec): 3 clusters Score: Raw -2782898.024459 + Penalty 3278.199270 = -2779619.825189 nChanged 25 SP:Iteration 100F (1603.540000 sec): 3 clusters Score: Raw -2782905.102383 + Penalty 3278.199270 = -2779626.903114 nChanged 23 SP:Iteration 101Q (1603.600000 sec): 3 clusters Score: Raw -2782909.747006 + Penalty 3278.199270 = -2779631.547736 nChanged 23 SP:Iteration 102Q (1603.650000 sec): 3 clusters Score: Raw -2782914.359157 + Penalty 3278.199270 = -2779636.159887 nChanged 17 SP:Iteration 103Q (1603.710000 sec): 3 clusters Score: Raw -2782918.272197 + Penalty 3278.199270 = -2779640.072927 nChanged 21 SP:Iteration 104Q (1603.760000 sec): 3 clusters Score: Raw -2782923.173983 + Penalty 3278.199270 = -2779644.974713 nChanged 16 SP:Iteration 105Q (1603.820000 sec): 3 clusters Score: Raw -2782926.193501 + Penalty 3278.199270 = -2779647.994231 nChanged 14 SP:Iteration 106Q (1603.870000 sec): 3 clusters Score: Raw -2782930.312504 + Penalty 3278.199270 = -2779652.113234 nChanged 15 SP:Iteration 107Q (1603.930000 sec): 3 clusters Score: Raw -2782933.654281 + Penalty 3278.199270 = -2779655.455011 nChanged 8 SP:Iteration 108Q (1603.980000 sec): 3 clusters Score: Raw -2782934.887625 + Penalty 3278.199270 = -2779656.688356 nChanged 7 SP:Iteration 109Q (1604.040000 sec): 3 clusters Score: Raw -2782936.140777 + Penalty 3278.199270 = -2779657.941507 nChanged 4 SP:Iteration 110Q (1604.090000 sec): 3 clusters Score: Raw -2782936.932543 + Penalty 3278.199270 = -2779658.733273 nChanged 7 SP:Iteration 111Q (1604.150000 sec): 3 clusters Score: Raw -2782938.173000 + Penalty 3278.199270 = -2779659.973730 nChanged 3 SP:Iteration 112Q (1604.200000 sec): 3 clusters Score: Raw -2782939.162635 + Penalty 3278.199270 = -2779660.963365 nChanged 5 SP:Iteration 113Q (1604.260000 sec): 3 clusters Score: Raw -2782940.630909 + Penalty 3278.199270 = -2779662.431640 nChanged 5 SP:Iteration 114Q (1604.310000 sec): 3 clusters Score: Raw -2782942.129087 + Penalty 3278.199270 = -2779663.929817 nChanged 3 SP:Iteration 115Q (1604.370000 sec): 3 clusters Score: Raw -2782942.708933 + Penalty 3278.199270 = -2779664.509664 nChanged 1 SP:Iteration 116Q (1604.420000 sec): 3 clusters Score: Raw -2782942.809649 + Penalty 3278.199270 = -2779664.610379 nChanged 2 SP:Iteration 117Q (1604.470000 sec): 3 clusters Score: Raw -2782943.260925 + Penalty 3278.199270 = -2779665.061656 nChanged 2 SP:Iteration 118Q (1604.530000 sec): 3 clusters Score: Raw -2782943.584002 + Penalty 3278.199270 = -2779665.384732 nChanged 2 SP:Iteration 119Q (1604.580000 sec): 3 clusters Score: Raw -2782943.760981 + Penalty 3278.199270 = -2779665.561711 nChanged 1 SP:Iteration 120F (1604.650000 sec): 3 clusters Score: Raw -2782943.927833 + Penalty 3278.199270 = -2779665.728563 nChanged 1 SP:Iteration 121Q (1604.710000 sec): 3 clusters Score: Raw -2782944.049471 + Penalty 3278.199270 = -2779665.850201 nChanged 1 SP:Iteration 122Q (1604.760000 sec): 3 clusters Score: Raw -2782944.240202 + Penalty 3278.199270 = -2779666.040932 nChanged 2 SP:Iteration 123Q (1604.810000 sec): 3 clusters Score: Raw -2782944.534908 + Penalty 3278.199270 = -2779666.335639 nChanged 2 SP:Iteration 124Q (1604.870000 sec): 3 clusters Score: Raw -2782945.178833 + Penalty 3278.199270 = -2779666.979563 nChanged 3 SP:Iteration 125Q (1604.930000 sec): 3 clusters Score: Raw -2782945.877466 + Penalty 3278.199270 = -2779667.678197 nChanged 3 SP:Iteration 126Q (1604.980000 sec): 3 clusters Score: Raw -2782946.622771 + Penalty 3278.199270 = -2779668.423502 nChanged 2 SP:Iteration 127Q (1605.030000 sec): 3 clusters Score: Raw -2782946.977594 + Penalty 3278.199270 = -2779668.778324 nChanged 1 SP:Iteration 128Q (1605.090000 sec): 3 clusters Score: Raw -2782947.296807 + Penalty 3278.199270 = -2779669.097537 nChanged 0 SP:Iteration 129F (1605.160000 sec): 3 clusters Score: Raw -2782947.296807 + Penalty 3278.199270 = -2779669.097537 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 8 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.180000 sec): 2 clusters Score: Raw -74836.585838 + Penalty 1059.361434 = -73777.224403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.180000 sec): 3 clusters Score: Raw -74800.097895 + Penalty 2118.722869 = -72681.375027 nChanged 195 SP:Iteration 1F (1605.180000 sec): 3 clusters Score: Raw -75217.987553 + Penalty 2118.722869 = -73099.264685 nChanged 86 SP:Iteration 2F (1605.180000 sec): 3 clusters Score: Raw -75451.240275 + Penalty 2118.722869 = -73332.517406 nChanged 52 SP:Iteration 3F (1605.190000 sec): 3 clusters Score: Raw -75589.041861 + Penalty 2118.722869 = -73470.318992 nChanged 28 SP:Iteration 4Q (1605.190000 sec): 3 clusters Score: Raw -75653.646790 + Penalty 2118.722869 = -73534.923922 nChanged 13 SP:Iteration 5Q (1605.190000 sec): 3 clusters Score: Raw -75678.073508 + Penalty 2118.722869 = -73559.350639 nChanged 8 SP:Iteration 6Q (1605.190000 sec): 3 clusters Score: Raw -75696.773217 + Penalty 2118.722869 = -73578.050348 nChanged 5 SP:Iteration 7Q (1605.190000 sec): 3 clusters Score: Raw -75706.884255 + Penalty 2118.722869 = -73588.161387 nChanged 0 SP:Iteration 8F (1605.190000 sec): 3 clusters Score: Raw -75706.884255 + Penalty 2118.722869 = -73588.161387 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 9 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.200000 sec): 2 clusters Score: Raw -147766.091945 + Penalty 1167.502237 = -146598.589707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.210000 sec): 3 clusters Score: Raw -147304.651577 + Penalty 2335.004475 = -144969.647103 nChanged 427 SP:Iteration 1F (1605.210000 sec): 3 clusters Score: Raw -147768.563523 + Penalty 2335.004475 = -145433.559049 nChanged 159 SP:Iteration 2F (1605.210000 sec): 3 clusters Score: Raw -148311.092300 + Penalty 2335.004475 = -145976.087826 nChanged 159 SP:Iteration 3F (1605.220000 sec): 3 clusters Score: Raw -148903.542422 + Penalty 2335.004475 = -146568.537947 nChanged 121 SP:Iteration 4F (1605.220000 sec): 3 clusters Score: Raw -149119.139203 + Penalty 2335.004475 = -146784.134728 nChanged 59 SP:Iteration 5Q (1605.230000 sec): 3 clusters Score: Raw -149207.301901 + Penalty 2335.004475 = -146872.297426 nChanged 24 SP:Iteration 6Q (1605.230000 sec): 3 clusters Score: Raw -149232.485924 + Penalty 2335.004475 = -146897.481449 nChanged 7 SP:Iteration 7Q (1605.230000 sec): 3 clusters Score: Raw -149238.471275 + Penalty 2335.004475 = -146903.466800 nChanged 4 SP:Iteration 8Q (1605.240000 sec): 3 clusters Score: Raw -149241.783952 + Penalty 2335.004475 = -146906.779477 nChanged 3 SP:Iteration 9Q (1605.240000 sec): 3 clusters Score: Raw -149244.534829 + Penalty 2335.004475 = -146909.530355 nChanged 0 SP:Iteration 10F (1605.240000 sec): 3 clusters Score: Raw -149244.534829 + Penalty 2335.004475 = -146909.530355 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 10.26 GB. Trying to split cluster 10 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.260000 sec): 2 clusters Score: Raw -191395.738125 + Penalty 1192.780361 = -190202.957765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.260000 sec): 3 clusters Score: Raw -190783.176546 + Penalty 2385.560721 = -188397.615824 nChanged 492 SP:Iteration 1F (1605.270000 sec): 3 clusters Score: Raw -191122.465096 + Penalty 2385.560721 = -188736.904374 nChanged 102 SP:Iteration 2F (1605.270000 sec): 3 clusters Score: Raw -191210.552729 + Penalty 2385.560721 = -188824.992007 nChanged 75 SP:Iteration 3Q (1605.280000 sec): 3 clusters Score: Raw -191268.266274 + Penalty 2385.560721 = -188882.705553 nChanged 51 SP:Iteration 4Q (1605.280000 sec): 3 clusters Score: Raw -191305.000385 + Penalty 2385.560721 = -188919.439663 nChanged 35 SP:Iteration 5Q (1605.290000 sec): 3 clusters Score: Raw -191330.618787 + Penalty 2385.560721 = -188945.058066 nChanged 25 SP:Iteration 6Q (1605.290000 sec): 3 clusters Score: Raw -191345.858612 + Penalty 2385.560721 = -188960.297891 nChanged 19 SP:Iteration 7Q (1605.290000 sec): 3 clusters Score: Raw -191357.262263 + Penalty 2385.560721 = -188971.701542 nChanged 17 SP:Iteration 8Q (1605.300000 sec): 3 clusters Score: Raw -191365.476650 + Penalty 2385.560721 = -188979.915929 nChanged 5 SP:Iteration 9Q (1605.310000 sec): 3 clusters Score: Raw -191367.715937 + Penalty 2385.560721 = -188982.155215 nChanged 2 SP:Iteration 10Q (1605.310000 sec): 3 clusters Score: Raw -191368.077374 + Penalty 2385.560721 = -188982.516652 nChanged 0 SP:Iteration 11F (1605.310000 sec): 3 clusters Score: Raw -191368.077374 + Penalty 2385.560721 = -188982.516652 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 11 (8837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.350000 sec): 2 clusters Score: Raw -1084180.177664 + Penalty 1476.589194 = -1082703.588470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.370000 sec): 3 clusters Score: Raw -1079168.329661 + Penalty 2953.178388 = -1076215.151273 nChanged 3834 SP:Iteration 1F (1605.400000 sec): 3 clusters Score: Raw -1081232.194482 + Penalty 2953.178388 = -1078279.016094 nChanged 552 SP:Iteration 2F (1605.430000 sec): 3 clusters Score: Raw -1081482.879945 + Penalty 2953.178388 = -1078529.701558 nChanged 446 SP:Iteration 3F (1605.450000 sec): 3 clusters Score: Raw -1081694.202079 + Penalty 2953.178388 = -1078741.023691 nChanged 390 SP:Iteration 4Q (1605.480000 sec): 3 clusters Score: Raw -1081896.821982 + Penalty 2953.178388 = -1078943.643594 nChanged 418 SP:Iteration 5Q (1605.510000 sec): 3 clusters Score: Raw -1082134.048086 + Penalty 2953.178388 = -1079180.869698 nChanged 444 SP:Iteration 6F (1605.530000 sec): 3 clusters Score: Raw -1082388.854878 + Penalty 2953.178388 = -1079435.676490 nChanged 436 SP:Iteration 7Q (1605.560000 sec): 3 clusters Score: Raw -1082638.050302 + Penalty 2953.178388 = -1079684.871914 nChanged 440 SP:Iteration 8Q (1605.580000 sec): 3 clusters Score: Raw -1082882.919337 + Penalty 2953.178388 = -1079929.740949 nChanged 408 SP:Iteration 9Q (1605.610000 sec): 3 clusters Score: Raw -1083137.667557 + Penalty 2953.178388 = -1080184.489169 nChanged 393 SP:Iteration 10Q (1605.630000 sec): 3 clusters Score: Raw -1083414.571443 + Penalty 2953.178388 = -1080461.393056 nChanged 362 SP:Iteration 11Q (1605.660000 sec): 3 clusters Score: Raw -1083682.491830 + Penalty 2953.178388 = -1080729.313442 nChanged 276 SP:Iteration 12Q (1605.690000 sec): 3 clusters Score: Raw -1083905.420266 + Penalty 2953.178388 = -1080952.241878 nChanged 221 SP:Iteration 13Q (1605.710000 sec): 3 clusters Score: Raw -1084070.266123 + Penalty 2953.178388 = -1081117.087735 nChanged 163 SP:Iteration 14Q (1605.730000 sec): 3 clusters Score: Raw -1084165.021067 + Penalty 2953.178388 = -1081211.842680 nChanged 104 SP:Iteration 15Q (1605.760000 sec): 3 clusters Score: Raw -1084209.617908 + Penalty 2953.178388 = -1081256.439520 nChanged 94 SP:Iteration 16Q (1605.780000 sec): 3 clusters Score: Raw -1084248.717810 + Penalty 2953.178388 = -1081295.539422 nChanged 75 SP:Iteration 17Q (1605.810000 sec): 3 clusters Score: Raw -1084273.160099 + Penalty 2953.178388 = -1081319.981711 nChanged 70 SP:Iteration 18Q (1605.830000 sec): 3 clusters Score: Raw -1084296.499116 + Penalty 2953.178388 = -1081343.320728 nChanged 61 SP:Iteration 19Q (1605.850000 sec): 3 clusters Score: Raw -1084317.660424 + Penalty 2953.178388 = -1081364.482036 nChanged 62 SP:Iteration 20F (1605.880000 sec): 3 clusters Score: Raw -1084338.688658 + Penalty 2953.178388 = -1081385.510270 nChanged 56 SP:Iteration 21Q (1605.900000 sec): 3 clusters Score: Raw -1084358.104123 + Penalty 2953.178388 = -1081404.925735 nChanged 45 SP:Iteration 22Q (1605.920000 sec): 3 clusters Score: Raw -1084372.027688 + Penalty 2953.178388 = -1081418.849300 nChanged 37 SP:Iteration 23Q (1605.950000 sec): 3 clusters Score: Raw -1084384.368776 + Penalty 2953.178388 = -1081431.190389 nChanged 39 SP:Iteration 24Q (1605.970000 sec): 3 clusters Score: Raw -1084397.165742 + Penalty 2953.178388 = -1081443.987354 nChanged 25 SP:Iteration 25Q (1605.990000 sec): 3 clusters Score: Raw -1084405.000479 + Penalty 2953.178388 = -1081451.822091 nChanged 29 SP:Iteration 26Q (1606.010000 sec): 3 clusters Score: Raw -1084414.906712 + Penalty 2953.178388 = -1081461.728324 nChanged 31 SP:Iteration 27Q (1606.030000 sec): 3 clusters Score: Raw -1084424.652276 + Penalty 2953.178388 = -1081471.473888 nChanged 22 SP:Iteration 28Q (1606.050000 sec): 3 clusters Score: Raw -1084431.758782 + Penalty 2953.178388 = -1081478.580395 nChanged 26 SP:Iteration 29Q (1606.080000 sec): 3 clusters Score: Raw -1084439.746888 + Penalty 2953.178388 = -1081486.568500 nChanged 25 SP:Iteration 30Q (1606.100000 sec): 3 clusters Score: Raw -1084448.244227 + Penalty 2953.178388 = -1081495.065839 nChanged 23 SP:Iteration 31Q (1606.120000 sec): 3 clusters Score: Raw -1084456.573292 + Penalty 2953.178388 = -1081503.394905 nChanged 14 SP:Iteration 32Q (1606.140000 sec): 3 clusters Score: Raw -1084460.474134 + Penalty 2953.178388 = -1081507.295747 nChanged 10 SP:Iteration 33Q (1606.160000 sec): 3 clusters Score: Raw -1084464.778075 + Penalty 2953.178388 = -1081511.599688 nChanged 16 SP:Iteration 34Q (1606.180000 sec): 3 clusters Score: Raw -1084469.261925 + Penalty 2953.178388 = -1081516.083538 nChanged 12 SP:Iteration 35Q (1606.210000 sec): 3 clusters Score: Raw -1084472.326971 + Penalty 2953.178388 = -1081519.148583 nChanged 9 SP:Iteration 36Q (1606.230000 sec): 3 clusters Score: Raw -1084475.399311 + Penalty 2953.178388 = -1081522.220924 nChanged 11 SP:Iteration 37Q (1606.250000 sec): 3 clusters Score: Raw -1084479.148256 + Penalty 2953.178388 = -1081525.969869 nChanged 9 SP:Iteration 38Q (1606.270000 sec): 3 clusters Score: Raw -1084481.337015 + Penalty 2953.178388 = -1081528.158627 nChanged 4 SP:Iteration 39Q (1606.290000 sec): 3 clusters Score: Raw -1084482.929378 + Penalty 2953.178388 = -1081529.750990 nChanged 4 SP:Iteration 40F (1606.310000 sec): 3 clusters Score: Raw -1084483.640599 + Penalty 2953.178388 = -1081530.462211 nChanged 4 SP:Iteration 41Q (1606.330000 sec): 3 clusters Score: Raw -1084484.221209 + Penalty 2953.178388 = -1081531.042821 nChanged 7 SP:Iteration 42Q (1606.360000 sec): 3 clusters Score: Raw -1084486.707471 + Penalty 2953.178388 = -1081533.529084 nChanged 6 SP:Iteration 43Q (1606.380000 sec): 3 clusters Score: Raw -1084489.115220 + Penalty 2953.178388 = -1081535.936832 nChanged 8 SP:Iteration 44Q (1606.400000 sec): 3 clusters Score: Raw -1084492.014274 + Penalty 2953.178388 = -1081538.835886 nChanged 8 SP:Iteration 45Q (1606.420000 sec): 3 clusters Score: Raw -1084494.465550 + Penalty 2953.178388 = -1081541.287162 nChanged 11 SP:Iteration 46Q (1606.440000 sec): 3 clusters Score: Raw -1084497.186670 + Penalty 2953.178388 = -1081544.008282 nChanged 6 SP:Iteration 47Q (1606.460000 sec): 3 clusters Score: Raw -1084498.333390 + Penalty 2953.178388 = -1081545.155003 nChanged 4 SP:Iteration 48Q (1606.480000 sec): 3 clusters Score: Raw -1084499.177757 + Penalty 2953.178388 = -1081545.999370 nChanged 4 SP:Iteration 49Q (1606.500000 sec): 3 clusters Score: Raw -1084500.150606 + Penalty 2953.178388 = -1081546.972218 nChanged 4 SP:Iteration 50Q (1606.530000 sec): 3 clusters Score: Raw -1084501.037058 + Penalty 2953.178388 = -1081547.858670 nChanged 4 SP:Iteration 51Q (1606.550000 sec): 3 clusters Score: Raw -1084501.543196 + Penalty 2953.178388 = -1081548.364808 nChanged 2 SP:Iteration 52Q (1606.570000 sec): 3 clusters Score: Raw -1084501.876634 + Penalty 2953.178388 = -1081548.698246 nChanged 3 SP:Iteration 53Q (1606.590000 sec): 3 clusters Score: Raw -1084503.397484 + Penalty 2953.178388 = -1081550.219097 nChanged 5 SP:Iteration 54Q (1606.610000 sec): 3 clusters Score: Raw -1084504.560555 + Penalty 2953.178388 = -1081551.382167 nChanged 5 SP:Iteration 55Q (1606.630000 sec): 3 clusters Score: Raw -1084505.436036 + Penalty 2953.178388 = -1081552.257648 nChanged 2 SP:Iteration 56Q (1606.650000 sec): 3 clusters Score: Raw -1084505.557936 + Penalty 2953.178388 = -1081552.379548 nChanged 0 SP:Iteration 57F (1606.670000 sec): 3 clusters Score: Raw -1084505.557936 + Penalty 2953.178388 = -1081552.379548 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 12 (1154426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.400000 sec): 2 clusters Score: Raw -137168199.950604 + Penalty 2268.355994 = -137165931.594610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1614.090000 sec): 3 clusters Score: Raw -136382634.725644 + Penalty 4536.711988 = -136378098.013657 nChanged 569136 SP:Iteration 1F (1617.800000 sec): 3 clusters Score: Raw -136735153.078778 + Penalty 4536.711988 = -136730616.366790 nChanged 25205 SP:Iteration 2Q (1621.570000 sec): 3 clusters Score: Raw -136739352.643906 + Penalty 4536.711988 = -136734815.931919 nChanged 28170 SP:Iteration 3Q (1625.330000 sec): 3 clusters Score: Raw -136744843.417037 + Penalty 4536.711988 = -136740306.705050 nChanged 32165 SP:Iteration 4Q (1629.220000 sec): 3 clusters Score: Raw -136752438.672984 + Penalty 4536.711988 = -136747901.960996 nChanged 37452 SP:Iteration 5Q (1632.990000 sec): 3 clusters Score: Raw -136763416.684988 + Penalty 4536.711988 = -136758879.973000 nChanged 44734 SP:Iteration 6Q (1636.750000 sec): 3 clusters Score: Raw -136780306.377498 + Penalty 4536.711988 = -136775769.665510 nChanged 53853 SP:Iteration 7Q (1640.560000 sec): 3 clusters Score: Raw -136807432.659216 + Penalty 4536.711988 = -136802895.947228 nChanged 64702 SP:Iteration 8F (1644.220000 sec): 3 clusters Score: Raw -136850254.909735 + Penalty 4536.711988 = -136845718.197747 nChanged 72372 SP:Iteration 9F (1647.970000 sec): 3 clusters Score: Raw -136904826.807125 + Penalty 4536.711988 = -136900290.095137 nChanged 69532 SP:Iteration 10F (1651.810000 sec): 3 clusters Score: Raw -136949278.865082 + Penalty 4536.711988 = -136944742.153094 nChanged 51094 SP:Iteration 11Q (1655.680000 sec): 3 clusters Score: Raw -136968873.208978 + Penalty 4536.711988 = -136964336.496990 nChanged 29742 SP:Iteration 12Q (1659.550000 sec): 3 clusters Score: Raw -136975390.431117 + Penalty 4536.711988 = -136970853.719129 nChanged 17716 SP:Iteration 13Q (1663.410000 sec): 3 clusters Score: Raw -136978770.113385 + Penalty 4536.711988 = -136974233.401397 nChanged 15623 SP:Iteration 14Q (1667.240000 sec): 3 clusters Score: Raw -136981927.184824 + Penalty 4536.711988 = -136977390.472836 nChanged 16388 SP:Iteration 15Q (1671.060000 sec): 3 clusters Score: Raw -136985435.480517 + Penalty 4536.711988 = -136980898.768529 nChanged 17599 SP:Iteration 16Q (1674.820000 sec): 3 clusters Score: Raw -136989496.067196 + Penalty 4536.711988 = -136984959.355209 nChanged 19010 SP:Iteration 17Q (1678.590000 sec): 3 clusters Score: Raw -136994250.010472 + Penalty 4536.711988 = -136989713.298484 nChanged 20305 SP:Iteration 18Q (1682.320000 sec): 3 clusters Score: Raw -136999787.232479 + Penalty 4536.711988 = -136995250.520491 nChanged 21584 SP:Iteration 19Q (1685.880000 sec): 3 clusters Score: Raw -137006226.282881 + Penalty 4536.711988 = -137001689.570893 nChanged 22823 SP:Iteration 20F (1689.570000 sec): 3 clusters Score: Raw -137013643.326896 + Penalty 4536.711988 = -137009106.614908 nChanged 23798 SP:Iteration 21Q (1693.150000 sec): 3 clusters Score: Raw -137022085.021507 + Penalty 4536.711988 = -137017548.309519 nChanged 24937 SP:Iteration 22Q (1696.540000 sec): 3 clusters Score: Raw -137031778.643406 + Penalty 4536.711988 = -137027241.931418 nChanged 25592 SP:Iteration 23Q (1699.820000 sec): 3 clusters Score: Raw -137042622.086235 + Penalty 4536.711988 = -137038085.374247 nChanged 25856 SP:Iteration 24Q (1703.160000 sec): 3 clusters Score: Raw -137054490.864405 + Penalty 4536.711988 = -137049954.152417 nChanged 25725 SP:Iteration 25Q (1706.420000 sec): 3 clusters Score: Raw -137067419.171224 + Penalty 4536.711988 = -137062882.459236 nChanged 25120 SP:Iteration 26Q (1709.600000 sec): 3 clusters Score: Raw -137081220.023067 + Penalty 4536.711988 = -137076683.311079 nChanged 23937 SP:Iteration 27Q (1712.720000 sec): 3 clusters Score: Raw -137095485.815553 + Penalty 4536.711988 = -137090949.103565 nChanged 22086 SP:Iteration 28Q (1715.820000 sec): 3 clusters Score: Raw -137109547.362117 + Penalty 4536.711988 = -137105010.650129 nChanged 19114 SP:Iteration 29Q (1718.980000 sec): 3 clusters Score: Raw -137122312.158764 + Penalty 4536.711988 = -137117775.446776 nChanged 16313 SP:Iteration 30Q (1722.040000 sec): 3 clusters Score: Raw -137133697.357694 + Penalty 4536.711988 = -137129160.645706 nChanged 13295 SP:Iteration 31Q (1725.000000 sec): 3 clusters Score: Raw -137143316.729256 + Penalty 4536.711988 = -137138780.017268 nChanged 10562 SP:Iteration 32Q (1727.910000 sec): 3 clusters Score: Raw -137151199.077583 + Penalty 4536.711988 = -137146662.365595 nChanged 8138 SP:Iteration 33Q (1730.770000 sec): 3 clusters Score: Raw -137157374.777089 + Penalty 4536.711988 = -137152838.065101 nChanged 5981 SP:Iteration 34Q (1733.520000 sec): 3 clusters Score: Raw -137162007.891067 + Penalty 4536.711988 = -137157471.179080 nChanged 4013 SP:Iteration 35Q (1736.250000 sec): 3 clusters Score: Raw -137165124.970889 + Penalty 4536.711988 = -137160588.258901 nChanged 2203 SP:Iteration 36Q (1738.950000 sec): 3 clusters Score: Raw -137166763.823269 + Penalty 4536.711988 = -137162227.111281 nChanged 1078 SP:Iteration 37Q (1741.640000 sec): 3 clusters Score: Raw -137167550.002591 + Penalty 4536.711988 = -137163013.290603 nChanged 516 SP:Iteration 38Q (1744.440000 sec): 3 clusters Score: Raw -137167944.259362 + Penalty 4536.711988 = -137163407.547374 nChanged 247 SP:Iteration 39Q (1747.140000 sec): 3 clusters Score: Raw -137168133.457174 + Penalty 4536.711988 = -137163596.745187 nChanged 132 SP:Iteration 40F (1750.780000 sec): 3 clusters Score: Raw -137168253.357308 + Penalty 4536.711988 = -137163716.645320 nChanged 77 SP:Iteration 41Q (1753.460000 sec): 3 clusters Score: Raw -137168320.890171 + Penalty 4536.711988 = -137163784.178183 nChanged 38 SP:Iteration 42Q (1756.140000 sec): 3 clusters Score: Raw -137168362.681183 + Penalty 4536.711988 = -137163825.969195 nChanged 26 SP:Iteration 43Q (1758.820000 sec): 3 clusters Score: Raw -137168391.141419 + Penalty 4536.711988 = -137163854.429431 nChanged 16 SP:Iteration 44Q (1761.500000 sec): 3 clusters Score: Raw -137168409.125655 + Penalty 4536.711988 = -137163872.413667 nChanged 14 SP:Iteration 45Q (1764.170000 sec): 3 clusters Score: Raw -137168422.954305 + Penalty 4536.711988 = -137163886.242317 nChanged 13 SP:Iteration 46Q (1766.840000 sec): 3 clusters Score: Raw -137168436.366012 + Penalty 4536.711988 = -137163899.654024 nChanged 11 SP:Iteration 47Q (1769.620000 sec): 3 clusters Score: Raw -137168445.834514 + Penalty 4536.711988 = -137163909.122526 nChanged 4 SP:Iteration 48Q (1772.320000 sec): 3 clusters Score: Raw -137168449.908053 + Penalty 4536.711988 = -137163913.196065 nChanged 3 SP:Iteration 49Q (1775.000000 sec): 3 clusters Score: Raw -137168453.410739 + Penalty 4536.711988 = -137163916.698751 nChanged 2 SP:Iteration 50Q (1777.700000 sec): 3 clusters Score: Raw -137168456.320536 + Penalty 4536.711988 = -137163919.608548 nChanged 1 SP:Iteration 51Q (1780.460000 sec): 3 clusters Score: Raw -137168457.861444 + Penalty 4536.711988 = -137163921.149456 nChanged 1 SP:Iteration 52Q (1783.240000 sec): 3 clusters Score: Raw -137168459.936040 + Penalty 4536.711988 = -137163923.224052 nChanged 1 SP:Iteration 53Q (1786.020000 sec): 3 clusters Score: Raw -137168461.475760 + Penalty 4536.711988 = -137163924.763773 nChanged 1 SP:Iteration 54Q (1788.800000 sec): 3 clusters Score: Raw -137168461.949523 + Penalty 4536.711988 = -137163925.237535 nChanged 0 SP:Iteration 55F (1792.590000 sec): 3 clusters Score: Raw -137168461.949523 + Penalty 4536.711988 = -137163925.237535 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 13 (165424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.580000 sec): 2 clusters Score: Raw -19365787.916201 + Penalty 1952.643412 = -19363835.272789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.130000 sec): 3 clusters Score: Raw -19256901.345421 + Penalty 3905.286825 = -19252996.058596 nChanged 79885 SP:Iteration 1F (1794.690000 sec): 3 clusters Score: Raw -19303619.831492 + Penalty 3905.286825 = -19299714.544667 nChanged 4384 SP:Iteration 2Q (1795.250000 sec): 3 clusters Score: Raw -19304597.162086 + Penalty 3905.286825 = -19300691.875261 nChanged 4974 SP:Iteration 3Q (1795.810000 sec): 3 clusters Score: Raw -19305997.061031 + Penalty 3905.286825 = -19302091.774206 nChanged 6167 SP:Iteration 4Q (1796.380000 sec): 3 clusters Score: Raw -19308331.129116 + Penalty 3905.286825 = -19304425.842291 nChanged 7754 SP:Iteration 5Q (1796.950000 sec): 3 clusters Score: Raw -19312205.192380 + Penalty 3905.286825 = -19308299.905555 nChanged 9593 SP:Iteration 6F (1797.490000 sec): 3 clusters Score: Raw -19318140.522194 + Penalty 3905.286825 = -19314235.235369 nChanged 10821 SP:Iteration 7F (1798.040000 sec): 3 clusters Score: Raw -19325793.925736 + Penalty 3905.286825 = -19321888.638911 nChanged 10735 SP:Iteration 8F (1798.590000 sec): 3 clusters Score: Raw -19333758.140088 + Penalty 3905.286825 = -19329852.853263 nChanged 9437 SP:Iteration 9F (1799.140000 sec): 3 clusters Score: Raw -19341133.566240 + Penalty 3905.286825 = -19337228.279415 nChanged 7599 SP:Iteration 10Q (1799.680000 sec): 3 clusters Score: Raw -19347418.302731 + Penalty 3905.286825 = -19343513.015906 nChanged 5835 SP:Iteration 11Q (1800.200000 sec): 3 clusters Score: Raw -19352419.398433 + Penalty 3905.286825 = -19348514.111608 nChanged 4326 SP:Iteration 12Q (1800.670000 sec): 3 clusters Score: Raw -19356118.451302 + Penalty 3905.286825 = -19352213.164477 nChanged 3171 SP:Iteration 13Q (1801.120000 sec): 3 clusters Score: Raw -19358775.190598 + Penalty 3905.286825 = -19354869.903773 nChanged 2409 SP:Iteration 14Q (1801.570000 sec): 3 clusters Score: Raw -19360947.781382 + Penalty 3905.286825 = -19357042.494557 nChanged 1704 SP:Iteration 15Q (1801.990000 sec): 3 clusters Score: Raw -19362554.008368 + Penalty 3905.286825 = -19358648.721543 nChanged 1255 SP:Iteration 16Q (1802.400000 sec): 3 clusters Score: Raw -19363663.730402 + Penalty 3905.286825 = -19359758.443577 nChanged 856 SP:Iteration 17Q (1802.820000 sec): 3 clusters Score: Raw -19364308.160595 + Penalty 3905.286825 = -19360402.873770 nChanged 640 SP:Iteration 18Q (1803.230000 sec): 3 clusters Score: Raw -19364762.777872 + Penalty 3905.286825 = -19360857.491047 nChanged 528 SP:Iteration 19Q (1803.650000 sec): 3 clusters Score: Raw -19365090.834826 + Penalty 3905.286825 = -19361185.548001 nChanged 399 SP:Iteration 20F (1804.190000 sec): 3 clusters Score: Raw -19365311.889905 + Penalty 3905.286825 = -19361406.603080 nChanged 317 SP:Iteration 21Q (1804.590000 sec): 3 clusters Score: Raw -19365459.748981 + Penalty 3905.286825 = -19361554.462156 nChanged 271 SP:Iteration 22Q (1805.000000 sec): 3 clusters Score: Raw -19365562.542721 + Penalty 3905.286825 = -19361657.255896 nChanged 230 SP:Iteration 23Q (1805.410000 sec): 3 clusters Score: Raw -19365655.965867 + Penalty 3905.286825 = -19361750.679042 nChanged 191 SP:Iteration 24Q (1805.810000 sec): 3 clusters Score: Raw -19365731.065811 + Penalty 3905.286825 = -19361825.778986 nChanged 178 SP:Iteration 25Q (1806.220000 sec): 3 clusters Score: Raw -19365794.801175 + Penalty 3905.286825 = -19361889.514350 nChanged 141 SP:Iteration 26Q (1806.620000 sec): 3 clusters Score: Raw -19365834.798628 + Penalty 3905.286825 = -19361929.511803 nChanged 108 SP:Iteration 27Q (1807.030000 sec): 3 clusters Score: Raw -19365860.586456 + Penalty 3905.286825 = -19361955.299631 nChanged 88 SP:Iteration 28Q (1807.430000 sec): 3 clusters Score: Raw -19365884.141679 + Penalty 3905.286825 = -19361978.854855 nChanged 88 SP:Iteration 29Q (1807.840000 sec): 3 clusters Score: Raw -19365912.094326 + Penalty 3905.286825 = -19362006.807501 nChanged 89 SP:Iteration 30Q (1808.230000 sec): 3 clusters Score: Raw -19365934.088864 + Penalty 3905.286825 = -19362028.802039 nChanged 71 SP:Iteration 31Q (1808.630000 sec): 3 clusters Score: Raw -19365952.935144 + Penalty 3905.286825 = -19362047.648319 nChanged 77 SP:Iteration 32Q (1809.020000 sec): 3 clusters Score: Raw -19365975.768403 + Penalty 3905.286825 = -19362070.481578 nChanged 77 SP:Iteration 33Q (1809.410000 sec): 3 clusters Score: Raw -19366000.504648 + Penalty 3905.286825 = -19362095.217823 nChanged 68 SP:Iteration 34Q (1809.800000 sec): 3 clusters Score: Raw -19366018.643530 + Penalty 3905.286825 = -19362113.356705 nChanged 51 SP:Iteration 35Q (1810.190000 sec): 3 clusters Score: Raw -19366032.180174 + Penalty 3905.286825 = -19362126.893349 nChanged 49 SP:Iteration 36Q (1810.580000 sec): 3 clusters Score: Raw -19366041.836546 + Penalty 3905.286825 = -19362136.549721 nChanged 44 SP:Iteration 37Q (1810.970000 sec): 3 clusters Score: Raw -19366051.178477 + Penalty 3905.286825 = -19362145.891652 nChanged 31 SP:Iteration 38Q (1811.360000 sec): 3 clusters Score: Raw -19366057.351112 + Penalty 3905.286825 = -19362152.064287 nChanged 27 SP:Iteration 39Q (1811.750000 sec): 3 clusters Score: Raw -19366063.358467 + Penalty 3905.286825 = -19362158.071642 nChanged 19 SP:Iteration 40F (1812.280000 sec): 3 clusters Score: Raw -19366067.847298 + Penalty 3905.286825 = -19362162.560473 nChanged 23 SP:Iteration 41Q (1812.670000 sec): 3 clusters Score: Raw -19366071.772564 + Penalty 3905.286825 = -19362166.485739 nChanged 22 SP:Iteration 42Q (1813.070000 sec): 3 clusters Score: Raw -19366077.213487 + Penalty 3905.286825 = -19362171.926662 nChanged 32 SP:Iteration 43Q (1813.460000 sec): 3 clusters Score: Raw -19366084.305572 + Penalty 3905.286825 = -19362179.018747 nChanged 27 SP:Iteration 44Q (1813.850000 sec): 3 clusters Score: Raw -19366090.108433 + Penalty 3905.286825 = -19362184.821608 nChanged 17 SP:Iteration 45Q (1814.240000 sec): 3 clusters Score: Raw -19366093.014851 + Penalty 3905.286825 = -19362187.728026 nChanged 18 SP:Iteration 46Q (1814.630000 sec): 3 clusters Score: Raw -19366096.437022 + Penalty 3905.286825 = -19362191.150197 nChanged 18 SP:Iteration 47Q (1815.010000 sec): 3 clusters Score: Raw -19366100.271492 + Penalty 3905.286825 = -19362194.984667 nChanged 20 SP:Iteration 48Q (1815.400000 sec): 3 clusters Score: Raw -19366104.158214 + Penalty 3905.286825 = -19362198.871389 nChanged 18 SP:Iteration 49Q (1815.790000 sec): 3 clusters Score: Raw -19366107.498007 + Penalty 3905.286825 = -19362202.211182 nChanged 14 SP:Iteration 50Q (1816.180000 sec): 3 clusters Score: Raw -19366109.447848 + Penalty 3905.286825 = -19362204.161023 nChanged 9 SP:Iteration 51Q (1816.570000 sec): 3 clusters Score: Raw -19366110.702109 + Penalty 3905.286825 = -19362205.415284 nChanged 12 SP:Iteration 52Q (1816.960000 sec): 3 clusters Score: Raw -19366112.798959 + Penalty 3905.286825 = -19362207.512134 nChanged 13 SP:Iteration 53Q (1817.350000 sec): 3 clusters Score: Raw -19366115.682555 + Penalty 3905.286825 = -19362210.395730 nChanged 12 SP:Iteration 54Q (1817.730000 sec): 3 clusters Score: Raw -19366118.235582 + Penalty 3905.286825 = -19362212.948757 nChanged 10 SP:Iteration 55Q (1818.130000 sec): 3 clusters Score: Raw -19366119.746259 + Penalty 3905.286825 = -19362214.459434 nChanged 8 SP:Iteration 56Q (1818.510000 sec): 3 clusters Score: Raw -19366120.930761 + Penalty 3905.286825 = -19362215.643936 nChanged 4 SP:Iteration 57Q (1818.900000 sec): 3 clusters Score: Raw -19366121.570458 + Penalty 3905.286825 = -19362216.283633 nChanged 3 SP:Iteration 58Q (1819.290000 sec): 3 clusters Score: Raw -19366122.285229 + Penalty 3905.286825 = -19362216.998404 nChanged 2 SP:Iteration 59Q (1819.680000 sec): 3 clusters Score: Raw -19366122.675064 + Penalty 3905.286825 = -19362217.388239 nChanged 8 SP:Iteration 60F (1820.200000 sec): 3 clusters Score: Raw -19366123.813931 + Penalty 3905.286825 = -19362218.527106 nChanged 2 SP:Iteration 61Q (1820.590000 sec): 3 clusters Score: Raw -19366123.981064 + Penalty 3905.286825 = -19362218.694239 nChanged 2 SP:Iteration 62Q (1820.980000 sec): 3 clusters Score: Raw -19366124.229032 + Penalty 3905.286825 = -19362218.942207 nChanged 4 SP:Iteration 63Q (1821.360000 sec): 3 clusters Score: Raw -19366124.750781 + Penalty 3905.286825 = -19362219.463956 nChanged 1 SP:Iteration 64Q (1821.750000 sec): 3 clusters Score: Raw -19366125.092567 + Penalty 3905.286825 = -19362219.805742 nChanged 1 SP:Iteration 65Q (1822.140000 sec): 3 clusters Score: Raw -19366125.166853 + Penalty 3905.286825 = -19362219.880028 nChanged 1 SP:Iteration 66Q (1822.530000 sec): 3 clusters Score: Raw -19366125.351562 + Penalty 3905.286825 = -19362220.064737 nChanged 3 SP:Iteration 67Q (1822.920000 sec): 3 clusters Score: Raw -19366125.843999 + Penalty 3905.286825 = -19362220.557174 nChanged 3 SP:Iteration 68Q (1823.310000 sec): 3 clusters Score: Raw -19366126.502635 + Penalty 3905.286825 = -19362221.215810 nChanged 1 SP:Iteration 69Q (1823.690000 sec): 3 clusters Score: Raw -19366126.643568 + Penalty 3905.286825 = -19362221.356743 nChanged 0 SP:Iteration 70F (1824.210000 sec): 3 clusters Score: Raw -19366126.643568 + Penalty 3905.286825 = -19362221.356743 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 14 (4625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.310000 sec): 2 clusters Score: Raw -558069.652996 + Penalty 1371.375143 = -556698.277853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.330000 sec): 3 clusters Score: Raw -555679.957740 + Penalty 2742.750286 = -552937.207453 nChanged 1862 SP:Iteration 1F (1824.340000 sec): 3 clusters Score: Raw -556675.658630 + Penalty 2742.750286 = -553932.908344 nChanged 327 SP:Iteration 2F (1824.350000 sec): 3 clusters Score: Raw -556827.199949 + Penalty 2742.750286 = -554084.449663 nChanged 210 SP:Iteration 3Q (1824.370000 sec): 3 clusters Score: Raw -556913.775709 + Penalty 2742.750286 = -554171.025423 nChanged 163 SP:Iteration 4Q (1824.380000 sec): 3 clusters Score: Raw -556972.550139 + Penalty 2742.750286 = -554229.799853 nChanged 113 SP:Iteration 5Q (1824.390000 sec): 3 clusters Score: Raw -557011.331346 + Penalty 2742.750286 = -554268.581059 nChanged 88 SP:Iteration 6Q (1824.410000 sec): 3 clusters Score: Raw -557038.706961 + Penalty 2742.750286 = -554295.956675 nChanged 76 SP:Iteration 7Q (1824.420000 sec): 3 clusters Score: Raw -557065.188132 + Penalty 2742.750286 = -554322.437846 nChanged 79 SP:Iteration 8Q (1824.430000 sec): 3 clusters Score: Raw -557098.949221 + Penalty 2742.750286 = -554356.198935 nChanged 86 SP:Iteration 9Q (1824.450000 sec): 3 clusters Score: Raw -557131.261217 + Penalty 2742.750286 = -554388.510931 nChanged 91 SP:Iteration 10Q (1824.460000 sec): 3 clusters Score: Raw -557169.190479 + Penalty 2742.750286 = -554426.440192 nChanged 90 SP:Iteration 11Q (1824.470000 sec): 3 clusters Score: Raw -557203.515997 + Penalty 2742.750286 = -554460.765711 nChanged 88 SP:Iteration 12Q (1824.490000 sec): 3 clusters Score: Raw -557236.674376 + Penalty 2742.750286 = -554493.924089 nChanged 90 SP:Iteration 13Q (1824.500000 sec): 3 clusters Score: Raw -557272.947164 + Penalty 2742.750286 = -554530.196878 nChanged 85 SP:Iteration 14Q (1824.510000 sec): 3 clusters Score: Raw -557310.514754 + Penalty 2742.750286 = -554567.764468 nChanged 92 SP:Iteration 15Q (1824.530000 sec): 3 clusters Score: Raw -557357.299980 + Penalty 2742.750286 = -554614.549694 nChanged 99 SP:Iteration 16Q (1824.540000 sec): 3 clusters Score: Raw -557413.486174 + Penalty 2742.750286 = -554670.735888 nChanged 107 SP:Iteration 17Q (1824.550000 sec): 3 clusters Score: Raw -557472.088719 + Penalty 2742.750286 = -554729.338433 nChanged 115 SP:Iteration 18Q (1824.570000 sec): 3 clusters Score: Raw -557552.542592 + Penalty 2742.750286 = -554809.792306 nChanged 133 SP:Iteration 19Q (1824.580000 sec): 3 clusters Score: Raw -557636.540698 + Penalty 2742.750286 = -554893.790412 nChanged 127 SP:Iteration 20F (1824.590000 sec): 3 clusters Score: Raw -557722.979102 + Penalty 2742.750286 = -554980.228816 nChanged 126 SP:Iteration 21Q (1824.610000 sec): 3 clusters Score: Raw -557792.129722 + Penalty 2742.750286 = -555049.379436 nChanged 88 SP:Iteration 22Q (1824.620000 sec): 3 clusters Score: Raw -557838.371200 + Penalty 2742.750286 = -555095.620914 nChanged 90 SP:Iteration 23Q (1824.630000 sec): 3 clusters Score: Raw -557883.222606 + Penalty 2742.750286 = -555140.472320 nChanged 90 SP:Iteration 24Q (1824.650000 sec): 3 clusters Score: Raw -557936.161777 + Penalty 2742.750286 = -555193.411491 nChanged 85 SP:Iteration 25Q (1824.660000 sec): 3 clusters Score: Raw -557980.434878 + Penalty 2742.750286 = -555237.684591 nChanged 72 SP:Iteration 26Q (1824.670000 sec): 3 clusters Score: Raw -558010.211692 + Penalty 2742.750286 = -555267.461405 nChanged 54 SP:Iteration 27Q (1824.690000 sec): 3 clusters Score: Raw -558031.979586 + Penalty 2742.750286 = -555289.229300 nChanged 40 SP:Iteration 28Q (1824.700000 sec): 3 clusters Score: Raw -558049.732534 + Penalty 2742.750286 = -555306.982248 nChanged 40 SP:Iteration 29Q (1824.710000 sec): 3 clusters Score: Raw -558064.282661 + Penalty 2742.750286 = -555321.532374 nChanged 31 SP:Iteration 30Q (1824.720000 sec): 3 clusters Score: Raw -558078.287634 + Penalty 2742.750286 = -555335.537348 nChanged 40 SP:Iteration 31Q (1824.730000 sec): 3 clusters Score: Raw -558092.079037 + Penalty 2742.750286 = -555349.328750 nChanged 30 SP:Iteration 32Q (1824.750000 sec): 3 clusters Score: Raw -558104.192460 + Penalty 2742.750286 = -555361.442174 nChanged 28 SP:Iteration 33Q (1824.760000 sec): 3 clusters Score: Raw -558114.022150 + Penalty 2742.750286 = -555371.271864 nChanged 25 SP:Iteration 34Q (1824.770000 sec): 3 clusters Score: Raw -558123.256377 + Penalty 2742.750286 = -555380.506091 nChanged 22 SP:Iteration 35Q (1824.780000 sec): 3 clusters Score: Raw -558130.678066 + Penalty 2742.750286 = -555387.927779 nChanged 25 SP:Iteration 36Q (1824.790000 sec): 3 clusters Score: Raw -558139.252424 + Penalty 2742.750286 = -555396.502138 nChanged 20 SP:Iteration 37Q (1824.810000 sec): 3 clusters Score: Raw -558145.391781 + Penalty 2742.750286 = -555402.641495 nChanged 19 SP:Iteration 38Q (1824.820000 sec): 3 clusters Score: Raw -558152.032174 + Penalty 2742.750286 = -555409.281888 nChanged 20 SP:Iteration 39Q (1824.830000 sec): 3 clusters Score: Raw -558158.346442 + Penalty 2742.750286 = -555415.596156 nChanged 14 SP:Iteration 40F (1824.840000 sec): 3 clusters Score: Raw -558162.452144 + Penalty 2742.750286 = -555419.701858 nChanged 14 SP:Iteration 41Q (1824.850000 sec): 3 clusters Score: Raw -558166.535816 + Penalty 2742.750286 = -555423.785529 nChanged 14 SP:Iteration 42Q (1824.870000 sec): 3 clusters Score: Raw -558170.262136 + Penalty 2742.750286 = -555427.511850 nChanged 10 SP:Iteration 43Q (1824.880000 sec): 3 clusters Score: Raw -558173.646119 + Penalty 2742.750286 = -555430.895833 nChanged 7 SP:Iteration 44Q (1824.890000 sec): 3 clusters Score: Raw -558175.426036 + Penalty 2742.750286 = -555432.675749 nChanged 7 SP:Iteration 45Q (1824.900000 sec): 3 clusters Score: Raw -558177.061161 + Penalty 2742.750286 = -555434.310875 nChanged 7 SP:Iteration 46Q (1824.910000 sec): 3 clusters Score: Raw -558178.890232 + Penalty 2742.750286 = -555436.139946 nChanged 5 SP:Iteration 47Q (1824.930000 sec): 3 clusters Score: Raw -558179.984637 + Penalty 2742.750286 = -555437.234351 nChanged 3 SP:Iteration 48Q (1824.940000 sec): 3 clusters Score: Raw -558180.546777 + Penalty 2742.750286 = -555437.796490 nChanged 1 SP:Iteration 49Q (1824.950000 sec): 3 clusters Score: Raw -558181.265477 + Penalty 2742.750286 = -555438.515191 nChanged 3 SP:Iteration 50Q (1824.960000 sec): 3 clusters Score: Raw -558182.323462 + Penalty 2742.750286 = -555439.573176 nChanged 6 SP:Iteration 51Q (1824.970000 sec): 3 clusters Score: Raw -558183.774280 + Penalty 2742.750286 = -555441.023993 nChanged 4 SP:Iteration 52Q (1824.990000 sec): 3 clusters Score: Raw -558184.524546 + Penalty 2742.750286 = -555441.774260 nChanged 4 SP:Iteration 53Q (1825.000000 sec): 3 clusters Score: Raw -558185.436729 + Penalty 2742.750286 = -555442.686442 nChanged 4 SP:Iteration 54Q (1825.010000 sec): 3 clusters Score: Raw -558186.720759 + Penalty 2742.750286 = -555443.970472 nChanged 8 SP:Iteration 55Q (1825.020000 sec): 3 clusters Score: Raw -558188.763889 + Penalty 2742.750286 = -555446.013602 nChanged 6 SP:Iteration 56Q (1825.030000 sec): 3 clusters Score: Raw -558189.787144 + Penalty 2742.750286 = -555447.036858 nChanged 3 SP:Iteration 57Q (1825.050000 sec): 3 clusters Score: Raw -558190.761498 + Penalty 2742.750286 = -555448.011212 nChanged 1 SP:Iteration 58Q (1825.060000 sec): 3 clusters Score: Raw -558190.904477 + Penalty 2742.750286 = -555448.154190 nChanged 0 SP:Iteration 59F (1825.070000 sec): 3 clusters Score: Raw -558190.904477 + Penalty 2742.750286 = -555448.154190 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 15 (1908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.080000 sec): 2 clusters Score: Raw -213115.946451 + Penalty 1227.494263 = -211888.452187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.090000 sec): 3 clusters Score: Raw -212289.187408 + Penalty 2454.988527 = -209834.198881 nChanged 690 SP:Iteration 1F (1825.090000 sec): 3 clusters Score: Raw -212796.212039 + Penalty 2454.988527 = -210341.223512 nChanged 170 SP:Iteration 2F (1825.100000 sec): 3 clusters Score: Raw -212956.888602 + Penalty 2454.988527 = -210501.900075 nChanged 114 SP:Iteration 3F (1825.110000 sec): 3 clusters Score: Raw -213058.641584 + Penalty 2454.988527 = -210603.653057 nChanged 93 SP:Iteration 4Q (1825.110000 sec): 3 clusters Score: Raw -213146.699981 + Penalty 2454.988527 = -210691.711454 nChanged 64 SP:Iteration 5Q (1825.120000 sec): 3 clusters Score: Raw -213215.817258 + Penalty 2454.988527 = -210760.828731 nChanged 62 SP:Iteration 6Q (1825.120000 sec): 3 clusters Score: Raw -213278.091429 + Penalty 2454.988527 = -210823.102902 nChanged 58 SP:Iteration 7Q (1825.130000 sec): 3 clusters Score: Raw -213343.236280 + Penalty 2454.988527 = -210888.247753 nChanged 55 SP:Iteration 8Q (1825.130000 sec): 3 clusters Score: Raw -213405.965163 + Penalty 2454.988527 = -210950.976636 nChanged 56 SP:Iteration 9Q (1825.140000 sec): 3 clusters Score: Raw -213473.026163 + Penalty 2454.988527 = -211018.037636 nChanged 69 SP:Iteration 10Q (1825.140000 sec): 3 clusters Score: Raw -213552.669009 + Penalty 2454.988527 = -211097.680482 nChanged 62 SP:Iteration 11Q (1825.150000 sec): 3 clusters Score: Raw -213647.667980 + Penalty 2454.988527 = -211192.679453 nChanged 78 SP:Iteration 12Q (1825.150000 sec): 3 clusters Score: Raw -213804.378214 + Penalty 2454.988527 = -211349.389687 nChanged 103 SP:Iteration 13F (1825.160000 sec): 3 clusters Score: Raw -214258.490908 + Penalty 2454.988527 = -211803.502381 nChanged 109 SP:Iteration 14F (1825.170000 sec): 3 clusters Score: Raw -215331.386051 + Penalty 2454.988527 = -212876.397524 nChanged 97 SP:Iteration 15F (1825.170000 sec): 3 clusters Score: Raw -215754.569879 + Penalty 2454.988527 = -213299.581352 nChanged 88 SP:Iteration 16Q (1825.170000 sec): 3 clusters Score: Raw -215990.555114 + Penalty 2454.988527 = -213535.566587 nChanged 58 SP:Iteration 17Q (1825.180000 sec): 3 clusters Score: Raw -216197.744029 + Penalty 2454.988527 = -213742.755502 nChanged 47 SP:Iteration 18Q (1825.180000 sec): 3 clusters Score: Raw -216791.113467 + Penalty 2454.988527 = -214336.124940 nChanged 4 SP:Iteration 19Q (1825.190000 sec): 3 clusters Score: Raw -216978.657147 + Penalty 2454.988527 = -214523.668620 nChanged 0 SP:Iteration 20F (1825.190000 sec): 3 clusters Score: Raw -216978.657147 + Penalty 2454.988527 = -214523.668620 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 10.26 GB. Trying to split cluster 16 (4429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.220000 sec): 2 clusters Score: Raw -509467.690421 + Penalty 1364.338479 = -508103.351941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.230000 sec): 3 clusters Score: Raw -507183.686452 + Penalty 2728.676959 = -504455.009493 nChanged 1770 SP:Iteration 1F (1825.240000 sec): 3 clusters Score: Raw -508115.476719 + Penalty 2728.676959 = -505386.799760 nChanged 303 SP:Iteration 2F (1825.260000 sec): 3 clusters Score: Raw -508285.935616 + Penalty 2728.676959 = -505557.258657 nChanged 224 SP:Iteration 3F (1825.270000 sec): 3 clusters Score: Raw -508391.004624 + Penalty 2728.676959 = -505662.327665 nChanged 176 SP:Iteration 4Q (1825.280000 sec): 3 clusters Score: Raw -508477.316019 + Penalty 2728.676959 = -505748.639061 nChanged 170 SP:Iteration 5Q (1825.290000 sec): 3 clusters Score: Raw -508567.326370 + Penalty 2728.676959 = -505838.649412 nChanged 161 SP:Iteration 6Q (1825.310000 sec): 3 clusters Score: Raw -508655.091811 + Penalty 2728.676959 = -505926.414852 nChanged 156 SP:Iteration 7Q (1825.320000 sec): 3 clusters Score: Raw -508748.567644 + Penalty 2728.676959 = -506019.890685 nChanged 164 SP:Iteration 8Q (1825.330000 sec): 3 clusters Score: Raw -508855.231074 + Penalty 2728.676959 = -506126.554115 nChanged 153 SP:Iteration 9Q (1825.350000 sec): 3 clusters Score: Raw -508956.657572 + Penalty 2728.676959 = -506227.980613 nChanged 134 SP:Iteration 10Q (1825.360000 sec): 3 clusters Score: Raw -509046.588303 + Penalty 2728.676959 = -506317.911344 nChanged 102 SP:Iteration 11Q (1825.370000 sec): 3 clusters Score: Raw -509115.870541 + Penalty 2728.676959 = -506387.193582 nChanged 104 SP:Iteration 12Q (1825.390000 sec): 3 clusters Score: Raw -509197.507756 + Penalty 2728.676959 = -506468.830797 nChanged 108 SP:Iteration 13Q (1825.400000 sec): 3 clusters Score: Raw -509286.662772 + Penalty 2728.676959 = -506557.985813 nChanged 80 SP:Iteration 14Q (1825.410000 sec): 3 clusters Score: Raw -509353.887367 + Penalty 2728.676959 = -506625.210409 nChanged 64 SP:Iteration 15Q (1825.420000 sec): 3 clusters Score: Raw -509411.137545 + Penalty 2728.676959 = -506682.460586 nChanged 57 SP:Iteration 16Q (1825.430000 sec): 3 clusters Score: Raw -509469.224672 + Penalty 2728.676959 = -506740.547714 nChanged 40 SP:Iteration 17Q (1825.440000 sec): 3 clusters Score: Raw -509507.252195 + Penalty 2728.676959 = -506778.575237 nChanged 30 SP:Iteration 18Q (1825.450000 sec): 3 clusters Score: Raw -509535.839094 + Penalty 2728.676959 = -506807.162135 nChanged 16 SP:Iteration 19Q (1825.470000 sec): 3 clusters Score: Raw -509552.806652 + Penalty 2728.676959 = -506824.129693 nChanged 14 SP:Iteration 20F (1825.480000 sec): 3 clusters Score: Raw -509571.695148 + Penalty 2728.676959 = -506843.018189 nChanged 12 SP:Iteration 21Q (1825.490000 sec): 3 clusters Score: Raw -509585.280033 + Penalty 2728.676959 = -506856.603074 nChanged 5 SP:Iteration 22Q (1825.500000 sec): 3 clusters Score: Raw -509590.692885 + Penalty 2728.676959 = -506862.015926 nChanged 5 SP:Iteration 23Q (1825.510000 sec): 3 clusters Score: Raw -509593.765318 + Penalty 2728.676959 = -506865.088359 nChanged 2 SP:Iteration 24Q (1825.520000 sec): 3 clusters Score: Raw -509595.413641 + Penalty 2728.676959 = -506866.736682 nChanged 0 SP:Iteration 25F (1825.530000 sec): 3 clusters Score: Raw -509595.413641 + Penalty 2728.676959 = -506866.736682 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.540000 sec): 2 clusters Score: Raw -19814.862100 + Penalty 854.342998 = -18960.519102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.540000 sec): 3 clusters Score: Raw -19957.217066 + Penalty 1708.685996 = -18248.531070 nChanged 32 SP:Iteration 1F (1825.540000 sec): 3 clusters Score: Raw -20058.852203 + Penalty 1708.685996 = -18350.166207 nChanged 6 SP:Iteration 2Q (1825.540000 sec): 3 clusters Score: Raw -20086.527253 + Penalty 1708.685996 = -18377.841257 nChanged 7 SP:Iteration 3Q (1825.540000 sec): 3 clusters Score: Raw -20108.628038 + Penalty 1708.685996 = -18399.942042 nChanged 1 SP:Iteration 4Q (1825.540000 sec): 3 clusters Score: Raw -20109.848299 + Penalty 1708.685996 = -18401.162303 nChanged 0 SP:Iteration 5F (1825.540000 sec): 3 clusters Score: Raw -20109.848299 + Penalty 1708.685996 = -18401.162303 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 18 (25677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.630000 sec): 2 clusters Score: Raw -3137871.308052 + Penalty 1649.919526 = -3136221.388526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.710000 sec): 3 clusters Score: Raw -3122155.896042 + Penalty 3299.839052 = -3118856.056990 nChanged 11778 SP:Iteration 1F (1825.780000 sec): 3 clusters Score: Raw -3128512.340520 + Penalty 3299.839052 = -3125212.501468 nChanged 1086 SP:Iteration 2Q (1825.860000 sec): 3 clusters Score: Raw -3128839.971479 + Penalty 3299.839052 = -3125540.132427 nChanged 1011 SP:Iteration 3Q (1825.940000 sec): 3 clusters Score: Raw -3129194.565902 + Penalty 3299.839052 = -3125894.726850 nChanged 1096 SP:Iteration 4Q (1826.020000 sec): 3 clusters Score: Raw -3129649.315460 + Penalty 3299.839052 = -3126349.476408 nChanged 1254 SP:Iteration 5Q (1826.100000 sec): 3 clusters Score: Raw -3130270.737628 + Penalty 3299.839052 = -3126970.898576 nChanged 1457 SP:Iteration 6F (1826.170000 sec): 3 clusters Score: Raw -3131159.955348 + Penalty 3299.839052 = -3127860.116297 nChanged 1667 SP:Iteration 7F (1826.250000 sec): 3 clusters Score: Raw -3132415.634301 + Penalty 3299.839052 = -3129115.795249 nChanged 1785 SP:Iteration 8F (1826.330000 sec): 3 clusters Score: Raw -3134044.477510 + Penalty 3299.839052 = -3130744.638458 nChanged 1678 SP:Iteration 9F (1826.400000 sec): 3 clusters Score: Raw -3135416.819293 + Penalty 3299.839052 = -3132116.980241 nChanged 1163 SP:Iteration 10Q (1826.480000 sec): 3 clusters Score: Raw -3136050.753501 + Penalty 3299.839052 = -3132750.914449 nChanged 634 SP:Iteration 11Q (1826.550000 sec): 3 clusters Score: Raw -3136272.953984 + Penalty 3299.839052 = -3132973.114932 nChanged 361 SP:Iteration 12Q (1826.630000 sec): 3 clusters Score: Raw -3136373.427621 + Penalty 3299.839052 = -3133073.588569 nChanged 269 SP:Iteration 13Q (1826.700000 sec): 3 clusters Score: Raw -3136446.817296 + Penalty 3299.839052 = -3133146.978245 nChanged 251 SP:Iteration 14Q (1826.770000 sec): 3 clusters Score: Raw -3136512.206319 + Penalty 3299.839052 = -3133212.367267 nChanged 238 SP:Iteration 15Q (1826.850000 sec): 3 clusters Score: Raw -3136570.810612 + Penalty 3299.839052 = -3133270.971561 nChanged 218 SP:Iteration 16Q (1826.920000 sec): 3 clusters Score: Raw -3136620.428163 + Penalty 3299.839052 = -3133320.589111 nChanged 201 SP:Iteration 17Q (1826.990000 sec): 3 clusters Score: Raw -3136662.142470 + Penalty 3299.839052 = -3133362.303418 nChanged 169 SP:Iteration 18Q (1827.060000 sec): 3 clusters Score: Raw -3136696.008995 + Penalty 3299.839052 = -3133396.169943 nChanged 167 SP:Iteration 19Q (1827.130000 sec): 3 clusters Score: Raw -3136728.951934 + Penalty 3299.839052 = -3133429.112882 nChanged 163 SP:Iteration 20F (1827.210000 sec): 3 clusters Score: Raw -3136763.236461 + Penalty 3299.839052 = -3133463.397409 nChanged 159 SP:Iteration 21Q (1827.280000 sec): 3 clusters Score: Raw -3136794.001804 + Penalty 3299.839052 = -3133494.162752 nChanged 162 SP:Iteration 22Q (1827.350000 sec): 3 clusters Score: Raw -3136824.862625 + Penalty 3299.839052 = -3133525.023573 nChanged 171 SP:Iteration 23Q (1827.420000 sec): 3 clusters Score: Raw -3136860.048037 + Penalty 3299.839052 = -3133560.208985 nChanged 180 SP:Iteration 24Q (1827.490000 sec): 3 clusters Score: Raw -3136898.308679 + Penalty 3299.839052 = -3133598.469627 nChanged 175 SP:Iteration 25Q (1827.560000 sec): 3 clusters Score: Raw -3136936.173979 + Penalty 3299.839052 = -3133636.334927 nChanged 155 SP:Iteration 26Q (1827.630000 sec): 3 clusters Score: Raw -3136968.682268 + Penalty 3299.839052 = -3133668.843216 nChanged 183 SP:Iteration 27Q (1827.700000 sec): 3 clusters Score: Raw -3137009.253998 + Penalty 3299.839052 = -3133709.414947 nChanged 172 SP:Iteration 28Q (1827.770000 sec): 3 clusters Score: Raw -3137047.203627 + Penalty 3299.839052 = -3133747.364575 nChanged 177 SP:Iteration 29Q (1827.830000 sec): 3 clusters Score: Raw -3137087.004010 + Penalty 3299.839052 = -3133787.164958 nChanged 186 SP:Iteration 30Q (1827.900000 sec): 3 clusters Score: Raw -3137136.460855 + Penalty 3299.839052 = -3133836.621803 nChanged 194 SP:Iteration 31Q (1827.970000 sec): 3 clusters Score: Raw -3137183.502222 + Penalty 3299.839052 = -3133883.663171 nChanged 184 SP:Iteration 32Q (1828.030000 sec): 3 clusters Score: Raw -3137232.858836 + Penalty 3299.839052 = -3133933.019784 nChanged 186 SP:Iteration 33Q (1828.100000 sec): 3 clusters Score: Raw -3137289.980353 + Penalty 3299.839052 = -3133990.141301 nChanged 193 SP:Iteration 34Q (1828.170000 sec): 3 clusters Score: Raw -3137351.063496 + Penalty 3299.839052 = -3134051.224444 nChanged 184 SP:Iteration 35Q (1828.230000 sec): 3 clusters Score: Raw -3137405.020299 + Penalty 3299.839052 = -3134105.181247 nChanged 175 SP:Iteration 36Q (1828.300000 sec): 3 clusters Score: Raw -3137454.637559 + Penalty 3299.839052 = -3134154.798507 nChanged 168 SP:Iteration 37Q (1828.370000 sec): 3 clusters Score: Raw -3137501.275262 + Penalty 3299.839052 = -3134201.436210 nChanged 153 SP:Iteration 38Q (1828.430000 sec): 3 clusters Score: Raw -3137545.082435 + Penalty 3299.839052 = -3134245.243383 nChanged 153 SP:Iteration 39Q (1828.490000 sec): 3 clusters Score: Raw -3137589.336239 + Penalty 3299.839052 = -3134289.497188 nChanged 150 SP:Iteration 40F (1828.570000 sec): 3 clusters Score: Raw -3137633.053301 + Penalty 3299.839052 = -3134333.214249 nChanged 157 SP:Iteration 41Q (1828.630000 sec): 3 clusters Score: Raw -3137678.290900 + Penalty 3299.839052 = -3134378.451849 nChanged 138 SP:Iteration 42Q (1828.690000 sec): 3 clusters Score: Raw -3137720.162986 + Penalty 3299.839052 = -3134420.323935 nChanged 132 SP:Iteration 43Q (1828.760000 sec): 3 clusters Score: Raw -3137760.124724 + Penalty 3299.839052 = -3134460.285672 nChanged 141 SP:Iteration 44Q (1828.820000 sec): 3 clusters Score: Raw -3137805.516351 + Penalty 3299.839052 = -3134505.677299 nChanged 136 SP:Iteration 45Q (1828.880000 sec): 3 clusters Score: Raw -3137847.640901 + Penalty 3299.839052 = -3134547.801849 nChanged 124 SP:Iteration 46Q (1828.940000 sec): 3 clusters Score: Raw -3137884.549929 + Penalty 3299.839052 = -3134584.710878 nChanged 111 SP:Iteration 47Q (1829.000000 sec): 3 clusters Score: Raw -3137916.861595 + Penalty 3299.839052 = -3134617.022543 nChanged 99 SP:Iteration 48Q (1829.060000 sec): 3 clusters Score: Raw -3137947.540382 + Penalty 3299.839052 = -3134647.701330 nChanged 92 SP:Iteration 49Q (1829.120000 sec): 3 clusters Score: Raw -3137974.833739 + Penalty 3299.839052 = -3134674.994687 nChanged 75 SP:Iteration 50Q (1829.180000 sec): 3 clusters Score: Raw -3137996.864127 + Penalty 3299.839052 = -3134697.025076 nChanged 67 SP:Iteration 51Q (1829.240000 sec): 3 clusters Score: Raw -3138014.316090 + Penalty 3299.839052 = -3134714.477038 nChanged 61 SP:Iteration 52Q (1829.300000 sec): 3 clusters Score: Raw -3138032.246540 + Penalty 3299.839052 = -3134732.407488 nChanged 53 SP:Iteration 53Q (1829.360000 sec): 3 clusters Score: Raw -3138045.081742 + Penalty 3299.839052 = -3134745.242690 nChanged 43 SP:Iteration 54Q (1829.420000 sec): 3 clusters Score: Raw -3138053.127141 + Penalty 3299.839052 = -3134753.288089 nChanged 30 SP:Iteration 55Q (1829.480000 sec): 3 clusters Score: Raw -3138062.265799 + Penalty 3299.839052 = -3134762.426747 nChanged 41 SP:Iteration 56Q (1829.540000 sec): 3 clusters Score: Raw -3138074.852870 + Penalty 3299.839052 = -3134775.013818 nChanged 42 SP:Iteration 57Q (1829.590000 sec): 3 clusters Score: Raw -3138086.433388 + Penalty 3299.839052 = -3134786.594337 nChanged 32 SP:Iteration 58Q (1829.650000 sec): 3 clusters Score: Raw -3138095.595125 + Penalty 3299.839052 = -3134795.756073 nChanged 32 SP:Iteration 59Q (1829.710000 sec): 3 clusters Score: Raw -3138102.713100 + Penalty 3299.839052 = -3134802.874048 nChanged 17 SP:Iteration 60F (1829.790000 sec): 3 clusters Score: Raw -3138106.584425 + Penalty 3299.839052 = -3134806.745374 nChanged 18 SP:Iteration 61Q (1829.850000 sec): 3 clusters Score: Raw -3138111.267370 + Penalty 3299.839052 = -3134811.428318 nChanged 22 SP:Iteration 62Q (1829.910000 sec): 3 clusters Score: Raw -3138116.754147 + Penalty 3299.839052 = -3134816.915095 nChanged 25 SP:Iteration 63Q (1829.960000 sec): 3 clusters Score: Raw -3138122.408248 + Penalty 3299.839052 = -3134822.569197 nChanged 19 SP:Iteration 64Q (1830.020000 sec): 3 clusters Score: Raw -3138127.017359 + Penalty 3299.839052 = -3134827.178307 nChanged 22 SP:Iteration 65Q (1830.080000 sec): 3 clusters Score: Raw -3138132.559808 + Penalty 3299.839052 = -3134832.720757 nChanged 19 SP:Iteration 66Q (1830.140000 sec): 3 clusters Score: Raw -3138136.268369 + Penalty 3299.839052 = -3134836.429317 nChanged 14 SP:Iteration 67Q (1830.190000 sec): 3 clusters Score: Raw -3138140.098707 + Penalty 3299.839052 = -3134840.259656 nChanged 11 SP:Iteration 68Q (1830.250000 sec): 3 clusters Score: Raw -3138142.683986 + Penalty 3299.839052 = -3134842.844934 nChanged 9 SP:Iteration 69Q (1830.310000 sec): 3 clusters Score: Raw -3138144.675282 + Penalty 3299.839052 = -3134844.836230 nChanged 9 SP:Iteration 70Q (1830.370000 sec): 3 clusters Score: Raw -3138147.574553 + Penalty 3299.839052 = -3134847.735501 nChanged 15 SP:Iteration 71Q (1830.430000 sec): 3 clusters Score: Raw -3138152.173063 + Penalty 3299.839052 = -3134852.334012 nChanged 17 SP:Iteration 72Q (1830.480000 sec): 3 clusters Score: Raw -3138156.556251 + Penalty 3299.839052 = -3134856.717199 nChanged 9 SP:Iteration 73Q (1830.540000 sec): 3 clusters Score: Raw -3138159.027516 + Penalty 3299.839052 = -3134859.188465 nChanged 8 SP:Iteration 74Q (1830.600000 sec): 3 clusters Score: Raw -3138161.050853 + Penalty 3299.839052 = -3134861.211801 nChanged 6 SP:Iteration 75Q (1830.650000 sec): 3 clusters Score: Raw -3138162.337520 + Penalty 3299.839052 = -3134862.498468 nChanged 8 SP:Iteration 76Q (1830.710000 sec): 3 clusters Score: Raw -3138164.175272 + Penalty 3299.839052 = -3134864.336220 nChanged 8 SP:Iteration 77Q (1830.770000 sec): 3 clusters Score: Raw -3138165.484655 + Penalty 3299.839052 = -3134865.645603 nChanged 8 SP:Iteration 78Q (1830.830000 sec): 3 clusters Score: Raw -3138167.372992 + Penalty 3299.839052 = -3134867.533940 nChanged 5 SP:Iteration 79Q (1830.890000 sec): 3 clusters Score: Raw -3138168.168110 + Penalty 3299.839052 = -3134868.329058 nChanged 5 SP:Iteration 80F (1830.960000 sec): 3 clusters Score: Raw -3138169.069946 + Penalty 3299.839052 = -3134869.230894 nChanged 4 SP:Iteration 81Q (1831.020000 sec): 3 clusters Score: Raw -3138169.968225 + Penalty 3299.839052 = -3134870.129174 nChanged 3 SP:Iteration 82Q (1831.070000 sec): 3 clusters Score: Raw -3138170.606659 + Penalty 3299.839052 = -3134870.767607 nChanged 1 SP:Iteration 83Q (1831.130000 sec): 3 clusters Score: Raw -3138171.022806 + Penalty 3299.839052 = -3134871.183754 nChanged 3 SP:Iteration 84Q (1831.190000 sec): 3 clusters Score: Raw -3138171.931925 + Penalty 3299.839052 = -3134872.092873 nChanged 3 SP:Iteration 85Q (1831.250000 sec): 3 clusters Score: Raw -3138172.460188 + Penalty 3299.839052 = -3134872.621136 nChanged 5 SP:Iteration 86Q (1831.300000 sec): 3 clusters Score: Raw -3138174.371698 + Penalty 3299.839052 = -3134874.532646 nChanged 8 SP:Iteration 87Q (1831.360000 sec): 3 clusters Score: Raw -3138176.047573 + Penalty 3299.839052 = -3134876.208521 nChanged 3 SP:Iteration 88Q (1831.420000 sec): 3 clusters Score: Raw -3138176.901423 + Penalty 3299.839052 = -3134877.062371 nChanged 3 SP:Iteration 89Q (1831.470000 sec): 3 clusters Score: Raw -3138177.536447 + Penalty 3299.839052 = -3134877.697395 nChanged 0 SP:Iteration 90F (1831.550000 sec): 3 clusters Score: Raw -3138177.536447 + Penalty 3299.839052 = -3134877.697395 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 20 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.570000 sec): 2 clusters Score: Raw -133581.084525 + Penalty 1151.458988 = -132429.625537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.570000 sec): 3 clusters Score: Raw -133175.752776 + Penalty 2302.917976 = -130872.834800 nChanged 388 SP:Iteration 1F (1831.580000 sec): 3 clusters Score: Raw -133554.300691 + Penalty 2302.917976 = -131251.382715 nChanged 114 SP:Iteration 2F (1831.580000 sec): 3 clusters Score: Raw -133784.460726 + Penalty 2302.917976 = -131481.542750 nChanged 90 SP:Iteration 3F (1831.590000 sec): 3 clusters Score: Raw -133945.297802 + Penalty 2302.917976 = -131642.379826 nChanged 54 SP:Iteration 4Q (1831.590000 sec): 3 clusters Score: Raw -134036.441649 + Penalty 2302.917976 = -131733.523673 nChanged 44 SP:Iteration 5Q (1831.590000 sec): 3 clusters Score: Raw -134090.914117 + Penalty 2302.917976 = -131787.996141 nChanged 40 SP:Iteration 6Q (1831.600000 sec): 3 clusters Score: Raw -134134.546388 + Penalty 2302.917976 = -131831.628412 nChanged 31 SP:Iteration 7Q (1831.600000 sec): 3 clusters Score: Raw -134164.553254 + Penalty 2302.917976 = -131861.635278 nChanged 25 SP:Iteration 8Q (1831.610000 sec): 3 clusters Score: Raw -134196.367806 + Penalty 2302.917976 = -131893.449830 nChanged 18 SP:Iteration 9Q (1831.610000 sec): 3 clusters Score: Raw -134219.249097 + Penalty 2302.917976 = -131916.331121 nChanged 16 SP:Iteration 10Q (1831.610000 sec): 3 clusters Score: Raw -134236.690368 + Penalty 2302.917976 = -131933.772392 nChanged 22 SP:Iteration 11Q (1831.620000 sec): 3 clusters Score: Raw -134262.073938 + Penalty 2302.917976 = -131959.155962 nChanged 15 SP:Iteration 12Q (1831.620000 sec): 3 clusters Score: Raw -134277.835650 + Penalty 2302.917976 = -131974.917674 nChanged 10 SP:Iteration 13Q (1831.620000 sec): 3 clusters Score: Raw -134287.914655 + Penalty 2302.917976 = -131984.996679 nChanged 10 SP:Iteration 14Q (1831.620000 sec): 3 clusters Score: Raw -134298.773223 + Penalty 2302.917976 = -131995.855247 nChanged 7 SP:Iteration 15Q (1831.630000 sec): 3 clusters Score: Raw -134304.706865 + Penalty 2302.917976 = -132001.788889 nChanged 10 SP:Iteration 16Q (1831.630000 sec): 3 clusters Score: Raw -134318.418252 + Penalty 2302.917976 = -132015.500276 nChanged 10 SP:Iteration 17Q (1831.640000 sec): 3 clusters Score: Raw -134327.701197 + Penalty 2302.917976 = -132024.783221 nChanged 9 SP:Iteration 18Q (1831.640000 sec): 3 clusters Score: Raw -134339.769298 + Penalty 2302.917976 = -132036.851322 nChanged 7 SP:Iteration 19Q (1831.640000 sec): 3 clusters Score: Raw -134348.077955 + Penalty 2302.917976 = -132045.159979 nChanged 8 SP:Iteration 20F (1831.640000 sec): 3 clusters Score: Raw -134357.015888 + Penalty 2302.917976 = -132054.097913 nChanged 11 SP:Iteration 21Q (1831.650000 sec): 3 clusters Score: Raw -134370.188848 + Penalty 2302.917976 = -132067.270872 nChanged 14 SP:Iteration 22Q (1831.650000 sec): 3 clusters Score: Raw -134395.494818 + Penalty 2302.917976 = -132092.576842 nChanged 12 SP:Iteration 23Q (1831.650000 sec): 3 clusters Score: Raw -134421.189998 + Penalty 2302.917976 = -132118.272022 nChanged 9 SP:Iteration 24Q (1831.660000 sec): 3 clusters Score: Raw -134438.440459 + Penalty 2302.917976 = -132135.522483 nChanged 10 SP:Iteration 25Q (1831.660000 sec): 3 clusters Score: Raw -134448.616402 + Penalty 2302.917976 = -132145.698426 nChanged 7 SP:Iteration 26Q (1831.660000 sec): 3 clusters Score: Raw -134455.897277 + Penalty 2302.917976 = -132152.979301 nChanged 6 SP:Iteration 27Q (1831.660000 sec): 3 clusters Score: Raw -134462.186014 + Penalty 2302.917976 = -132159.268038 nChanged 1 SP:Iteration 28Q (1831.670000 sec): 3 clusters Score: Raw -134462.845234 + Penalty 2302.917976 = -132159.927258 nChanged 1 SP:Iteration 29Q (1831.670000 sec): 3 clusters Score: Raw -134464.877108 + Penalty 2302.917976 = -132161.959132 nChanged 0 SP:Iteration 30F (1831.670000 sec): 3 clusters Score: Raw -134464.877108 + Penalty 2302.917976 = -132161.959132 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 21 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.680000 sec): 2 clusters Score: Raw -195091.664166 + Penalty 1212.609928 = -193879.054239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.690000 sec): 3 clusters Score: Raw -194367.857956 + Penalty 2425.219855 = -191942.638100 nChanged 618 SP:Iteration 1F (1831.690000 sec): 3 clusters Score: Raw -194811.102409 + Penalty 2425.219855 = -192385.882554 nChanged 128 SP:Iteration 2F (1831.700000 sec): 3 clusters Score: Raw -194910.711544 + Penalty 2425.219855 = -192485.491689 nChanged 86 SP:Iteration 3Q (1831.700000 sec): 3 clusters Score: Raw -194988.673078 + Penalty 2425.219855 = -192563.453223 nChanged 73 SP:Iteration 4Q (1831.710000 sec): 3 clusters Score: Raw -195048.218897 + Penalty 2425.219855 = -192622.999041 nChanged 53 SP:Iteration 5Q (1831.710000 sec): 3 clusters Score: Raw -195085.238195 + Penalty 2425.219855 = -192660.018340 nChanged 39 SP:Iteration 6Q (1831.720000 sec): 3 clusters Score: Raw -195109.832612 + Penalty 2425.219855 = -192684.612756 nChanged 27 SP:Iteration 7Q (1831.720000 sec): 3 clusters Score: Raw -195124.656472 + Penalty 2425.219855 = -192699.436617 nChanged 21 SP:Iteration 8Q (1831.730000 sec): 3 clusters Score: Raw -195140.270851 + Penalty 2425.219855 = -192715.050996 nChanged 21 SP:Iteration 9Q (1831.730000 sec): 3 clusters Score: Raw -195156.733145 + Penalty 2425.219855 = -192731.513290 nChanged 20 SP:Iteration 10Q (1831.740000 sec): 3 clusters Score: Raw -195169.072872 + Penalty 2425.219855 = -192743.853016 nChanged 12 SP:Iteration 11Q (1831.740000 sec): 3 clusters Score: Raw -195176.755418 + Penalty 2425.219855 = -192751.535563 nChanged 16 SP:Iteration 12Q (1831.750000 sec): 3 clusters Score: Raw -195184.597808 + Penalty 2425.219855 = -192759.377953 nChanged 8 SP:Iteration 13Q (1831.750000 sec): 3 clusters Score: Raw -195188.396028 + Penalty 2425.219855 = -192763.176173 nChanged 6 SP:Iteration 14Q (1831.760000 sec): 3 clusters Score: Raw -195191.657252 + Penalty 2425.219855 = -192766.437396 nChanged 1 SP:Iteration 15Q (1831.760000 sec): 3 clusters Score: Raw -195191.955430 + Penalty 2425.219855 = -192766.735574 nChanged 0 SP:Iteration 16F (1831.770000 sec): 3 clusters Score: Raw -195191.955430 + Penalty 2425.219855 = -192766.735574 nChanged 0 Iteration 99Q (1842.170000 sec): 24 clusters Score: Raw -167703595.874293 + Penalty 52953.539317 = -167650642.334975 nChanged 79 Iteration 100F (1878.670000 sec): 24 clusters Score: Raw -167703656.353194 + Penalty 52953.539317 = -167650702.813877 nChanged 92 Iteration 101Q (1889.040000 sec): 24 clusters Score: Raw -167703696.071015 + Penalty 52953.539317 = -167650742.531697 nChanged 82 Iteration 102Q (1899.780000 sec): 24 clusters Score: Raw -167703717.684494 + Penalty 52953.539317 = -167650764.145177 nChanged 93 Iteration 103Q (1910.590000 sec): 24 clusters Score: Raw -167703725.945384 + Penalty 52953.539317 = -167650772.406067 nChanged 80 Iteration 104Q (1921.390000 sec): 24 clusters Score: Raw -167703732.882494 + Penalty 52953.539317 = -167650779.343177 nChanged 79 Iteration 105Q (1932.030000 sec): 24 clusters Score: Raw -167703739.412269 + Penalty 52953.539317 = -167650785.872952 nChanged 80 Iteration 106Q (1942.750000 sec): 24 clusters Score: Raw -167703745.382459 + Penalty 52953.539317 = -167650791.843142 nChanged 78 Iteration 107Q (1953.390000 sec): 24 clusters Score: Raw -167703749.454501 + Penalty 52953.539317 = -167650795.915184 nChanged 94 Iteration 108Q (1964.060000 sec): 24 clusters Score: Raw -167703752.291933 + Penalty 52953.539317 = -167650798.752616 nChanged 86 Iteration 109Q (1974.800000 sec): 24 clusters Score: Raw -167703754.420720 + Penalty 52953.539317 = -167650800.881403 nChanged 83 Iteration 110Q (1985.460000 sec): 24 clusters Score: Raw -167703756.277472 + Penalty 52953.539317 = -167650802.738155 nChanged 80 Iteration 111Q (1996.190000 sec): 24 clusters Score: Raw -167703758.582083 + Penalty 52953.539317 = -167650805.042766 nChanged 88 Iteration 112Q (2006.850000 sec): 24 clusters Score: Raw -167703761.762938 + Penalty 52953.539317 = -167650808.223621 nChanged 104 Iteration 113Q (2017.530000 sec): 24 clusters Score: Raw -167703765.549378 + Penalty 52953.539317 = -167650812.010061 nChanged 107 Iteration 114Q (2028.270000 sec): 24 clusters Score: Raw -167703769.696510 + Penalty 52953.539317 = -167650816.157193 nChanged 100 Iteration 115Q (2038.950000 sec): 24 clusters Score: Raw -167703772.757127 + Penalty 52953.539317 = -167650819.217810 nChanged 73 Iteration 116Q (2049.630000 sec): 24 clusters Score: Raw -167703775.039379 + Penalty 52953.539317 = -167650821.500062 nChanged 60 Iteration 117Q (2060.200000 sec): 24 clusters Score: Raw -167703777.850402 + Penalty 52953.539317 = -167650824.311085 nChanged 92 Iteration 118Q (2070.810000 sec): 24 clusters Score: Raw -167703781.566634 + Penalty 52953.539317 = -167650828.027317 nChanged 83 Iteration 119Q (2081.510000 sec): 24 clusters Score: Raw -167703783.950912 + Penalty 52953.539317 = -167650830.411595 nChanged 87 Iteration 120F (2118.410000 sec): 24 clusters Score: Raw -167703786.280995 + Penalty 52953.539317 = -167650832.741678 nChanged 72 Iteration 121Q (2128.960000 sec): 24 clusters Score: Raw -167703788.288043 + Penalty 52953.539317 = -167650834.748726 nChanged 101 Iteration 122Q (2139.650000 sec): 24 clusters Score: Raw -167703791.039041 + Penalty 52953.539317 = -167650837.499724 nChanged 105 Iteration 123Q (2150.290000 sec): 24 clusters Score: Raw -167703793.159435 + Penalty 52953.539317 = -167650839.620118 nChanged 93 Iteration 124Q (2160.960000 sec): 24 clusters Score: Raw -167703797.100952 + Penalty 52953.539317 = -167650843.561635 nChanged 95 Iteration 125Q (2171.540000 sec): 24 clusters Score: Raw -167703799.186791 + Penalty 52953.539317 = -167650845.647474 nChanged 109 Iteration 126Q (2182.200000 sec): 24 clusters Score: Raw -167703801.597034 + Penalty 52953.539317 = -167650848.057716 nChanged 96 Iteration 127Q (2192.850000 sec): 24 clusters Score: Raw -167703803.500023 + Penalty 52953.539317 = -167650849.960705 nChanged 93 Iteration 128Q (2203.480000 sec): 24 clusters Score: Raw -167703805.402299 + Penalty 52953.539317 = -167650851.862982 nChanged 77 Iteration 129Q (2214.170000 sec): 24 clusters Score: Raw -167703806.827560 + Penalty 52953.539317 = -167650853.288243 nChanged 67 Iteration 130Q (2225.090000 sec): 24 clusters Score: Raw -167703808.617931 + Penalty 52953.539317 = -167650855.078614 nChanged 73 Iteration 131Q (2236.120000 sec): 24 clusters Score: Raw -167703810.585348 + Penalty 52953.539317 = -167650857.046031 nChanged 67 Iteration 132Q (2247.170000 sec): 24 clusters Score: Raw -167703812.986778 + Penalty 52953.539317 = -167650859.447461 nChanged 62 Iteration 133Q (2257.880000 sec): 24 clusters Score: Raw -167703814.953306 + Penalty 52953.539317 = -167650861.413989 nChanged 64 Iteration 134Q (2268.910000 sec): 24 clusters Score: Raw -167703816.524473 + Penalty 52953.539317 = -167650862.985156 nChanged 50 Iteration 135Q (2279.750000 sec): 24 clusters Score: Raw -167703817.754213 + Penalty 52953.539317 = -167650864.214896 nChanged 57 Iteration 136Q (2290.500000 sec): 24 clusters Score: Raw -167703819.064344 + Penalty 52953.539317 = -167650865.525027 nChanged 65 Iteration 137Q (2301.500000 sec): 24 clusters Score: Raw -167703820.005896 + Penalty 52953.539317 = -167650866.466578 nChanged 49 Iteration 138Q (2312.510000 sec): 24 clusters Score: Raw -167703820.662378 + Penalty 52953.539317 = -167650867.123061 nChanged 55 Writing temp clu file Because OldScore, -167650866.466578, is greater than current (better) Score,-167650867.123061 Compute initial score before splitting: Score: Raw -167703820.662378 + Penalty 52953.539317 = -167650867.123061 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 1 (15985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.930000 sec): 2 clusters Score: Raw -1913748.756641 + Penalty 1572.903485 = -1912175.853156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.980000 sec): 3 clusters Score: Raw -1904370.509976 + Penalty 3145.806970 = -1901224.703006 nChanged 7079 SP:Iteration 1F (2313.030000 sec): 3 clusters Score: Raw -1908028.253998 + Penalty 3145.806970 = -1904882.447028 nChanged 717 SP:Iteration 2Q (2313.090000 sec): 3 clusters Score: Raw -1908244.331547 + Penalty 3145.806970 = -1905098.524577 nChanged 612 SP:Iteration 3Q (2313.140000 sec): 3 clusters Score: Raw -1908432.205251 + Penalty 3145.806970 = -1905286.398281 nChanged 567 SP:Iteration 4Q (2313.200000 sec): 3 clusters Score: Raw -1908593.246990 + Penalty 3145.806970 = -1905447.440020 nChanged 525 SP:Iteration 5Q (2313.250000 sec): 3 clusters Score: Raw -1908758.315312 + Penalty 3145.806970 = -1905612.508343 nChanged 551 SP:Iteration 6Q (2313.300000 sec): 3 clusters Score: Raw -1908963.734792 + Penalty 3145.806970 = -1905817.927822 nChanged 620 SP:Iteration 7Q (2313.360000 sec): 3 clusters Score: Raw -1909214.696977 + Penalty 3145.806970 = -1906068.890007 nChanged 735 SP:Iteration 8Q (2313.420000 sec): 3 clusters Score: Raw -1909588.175615 + Penalty 3145.806970 = -1906442.368645 nChanged 882 SP:Iteration 9F (2313.470000 sec): 3 clusters Score: Raw -1910155.652552 + Penalty 3145.806970 = -1907009.845582 nChanged 1020 SP:Iteration 10F (2313.520000 sec): 3 clusters Score: Raw -1910976.695766 + Penalty 3145.806970 = -1907830.888796 nChanged 1077 SP:Iteration 11F (2313.580000 sec): 3 clusters Score: Raw -1911963.359486 + Penalty 3145.806970 = -1908817.552516 nChanged 880 SP:Iteration 12F (2313.630000 sec): 3 clusters Score: Raw -1912789.673209 + Penalty 3145.806970 = -1909643.866239 nChanged 569 SP:Iteration 13Q (2313.680000 sec): 3 clusters Score: Raw -1913312.911378 + Penalty 3145.806970 = -1910167.104408 nChanged 314 SP:Iteration 14Q (2313.730000 sec): 3 clusters Score: Raw -1913621.248707 + Penalty 3145.806970 = -1910475.441737 nChanged 157 SP:Iteration 15Q (2313.770000 sec): 3 clusters Score: Raw -1913792.015593 + Penalty 3145.806970 = -1910646.208623 nChanged 84 SP:Iteration 16Q (2313.810000 sec): 3 clusters Score: Raw -1913873.107052 + Penalty 3145.806970 = -1910727.300082 nChanged 35 SP:Iteration 17Q (2313.850000 sec): 3 clusters Score: Raw -1913910.767026 + Penalty 3145.806970 = -1910764.960056 nChanged 14 SP:Iteration 18Q (2313.890000 sec): 3 clusters Score: Raw -1913927.793609 + Penalty 3145.806970 = -1910781.986639 nChanged 11 SP:Iteration 19Q (2313.930000 sec): 3 clusters Score: Raw -1913939.884901 + Penalty 3145.806970 = -1910794.077931 nChanged 10 SP:Iteration 20F (2313.980000 sec): 3 clusters Score: Raw -1913954.496291 + Penalty 3145.806970 = -1910808.689321 nChanged 4 SP:Iteration 21Q (2314.020000 sec): 3 clusters Score: Raw -1913960.319448 + Penalty 3145.806970 = -1910814.512478 nChanged 1 SP:Iteration 22Q (2314.060000 sec): 3 clusters Score: Raw -1913961.225693 + Penalty 3145.806970 = -1910815.418723 nChanged 3 SP:Iteration 23Q (2314.100000 sec): 3 clusters Score: Raw -1913962.990879 + Penalty 3145.806970 = -1910817.183909 nChanged 1 SP:Iteration 24Q (2314.140000 sec): 3 clusters Score: Raw -1913963.580493 + Penalty 3145.806970 = -1910817.773523 nChanged 2 SP:Iteration 25Q (2314.180000 sec): 3 clusters Score: Raw -1913968.029615 + Penalty 3145.806970 = -1910822.222645 nChanged 1 SP:Iteration 26Q (2314.210000 sec): 3 clusters Score: Raw -1913968.887910 + Penalty 3145.806970 = -1910823.080940 nChanged 1 SP:Iteration 27Q (2314.250000 sec): 3 clusters Score: Raw -1913969.466490 + Penalty 3145.806970 = -1910823.659520 nChanged 0 SP:Iteration 28F (2314.300000 sec): 3 clusters Score: Raw -1913969.466490 + Penalty 3145.806970 = -1910823.659520 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 2 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.320000 sec): 2 clusters Score: Raw -146798.189649 + Penalty 1165.394234 = -145632.795415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.320000 sec): 3 clusters Score: Raw -146348.936414 + Penalty 2330.788467 = -144018.147947 nChanged 432 SP:Iteration 1F (2314.330000 sec): 3 clusters Score: Raw -146723.056569 + Penalty 2330.788467 = -144392.268101 nChanged 99 SP:Iteration 2F (2314.330000 sec): 3 clusters Score: Raw -146825.013210 + Penalty 2330.788467 = -144494.224743 nChanged 53 SP:Iteration 3Q (2314.340000 sec): 3 clusters Score: Raw -146873.514996 + Penalty 2330.788467 = -144542.726528 nChanged 32 SP:Iteration 4Q (2314.340000 sec): 3 clusters Score: Raw -146899.051258 + Penalty 2330.788467 = -144568.262791 nChanged 24 SP:Iteration 5Q (2314.340000 sec): 3 clusters Score: Raw -146927.899689 + Penalty 2330.788467 = -144597.111222 nChanged 27 SP:Iteration 6Q (2314.350000 sec): 3 clusters Score: Raw -146957.863692 + Penalty 2330.788467 = -144627.075225 nChanged 16 SP:Iteration 7Q (2314.350000 sec): 3 clusters Score: Raw -146971.957077 + Penalty 2330.788467 = -144641.168609 nChanged 12 SP:Iteration 8Q (2314.360000 sec): 3 clusters Score: Raw -146979.393787 + Penalty 2330.788467 = -144648.605320 nChanged 10 SP:Iteration 9Q (2314.360000 sec): 3 clusters Score: Raw -146983.739202 + Penalty 2330.788467 = -144652.950735 nChanged 3 SP:Iteration 10Q (2314.360000 sec): 3 clusters Score: Raw -146985.460910 + Penalty 2330.788467 = -144654.672442 nChanged 2 SP:Iteration 11Q (2314.370000 sec): 3 clusters Score: Raw -146986.712924 + Penalty 2330.788467 = -144655.924457 nChanged 1 SP:Iteration 12Q (2314.370000 sec): 3 clusters Score: Raw -146987.807959 + Penalty 2330.788467 = -144657.019492 nChanged 4 SP:Iteration 13Q (2314.380000 sec): 3 clusters Score: Raw -146990.974260 + Penalty 2330.788467 = -144660.185793 nChanged 9 SP:Iteration 14Q (2314.380000 sec): 3 clusters Score: Raw -146995.352813 + Penalty 2330.788467 = -144664.564346 nChanged 6 SP:Iteration 15Q (2314.380000 sec): 3 clusters Score: Raw -146999.614744 + Penalty 2330.788467 = -144668.826277 nChanged 5 SP:Iteration 16Q (2314.390000 sec): 3 clusters Score: Raw -147002.588803 + Penalty 2330.788467 = -144671.800335 nChanged 5 SP:Iteration 17Q (2314.390000 sec): 3 clusters Score: Raw -147005.552383 + Penalty 2330.788467 = -144674.763916 nChanged 5 SP:Iteration 18Q (2314.400000 sec): 3 clusters Score: Raw -147007.861248 + Penalty 2330.788467 = -144677.072781 nChanged 1 SP:Iteration 19Q (2314.400000 sec): 3 clusters Score: Raw -147008.673737 + Penalty 2330.788467 = -144677.885270 nChanged 0 SP:Iteration 20F (2314.400000 sec): 3 clusters Score: Raw -147008.673737 + Penalty 2330.788467 = -144677.885270 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 3 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.410000 sec): 2 clusters Score: Raw -29162.383455 + Penalty 912.725303 = -28249.658151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.410000 sec): 3 clusters Score: Raw -29375.933460 + Penalty 1825.450607 = -27550.482853 nChanged 80 SP:Iteration 1F (2314.410000 sec): 3 clusters Score: Raw -29827.404786 + Penalty 1825.450607 = -28001.954179 nChanged 23 SP:Iteration 2F (2314.420000 sec): 3 clusters Score: Raw -29971.006220 + Penalty 1825.450607 = -28145.555613 nChanged 6 SP:Iteration 3Q (2314.420000 sec): 3 clusters Score: Raw -30019.923784 + Penalty 1825.450607 = -28194.473178 nChanged 2 SP:Iteration 4Q (2314.420000 sec): 3 clusters Score: Raw -30034.405095 + Penalty 1825.450607 = -28208.954488 nChanged 1 SP:Iteration 5Q (2314.420000 sec): 3 clusters Score: Raw -30036.682656 + Penalty 1825.450607 = -28211.232049 nChanged 0 SP:Iteration 6F (2314.420000 sec): 3 clusters Score: Raw -30036.682656 + Penalty 1825.450607 = -28211.232049 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 4 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.420000 sec): 2 clusters Score: Raw -60342.695683 + Penalty 1021.171801 = -59321.523882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.420000 sec): 3 clusters Score: Raw -60293.048031 + Penalty 2042.343602 = -58250.704429 nChanged 106 SP:Iteration 1F (2314.430000 sec): 3 clusters Score: Raw -60450.162876 + Penalty 2042.343602 = -58407.819273 nChanged 29 SP:Iteration 2F (2314.430000 sec): 3 clusters Score: Raw -60501.646366 + Penalty 2042.343602 = -58459.302764 nChanged 20 SP:Iteration 3Q (2314.430000 sec): 3 clusters Score: Raw -60527.111619 + Penalty 2042.343602 = -58484.768017 nChanged 14 SP:Iteration 4Q (2314.430000 sec): 3 clusters Score: Raw -60545.670962 + Penalty 2042.343602 = -58503.327359 nChanged 9 SP:Iteration 5Q (2314.440000 sec): 3 clusters Score: Raw -60557.180494 + Penalty 2042.343602 = -58514.836891 nChanged 4 SP:Iteration 6Q (2314.440000 sec): 3 clusters Score: Raw -60565.633837 + Penalty 2042.343602 = -58523.290234 nChanged 5 SP:Iteration 7Q (2314.440000 sec): 3 clusters Score: Raw -60574.329598 + Penalty 2042.343602 = -58531.985996 nChanged 13 SP:Iteration 8Q (2314.440000 sec): 3 clusters Score: Raw -60604.410775 + Penalty 2042.343602 = -58562.067172 nChanged 12 SP:Iteration 9Q (2314.440000 sec): 3 clusters Score: Raw -60627.157020 + Penalty 2042.343602 = -58584.813418 nChanged 5 SP:Iteration 10Q (2314.440000 sec): 3 clusters Score: Raw -60632.157179 + Penalty 2042.343602 = -58589.813577 nChanged 6 SP:Iteration 11Q (2314.440000 sec): 3 clusters Score: Raw -60641.399555 + Penalty 2042.343602 = -58599.055953 nChanged 5 SP:Iteration 12Q (2314.440000 sec): 3 clusters Score: Raw -60652.759588 + Penalty 2042.343602 = -58610.415986 nChanged 10 SP:Iteration 13Q (2314.440000 sec): 3 clusters Score: Raw -60670.047677 + Penalty 2042.343602 = -58627.704074 nChanged 5 SP:Iteration 14Q (2314.440000 sec): 3 clusters Score: Raw -60680.598270 + Penalty 2042.343602 = -58638.254668 nChanged 6 SP:Iteration 15Q (2314.450000 sec): 3 clusters Score: Raw -60692.371628 + Penalty 2042.343602 = -58650.028026 nChanged 7 SP:Iteration 16Q (2314.450000 sec): 3 clusters Score: Raw -60705.212679 + Penalty 2042.343602 = -58662.869076 nChanged 3 SP:Iteration 17Q (2314.450000 sec): 3 clusters Score: Raw -60710.207407 + Penalty 2042.343602 = -58667.863805 nChanged 5 SP:Iteration 18Q (2314.450000 sec): 3 clusters Score: Raw -60723.454372 + Penalty 2042.343602 = -58681.110770 nChanged 10 SP:Iteration 19Q (2314.460000 sec): 3 clusters Score: Raw -60738.531459 + Penalty 2042.343602 = -58696.187857 nChanged 4 SP:Iteration 20F (2314.460000 sec): 3 clusters Score: Raw -60745.895064 + Penalty 2042.343602 = -58703.551462 nChanged 3 SP:Iteration 21Q (2314.460000 sec): 3 clusters Score: Raw -60751.612814 + Penalty 2042.343602 = -58709.269212 nChanged 4 SP:Iteration 22Q (2314.460000 sec): 3 clusters Score: Raw -60758.618660 + Penalty 2042.343602 = -58716.275058 nChanged 4 SP:Iteration 23Q (2314.460000 sec): 3 clusters Score: Raw -60770.080196 + Penalty 2042.343602 = -58727.736594 nChanged 5 SP:Iteration 24Q (2314.460000 sec): 3 clusters Score: Raw -60782.561225 + Penalty 2042.343602 = -58740.217623 nChanged 2 SP:Iteration 25Q (2314.460000 sec): 3 clusters Score: Raw -60785.648096 + Penalty 2042.343602 = -58743.304494 nChanged 1 SP:Iteration 26Q (2314.470000 sec): 3 clusters Score: Raw -60787.224526 + Penalty 2042.343602 = -58744.880924 nChanged 1 SP:Iteration 27Q (2314.470000 sec): 3 clusters Score: Raw -60788.550032 + Penalty 2042.343602 = -58746.206430 nChanged 1 SP:Iteration 28Q (2314.470000 sec): 3 clusters Score: Raw -60789.218097 + Penalty 2042.343602 = -58746.874495 nChanged 0 SP:Iteration 29F (2314.470000 sec): 3 clusters Score: Raw -60789.218097 + Penalty 2042.343602 = -58746.874495 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 5 (7558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.500000 sec): 2 clusters Score: Raw -927017.633781 + Penalty 1451.183806 = -925566.449975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.530000 sec): 3 clusters Score: Raw -922888.171335 + Penalty 2902.367612 = -919985.803722 nChanged 3228 SP:Iteration 1F (2314.550000 sec): 3 clusters Score: Raw -924539.832530 + Penalty 2902.367612 = -921637.464918 nChanged 508 SP:Iteration 2F (2314.580000 sec): 3 clusters Score: Raw -924772.290991 + Penalty 2902.367612 = -921869.923378 nChanged 417 SP:Iteration 3F (2314.600000 sec): 3 clusters Score: Raw -924949.042636 + Penalty 2902.367612 = -922046.675023 nChanged 296 SP:Iteration 4Q (2314.620000 sec): 3 clusters Score: Raw -925083.901302 + Penalty 2902.367612 = -922181.533690 nChanged 288 SP:Iteration 5Q (2314.650000 sec): 3 clusters Score: Raw -925216.011716 + Penalty 2902.367612 = -922313.644104 nChanged 311 SP:Iteration 6Q (2314.670000 sec): 3 clusters Score: Raw -925369.806863 + Penalty 2902.367612 = -922467.439251 nChanged 300 SP:Iteration 7Q (2314.700000 sec): 3 clusters Score: Raw -925524.445995 + Penalty 2902.367612 = -922622.078383 nChanged 309 SP:Iteration 8Q (2314.720000 sec): 3 clusters Score: Raw -925692.186735 + Penalty 2902.367612 = -922789.819122 nChanged 324 SP:Iteration 9Q (2314.740000 sec): 3 clusters Score: Raw -925872.630362 + Penalty 2902.367612 = -922970.262750 nChanged 314 SP:Iteration 10Q (2314.770000 sec): 3 clusters Score: Raw -926072.802405 + Penalty 2902.367612 = -923170.434792 nChanged 296 SP:Iteration 11Q (2314.790000 sec): 3 clusters Score: Raw -926291.806960 + Penalty 2902.367612 = -923389.439348 nChanged 291 SP:Iteration 12Q (2314.820000 sec): 3 clusters Score: Raw -926494.580198 + Penalty 2902.367612 = -923592.212586 nChanged 238 SP:Iteration 13Q (2314.840000 sec): 3 clusters Score: Raw -926617.221257 + Penalty 2902.367612 = -923714.853645 nChanged 173 SP:Iteration 14Q (2314.860000 sec): 3 clusters Score: Raw -926689.593917 + Penalty 2902.367612 = -923787.226305 nChanged 101 SP:Iteration 15Q (2314.890000 sec): 3 clusters Score: Raw -926729.419768 + Penalty 2902.367612 = -923827.052156 nChanged 95 SP:Iteration 16Q (2314.910000 sec): 3 clusters Score: Raw -926769.114908 + Penalty 2902.367612 = -923866.747296 nChanged 94 SP:Iteration 17Q (2314.930000 sec): 3 clusters Score: Raw -926798.945495 + Penalty 2902.367612 = -923896.577883 nChanged 71 SP:Iteration 18Q (2314.960000 sec): 3 clusters Score: Raw -926824.185330 + Penalty 2902.367612 = -923921.817718 nChanged 79 SP:Iteration 19Q (2314.980000 sec): 3 clusters Score: Raw -926855.678812 + Penalty 2902.367612 = -923953.311199 nChanged 80 SP:Iteration 20F (2315.000000 sec): 3 clusters Score: Raw -926881.299946 + Penalty 2902.367612 = -923978.932334 nChanged 57 SP:Iteration 21Q (2315.030000 sec): 3 clusters Score: Raw -926896.320347 + Penalty 2902.367612 = -923993.952734 nChanged 41 SP:Iteration 22Q (2315.050000 sec): 3 clusters Score: Raw -926909.334977 + Penalty 2902.367612 = -924006.967365 nChanged 49 SP:Iteration 23Q (2315.080000 sec): 3 clusters Score: Raw -926924.486270 + Penalty 2902.367612 = -924022.118658 nChanged 54 SP:Iteration 24Q (2315.100000 sec): 3 clusters Score: Raw -926944.202731 + Penalty 2902.367612 = -924041.835119 nChanged 50 SP:Iteration 25Q (2315.120000 sec): 3 clusters Score: Raw -926962.460815 + Penalty 2902.367612 = -924060.093202 nChanged 49 SP:Iteration 26Q (2315.140000 sec): 3 clusters Score: Raw -926980.897580 + Penalty 2902.367612 = -924078.529967 nChanged 56 SP:Iteration 27Q (2315.160000 sec): 3 clusters Score: Raw -927000.037113 + Penalty 2902.367612 = -924097.669501 nChanged 38 SP:Iteration 28Q (2315.190000 sec): 3 clusters Score: Raw -927012.116480 + Penalty 2902.367612 = -924109.748867 nChanged 39 SP:Iteration 29Q (2315.210000 sec): 3 clusters Score: Raw -927025.760465 + Penalty 2902.367612 = -924123.392853 nChanged 26 SP:Iteration 30Q (2315.230000 sec): 3 clusters Score: Raw -927034.279345 + Penalty 2902.367612 = -924131.911733 nChanged 30 SP:Iteration 31Q (2315.250000 sec): 3 clusters Score: Raw -927042.917949 + Penalty 2902.367612 = -924140.550337 nChanged 31 SP:Iteration 32Q (2315.280000 sec): 3 clusters Score: Raw -927051.838907 + Penalty 2902.367612 = -924149.471295 nChanged 30 SP:Iteration 33Q (2315.300000 sec): 3 clusters Score: Raw -927060.699004 + Penalty 2902.367612 = -924158.331391 nChanged 24 SP:Iteration 34Q (2315.320000 sec): 3 clusters Score: Raw -927068.282866 + Penalty 2902.367612 = -924165.915254 nChanged 26 SP:Iteration 35Q (2315.340000 sec): 3 clusters Score: Raw -927077.280985 + Penalty 2902.367612 = -924174.913373 nChanged 34 SP:Iteration 36Q (2315.360000 sec): 3 clusters Score: Raw -927089.150272 + Penalty 2902.367612 = -924186.782660 nChanged 40 SP:Iteration 37Q (2315.380000 sec): 3 clusters Score: Raw -927102.495353 + Penalty 2902.367612 = -924200.127741 nChanged 34 SP:Iteration 38Q (2315.410000 sec): 3 clusters Score: Raw -927112.938081 + Penalty 2902.367612 = -924210.570469 nChanged 31 SP:Iteration 39Q (2315.430000 sec): 3 clusters Score: Raw -927122.225141 + Penalty 2902.367612 = -924219.857529 nChanged 28 SP:Iteration 40F (2315.450000 sec): 3 clusters Score: Raw -927131.401138 + Penalty 2902.367612 = -924229.033526 nChanged 31 SP:Iteration 41Q (2315.480000 sec): 3 clusters Score: Raw -927141.797562 + Penalty 2902.367612 = -924239.429950 nChanged 30 SP:Iteration 42Q (2315.500000 sec): 3 clusters Score: Raw -927152.167922 + Penalty 2902.367612 = -924249.800309 nChanged 21 SP:Iteration 43Q (2315.520000 sec): 3 clusters Score: Raw -927157.086892 + Penalty 2902.367612 = -924254.719280 nChanged 15 SP:Iteration 44Q (2315.540000 sec): 3 clusters Score: Raw -927160.635754 + Penalty 2902.367612 = -924258.268142 nChanged 9 SP:Iteration 45Q (2315.560000 sec): 3 clusters Score: Raw -927162.980257 + Penalty 2902.367612 = -924260.612645 nChanged 10 SP:Iteration 46Q (2315.580000 sec): 3 clusters Score: Raw -927164.988823 + Penalty 2902.367612 = -924262.621211 nChanged 9 SP:Iteration 47Q (2315.600000 sec): 3 clusters Score: Raw -927166.804605 + Penalty 2902.367612 = -924264.436993 nChanged 5 SP:Iteration 48Q (2315.620000 sec): 3 clusters Score: Raw -927167.865774 + Penalty 2902.367612 = -924265.498162 nChanged 7 SP:Iteration 49Q (2315.640000 sec): 3 clusters Score: Raw -927169.531455 + Penalty 2902.367612 = -924267.163842 nChanged 8 SP:Iteration 50Q (2315.660000 sec): 3 clusters Score: Raw -927171.865048 + Penalty 2902.367612 = -924269.497435 nChanged 14 SP:Iteration 51Q (2315.680000 sec): 3 clusters Score: Raw -927175.803142 + Penalty 2902.367612 = -924273.435529 nChanged 11 SP:Iteration 52Q (2315.710000 sec): 3 clusters Score: Raw -927179.120045 + Penalty 2902.367612 = -924276.752433 nChanged 12 SP:Iteration 53Q (2315.730000 sec): 3 clusters Score: Raw -927183.334491 + Penalty 2902.367612 = -924280.966879 nChanged 19 SP:Iteration 54Q (2315.750000 sec): 3 clusters Score: Raw -927189.647587 + Penalty 2902.367612 = -924287.279975 nChanged 19 SP:Iteration 55Q (2315.770000 sec): 3 clusters Score: Raw -927194.156285 + Penalty 2902.367612 = -924291.788673 nChanged 21 SP:Iteration 56Q (2315.790000 sec): 3 clusters Score: Raw -927201.144812 + Penalty 2902.367612 = -924298.777200 nChanged 21 SP:Iteration 57Q (2315.810000 sec): 3 clusters Score: Raw -927208.735481 + Penalty 2902.367612 = -924306.367869 nChanged 18 SP:Iteration 58Q (2315.830000 sec): 3 clusters Score: Raw -927214.839432 + Penalty 2902.367612 = -924312.471820 nChanged 17 SP:Iteration 59Q (2315.850000 sec): 3 clusters Score: Raw -927220.918542 + Penalty 2902.367612 = -924318.550929 nChanged 14 SP:Iteration 60F (2315.880000 sec): 3 clusters Score: Raw -927224.411739 + Penalty 2902.367612 = -924322.044126 nChanged 6 SP:Iteration 61Q (2315.900000 sec): 3 clusters Score: Raw -927226.015587 + Penalty 2902.367612 = -924323.647975 nChanged 7 SP:Iteration 62Q (2315.920000 sec): 3 clusters Score: Raw -927227.619818 + Penalty 2902.367612 = -924325.252205 nChanged 5 SP:Iteration 63Q (2315.940000 sec): 3 clusters Score: Raw -927229.355251 + Penalty 2902.367612 = -924326.987639 nChanged 7 SP:Iteration 64Q (2315.960000 sec): 3 clusters Score: Raw -927230.352149 + Penalty 2902.367612 = -924327.984536 nChanged 4 SP:Iteration 65Q (2315.980000 sec): 3 clusters Score: Raw -927230.974765 + Penalty 2902.367612 = -924328.607153 nChanged 2 SP:Iteration 66Q (2316.000000 sec): 3 clusters Score: Raw -927232.115937 + Penalty 2902.367612 = -924329.748325 nChanged 3 SP:Iteration 67Q (2316.020000 sec): 3 clusters Score: Raw -927232.802860 + Penalty 2902.367612 = -924330.435247 nChanged 2 SP:Iteration 68Q (2316.040000 sec): 3 clusters Score: Raw -927233.139623 + Penalty 2902.367612 = -924330.772011 nChanged 0 SP:Iteration 69F (2316.070000 sec): 3 clusters Score: Raw -927233.139623 + Penalty 2902.367612 = -924330.772011 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 6 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.080000 sec): 2 clusters Score: Raw -31097.908363 + Penalty 926.864652 = -30171.043711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.080000 sec): 3 clusters Score: Raw -31157.500922 + Penalty 1853.729304 = -29303.771618 nChanged 50 SP:Iteration 1F (2316.080000 sec): 3 clusters Score: Raw -31318.603059 + Penalty 1853.729304 = -29464.873755 nChanged 28 SP:Iteration 2F (2316.080000 sec): 3 clusters Score: Raw -31476.497757 + Penalty 1853.729304 = -29622.768453 nChanged 13 SP:Iteration 3Q (2316.080000 sec): 3 clusters Score: Raw -31577.849232 + Penalty 1853.729304 = -29724.119928 nChanged 10 SP:Iteration 4Q (2316.080000 sec): 3 clusters Score: Raw -31619.434555 + Penalty 1853.729304 = -29765.705251 nChanged 8 SP:Iteration 5Q (2316.080000 sec): 3 clusters Score: Raw -31655.888630 + Penalty 1853.729304 = -29802.159326 nChanged 4 SP:Iteration 6Q (2316.080000 sec): 3 clusters Score: Raw -31675.839276 + Penalty 1853.729304 = -29822.109972 nChanged 1 SP:Iteration 7Q (2316.080000 sec): 3 clusters Score: Raw -31685.260259 + Penalty 1853.729304 = -29831.530955 nChanged 2 SP:Iteration 8Q (2316.080000 sec): 3 clusters Score: Raw -31690.991769 + Penalty 1853.729304 = -29837.262465 nChanged 3 SP:Iteration 9Q (2316.080000 sec): 3 clusters Score: Raw -31709.990552 + Penalty 1853.729304 = -29856.261248 nChanged 4 SP:Iteration 10Q (2316.090000 sec): 3 clusters Score: Raw -31726.542220 + Penalty 1853.729304 = -29872.812916 nChanged 6 SP:Iteration 11Q (2316.090000 sec): 3 clusters Score: Raw -31763.730376 + Penalty 1853.729304 = -29910.001072 nChanged 2 SP:Iteration 12Q (2316.090000 sec): 3 clusters Score: Raw -31781.023727 + Penalty 1853.729304 = -29927.294423 nChanged 1 SP:Iteration 13Q (2316.090000 sec): 3 clusters Score: Raw -31787.413442 + Penalty 1853.729304 = -29933.684137 nChanged 1 SP:Iteration 14Q (2316.090000 sec): 3 clusters Score: Raw -31804.424380 + Penalty 1853.729304 = -29950.695076 nChanged 1 SP:Iteration 15Q (2316.090000 sec): 3 clusters Score: Raw -31808.536143 + Penalty 1853.729304 = -29954.806839 nChanged 1 SP:Iteration 16Q (2316.090000 sec): 3 clusters Score: Raw -31809.936790 + Penalty 1853.729304 = -29956.207485 nChanged 2 SP:Iteration 17Q (2316.090000 sec): 3 clusters Score: Raw -31815.542574 + Penalty 1853.729304 = -29961.813269 nChanged 0 SP:Iteration 18F (2316.090000 sec): 3 clusters Score: Raw -31815.542574 + Penalty 1853.729304 = -29961.813269 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 7 (24586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.180000 sec): 2 clusters Score: Raw -2850039.206953 + Penalty 1642.864024 = -2848396.342929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.270000 sec): 3 clusters Score: Raw -2835124.512249 + Penalty 3285.728048 = -2831838.784201 nChanged 11103 SP:Iteration 1F (2316.350000 sec): 3 clusters Score: Raw -2841291.611368 + Penalty 3285.728048 = -2838005.883321 nChanged 1126 SP:Iteration 2Q (2316.430000 sec): 3 clusters Score: Raw -2841669.640629 + Penalty 3285.728048 = -2838383.912581 nChanged 1165 SP:Iteration 3Q (2316.520000 sec): 3 clusters Score: Raw -2842134.881394 + Penalty 3285.728048 = -2838849.153346 nChanged 1283 SP:Iteration 4F (2316.600000 sec): 3 clusters Score: Raw -2842750.794214 + Penalty 3285.728048 = -2839465.066166 nChanged 1526 SP:Iteration 5F (2316.680000 sec): 3 clusters Score: Raw -2843678.056214 + Penalty 3285.728048 = -2840392.328166 nChanged 1774 SP:Iteration 6F (2316.760000 sec): 3 clusters Score: Raw -2845023.379334 + Penalty 3285.728048 = -2841737.651286 nChanged 1883 SP:Iteration 7F (2316.840000 sec): 3 clusters Score: Raw -2846710.331994 + Penalty 3285.728048 = -2843424.603947 nChanged 1629 SP:Iteration 8F (2316.920000 sec): 3 clusters Score: Raw -2848317.937041 + Penalty 3285.728048 = -2845032.208993 nChanged 1083 SP:Iteration 9Q (2317.000000 sec): 3 clusters Score: Raw -2849371.777002 + Penalty 3285.728048 = -2846086.048954 nChanged 473 SP:Iteration 10Q (2317.080000 sec): 3 clusters Score: Raw -2849834.298231 + Penalty 3285.728048 = -2846548.570184 nChanged 202 SP:Iteration 11Q (2317.150000 sec): 3 clusters Score: Raw -2850043.722777 + Penalty 3285.728048 = -2846757.994730 nChanged 100 SP:Iteration 12Q (2317.210000 sec): 3 clusters Score: Raw -2850147.604330 + Penalty 3285.728048 = -2846861.876283 nChanged 44 SP:Iteration 13Q (2317.260000 sec): 3 clusters Score: Raw -2850198.912810 + Penalty 3285.728048 = -2846913.184763 nChanged 19 SP:Iteration 14Q (2317.320000 sec): 3 clusters Score: Raw -2850222.027004 + Penalty 3285.728048 = -2846936.298956 nChanged 12 SP:Iteration 15Q (2317.370000 sec): 3 clusters Score: Raw -2850234.595897 + Penalty 3285.728048 = -2846948.867850 nChanged 11 SP:Iteration 16Q (2317.420000 sec): 3 clusters Score: Raw -2850251.045001 + Penalty 3285.728048 = -2846965.316953 nChanged 5 SP:Iteration 17Q (2317.480000 sec): 3 clusters Score: Raw -2850259.359538 + Penalty 3285.728048 = -2846973.631490 nChanged 4 SP:Iteration 18Q (2317.530000 sec): 3 clusters Score: Raw -2850263.331899 + Penalty 3285.728048 = -2846977.603852 nChanged 2 SP:Iteration 19Q (2317.580000 sec): 3 clusters Score: Raw -2850266.521708 + Penalty 3285.728048 = -2846980.793661 nChanged 2 SP:Iteration 20F (2317.660000 sec): 3 clusters Score: Raw -2850269.248470 + Penalty 3285.728048 = -2846983.520423 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 8 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.680000 sec): 2 clusters Score: Raw -74730.482421 + Penalty 1059.121582 = -73671.360839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.680000 sec): 3 clusters Score: Raw -74688.534447 + Penalty 2118.243164 = -72570.291283 nChanged 196 SP:Iteration 1F (2317.680000 sec): 3 clusters Score: Raw -75046.356945 + Penalty 2118.243164 = -72928.113781 nChanged 71 SP:Iteration 2F (2317.680000 sec): 3 clusters Score: Raw -75208.578992 + Penalty 2118.243164 = -73090.335829 nChanged 42 SP:Iteration 3F (2317.690000 sec): 3 clusters Score: Raw -75297.090436 + Penalty 2118.243164 = -73178.847272 nChanged 24 SP:Iteration 4Q (2317.690000 sec): 3 clusters Score: Raw -75360.376699 + Penalty 2118.243164 = -73242.133536 nChanged 19 SP:Iteration 5Q (2317.690000 sec): 3 clusters Score: Raw -75401.369544 + Penalty 2118.243164 = -73283.126380 nChanged 21 SP:Iteration 6Q (2317.690000 sec): 3 clusters Score: Raw -75437.888821 + Penalty 2118.243164 = -73319.645657 nChanged 8 SP:Iteration 7Q (2317.700000 sec): 3 clusters Score: Raw -75452.506763 + Penalty 2118.243164 = -73334.263600 nChanged 5 SP:Iteration 8Q (2317.700000 sec): 3 clusters Score: Raw -75463.015603 + Penalty 2118.243164 = -73344.772440 nChanged 5 SP:Iteration 9Q (2317.700000 sec): 3 clusters Score: Raw -75468.419254 + Penalty 2118.243164 = -73350.176091 nChanged 2 SP:Iteration 10Q (2317.700000 sec): 3 clusters Score: Raw -75471.091584 + Penalty 2118.243164 = -73352.848420 nChanged 0 SP:Iteration 11F (2317.700000 sec): 3 clusters Score: Raw -75471.091584 + Penalty 2118.243164 = -73352.848420 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 9 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.700000 sec): 2 clusters Score: Raw -33188.898365 + Penalty 928.481581 = -32260.416784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.700000 sec): 3 clusters Score: Raw -33204.834485 + Penalty 1856.963162 = -31347.871323 nChanged 49 SP:Iteration 1F (2317.710000 sec): 3 clusters Score: Raw -33359.393949 + Penalty 1856.963162 = -31502.430787 nChanged 29 SP:Iteration 2F (2317.710000 sec): 3 clusters Score: Raw -33514.245914 + Penalty 1856.963162 = -31657.282752 nChanged 12 SP:Iteration 3Q (2317.710000 sec): 3 clusters Score: Raw -33597.445718 + Penalty 1856.963162 = -31740.482556 nChanged 6 SP:Iteration 4Q (2317.710000 sec): 3 clusters Score: Raw -33622.805765 + Penalty 1856.963162 = -31765.842603 nChanged 7 SP:Iteration 5Q (2317.710000 sec): 3 clusters Score: Raw -33643.749268 + Penalty 1856.963162 = -31786.786106 nChanged 3 SP:Iteration 6Q (2317.710000 sec): 3 clusters Score: Raw -33649.661627 + Penalty 1856.963162 = -31792.698465 nChanged 2 SP:Iteration 7Q (2317.710000 sec): 3 clusters Score: Raw -33658.630746 + Penalty 1856.963162 = -31801.667584 nChanged 5 SP:Iteration 8Q (2317.710000 sec): 3 clusters Score: Raw -33674.380947 + Penalty 1856.963162 = -31817.417785 nChanged 2 SP:Iteration 9Q (2317.710000 sec): 3 clusters Score: Raw -33680.050748 + Penalty 1856.963162 = -31823.087586 nChanged 0 SP:Iteration 10F (2317.710000 sec): 3 clusters Score: Raw -33680.050748 + Penalty 1856.963162 = -31823.087586 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 10 (1539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.720000 sec): 2 clusters Score: Raw -191148.517282 + Penalty 1192.569322 = -189955.947960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.730000 sec): 3 clusters Score: Raw -190544.840052 + Penalty 2385.138643 = -188159.701409 nChanged 505 SP:Iteration 1F (2317.730000 sec): 3 clusters Score: Raw -190904.229772 + Penalty 2385.138643 = -188519.091129 nChanged 113 SP:Iteration 2F (2317.740000 sec): 3 clusters Score: Raw -190994.535268 + Penalty 2385.138643 = -188609.396624 nChanged 61 SP:Iteration 3Q (2317.740000 sec): 3 clusters Score: Raw -191041.634264 + Penalty 2385.138643 = -188656.495620 nChanged 35 SP:Iteration 4Q (2317.750000 sec): 3 clusters Score: Raw -191065.032931 + Penalty 2385.138643 = -188679.894287 nChanged 25 SP:Iteration 5Q (2317.750000 sec): 3 clusters Score: Raw -191077.122277 + Penalty 2385.138643 = -188691.983633 nChanged 18 SP:Iteration 6Q (2317.760000 sec): 3 clusters Score: Raw -191086.412156 + Penalty 2385.138643 = -188701.273512 nChanged 5 SP:Iteration 7Q (2317.760000 sec): 3 clusters Score: Raw -191088.985565 + Penalty 2385.138643 = -188703.846922 nChanged 2 SP:Iteration 8Q (2317.760000 sec): 3 clusters Score: Raw -191089.973250 + Penalty 2385.138643 = -188704.834607 nChanged 1 SP:Iteration 9Q (2317.770000 sec): 3 clusters Score: Raw -191090.160805 + Penalty 2385.138643 = -188705.022161 nChanged 0 SP:Iteration 10F (2317.770000 sec): 3 clusters Score: Raw -191090.160805 + Penalty 2385.138643 = -188705.022161 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 11 (8849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.810000 sec): 2 clusters Score: Raw -1085642.613450 + Penalty 1476.809707 = -1084165.803743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.840000 sec): 3 clusters Score: Raw -1080656.507252 + Penalty 2953.619415 = -1077702.887838 nChanged 3862 SP:Iteration 1F (2317.860000 sec): 3 clusters Score: Raw -1082871.503228 + Penalty 2953.619415 = -1079917.883813 nChanged 600 SP:Iteration 2F (2317.890000 sec): 3 clusters Score: Raw -1083235.792817 + Penalty 2953.619415 = -1080282.173402 nChanged 559 SP:Iteration 3F (2317.920000 sec): 3 clusters Score: Raw -1083564.414890 + Penalty 2953.619415 = -1080610.795476 nChanged 499 SP:Iteration 4F (2317.940000 sec): 3 clusters Score: Raw -1083849.709360 + Penalty 2953.619415 = -1080896.089945 nChanged 471 SP:Iteration 5F (2317.970000 sec): 3 clusters Score: Raw -1084101.208996 + Penalty 2953.619415 = -1081147.589582 nChanged 395 SP:Iteration 6Q (2318.000000 sec): 3 clusters Score: Raw -1084308.395892 + Penalty 2953.619415 = -1081354.776478 nChanged 365 SP:Iteration 7Q (2318.020000 sec): 3 clusters Score: Raw -1084507.121704 + Penalty 2953.619415 = -1081553.502290 nChanged 316 SP:Iteration 8Q (2318.050000 sec): 3 clusters Score: Raw -1084674.279989 + Penalty 2953.619415 = -1081720.660575 nChanged 301 SP:Iteration 9Q (2318.080000 sec): 3 clusters Score: Raw -1084833.616873 + Penalty 2953.619415 = -1081879.997458 nChanged 248 SP:Iteration 10Q (2318.110000 sec): 3 clusters Score: Raw -1084971.005434 + Penalty 2953.619415 = -1082017.386019 nChanged 214 SP:Iteration 11Q (2318.130000 sec): 3 clusters Score: Raw -1085091.764479 + Penalty 2953.619415 = -1082138.145064 nChanged 197 SP:Iteration 12Q (2318.160000 sec): 3 clusters Score: Raw -1085179.243956 + Penalty 2953.619415 = -1082225.624542 nChanged 143 SP:Iteration 13Q (2318.190000 sec): 3 clusters Score: Raw -1085261.642170 + Penalty 2953.619415 = -1082308.022755 nChanged 145 SP:Iteration 14Q (2318.210000 sec): 3 clusters Score: Raw -1085354.351355 + Penalty 2953.619415 = -1082400.731941 nChanged 154 SP:Iteration 15Q (2318.240000 sec): 3 clusters Score: Raw -1085445.303197 + Penalty 2953.619415 = -1082491.683782 nChanged 134 SP:Iteration 16Q (2318.260000 sec): 3 clusters Score: Raw -1085515.261149 + Penalty 2953.619415 = -1082561.641735 nChanged 118 SP:Iteration 17Q (2318.290000 sec): 3 clusters Score: Raw -1085575.912387 + Penalty 2953.619415 = -1082622.292972 nChanged 109 SP:Iteration 18Q (2318.310000 sec): 3 clusters Score: Raw -1085625.707489 + Penalty 2953.619415 = -1082672.088074 nChanged 103 SP:Iteration 19Q (2318.340000 sec): 3 clusters Score: Raw -1085668.671373 + Penalty 2953.619415 = -1082715.051958 nChanged 79 SP:Iteration 20F (2318.360000 sec): 3 clusters Score: Raw -1085698.440089 + Penalty 2953.619415 = -1082744.820674 nChanged 70 SP:Iteration 21Q (2318.390000 sec): 3 clusters Score: Raw -1085721.345157 + Penalty 2953.619415 = -1082767.725742 nChanged 47 SP:Iteration 22Q (2318.410000 sec): 3 clusters Score: Raw -1085738.654903 + Penalty 2953.619415 = -1082785.035488 nChanged 50 SP:Iteration 23Q (2318.430000 sec): 3 clusters Score: Raw -1085756.589487 + Penalty 2953.619415 = -1082802.970073 nChanged 50 SP:Iteration 24Q (2318.460000 sec): 3 clusters Score: Raw -1085776.899858 + Penalty 2953.619415 = -1082823.280443 nChanged 58 SP:Iteration 25Q (2318.480000 sec): 3 clusters Score: Raw -1085798.856643 + Penalty 2953.619415 = -1082845.237228 nChanged 54 SP:Iteration 26Q (2318.500000 sec): 3 clusters Score: Raw -1085819.170235 + Penalty 2953.619415 = -1082865.550820 nChanged 46 SP:Iteration 27Q (2318.530000 sec): 3 clusters Score: Raw -1085835.882357 + Penalty 2953.619415 = -1082882.262942 nChanged 42 SP:Iteration 28Q (2318.550000 sec): 3 clusters Score: Raw -1085850.234062 + Penalty 2953.619415 = -1082896.614647 nChanged 40 SP:Iteration 29Q (2318.570000 sec): 3 clusters Score: Raw -1085863.993685 + Penalty 2953.619415 = -1082910.374271 nChanged 41 SP:Iteration 30Q (2318.600000 sec): 3 clusters Score: Raw -1085877.006009 + Penalty 2953.619415 = -1082923.386595 nChanged 31 SP:Iteration 31Q (2318.620000 sec): 3 clusters Score: Raw -1085886.294463 + Penalty 2953.619415 = -1082932.675048 nChanged 25 SP:Iteration 32Q (2318.640000 sec): 3 clusters Score: Raw -1085893.641834 + Penalty 2953.619415 = -1082940.022420 nChanged 31 SP:Iteration 33Q (2318.660000 sec): 3 clusters Score: Raw -1085902.277729 + Penalty 2953.619415 = -1082948.658315 nChanged 31 SP:Iteration 34Q (2318.680000 sec): 3 clusters Score: Raw -1085912.135128 + Penalty 2953.619415 = -1082958.515713 nChanged 21 SP:Iteration 35Q (2318.710000 sec): 3 clusters Score: Raw -1085917.264672 + Penalty 2953.619415 = -1082963.645258 nChanged 14 SP:Iteration 36Q (2318.730000 sec): 3 clusters Score: Raw -1085921.396077 + Penalty 2953.619415 = -1082967.776662 nChanged 15 SP:Iteration 37Q (2318.750000 sec): 3 clusters Score: Raw -1085926.024918 + Penalty 2953.619415 = -1082972.405504 nChanged 12 SP:Iteration 38Q (2318.770000 sec): 3 clusters Score: Raw -1085929.644538 + Penalty 2953.619415 = -1082976.025123 nChanged 10 SP:Iteration 39Q (2318.790000 sec): 3 clusters Score: Raw -1085931.402507 + Penalty 2953.619415 = -1082977.783092 nChanged 6 SP:Iteration 40F (2318.820000 sec): 3 clusters Score: Raw -1085932.627610 + Penalty 2953.619415 = -1082979.008195 nChanged 7 SP:Iteration 41Q (2318.840000 sec): 3 clusters Score: Raw -1085935.072719 + Penalty 2953.619415 = -1082981.453304 nChanged 8 SP:Iteration 42Q (2318.860000 sec): 3 clusters Score: Raw -1085937.371352 + Penalty 2953.619415 = -1082983.751937 nChanged 6 SP:Iteration 43Q (2318.880000 sec): 3 clusters Score: Raw -1085939.119156 + Penalty 2953.619415 = -1082985.499741 nChanged 9 SP:Iteration 44Q (2318.900000 sec): 3 clusters Score: Raw -1085940.989996 + Penalty 2953.619415 = -1082987.370582 nChanged 13 SP:Iteration 45Q (2318.930000 sec): 3 clusters Score: Raw -1085944.925251 + Penalty 2953.619415 = -1082991.305837 nChanged 10 SP:Iteration 46Q (2318.950000 sec): 3 clusters Score: Raw -1085947.988449 + Penalty 2953.619415 = -1082994.369034 nChanged 8 SP:Iteration 47Q (2318.970000 sec): 3 clusters Score: Raw -1085950.376190 + Penalty 2953.619415 = -1082996.756776 nChanged 14 SP:Iteration 48Q (2318.990000 sec): 3 clusters Score: Raw -1085953.909670 + Penalty 2953.619415 = -1083000.290256 nChanged 13 SP:Iteration 49Q (2319.010000 sec): 3 clusters Score: Raw -1085958.318898 + Penalty 2953.619415 = -1083004.699484 nChanged 10 SP:Iteration 50Q (2319.030000 sec): 3 clusters Score: Raw -1085961.289871 + Penalty 2953.619415 = -1083007.670457 nChanged 12 SP:Iteration 51Q (2319.060000 sec): 3 clusters Score: Raw -1085964.925310 + Penalty 2953.619415 = -1083011.305896 nChanged 8 SP:Iteration 52Q (2319.080000 sec): 3 clusters Score: Raw -1085966.648577 + Penalty 2953.619415 = -1083013.029162 nChanged 6 SP:Iteration 53Q (2319.100000 sec): 3 clusters Score: Raw -1085969.077739 + Penalty 2953.619415 = -1083015.458324 nChanged 8 SP:Iteration 54Q (2319.120000 sec): 3 clusters Score: Raw -1085970.897520 + Penalty 2953.619415 = -1083017.278105 nChanged 3 SP:Iteration 55Q (2319.140000 sec): 3 clusters Score: Raw -1085971.505849 + Penalty 2953.619415 = -1083017.886434 nChanged 7 SP:Iteration 56Q (2319.160000 sec): 3 clusters Score: Raw -1085973.148492 + Penalty 2953.619415 = -1083019.529077 nChanged 0 SP:Iteration 57F (2319.190000 sec): 3 clusters Score: Raw -1085973.148492 + Penalty 2953.619415 = -1083019.529077 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 12 (1153582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.110000 sec): 2 clusters Score: Raw -137070065.158238 + Penalty 2268.237147 = -137067796.921091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.890000 sec): 3 clusters Score: Raw -136285119.352397 + Penalty 4536.474294 = -136280582.878103 nChanged 570121 SP:Iteration 1F (2330.630000 sec): 3 clusters Score: Raw -136634307.199831 + Penalty 4536.474294 = -136629770.725537 nChanged 28456 SP:Iteration 2Q (2334.540000 sec): 3 clusters Score: Raw -136640718.553926 + Penalty 4536.474294 = -136636182.079632 nChanged 35597 SP:Iteration 3Q (2338.530000 sec): 3 clusters Score: Raw -136651620.667284 + Penalty 4536.474294 = -136647084.192991 nChanged 46224 SP:Iteration 4Q (2342.440000 sec): 3 clusters Score: Raw -136671007.837173 + Penalty 4536.474294 = -136666471.362879 nChanged 60174 SP:Iteration 5F (2346.170000 sec): 3 clusters Score: Raw -136705807.324507 + Penalty 4536.474294 = -136701270.850213 nChanged 75954 SP:Iteration 6F (2349.890000 sec): 3 clusters Score: Raw -136763165.040712 + Penalty 4536.474294 = -136758628.566418 nChanged 85553 SP:Iteration 7F (2353.710000 sec): 3 clusters Score: Raw -136837729.814643 + Penalty 4536.474294 = -136833193.340349 nChanged 80025 SP:Iteration 8F (2357.460000 sec): 3 clusters Score: Raw -136908690.872960 + Penalty 4536.474294 = -136904154.398666 nChanged 63617 SP:Iteration 9F (2361.220000 sec): 3 clusters Score: Raw -136960803.846323 + Penalty 4536.474294 = -136956267.372029 nChanged 46879 SP:Iteration 10Q (2364.650000 sec): 3 clusters Score: Raw -136996010.737163 + Penalty 4536.474294 = -136991474.262870 nChanged 34302 SP:Iteration 11Q (2367.950000 sec): 3 clusters Score: Raw -137019904.991924 + Penalty 4536.474294 = -137015368.517630 nChanged 25377 SP:Iteration 12Q (2371.110000 sec): 3 clusters Score: Raw -137036501.620293 + Penalty 4536.474294 = -137031965.145999 nChanged 18993 SP:Iteration 13Q (2374.190000 sec): 3 clusters Score: Raw -137048044.295867 + Penalty 4536.474294 = -137043507.821573 nChanged 13946 SP:Iteration 14Q (2377.230000 sec): 3 clusters Score: Raw -137055757.691958 + Penalty 4536.474294 = -137051221.217664 nChanged 10226 SP:Iteration 15Q (2380.200000 sec): 3 clusters Score: Raw -137060864.857458 + Penalty 4536.474294 = -137056328.383164 nChanged 7463 SP:Iteration 16Q (2383.140000 sec): 3 clusters Score: Raw -137064206.927320 + Penalty 4536.474294 = -137059670.453026 nChanged 5403 SP:Iteration 17Q (2386.020000 sec): 3 clusters Score: Raw -137066388.027728 + Penalty 4536.474294 = -137061851.553435 nChanged 4022 SP:Iteration 18Q (2388.900000 sec): 3 clusters Score: Raw -137067865.523669 + Penalty 4536.474294 = -137063329.049375 nChanged 3019 SP:Iteration 19Q (2391.730000 sec): 3 clusters Score: Raw -137068904.440652 + Penalty 4536.474294 = -137064367.966359 nChanged 2254 SP:Iteration 20F (2395.430000 sec): 3 clusters Score: Raw -137069627.897245 + Penalty 4536.474294 = -137065091.422951 nChanged 1686 SP:Iteration 21Q (2398.240000 sec): 3 clusters Score: Raw -137070127.169451 + Penalty 4536.474294 = -137065590.695158 nChanged 1280 SP:Iteration 22Q (2401.060000 sec): 3 clusters Score: Raw -137070473.550758 + Penalty 4536.474294 = -137065937.076464 nChanged 976 SP:Iteration 23Q (2403.910000 sec): 3 clusters Score: Raw -137070702.184043 + Penalty 4536.474294 = -137066165.709749 nChanged 731 SP:Iteration 24Q (2406.700000 sec): 3 clusters Score: Raw -137070859.559847 + Penalty 4536.474294 = -137066323.085554 nChanged 591 SP:Iteration 25Q (2409.490000 sec): 3 clusters Score: Raw -137070979.583445 + Penalty 4536.474294 = -137066443.109151 nChanged 502 SP:Iteration 26Q (2412.270000 sec): 3 clusters Score: Raw -137071081.041786 + Penalty 4536.474294 = -137066544.567492 nChanged 421 SP:Iteration 27Q (2415.050000 sec): 3 clusters Score: Raw -137071157.074159 + Penalty 4536.474294 = -137066620.599866 nChanged 327 SP:Iteration 28Q (2417.860000 sec): 3 clusters Score: Raw -137071208.593546 + Penalty 4536.474294 = -137066672.119252 nChanged 280 SP:Iteration 29Q (2420.640000 sec): 3 clusters Score: Raw -137071253.300435 + Penalty 4536.474294 = -137066716.826141 nChanged 236 SP:Iteration 30Q (2423.420000 sec): 3 clusters Score: Raw -137071289.036331 + Penalty 4536.474294 = -137066752.562038 nChanged 195 SP:Iteration 31Q (2426.190000 sec): 3 clusters Score: Raw -137071315.185805 + Penalty 4536.474294 = -137066778.711512 nChanged 154 SP:Iteration 32Q (2428.970000 sec): 3 clusters Score: Raw -137071332.320235 + Penalty 4536.474294 = -137066795.845941 nChanged 120 SP:Iteration 33Q (2431.750000 sec): 3 clusters Score: Raw -137071344.982966 + Penalty 4536.474294 = -137066808.508672 nChanged 106 SP:Iteration 34Q (2434.580000 sec): 3 clusters Score: Raw -137071355.684157 + Penalty 4536.474294 = -137066819.209863 nChanged 96 SP:Iteration 35Q (2437.350000 sec): 3 clusters Score: Raw -137071365.787422 + Penalty 4536.474294 = -137066829.313128 nChanged 88 SP:Iteration 36Q (2440.060000 sec): 3 clusters Score: Raw -137071375.118804 + Penalty 4536.474294 = -137066838.644511 nChanged 84 SP:Iteration 37Q (2442.780000 sec): 3 clusters Score: Raw -137071383.707801 + Penalty 4536.474294 = -137066847.233507 nChanged 68 SP:Iteration 38Q (2445.490000 sec): 3 clusters Score: Raw -137071389.077779 + Penalty 4536.474294 = -137066852.603486 nChanged 51 SP:Iteration 39Q (2448.290000 sec): 3 clusters Score: Raw -137071392.825992 + Penalty 4536.474294 = -137066856.351698 nChanged 37 SP:Iteration 40F (2451.910000 sec): 3 clusters Score: Raw -137071395.601434 + Penalty 4536.474294 = -137066859.127141 nChanged 38 SP:Iteration 41Q (2454.620000 sec): 3 clusters Score: Raw -137071398.786718 + Penalty 4536.474294 = -137066862.312424 nChanged 32 SP:Iteration 42Q (2457.340000 sec): 3 clusters Score: Raw -137071401.438865 + Penalty 4536.474294 = -137066864.964571 nChanged 26 SP:Iteration 43Q (2460.060000 sec): 3 clusters Score: Raw -137071403.962137 + Penalty 4536.474294 = -137066867.487843 nChanged 35 SP:Iteration 44Q (2462.830000 sec): 3 clusters Score: Raw -137071407.435955 + Penalty 4536.474294 = -137066870.961661 nChanged 41 SP:Iteration 45Q (2465.530000 sec): 3 clusters Score: Raw -137071410.736532 + Penalty 4536.474294 = -137066874.262238 nChanged 30 SP:Iteration 46Q (2468.280000 sec): 3 clusters Score: Raw -137071413.307960 + Penalty 4536.474294 = -137066876.833667 nChanged 34 SP:Iteration 47Q (2471.000000 sec): 3 clusters Score: Raw -137071415.743310 + Penalty 4536.474294 = -137066879.269017 nChanged 25 SP:Iteration 48Q (2473.750000 sec): 3 clusters Score: Raw -137071418.432486 + Penalty 4536.474294 = -137066881.958192 nChanged 32 SP:Iteration 49Q (2476.510000 sec): 3 clusters Score: Raw -137071420.864008 + Penalty 4536.474294 = -137066884.389714 nChanged 25 SP:Iteration 50Q (2479.220000 sec): 3 clusters Score: Raw -137071422.868754 + Penalty 4536.474294 = -137066886.394460 nChanged 25 SP:Iteration 51Q (2481.940000 sec): 3 clusters Score: Raw -137071425.097249 + Penalty 4536.474294 = -137066888.622955 nChanged 26 SP:Iteration 52Q (2484.650000 sec): 3 clusters Score: Raw -137071426.779411 + Penalty 4536.474294 = -137066890.305117 nChanged 15 SP:Iteration 53Q (2487.360000 sec): 3 clusters Score: Raw -137071428.203326 + Penalty 4536.474294 = -137066891.729033 nChanged 19 SP:Iteration 54Q (2490.110000 sec): 3 clusters Score: Raw -137071429.982023 + Penalty 4536.474294 = -137066893.507729 nChanged 21 SP:Iteration 55Q (2492.830000 sec): 3 clusters Score: Raw -137071431.418157 + Penalty 4536.474294 = -137066894.943863 nChanged 13 SP:Iteration 56Q (2495.560000 sec): 3 clusters Score: Raw -137071432.379095 + Penalty 4536.474294 = -137066895.904801 nChanged 12 SP:Iteration 57Q (2498.280000 sec): 3 clusters Score: Raw -137071433.283224 + Penalty 4536.474294 = -137066896.808931 nChanged 13 SP:Iteration 58Q (2501.020000 sec): 3 clusters Score: Raw -137071433.918497 + Penalty 4536.474294 = -137066897.444204 nChanged 5 SP:Iteration 59Q (2503.760000 sec): 3 clusters Score: Raw -137071434.161884 + Penalty 4536.474294 = -137066897.687591 nChanged 5 SP:Iteration 60F (2507.420000 sec): 3 clusters Score: Raw -137071434.673189 + Penalty 4536.474294 = -137066898.198895 nChanged 4 SP:Iteration 61Q (2510.120000 sec): 3 clusters Score: Raw -137071434.978828 + Penalty 4536.474294 = -137066898.504534 nChanged 5 SP:Iteration 62Q (2512.840000 sec): 3 clusters Score: Raw -137071435.229147 + Penalty 4536.474294 = -137066898.754853 nChanged 1 SP:Iteration 63Q (2515.550000 sec): 3 clusters Score: Raw -137071435.283871 + Penalty 4536.474294 = -137066898.809577 nChanged 3 SP:Iteration 64Q (2518.290000 sec): 3 clusters Score: Raw -137071435.393380 + Penalty 4536.474294 = -137066898.919086 nChanged 0 SP:Iteration 65F (2521.940000 sec): 3 clusters Score: Raw -137071435.393380 + Penalty 4536.474294 = -137066898.919086 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 13 (165450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.920000 sec): 2 clusters Score: Raw -19372859.593203 + Penalty 1952.668951 = -19370906.924252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2523.450000 sec): 3 clusters Score: Raw -19263768.729188 + Penalty 3905.337902 = -19259863.391286 nChanged 79727 SP:Iteration 1F (2523.980000 sec): 3 clusters Score: Raw -19311004.685583 + Penalty 3905.337902 = -19307099.347681 nChanged 5183 SP:Iteration 2Q (2524.530000 sec): 3 clusters Score: Raw -19312544.695596 + Penalty 3905.337902 = -19308639.357694 nChanged 6802 SP:Iteration 3Q (2525.080000 sec): 3 clusters Score: Raw -19315446.203818 + Penalty 3905.337902 = -19311540.865916 nChanged 9689 SP:Iteration 4F (2525.610000 sec): 3 clusters Score: Raw -19321168.787325 + Penalty 3905.337902 = -19317263.449423 nChanged 12922 SP:Iteration 5F (2526.140000 sec): 3 clusters Score: Raw -19331228.789866 + Penalty 3905.337902 = -19327323.451964 nChanged 15055 SP:Iteration 6F (2526.700000 sec): 3 clusters Score: Raw -19345236.512758 + Penalty 3905.337902 = -19341331.174856 nChanged 13296 SP:Iteration 7F (2527.240000 sec): 3 clusters Score: Raw -19358541.642195 + Penalty 3905.337902 = -19354636.304293 nChanged 8623 SP:Iteration 8F (2527.760000 sec): 3 clusters Score: Raw -19367139.306729 + Penalty 3905.337902 = -19363233.968827 nChanged 4036 SP:Iteration 9Q (2528.210000 sec): 3 clusters Score: Raw -19370974.016476 + Penalty 3905.337902 = -19367068.678574 nChanged 1518 SP:Iteration 10Q (2528.620000 sec): 3 clusters Score: Raw -19372373.293760 + Penalty 3905.337902 = -19368467.955858 nChanged 465 SP:Iteration 11Q (2529.020000 sec): 3 clusters Score: Raw -19372824.219127 + Penalty 3905.337902 = -19368918.881225 nChanged 133 SP:Iteration 12Q (2529.410000 sec): 3 clusters Score: Raw -19372967.150674 + Penalty 3905.337902 = -19369061.812772 nChanged 44 SP:Iteration 13Q (2529.790000 sec): 3 clusters Score: Raw -19373010.591722 + Penalty 3905.337902 = -19369105.253820 nChanged 16 SP:Iteration 14Q (2530.170000 sec): 3 clusters Score: Raw -19373026.927448 + Penalty 3905.337902 = -19369121.589546 nChanged 8 SP:Iteration 15Q (2530.560000 sec): 3 clusters Score: Raw -19373034.144786 + Penalty 3905.337902 = -19369128.806884 nChanged 6 SP:Iteration 16Q (2530.940000 sec): 3 clusters Score: Raw -19373039.132916 + Penalty 3905.337902 = -19369133.795014 nChanged 4 SP:Iteration 17Q (2531.320000 sec): 3 clusters Score: Raw -19373044.625646 + Penalty 3905.337902 = -19369139.287745 nChanged 6 SP:Iteration 18Q (2531.710000 sec): 3 clusters Score: Raw -19373052.049313 + Penalty 3905.337902 = -19369146.711411 nChanged 2 SP:Iteration 19Q (2532.110000 sec): 3 clusters Score: Raw -19373053.905877 + Penalty 3905.337902 = -19369148.567975 nChanged 1 SP:Iteration 20F (2532.650000 sec): 3 clusters Score: Raw -19373055.476604 + Penalty 3905.337902 = -19369150.138703 nChanged 2 SP:Iteration 21Q (2533.040000 sec): 3 clusters Score: Raw -19373057.166416 + Penalty 3905.337902 = -19369151.828514 nChanged 1 SP:Iteration 22Q (2533.440000 sec): 3 clusters Score: Raw -19373057.967234 + Penalty 3905.337902 = -19369152.629332 nChanged 0 SP:Iteration 23F (2533.960000 sec): 3 clusters Score: Raw -19373057.967234 + Penalty 3905.337902 = -19369152.629332 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 14 (4563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2534.060000 sec): 2 clusters Score: Raw -550573.497573 + Penalty 1369.182032 = -549204.315541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2534.070000 sec): 3 clusters Score: Raw -548194.409906 + Penalty 2738.364064 = -545456.045842 nChanged 1839 SP:Iteration 1F (2534.080000 sec): 3 clusters Score: Raw -549206.948666 + Penalty 2738.364064 = -546468.584602 nChanged 295 SP:Iteration 2F (2534.100000 sec): 3 clusters Score: Raw -549356.685299 + Penalty 2738.364064 = -546618.321235 nChanged 202 SP:Iteration 3Q (2534.110000 sec): 3 clusters Score: Raw -549450.042146 + Penalty 2738.364064 = -546711.678083 nChanged 181 SP:Iteration 4Q (2534.120000 sec): 3 clusters Score: Raw -549533.797633 + Penalty 2738.364064 = -546795.433569 nChanged 135 SP:Iteration 5Q (2534.140000 sec): 3 clusters Score: Raw -549596.543240 + Penalty 2738.364064 = -546858.179176 nChanged 124 SP:Iteration 6Q (2534.150000 sec): 3 clusters Score: Raw -549656.983728 + Penalty 2738.364064 = -546918.619664 nChanged 126 SP:Iteration 7Q (2534.160000 sec): 3 clusters Score: Raw -549716.041713 + Penalty 2738.364064 = -546977.677649 nChanged 129 SP:Iteration 8Q (2534.180000 sec): 3 clusters Score: Raw -549783.786472 + Penalty 2738.364064 = -547045.422408 nChanged 137 SP:Iteration 9Q (2534.190000 sec): 3 clusters Score: Raw -549855.775441 + Penalty 2738.364064 = -547117.411377 nChanged 128 SP:Iteration 10Q (2534.200000 sec): 3 clusters Score: Raw -549923.866428 + Penalty 2738.364064 = -547185.502364 nChanged 120 SP:Iteration 11Q (2534.210000 sec): 3 clusters Score: Raw -549988.874351 + Penalty 2738.364064 = -547250.510288 nChanged 135 SP:Iteration 12Q (2534.230000 sec): 3 clusters Score: Raw -550067.158379 + Penalty 2738.364064 = -547328.794315 nChanged 132 SP:Iteration 13Q (2534.240000 sec): 3 clusters Score: Raw -550157.749502 + Penalty 2738.364064 = -547419.385438 nChanged 126 SP:Iteration 14Q (2534.250000 sec): 3 clusters Score: Raw -550254.384523 + Penalty 2738.364064 = -547516.020459 nChanged 124 SP:Iteration 15Q (2534.260000 sec): 3 clusters Score: Raw -550358.336089 + Penalty 2738.364064 = -547619.972025 nChanged 107 SP:Iteration 16Q (2534.280000 sec): 3 clusters Score: Raw -550466.824492 + Penalty 2738.364064 = -547728.460428 nChanged 90 SP:Iteration 17Q (2534.290000 sec): 3 clusters Score: Raw -550538.943475 + Penalty 2738.364064 = -547800.579412 nChanged 62 SP:Iteration 18Q (2534.300000 sec): 3 clusters Score: Raw -550591.771128 + Penalty 2738.364064 = -547853.407064 nChanged 47 SP:Iteration 19Q (2534.310000 sec): 3 clusters Score: Raw -550631.651434 + Penalty 2738.364064 = -547893.287370 nChanged 31 SP:Iteration 20F (2534.320000 sec): 3 clusters Score: Raw -550662.161923 + Penalty 2738.364064 = -547923.797859 nChanged 26 SP:Iteration 21Q (2534.340000 sec): 3 clusters Score: Raw -550691.738738 + Penalty 2738.364064 = -547953.374674 nChanged 17 SP:Iteration 22Q (2534.350000 sec): 3 clusters Score: Raw -550705.635034 + Penalty 2738.364064 = -547967.270970 nChanged 8 SP:Iteration 23Q (2534.360000 sec): 3 clusters Score: Raw -550717.117949 + Penalty 2738.364064 = -547978.753885 nChanged 14 SP:Iteration 24Q (2534.370000 sec): 3 clusters Score: Raw -550736.685023 + Penalty 2738.364064 = -547998.320959 nChanged 16 SP:Iteration 25Q (2534.380000 sec): 3 clusters Score: Raw -550757.875815 + Penalty 2738.364064 = -548019.511752 nChanged 9 SP:Iteration 26Q (2534.390000 sec): 3 clusters Score: Raw -550765.052113 + Penalty 2738.364064 = -548026.688049 nChanged 2 SP:Iteration 27Q (2534.400000 sec): 3 clusters Score: Raw -550766.116619 + Penalty 2738.364064 = -548027.752555 nChanged 3 SP:Iteration 28Q (2534.410000 sec): 3 clusters Score: Raw -550768.871480 + Penalty 2738.364064 = -548030.507416 nChanged 2 SP:Iteration 29Q (2534.420000 sec): 3 clusters Score: Raw -550770.349951 + Penalty 2738.364064 = -548031.985887 nChanged 1 SP:Iteration 30Q (2534.430000 sec): 3 clusters Score: Raw -550771.128167 + Penalty 2738.364064 = -548032.764103 nChanged 1 SP:Iteration 31Q (2534.440000 sec): 3 clusters Score: Raw -550773.407254 + Penalty 2738.364064 = -548035.043190 nChanged 4 SP:Iteration 32Q (2534.450000 sec): 3 clusters Score: Raw -550777.150905 + Penalty 2738.364064 = -548038.786841 nChanged 1 SP:Iteration 33Q (2534.460000 sec): 3 clusters Score: Raw -550777.437972 + Penalty 2738.364064 = -548039.073908 nChanged 0 SP:Iteration 34F (2534.470000 sec): 3 clusters Score: Raw -550777.437972 + Penalty 2738.364064 = -548039.073908 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 15 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2534.480000 sec): 2 clusters Score: Raw -156565.323929 + Penalty 1175.084138 = -155390.239790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2534.490000 sec): 3 clusters Score: Raw -156031.600171 + Penalty 2350.168276 = -153681.431895 nChanged 469 SP:Iteration 1F (2534.490000 sec): 3 clusters Score: Raw -156380.192476 + Penalty 2350.168276 = -154030.024200 nChanged 102 SP:Iteration 2F (2534.500000 sec): 3 clusters Score: Raw -156471.661558 + Penalty 2350.168276 = -154121.493281 nChanged 64 SP:Iteration 3Q (2534.500000 sec): 3 clusters Score: Raw -156545.347231 + Penalty 2350.168276 = -154195.178955 nChanged 45 SP:Iteration 4Q (2534.500000 sec): 3 clusters Score: Raw -156599.281157 + Penalty 2350.168276 = -154249.112881 nChanged 38 SP:Iteration 5Q (2534.510000 sec): 3 clusters Score: Raw -156652.247260 + Penalty 2350.168276 = -154302.078983 nChanged 41 SP:Iteration 6Q (2534.510000 sec): 3 clusters Score: Raw -156703.370018 + Penalty 2350.168276 = -154353.201741 nChanged 35 SP:Iteration 7Q (2534.520000 sec): 3 clusters Score: Raw -156734.829804 + Penalty 2350.168276 = -154384.661528 nChanged 31 SP:Iteration 8Q (2534.520000 sec): 3 clusters Score: Raw -156766.078652 + Penalty 2350.168276 = -154415.910375 nChanged 26 SP:Iteration 9Q (2534.520000 sec): 3 clusters Score: Raw -156784.845649 + Penalty 2350.168276 = -154434.677373 nChanged 16 SP:Iteration 10Q (2534.530000 sec): 3 clusters Score: Raw -156798.045166 + Penalty 2350.168276 = -154447.876890 nChanged 17 SP:Iteration 11Q (2534.530000 sec): 3 clusters Score: Raw -156810.075111 + Penalty 2350.168276 = -154459.906834 nChanged 16 SP:Iteration 12Q (2534.530000 sec): 3 clusters Score: Raw -156819.967627 + Penalty 2350.168276 = -154469.799351 nChanged 13 SP:Iteration 13Q (2534.540000 sec): 3 clusters Score: Raw -156827.144628 + Penalty 2350.168276 = -154476.976351 nChanged 8 SP:Iteration 14Q (2534.540000 sec): 3 clusters Score: Raw -156833.251402 + Penalty 2350.168276 = -154483.083126 nChanged 10 SP:Iteration 15Q (2534.540000 sec): 3 clusters Score: Raw -156838.948558 + Penalty 2350.168276 = -154488.780282 nChanged 8 SP:Iteration 16Q (2534.550000 sec): 3 clusters Score: Raw -156846.125608 + Penalty 2350.168276 = -154495.957331 nChanged 9 SP:Iteration 17Q (2534.550000 sec): 3 clusters Score: Raw -156852.125863 + Penalty 2350.168276 = -154501.957587 nChanged 4 SP:Iteration 18Q (2534.560000 sec): 3 clusters Score: Raw -156854.228609 + Penalty 2350.168276 = -154504.060333 nChanged 1 SP:Iteration 19Q (2534.560000 sec): 3 clusters Score: Raw -156854.561172 + Penalty 2350.168276 = -154504.392896 nChanged 0 SP:Iteration 20F (2534.560000 sec): 3 clusters Score: Raw -156854.561172 + Penalty 2350.168276 = -154504.392896 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 16 (4959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2534.580000 sec): 2 clusters Score: Raw -570174.427582 + Penalty 1382.705900 = -568791.721682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2534.600000 sec): 3 clusters Score: Raw -567620.165770 + Penalty 2765.411801 = -564854.753969 nChanged 1999 SP:Iteration 1F (2534.610000 sec): 3 clusters Score: Raw -568634.867966 + Penalty 2765.411801 = -565869.456165 nChanged 302 SP:Iteration 2F (2534.630000 sec): 3 clusters Score: Raw -568782.724599 + Penalty 2765.411801 = -566017.312799 nChanged 250 SP:Iteration 3F (2534.640000 sec): 3 clusters Score: Raw -568892.020120 + Penalty 2765.411801 = -566126.608319 nChanged 170 SP:Iteration 4Q (2534.660000 sec): 3 clusters Score: Raw -568965.362160 + Penalty 2765.411801 = -566199.950359 nChanged 151 SP:Iteration 5Q (2534.670000 sec): 3 clusters Score: Raw -569030.106139 + Penalty 2765.411801 = -566264.694338 nChanged 145 SP:Iteration 6Q (2534.680000 sec): 3 clusters Score: Raw -569093.555794 + Penalty 2765.411801 = -566328.143993 nChanged 136 SP:Iteration 7Q (2534.700000 sec): 3 clusters Score: Raw -569159.853006 + Penalty 2765.411801 = -566394.441206 nChanged 139 SP:Iteration 8Q (2534.710000 sec): 3 clusters Score: Raw -569228.334038 + Penalty 2765.411801 = -566462.922238 nChanged 150 SP:Iteration 9Q (2534.720000 sec): 3 clusters Score: Raw -569307.059663 + Penalty 2765.411801 = -566541.647862 nChanged 155 SP:Iteration 10Q (2534.740000 sec): 3 clusters Score: Raw -569400.023370 + Penalty 2765.411801 = -566634.611570 nChanged 165 SP:Iteration 11Q (2534.750000 sec): 3 clusters Score: Raw -569526.843511 + Penalty 2765.411801 = -566761.431710 nChanged 154 SP:Iteration 12Q (2534.770000 sec): 3 clusters Score: Raw -569648.119626 + Penalty 2765.411801 = -566882.707825 nChanged 144 SP:Iteration 13Q (2534.780000 sec): 3 clusters Score: Raw -569765.061285 + Penalty 2765.411801 = -566999.649484 nChanged 132 SP:Iteration 14Q (2534.800000 sec): 3 clusters Score: Raw -569868.973665 + Penalty 2765.411801 = -567103.561864 nChanged 113 SP:Iteration 15Q (2534.820000 sec): 3 clusters Score: Raw -569966.920433 + Penalty 2765.411801 = -567201.508633 nChanged 100 SP:Iteration 16Q (2534.830000 sec): 3 clusters Score: Raw -570052.435215 + Penalty 2765.411801 = -567287.023415 nChanged 75 SP:Iteration 17Q (2534.840000 sec): 3 clusters Score: Raw -570120.780321 + Penalty 2765.411801 = -567355.368521 nChanged 71 SP:Iteration 18Q (2534.860000 sec): 3 clusters Score: Raw -570170.394167 + Penalty 2765.411801 = -567404.982367 nChanged 50 SP:Iteration 19Q (2534.870000 sec): 3 clusters Score: Raw -570204.913340 + Penalty 2765.411801 = -567439.501540 nChanged 49 SP:Iteration 20F (2534.880000 sec): 3 clusters Score: Raw -570233.717870 + Penalty 2765.411801 = -567468.306070 nChanged 40 SP:Iteration 21Q (2534.890000 sec): 3 clusters Score: Raw -570256.238748 + Penalty 2765.411801 = -567490.826947 nChanged 19 SP:Iteration 22Q (2534.900000 sec): 3 clusters Score: Raw -570268.077343 + Penalty 2765.411801 = -567502.665542 nChanged 22 SP:Iteration 23Q (2534.920000 sec): 3 clusters Score: Raw -570282.498934 + Penalty 2765.411801 = -567517.087134 nChanged 22 SP:Iteration 24Q (2534.930000 sec): 3 clusters Score: Raw -570296.809193 + Penalty 2765.411801 = -567531.397393 nChanged 14 SP:Iteration 25Q (2534.940000 sec): 3 clusters Score: Raw -570304.017798 + Penalty 2765.411801 = -567538.605997 nChanged 9 SP:Iteration 26Q (2534.950000 sec): 3 clusters Score: Raw -570308.222656 + Penalty 2765.411801 = -567542.810856 nChanged 9 SP:Iteration 27Q (2534.960000 sec): 3 clusters Score: Raw -570314.403614 + Penalty 2765.411801 = -567548.991814 nChanged 13 SP:Iteration 28Q (2534.970000 sec): 3 clusters Score: Raw -570323.648427 + Penalty 2765.411801 = -567558.236626 nChanged 15 SP:Iteration 29Q (2534.980000 sec): 3 clusters Score: Raw -570331.217243 + Penalty 2765.411801 = -567565.805442 nChanged 13 SP:Iteration 30Q (2535.000000 sec): 3 clusters Score: Raw -570338.642589 + Penalty 2765.411801 = -567573.230788 nChanged 15 SP:Iteration 31Q (2535.010000 sec): 3 clusters Score: Raw -570347.884099 + Penalty 2765.411801 = -567582.472298 nChanged 14 SP:Iteration 32Q (2535.020000 sec): 3 clusters Score: Raw -570356.652620 + Penalty 2765.411801 = -567591.240819 nChanged 14 SP:Iteration 33Q (2535.030000 sec): 3 clusters Score: Raw -570367.177334 + Penalty 2765.411801 = -567601.765534 nChanged 10 SP:Iteration 34Q (2535.040000 sec): 3 clusters Score: Raw -570372.977028 + Penalty 2765.411801 = -567607.565227 nChanged 9 SP:Iteration 35Q (2535.050000 sec): 3 clusters Score: Raw -570378.173565 + Penalty 2765.411801 = -567612.761764 nChanged 5 SP:Iteration 36Q (2535.060000 sec): 3 clusters Score: Raw -570381.821556 + Penalty 2765.411801 = -567616.409755 nChanged 5 SP:Iteration 37Q (2535.080000 sec): 3 clusters Score: Raw -570386.380415 + Penalty 2765.411801 = -567620.968614 nChanged 4 SP:Iteration 38Q (2535.080000 sec): 3 clusters Score: Raw -570389.509488 + Penalty 2765.411801 = -567624.097688 nChanged 4 SP:Iteration 39Q (2535.100000 sec): 3 clusters Score: Raw -570393.079839 + Penalty 2765.411801 = -567627.668038 nChanged 5 SP:Iteration 40F (2535.110000 sec): 3 clusters Score: Raw -570397.750595 + Penalty 2765.411801 = -567632.338795 nChanged 4 SP:Iteration 41Q (2535.120000 sec): 3 clusters Score: Raw -570399.788304 + Penalty 2765.411801 = -567634.376503 nChanged 3 SP:Iteration 42Q (2535.130000 sec): 3 clusters Score: Raw -570401.582585 + Penalty 2765.411801 = -567636.170784 nChanged 4 SP:Iteration 43Q (2535.140000 sec): 3 clusters Score: Raw -570402.765413 + Penalty 2765.411801 = -567637.353613 nChanged 1 SP:Iteration 44Q (2535.160000 sec): 3 clusters Score: Raw -570403.190834 + Penalty 2765.411801 = -567637.779034 nChanged 0 SP:Iteration 45F (2535.170000 sec): 3 clusters Score: Raw -570403.190834 + Penalty 2765.411801 = -567637.779034 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2535.180000 sec): 2 clusters Score: Raw -19706.258640 + Penalty 853.494432 = -18852.764208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2535.180000 sec): 3 clusters Score: Raw -19850.862255 + Penalty 1706.988864 = -18143.873391 nChanged 28 SP:Iteration 1F (2535.180000 sec): 3 clusters Score: Raw -19926.557079 + Penalty 1706.988864 = -18219.568215 nChanged 6 SP:Iteration 2Q (2535.180000 sec): 3 clusters Score: Raw -19950.630399 + Penalty 1706.988864 = -18243.641535 nChanged 2 SP:Iteration 3Q (2535.180000 sec): 3 clusters Score: Raw -19953.653444 + Penalty 1706.988864 = -18246.664580 nChanged 1 SP:Iteration 4Q (2535.180000 sec): 3 clusters Score: Raw -19955.122900 + Penalty 1706.988864 = -18248.134035 nChanged 0 SP:Iteration 5F (2535.180000 sec): 3 clusters Score: Raw -19955.122900 + Penalty 1706.988864 = -18248.134035 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 18 (25679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2535.260000 sec): 2 clusters Score: Raw -3138102.470042 + Penalty 1649.932183 = -3136452.537860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2535.340000 sec): 3 clusters Score: Raw -3122191.035908 + Penalty 3299.864365 = -3118891.171543 nChanged 11867 SP:Iteration 1F (2535.420000 sec): 3 clusters Score: Raw -3128817.371798 + Penalty 3299.864365 = -3125517.507432 nChanged 1002 SP:Iteration 2Q (2535.490000 sec): 3 clusters Score: Raw -3129050.947332 + Penalty 3299.864365 = -3125751.082967 nChanged 828 SP:Iteration 3Q (2535.570000 sec): 3 clusters Score: Raw -3129245.466530 + Penalty 3299.864365 = -3125945.602164 nChanged 784 SP:Iteration 4Q (2535.640000 sec): 3 clusters Score: Raw -3129446.380499 + Penalty 3299.864365 = -3126146.516134 nChanged 781 SP:Iteration 5Q (2535.720000 sec): 3 clusters Score: Raw -3129677.543537 + Penalty 3299.864365 = -3126377.679171 nChanged 854 SP:Iteration 6Q (2535.790000 sec): 3 clusters Score: Raw -3129946.268737 + Penalty 3299.864365 = -3126646.404372 nChanged 852 SP:Iteration 7Q (2535.870000 sec): 3 clusters Score: Raw -3130244.140902 + Penalty 3299.864365 = -3126944.276537 nChanged 954 SP:Iteration 8Q (2535.940000 sec): 3 clusters Score: Raw -3130649.528269 + Penalty 3299.864365 = -3127349.663904 nChanged 1097 SP:Iteration 9Q (2536.020000 sec): 3 clusters Score: Raw -3131240.355829 + Penalty 3299.864365 = -3127940.491464 nChanged 1255 SP:Iteration 10Q (2536.100000 sec): 3 clusters Score: Raw -3132045.639716 + Penalty 3299.864365 = -3128745.775351 nChanged 1318 SP:Iteration 11F (2536.170000 sec): 3 clusters Score: Raw -3133013.778479 + Penalty 3299.864365 = -3129713.914114 nChanged 1326 SP:Iteration 12F (2536.250000 sec): 3 clusters Score: Raw -3134055.612751 + Penalty 3299.864365 = -3130755.748385 nChanged 1220 SP:Iteration 13Q (2536.320000 sec): 3 clusters Score: Raw -3134999.487983 + Penalty 3299.864365 = -3131699.623618 nChanged 1032 SP:Iteration 14Q (2536.400000 sec): 3 clusters Score: Raw -3135747.814146 + Penalty 3299.864365 = -3132447.949781 nChanged 839 SP:Iteration 15Q (2536.470000 sec): 3 clusters Score: Raw -3136251.671231 + Penalty 3299.864365 = -3132951.806865 nChanged 645 SP:Iteration 16Q (2536.540000 sec): 3 clusters Score: Raw -3136604.539940 + Penalty 3299.864365 = -3133304.675574 nChanged 527 SP:Iteration 17Q (2536.600000 sec): 3 clusters Score: Raw -3136886.363989 + Penalty 3299.864365 = -3133586.499624 nChanged 470 SP:Iteration 18Q (2536.670000 sec): 3 clusters Score: Raw -3137144.304277 + Penalty 3299.864365 = -3133844.439912 nChanged 407 SP:Iteration 19Q (2536.730000 sec): 3 clusters Score: Raw -3137351.602266 + Penalty 3299.864365 = -3134051.737900 nChanged 345 SP:Iteration 20F (2536.800000 sec): 3 clusters Score: Raw -3137539.288614 + Penalty 3299.864365 = -3134239.424248 nChanged 300 SP:Iteration 21Q (2536.860000 sec): 3 clusters Score: Raw -3137709.251410 + Penalty 3299.864365 = -3134409.387045 nChanged 269 SP:Iteration 22Q (2536.920000 sec): 3 clusters Score: Raw -3137864.758496 + Penalty 3299.864365 = -3134564.894131 nChanged 233 SP:Iteration 23Q (2536.980000 sec): 3 clusters Score: Raw -3138001.293166 + Penalty 3299.864365 = -3134701.428801 nChanged 183 SP:Iteration 24Q (2537.040000 sec): 3 clusters Score: Raw -3138102.749541 + Penalty 3299.864365 = -3134802.885176 nChanged 142 SP:Iteration 25Q (2537.100000 sec): 3 clusters Score: Raw -3138177.565505 + Penalty 3299.864365 = -3134877.701139 nChanged 100 SP:Iteration 26Q (2537.160000 sec): 3 clusters Score: Raw -3138230.488075 + Penalty 3299.864365 = -3134930.623709 nChanged 88 SP:Iteration 27Q (2537.210000 sec): 3 clusters Score: Raw -3138274.031877 + Penalty 3299.864365 = -3134974.167512 nChanged 60 SP:Iteration 28Q (2537.270000 sec): 3 clusters Score: Raw -3138302.205399 + Penalty 3299.864365 = -3135002.341034 nChanged 46 SP:Iteration 29Q (2537.330000 sec): 3 clusters Score: Raw -3138319.584581 + Penalty 3299.864365 = -3135019.720215 nChanged 36 SP:Iteration 30Q (2537.380000 sec): 3 clusters Score: Raw -3138336.460362 + Penalty 3299.864365 = -3135036.595996 nChanged 30 SP:Iteration 31Q (2537.440000 sec): 3 clusters Score: Raw -3138350.434887 + Penalty 3299.864365 = -3135050.570522 nChanged 23 SP:Iteration 32Q (2537.490000 sec): 3 clusters Score: Raw -3138359.053307 + Penalty 3299.864365 = -3135059.188942 nChanged 13 SP:Iteration 33Q (2537.550000 sec): 3 clusters Score: Raw -3138364.956399 + Penalty 3299.864365 = -3135065.092033 nChanged 10 SP:Iteration 34Q (2537.600000 sec): 3 clusters Score: Raw -3138369.388891 + Penalty 3299.864365 = -3135069.524526 nChanged 10 SP:Iteration 35Q (2537.650000 sec): 3 clusters Score: Raw -3138374.632511 + Penalty 3299.864365 = -3135074.768146 nChanged 11 SP:Iteration 36Q (2537.710000 sec): 3 clusters Score: Raw -3138380.238963 + Penalty 3299.864365 = -3135080.374598 nChanged 14 SP:Iteration 37Q (2537.760000 sec): 3 clusters Score: Raw -3138385.631854 + Penalty 3299.864365 = -3135085.767489 nChanged 12 SP:Iteration 38Q (2537.820000 sec): 3 clusters Score: Raw -3138391.211520 + Penalty 3299.864365 = -3135091.347155 nChanged 12 SP:Iteration 39Q (2537.880000 sec): 3 clusters Score: Raw -3138396.285894 + Penalty 3299.864365 = -3135096.421529 nChanged 15 SP:Iteration 40F (2537.950000 sec): 3 clusters Score: Raw -3138401.143905 + Penalty 3299.864365 = -3135101.279539 nChanged 7 SP:Iteration 41Q (2538.010000 sec): 3 clusters Score: Raw -3138402.958806 + Penalty 3299.864365 = -3135103.094441 nChanged 7 SP:Iteration 42Q (2538.060000 sec): 3 clusters Score: Raw -3138405.803066 + Penalty 3299.864365 = -3135105.938701 nChanged 6 SP:Iteration 43Q (2538.110000 sec): 3 clusters Score: Raw -3138408.696860 + Penalty 3299.864365 = -3135108.832495 nChanged 3 SP:Iteration 44Q (2538.170000 sec): 3 clusters Score: Raw -3138409.143329 + Penalty 3299.864365 = -3135109.278963 nChanged 3 SP:Iteration 45Q (2538.220000 sec): 3 clusters Score: Raw -3138410.166640 + Penalty 3299.864365 = -3135110.302275 nChanged 3 SP:Iteration 46Q (2538.270000 sec): 3 clusters Score: Raw -3138411.064319 + Penalty 3299.864365 = -3135111.199954 nChanged 3 SP:Iteration 47Q (2538.330000 sec): 3 clusters Score: Raw -3138411.600013 + Penalty 3299.864365 = -3135111.735648 nChanged 0 SP:Iteration 48F (2538.400000 sec): 3 clusters Score: Raw -3138411.600013 + Penalty 3299.864365 = -3135111.735648 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 19 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.420000 sec): 2 clusters Score: Raw -68847.226334 + Penalty 1044.304374 = -67802.921960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.430000 sec): 3 clusters Score: Raw -68746.125827 + Penalty 2088.608749 = -66657.517078 nChanged 145 SP:Iteration 1F (2538.430000 sec): 3 clusters Score: Raw -68946.408049 + Penalty 2088.608749 = -66857.799300 nChanged 48 SP:Iteration 2F (2538.430000 sec): 3 clusters Score: Raw -69030.739389 + Penalty 2088.608749 = -66942.130640 nChanged 23 SP:Iteration 3Q (2538.430000 sec): 3 clusters Score: Raw -69067.393996 + Penalty 2088.608749 = -66978.785247 nChanged 13 SP:Iteration 4Q (2538.430000 sec): 3 clusters Score: Raw -69091.682429 + Penalty 2088.608749 = -67003.073680 nChanged 9 SP:Iteration 5Q (2538.430000 sec): 3 clusters Score: Raw -69105.459575 + Penalty 2088.608749 = -67016.850826 nChanged 5 SP:Iteration 6Q (2538.430000 sec): 3 clusters Score: Raw -69111.476136 + Penalty 2088.608749 = -67022.867387 nChanged 1 SP:Iteration 7Q (2538.440000 sec): 3 clusters Score: Raw -69112.005409 + Penalty 2088.608749 = -67023.396660 nChanged 0 SP:Iteration 8F (2538.440000 sec): 3 clusters Score: Raw -69112.005409 + Penalty 2088.608749 = -67023.396660 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 20 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.450000 sec): 2 clusters Score: Raw -132699.271415 + Penalty 1150.367464 = -131548.903951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.450000 sec): 3 clusters Score: Raw -132312.408125 + Penalty 2300.734928 = -130011.673196 nChanged 368 SP:Iteration 1F (2538.450000 sec): 3 clusters Score: Raw -132701.392126 + Penalty 2300.734928 = -130400.657198 nChanged 103 SP:Iteration 2F (2538.460000 sec): 3 clusters Score: Raw -132854.972598 + Penalty 2300.734928 = -130554.237670 nChanged 64 SP:Iteration 3F (2538.460000 sec): 3 clusters Score: Raw -132951.057575 + Penalty 2300.734928 = -130650.322647 nChanged 46 SP:Iteration 4Q (2538.460000 sec): 3 clusters Score: Raw -133023.914460 + Penalty 2300.734928 = -130723.179532 nChanged 51 SP:Iteration 5Q (2538.470000 sec): 3 clusters Score: Raw -133123.385510 + Penalty 2300.734928 = -130822.650581 nChanged 55 SP:Iteration 6Q (2538.470000 sec): 3 clusters Score: Raw -133244.059341 + Penalty 2300.734928 = -130943.324413 nChanged 39 SP:Iteration 7Q (2538.470000 sec): 3 clusters Score: Raw -133317.605596 + Penalty 2300.734928 = -131016.870667 nChanged 39 SP:Iteration 8Q (2538.480000 sec): 3 clusters Score: Raw -133357.293596 + Penalty 2300.734928 = -131056.558667 nChanged 22 SP:Iteration 9Q (2538.480000 sec): 3 clusters Score: Raw -133382.699612 + Penalty 2300.734928 = -131081.964683 nChanged 19 SP:Iteration 10Q (2538.480000 sec): 3 clusters Score: Raw -133402.983612 + Penalty 2300.734928 = -131102.248683 nChanged 14 SP:Iteration 11Q (2538.490000 sec): 3 clusters Score: Raw -133415.644291 + Penalty 2300.734928 = -131114.909363 nChanged 16 SP:Iteration 12Q (2538.490000 sec): 3 clusters Score: Raw -133432.234906 + Penalty 2300.734928 = -131131.499978 nChanged 14 SP:Iteration 13Q (2538.490000 sec): 3 clusters Score: Raw -133441.920804 + Penalty 2300.734928 = -131141.185875 nChanged 19 SP:Iteration 14Q (2538.490000 sec): 3 clusters Score: Raw -133458.830627 + Penalty 2300.734928 = -131158.095699 nChanged 18 SP:Iteration 15Q (2538.500000 sec): 3 clusters Score: Raw -133474.684152 + Penalty 2300.734928 = -131173.949223 nChanged 19 SP:Iteration 16Q (2538.500000 sec): 3 clusters Score: Raw -133491.691829 + Penalty 2300.734928 = -131190.956901 nChanged 19 SP:Iteration 17Q (2538.500000 sec): 3 clusters Score: Raw -133511.506254 + Penalty 2300.734928 = -131210.771326 nChanged 13 SP:Iteration 18Q (2538.510000 sec): 3 clusters Score: Raw -133525.750262 + Penalty 2300.734928 = -131225.015334 nChanged 15 SP:Iteration 19Q (2538.510000 sec): 3 clusters Score: Raw -133540.343460 + Penalty 2300.734928 = -131239.608532 nChanged 8 SP:Iteration 20F (2538.510000 sec): 3 clusters Score: Raw -133549.104267 + Penalty 2300.734928 = -131248.369339 nChanged 11 SP:Iteration 21Q (2538.510000 sec): 3 clusters Score: Raw -133564.436504 + Penalty 2300.734928 = -131263.701575 nChanged 12 SP:Iteration 22Q (2538.520000 sec): 3 clusters Score: Raw -133583.316855 + Penalty 2300.734928 = -131282.581927 nChanged 11 SP:Iteration 23Q (2538.520000 sec): 3 clusters Score: Raw -133599.706366 + Penalty 2300.734928 = -131298.971437 nChanged 9 SP:Iteration 24Q (2538.530000 sec): 3 clusters Score: Raw -133610.769999 + Penalty 2300.734928 = -131310.035070 nChanged 8 SP:Iteration 25Q (2538.530000 sec): 3 clusters Score: Raw -133620.850927 + Penalty 2300.734928 = -131320.115999 nChanged 7 SP:Iteration 26Q (2538.530000 sec): 3 clusters Score: Raw -133629.628153 + Penalty 2300.734928 = -131328.893225 nChanged 10 SP:Iteration 27Q (2538.530000 sec): 3 clusters Score: Raw -133644.972166 + Penalty 2300.734928 = -131344.237238 nChanged 12 SP:Iteration 28Q (2538.530000 sec): 3 clusters Score: Raw -133675.035195 + Penalty 2300.734928 = -131374.300267 nChanged 15 SP:Iteration 29Q (2538.540000 sec): 3 clusters Score: Raw -133708.335615 + Penalty 2300.734928 = -131407.600686 nChanged 16 SP:Iteration 30Q (2538.540000 sec): 3 clusters Score: Raw -133765.757713 + Penalty 2300.734928 = -131465.022785 nChanged 14 SP:Iteration 31Q (2538.550000 sec): 3 clusters Score: Raw -133809.529819 + Penalty 2300.734928 = -131508.794891 nChanged 15 SP:Iteration 32Q (2538.550000 sec): 3 clusters Score: Raw -133840.411153 + Penalty 2300.734928 = -131539.676225 nChanged 16 SP:Iteration 33Q (2538.550000 sec): 3 clusters Score: Raw -133876.274406 + Penalty 2300.734928 = -131575.539478 nChanged 11 SP:Iteration 34Q (2538.550000 sec): 3 clusters Score: Raw -133911.884238 + Penalty 2300.734928 = -131611.149309 nChanged 8 SP:Iteration 35Q (2538.550000 sec): 3 clusters Score: Raw -133947.473216 + Penalty 2300.734928 = -131646.738287 nChanged 6 SP:Iteration 36Q (2538.560000 sec): 3 clusters Score: Raw -133959.397063 + Penalty 2300.734928 = -131658.662134 nChanged 1 SP:Iteration 37Q (2538.560000 sec): 3 clusters Score: Raw -133960.681015 + Penalty 2300.734928 = -131659.946087 nChanged 0 SP:Iteration 38F (2538.560000 sec): 3 clusters Score: Raw -133962.724928 + Penalty 2300.734928 = -131661.990000 nChanged 2 SP:Iteration 39Q (2538.570000 sec): 3 clusters Score: Raw -133967.413863 + Penalty 2300.734928 = -131666.678935 nChanged 0 SP:Iteration 40F (2538.570000 sec): 3 clusters Score: Raw -133967.413863 + Penalty 2300.734928 = -131666.678935 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 10.26 GB. Trying to split cluster 21 (1754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.590000 sec): 2 clusters Score: Raw -196493.490453 + Penalty 1213.818803 = -195279.671650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.590000 sec): 3 clusters Score: Raw -195788.578139 + Penalty 2427.637606 = -193360.940533 nChanged 587 SP:Iteration 1F (2538.590000 sec): 3 clusters Score: Raw -196199.890484 + Penalty 2427.637606 = -193772.252878 nChanged 117 SP:Iteration 2F (2538.600000 sec): 3 clusters Score: Raw -196280.355806 + Penalty 2427.637606 = -193852.718200 nChanged 73 SP:Iteration 3Q (2538.610000 sec): 3 clusters Score: Raw -196336.213663 + Penalty 2427.637606 = -193908.576056 nChanged 61 SP:Iteration 4Q (2538.610000 sec): 3 clusters Score: Raw -196377.199437 + Penalty 2427.637606 = -193949.561831 nChanged 48 SP:Iteration 5Q (2538.610000 sec): 3 clusters Score: Raw -196412.449925 + Penalty 2427.637606 = -193984.812318 nChanged 42 SP:Iteration 6Q (2538.620000 sec): 3 clusters Score: Raw -196441.012221 + Penalty 2427.637606 = -194013.374615 nChanged 26 SP:Iteration 7Q (2538.630000 sec): 3 clusters Score: Raw -196455.990767 + Penalty 2427.637606 = -194028.353161 nChanged 20 SP:Iteration 8Q (2538.630000 sec): 3 clusters Score: Raw -196468.622254 + Penalty 2427.637606 = -194040.984648 nChanged 16 SP:Iteration 9Q (2538.630000 sec): 3 clusters Score: Raw -196478.004845 + Penalty 2427.637606 = -194050.367238 nChanged 15 SP:Iteration 10Q (2538.640000 sec): 3 clusters Score: Raw -196486.208217 + Penalty 2427.637606 = -194058.570610 nChanged 13 SP:Iteration 11Q (2538.650000 sec): 3 clusters Score: Raw -196492.379262 + Penalty 2427.637606 = -194064.741656 nChanged 14 SP:Iteration 12Q (2538.650000 sec): 3 clusters Score: Raw -196499.048547 + Penalty 2427.637606 = -194071.410941 nChanged 8 SP:Iteration 13Q (2538.650000 sec): 3 clusters Score: Raw -196502.163328 + Penalty 2427.637606 = -194074.525721 nChanged 6 SP:Iteration 14Q (2538.660000 sec): 3 clusters Score: Raw -196504.095050 + Penalty 2427.637606 = -194076.457444 nChanged 4 SP:Iteration 15Q (2538.670000 sec): 3 clusters Score: Raw -196506.866235 + Penalty 2427.637606 = -194079.228629 nChanged 6 SP:Iteration 16Q (2538.670000 sec): 3 clusters Score: Raw -196510.599407 + Penalty 2427.637606 = -194082.961801 nChanged 9 SP:Iteration 17Q (2538.670000 sec): 3 clusters Score: Raw -196515.735876 + Penalty 2427.637606 = -194088.098270 nChanged 9 SP:Iteration 18Q (2538.680000 sec): 3 clusters Score: Raw -196520.625635 + Penalty 2427.637606 = -194092.988029 nChanged 6 SP:Iteration 19Q (2538.680000 sec): 3 clusters Score: Raw -196522.634102 + Penalty 2427.637606 = -194094.996496 nChanged 4 SP:Iteration 20F (2538.690000 sec): 3 clusters Score: Raw -196524.925977 + Penalty 2427.637606 = -194097.288371 nChanged 3 SP:Iteration 21Q (2538.690000 sec): 3 clusters Score: Raw -196526.437781 + Penalty 2427.637606 = -194098.800175 nChanged 2 SP:Iteration 22Q (2538.700000 sec): 3 clusters Score: Raw -196526.768907 + Penalty 2427.637606 = -194099.131301 nChanged 0 SP:Iteration 23F (2538.710000 sec): 3 clusters Score: Raw -196526.768907 + Penalty 2427.637606 = -194099.131301 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 22 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.710000 sec): 2 clusters Score: Raw -117279.752453 + Penalty 1125.728160 = -116154.024293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.710000 sec): 3 clusters Score: Raw -116947.629668 + Penalty 2251.456320 = -114696.173348 nChanged 287 SP:Iteration 1F (2538.720000 sec): 3 clusters Score: Raw -117194.713064 + Penalty 2251.456320 = -114943.256745 nChanged 68 SP:Iteration 2F (2538.720000 sec): 3 clusters Score: Raw -117259.416093 + Penalty 2251.456320 = -115007.959773 nChanged 33 SP:Iteration 3Q (2538.720000 sec): 3 clusters Score: Raw -117291.802993 + Penalty 2251.456320 = -115040.346673 nChanged 21 SP:Iteration 4Q (2538.730000 sec): 3 clusters Score: Raw -117313.934684 + Penalty 2251.456320 = -115062.478364 nChanged 9 SP:Iteration 5Q (2538.730000 sec): 3 clusters Score: Raw -117323.253610 + Penalty 2251.456320 = -115071.797290 nChanged 13 SP:Iteration 6Q (2538.730000 sec): 3 clusters Score: Raw -117333.420868 + Penalty 2251.456320 = -115081.964549 nChanged 9 SP:Iteration 7Q (2538.730000 sec): 3 clusters Score: Raw -117342.000467 + Penalty 2251.456320 = -115090.544147 nChanged 9 SP:Iteration 8Q (2538.740000 sec): 3 clusters Score: Raw -117348.415873 + Penalty 2251.456320 = -115096.959553 nChanged 8 SP:Iteration 9Q (2538.740000 sec): 3 clusters Score: Raw -117353.712780 + Penalty 2251.456320 = -115102.256461 nChanged 3 SP:Iteration 10Q (2538.750000 sec): 3 clusters Score: Raw -117357.146023 + Penalty 2251.456320 = -115105.689703 nChanged 4 SP:Iteration 11Q (2538.750000 sec): 3 clusters Score: Raw -117360.016431 + Penalty 2251.456320 = -115108.560111 nChanged 3 SP:Iteration 12Q (2538.750000 sec): 3 clusters Score: Raw -117363.131704 + Penalty 2251.456320 = -115111.675385 nChanged 2 SP:Iteration 13Q (2538.750000 sec): 3 clusters Score: Raw -117364.481598 + Penalty 2251.456320 = -115113.025278 nChanged 0 SP:Iteration 14F (2538.760000 sec): 3 clusters Score: Raw -117364.481598 + Penalty 2251.456320 = -115113.025278 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 23 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2538.760000 sec): 2 clusters Score: Raw -63454.465024 + Penalty 1023.280264 = -62431.184760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2538.770000 sec): 3 clusters Score: Raw -63378.099542 + Penalty 2046.560529 = -61331.539013 nChanged 119 SP:Iteration 1F (2538.770000 sec): 3 clusters Score: Raw -63531.562268 + Penalty 2046.560529 = -61485.001739 nChanged 27 SP:Iteration 2Q (2538.770000 sec): 3 clusters Score: Raw -63573.844843 + Penalty 2046.560529 = -61527.284314 nChanged 11 SP:Iteration 3Q (2538.770000 sec): 3 clusters Score: Raw -63590.610443 + Penalty 2046.560529 = -61544.049914 nChanged 5 SP:Iteration 4Q (2538.770000 sec): 3 clusters Score: Raw -63596.551308 + Penalty 2046.560529 = -61549.990779 nChanged 3 SP:Iteration 5Q (2538.770000 sec): 3 clusters Score: Raw -63599.010100 + Penalty 2046.560529 = -61552.449571 nChanged 1 SP:Iteration 6Q (2538.770000 sec): 3 clusters Score: Raw -63600.967033 + Penalty 2046.560529 = -61554.406504 nChanged 3 SP:Iteration 7Q (2538.770000 sec): 3 clusters Score: Raw -63605.845878 + Penalty 2046.560529 = -61559.285349 nChanged 6 SP:Iteration 8Q (2538.780000 sec): 3 clusters Score: Raw -63622.194053 + Penalty 2046.560529 = -61575.633524 nChanged 7 SP:Iteration 9Q (2538.780000 sec): 3 clusters Score: Raw -63630.912797 + Penalty 2046.560529 = -61584.352268 nChanged 2 SP:Iteration 10Q (2538.780000 sec): 3 clusters Score: Raw -63637.325178 + Penalty 2046.560529 = -61590.764649 nChanged 3 SP:Iteration 11Q (2538.780000 sec): 3 clusters Score: Raw -63641.344155 + Penalty 2046.560529 = -61594.783626 nChanged 1 SP:Iteration 12Q (2538.780000 sec): 3 clusters Score: Raw -63642.751291 + Penalty 2046.560529 = -61596.190762 nChanged 0 SP:Iteration 13F (2538.790000 sec): 3 clusters Score: Raw -63642.751291 + Penalty 2046.560529 = -61596.190762 nChanged 0 Iteration 139Q (2549.560000 sec): 25 clusters Score: Raw -167705105.803227 + Penalty 55255.867114 = -167649849.936113 nChanged 54 Iteration 140F (2587.690000 sec): 25 clusters Score: Raw -167705142.595337 + Penalty 55255.867114 = -167649886.728224 nChanged 54 Iteration 141Q (2598.480000 sec): 25 clusters Score: Raw -167705168.051507 + Penalty 55255.867114 = -167649912.184394 nChanged 47 Iteration 142Q (2609.600000 sec): 25 clusters Score: Raw -167705178.306026 + Penalty 55255.867114 = -167649922.438913 nChanged 67 Iteration 143Q (2620.880000 sec): 25 clusters Score: Raw -167705199.663280 + Penalty 55255.867114 = -167649943.796166 nChanged 74 Iteration 144Q (2632.120000 sec): 25 clusters Score: Raw -167705219.995375 + Penalty 55255.867114 = -167649964.128262 nChanged 62 Iteration 145Q (2643.030000 sec): 25 clusters Score: Raw -167705228.511670 + Penalty 55255.867114 = -167649972.644557 nChanged 38 Iteration 146Q (2653.850000 sec): 25 clusters Score: Raw -167705239.123337 + Penalty 55255.867114 = -167649983.256223 nChanged 34 Iteration 147Q (2664.730000 sec): 25 clusters Score: Raw -167705247.481769 + Penalty 55255.867114 = -167649991.614656 nChanged 27 Iteration 148Q (2675.530000 sec): 25 clusters Score: Raw -167705248.908372 + Penalty 55255.867114 = -167649993.041259 nChanged 24 Iteration 149Q (2686.310000 sec): 25 clusters Score: Raw -167705250.669242 + Penalty 55255.867114 = -167649994.802128 nChanged 20 Iteration 150Q (2697.080000 sec): 25 clusters Score: Raw -167705251.084579 + Penalty 55255.867114 = -167649995.217466 nChanged 17 Iteration 151Q (2707.870000 sec): 25 clusters Score: Raw -167705251.436070 + Penalty 55255.867114 = -167649995.568956 nChanged 16 Iteration 152Q (2718.680000 sec): 25 clusters Score: Raw -167705251.730676 + Penalty 55255.867114 = -167649995.863563 nChanged 14 Iteration 153Q (2729.440000 sec): 25 clusters Score: Raw -167705252.002526 + Penalty 55255.867114 = -167649996.135413 nChanged 13 Iteration 154Q (2740.230000 sec): 25 clusters Score: Raw -167705252.132492 + Penalty 55255.867114 = -167649996.265378 nChanged 16 Iteration 155Q (2751.140000 sec): 25 clusters Score: Raw -167705252.277536 + Penalty 55255.867114 = -167649996.410423 nChanged 15 Iteration 156Q (2762.030000 sec): 25 clusters Score: Raw -167705252.367150 + Penalty 55255.867114 = -167649996.500036 nChanged 6 Iteration 157Q (2772.910000 sec): 25 clusters Score: Raw -167705252.416975 + Penalty 55255.867114 = -167649996.549861 nChanged 8 Iteration 158Q (2783.740000 sec): 25 clusters Score: Raw -167705252.444783 + Penalty 55255.867114 = -167649996.577670 nChanged 3 Iteration 159Q (2794.590000 sec): 25 clusters Score: Raw -167705252.458101 + Penalty 55255.867114 = -167649996.590987 nChanged 3 Iteration 160F (2832.550000 sec): 25 clusters Score: Raw -167705259.813149 + Penalty 55255.867114 = -167650003.946035 nChanged 5 Iteration 161Q (2843.340000 sec): 25 clusters Score: Raw -167705264.338546 + Penalty 55255.867114 = -167650008.471433 nChanged 2 Iteration 162Q (2854.390000 sec): 25 clusters Score: Raw -167705264.352870 + Penalty 55255.867114 = -167650008.485756 nChanged 3 Iteration 163Q (2865.400000 sec): 25 clusters Score: Raw -167705264.391032 + Penalty 55255.867114 = -167650008.523919 nChanged 7 Iteration 164Q (2876.370000 sec): 25 clusters Score: Raw -167705264.550145 + Penalty 55255.867114 = -167650008.683031 nChanged 5 Iteration 165Q (2887.400000 sec): 25 clusters Score: Raw -167705264.644417 + Penalty 55255.867114 = -167650008.777303 nChanged 7 Iteration 166Q (2898.430000 sec): 25 clusters Score: Raw -167705264.682924 + Penalty 55255.867114 = -167650008.815810 nChanged 4 Iteration 167Q (2909.350000 sec): 25 clusters Score: Raw -167705264.692542 + Penalty 55255.867114 = -167650008.825429 nChanged 2 Iteration 168Q (2920.240000 sec): 25 clusters Score: Raw -167705264.699918 + Penalty 55255.867114 = -167650008.832804 nChanged 2 Iteration 169Q (2931.140000 sec): 25 clusters Score: Raw -167705264.704365 + Penalty 55255.867114 = -167650008.837251 nChanged 0 Iteration 170F (2969.500000 sec): 25 clusters Score: Raw -167705264.704365 + Penalty 55255.867114 = -167650008.837251 nChanged 0 Compute initial score before splitting: Score: Raw -167705264.704365 + Penalty 55255.867114 = -167650008.837251 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 1 (15960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2969.620000 sec): 2 clusters Score: Raw -1910755.015182 + Penalty 1572.649142 = -1909182.366040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2969.670000 sec): 3 clusters Score: Raw -1901283.507849 + Penalty 3145.298283 = -1898138.209566 nChanged 7147 SP:Iteration 1F (2969.710000 sec): 3 clusters Score: Raw -1905329.959444 + Penalty 3145.298283 = -1902184.661161 nChanged 901 SP:Iteration 2F (2969.760000 sec): 3 clusters Score: Raw -1905765.808115 + Penalty 3145.298283 = -1902620.509832 nChanged 964 SP:Iteration 3F (2969.810000 sec): 3 clusters Score: Raw -1906302.780741 + Penalty 3145.298283 = -1903157.482458 nChanged 1006 SP:Iteration 4F (2969.860000 sec): 3 clusters Score: Raw -1906960.445887 + Penalty 3145.298283 = -1903815.147604 nChanged 1162 SP:Iteration 5F (2969.910000 sec): 3 clusters Score: Raw -1907869.801422 + Penalty 3145.298283 = -1904724.503139 nChanged 1154 SP:Iteration 6F (2969.950000 sec): 3 clusters Score: Raw -1908887.126836 + Penalty 3145.298283 = -1905741.828553 nChanged 950 SP:Iteration 7F (2970.000000 sec): 3 clusters Score: Raw -1909821.243960 + Penalty 3145.298283 = -1906675.945677 nChanged 560 SP:Iteration 8Q (2970.050000 sec): 3 clusters Score: Raw -1910517.138039 + Penalty 3145.298283 = -1907371.839756 nChanged 268 SP:Iteration 9Q (2970.090000 sec): 3 clusters Score: Raw -1910921.756392 + Penalty 3145.298283 = -1907776.458109 nChanged 176 SP:Iteration 10Q (2970.130000 sec): 3 clusters Score: Raw -1911099.494471 + Penalty 3145.298283 = -1907954.196188 nChanged 115 SP:Iteration 11Q (2970.170000 sec): 3 clusters Score: Raw -1911172.667685 + Penalty 3145.298283 = -1908027.369401 nChanged 65 SP:Iteration 12Q (2970.210000 sec): 3 clusters Score: Raw -1911210.251627 + Penalty 3145.298283 = -1908064.953344 nChanged 42 SP:Iteration 13Q (2970.240000 sec): 3 clusters Score: Raw -1911231.409826 + Penalty 3145.298283 = -1908086.111543 nChanged 28 SP:Iteration 14Q (2970.280000 sec): 3 clusters Score: Raw -1911242.991041 + Penalty 3145.298283 = -1908097.692758 nChanged 25 SP:Iteration 15Q (2970.310000 sec): 3 clusters Score: Raw -1911253.758327 + Penalty 3145.298283 = -1908108.460044 nChanged 17 SP:Iteration 16Q (2970.350000 sec): 3 clusters Score: Raw -1911259.748326 + Penalty 3145.298283 = -1908114.450043 nChanged 18 SP:Iteration 17Q (2970.390000 sec): 3 clusters Score: Raw -1911265.721562 + Penalty 3145.298283 = -1908120.423278 nChanged 7 SP:Iteration 18Q (2970.420000 sec): 3 clusters Score: Raw -1911267.445446 + Penalty 3145.298283 = -1908122.147163 nChanged 7 SP:Iteration 19Q (2970.460000 sec): 3 clusters Score: Raw -1911269.077338 + Penalty 3145.298283 = -1908123.779055 nChanged 5 SP:Iteration 20F (2970.500000 sec): 3 clusters Score: Raw -1911270.798609 + Penalty 3145.298283 = -1908125.500326 nChanged 5 SP:Iteration 21Q (2970.540000 sec): 3 clusters Score: Raw -1911272.224622 + Penalty 3145.298283 = -1908126.926339 nChanged 5 SP:Iteration 22Q (2970.570000 sec): 3 clusters Score: Raw -1911273.628742 + Penalty 3145.298283 = -1908128.330458 nChanged 4 SP:Iteration 23Q (2970.610000 sec): 3 clusters Score: Raw -1911274.666239 + Penalty 3145.298283 = -1908129.367956 nChanged 8 SP:Iteration 24Q (2970.650000 sec): 3 clusters Score: Raw -1911276.903484 + Penalty 3145.298283 = -1908131.605201 nChanged 4 SP:Iteration 25Q (2970.680000 sec): 3 clusters Score: Raw -1911278.378872 + Penalty 3145.298283 = -1908133.080589 nChanged 1 SP:Iteration 26Q (2970.720000 sec): 3 clusters Score: Raw -1911279.489881 + Penalty 3145.298283 = -1908134.191598 nChanged 3 SP:Iteration 27Q (2970.750000 sec): 3 clusters Score: Raw -1911280.749246 + Penalty 3145.298283 = -1908135.450963 nChanged 8 SP:Iteration 28Q (2970.790000 sec): 3 clusters Score: Raw -1911282.914590 + Penalty 3145.298283 = -1908137.616307 nChanged 6 SP:Iteration 29Q (2970.830000 sec): 3 clusters Score: Raw -1911285.246361 + Penalty 3145.298283 = -1908139.948078 nChanged 3 SP:Iteration 30Q (2970.860000 sec): 3 clusters Score: Raw -1911285.790988 + Penalty 3145.298283 = -1908140.492705 nChanged 2 SP:Iteration 31Q (2970.900000 sec): 3 clusters Score: Raw -1911286.333030 + Penalty 3145.298283 = -1908141.034747 nChanged 1 SP:Iteration 32Q (2970.930000 sec): 3 clusters Score: Raw -1911286.578859 + Penalty 3145.298283 = -1908141.280576 nChanged 2 SP:Iteration 33Q (2970.970000 sec): 3 clusters Score: Raw -1911287.462111 + Penalty 3145.298283 = -1908142.163828 nChanged 0 SP:Iteration 34F (2971.010000 sec): 3 clusters Score: Raw -1911287.462111 + Penalty 3145.298283 = -1908142.163828 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 2 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.030000 sec): 2 clusters Score: Raw -146798.189649 + Penalty 1165.394234 = -145632.795415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.030000 sec): 3 clusters Score: Raw -146308.417879 + Penalty 2330.788467 = -143977.629411 nChanged 454 SP:Iteration 1F (2971.040000 sec): 3 clusters Score: Raw -146691.227435 + Penalty 2330.788467 = -144360.438968 nChanged 118 SP:Iteration 2F (2971.040000 sec): 3 clusters Score: Raw -146810.401077 + Penalty 2330.788467 = -144479.612609 nChanged 63 SP:Iteration 3Q (2971.050000 sec): 3 clusters Score: Raw -146861.626467 + Penalty 2330.788467 = -144530.838000 nChanged 32 SP:Iteration 4Q (2971.050000 sec): 3 clusters Score: Raw -146889.065098 + Penalty 2330.788467 = -144558.276630 nChanged 25 SP:Iteration 5Q (2971.050000 sec): 3 clusters Score: Raw -146906.269320 + Penalty 2330.788467 = -144575.480852 nChanged 15 SP:Iteration 6Q (2971.060000 sec): 3 clusters Score: Raw -146921.658699 + Penalty 2330.788467 = -144590.870232 nChanged 19 SP:Iteration 7Q (2971.060000 sec): 3 clusters Score: Raw -146939.967705 + Penalty 2330.788467 = -144609.179238 nChanged 14 SP:Iteration 8Q (2971.070000 sec): 3 clusters Score: Raw -146949.107091 + Penalty 2330.788467 = -144618.318623 nChanged 10 SP:Iteration 9Q (2971.070000 sec): 3 clusters Score: Raw -146954.147305 + Penalty 2330.788467 = -144623.358837 nChanged 5 SP:Iteration 10Q (2971.070000 sec): 3 clusters Score: Raw -146957.218435 + Penalty 2330.788467 = -144626.429967 nChanged 2 SP:Iteration 11Q (2971.080000 sec): 3 clusters Score: Raw -146959.158948 + Penalty 2330.788467 = -144628.370480 nChanged 4 SP:Iteration 12Q (2971.080000 sec): 3 clusters Score: Raw -146962.418942 + Penalty 2330.788467 = -144631.630474 nChanged 6 SP:Iteration 13Q (2971.080000 sec): 3 clusters Score: Raw -146966.884291 + Penalty 2330.788467 = -144636.095824 nChanged 5 SP:Iteration 14Q (2971.090000 sec): 3 clusters Score: Raw -146970.262080 + Penalty 2330.788467 = -144639.473613 nChanged 4 SP:Iteration 15Q (2971.090000 sec): 3 clusters Score: Raw -146972.490309 + Penalty 2330.788467 = -144641.701842 nChanged 0 SP:Iteration 16F (2971.090000 sec): 3 clusters Score: Raw -146972.490309 + Penalty 2330.788467 = -144641.701842 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 3 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.100000 sec): 2 clusters Score: Raw -29162.383455 + Penalty 912.725303 = -28249.658151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.100000 sec): 3 clusters Score: Raw -29349.214595 + Penalty 1825.450607 = -27523.763989 nChanged 62 SP:Iteration 1F (2971.100000 sec): 3 clusters Score: Raw -29550.414751 + Penalty 1825.450607 = -27724.964144 nChanged 20 SP:Iteration 2F (2971.100000 sec): 3 clusters Score: Raw -29700.226964 + Penalty 1825.450607 = -27874.776358 nChanged 11 SP:Iteration 3Q (2971.110000 sec): 3 clusters Score: Raw -29874.134201 + Penalty 1825.450607 = -28048.683594 nChanged 10 SP:Iteration 4Q (2971.110000 sec): 3 clusters Score: Raw -29904.859579 + Penalty 1825.450607 = -28079.408972 nChanged 3 SP:Iteration 5Q (2971.110000 sec): 3 clusters Score: Raw -29909.472123 + Penalty 1825.450607 = -28084.021516 nChanged 1 SP:Iteration 6Q (2971.110000 sec): 3 clusters Score: Raw -29913.853608 + Penalty 1825.450607 = -28088.403001 nChanged 1 SP:Iteration 7Q (2971.110000 sec): 3 clusters Score: Raw -29915.559918 + Penalty 1825.450607 = -28090.109312 nChanged 0 SP:Iteration 8F (2971.110000 sec): 3 clusters Score: Raw -29915.559918 + Penalty 1825.450607 = -28090.109312 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 4 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.110000 sec): 2 clusters Score: Raw -60863.868780 + Penalty 1022.680633 = -59841.188147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.110000 sec): 3 clusters Score: Raw -60767.621614 + Penalty 2045.361266 = -58722.260348 nChanged 143 SP:Iteration 1F (2971.120000 sec): 3 clusters Score: Raw -60935.770522 + Penalty 2045.361266 = -58890.409256 nChanged 29 SP:Iteration 2F (2971.120000 sec): 3 clusters Score: Raw -60986.222079 + Penalty 2045.361266 = -58940.860813 nChanged 12 SP:Iteration 3Q (2971.120000 sec): 3 clusters Score: Raw -61002.422546 + Penalty 2045.361266 = -58957.061280 nChanged 6 SP:Iteration 4Q (2971.120000 sec): 3 clusters Score: Raw -61009.611877 + Penalty 2045.361266 = -58964.250611 nChanged 7 SP:Iteration 5Q (2971.130000 sec): 3 clusters Score: Raw -61020.013706 + Penalty 2045.361266 = -58974.652440 nChanged 6 SP:Iteration 6Q (2971.130000 sec): 3 clusters Score: Raw -61042.146576 + Penalty 2045.361266 = -58996.785310 nChanged 9 SP:Iteration 7Q (2971.130000 sec): 3 clusters Score: Raw -61056.767683 + Penalty 2045.361266 = -59011.406417 nChanged 5 SP:Iteration 8Q (2971.130000 sec): 3 clusters Score: Raw -61075.646116 + Penalty 2045.361266 = -59030.284850 nChanged 8 SP:Iteration 9Q (2971.130000 sec): 3 clusters Score: Raw -61110.411977 + Penalty 2045.361266 = -59065.050711 nChanged 18 SP:Iteration 10Q (2971.130000 sec): 3 clusters Score: Raw -61182.253234 + Penalty 2045.361266 = -59136.891968 nChanged 24 SP:Iteration 11Q (2971.130000 sec): 3 clusters Score: Raw -61232.945717 + Penalty 2045.361266 = -59187.584451 nChanged 23 SP:Iteration 12Q (2971.130000 sec): 3 clusters Score: Raw -61293.946832 + Penalty 2045.361266 = -59248.585566 nChanged 14 SP:Iteration 13Q (2971.140000 sec): 3 clusters Score: Raw -61322.811637 + Penalty 2045.361266 = -59277.450371 nChanged 6 SP:Iteration 14Q (2971.140000 sec): 3 clusters Score: Raw -61334.099353 + Penalty 2045.361266 = -59288.738088 nChanged 6 SP:Iteration 15Q (2971.140000 sec): 3 clusters Score: Raw -61341.841921 + Penalty 2045.361266 = -59296.480656 nChanged 6 SP:Iteration 16Q (2971.140000 sec): 3 clusters Score: Raw -61359.695510 + Penalty 2045.361266 = -59314.334245 nChanged 11 SP:Iteration 17Q (2971.140000 sec): 3 clusters Score: Raw -61379.180444 + Penalty 2045.361266 = -59333.819178 nChanged 4 SP:Iteration 18Q (2971.140000 sec): 3 clusters Score: Raw -61386.324533 + Penalty 2045.361266 = -59340.963267 nChanged 1 SP:Iteration 19Q (2971.150000 sec): 3 clusters Score: Raw -61387.794269 + Penalty 2045.361266 = -59342.433003 nChanged 1 SP:Iteration 20F (2971.150000 sec): 3 clusters Score: Raw -61388.537616 + Penalty 2045.361266 = -59343.176350 nChanged 1 SP:Iteration 21Q (2971.150000 sec): 3 clusters Score: Raw -61389.316119 + Penalty 2045.361266 = -59343.954853 nChanged 1 SP:Iteration 22Q (2971.150000 sec): 3 clusters Score: Raw -61390.225125 + Penalty 2045.361266 = -59344.863860 nChanged 0 SP:Iteration 23F (2971.150000 sec): 3 clusters Score: Raw -61390.225125 + Penalty 2045.361266 = -59344.863860 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 5 (7562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.180000 sec): 2 clusters Score: Raw -927518.023457 + Penalty 1451.269785 = -926066.753672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.200000 sec): 3 clusters Score: Raw -923302.986633 + Penalty 2902.539570 = -920400.447063 nChanged 3199 SP:Iteration 1F (2971.230000 sec): 3 clusters Score: Raw -925036.265423 + Penalty 2902.539570 = -922133.725854 nChanged 478 SP:Iteration 2F (2971.250000 sec): 3 clusters Score: Raw -925297.035283 + Penalty 2902.539570 = -922394.495713 nChanged 432 SP:Iteration 3F (2971.270000 sec): 3 clusters Score: Raw -925544.635630 + Penalty 2902.539570 = -922642.096060 nChanged 434 SP:Iteration 4F (2971.290000 sec): 3 clusters Score: Raw -925800.753581 + Penalty 2902.539570 = -922898.214011 nChanged 432 SP:Iteration 5F (2971.310000 sec): 3 clusters Score: Raw -926080.487898 + Penalty 2902.539570 = -923177.948329 nChanged 418 SP:Iteration 6F (2971.340000 sec): 3 clusters Score: Raw -926377.410627 + Penalty 2902.539570 = -923474.871057 nChanged 411 SP:Iteration 7F (2971.360000 sec): 3 clusters Score: Raw -926681.136449 + Penalty 2902.539570 = -923778.596879 nChanged 357 SP:Iteration 8Q (2971.380000 sec): 3 clusters Score: Raw -926957.844539 + Penalty 2902.539570 = -924055.304969 nChanged 290 SP:Iteration 9Q (2971.410000 sec): 3 clusters Score: Raw -927165.469115 + Penalty 2902.539570 = -924262.929545 nChanged 222 SP:Iteration 10Q (2971.430000 sec): 3 clusters Score: Raw -927337.702623 + Penalty 2902.539570 = -924435.163053 nChanged 152 SP:Iteration 11Q (2971.450000 sec): 3 clusters Score: Raw -927452.717294 + Penalty 2902.539570 = -924550.177724 nChanged 110 SP:Iteration 12Q (2971.470000 sec): 3 clusters Score: Raw -927538.193563 + Penalty 2902.539570 = -924635.653993 nChanged 85 SP:Iteration 13Q (2971.490000 sec): 3 clusters Score: Raw -927602.084071 + Penalty 2902.539570 = -924699.544501 nChanged 75 SP:Iteration 14Q (2971.510000 sec): 3 clusters Score: Raw -927655.581897 + Penalty 2902.539570 = -924753.042327 nChanged 50 SP:Iteration 15Q (2971.530000 sec): 3 clusters Score: Raw -927690.264727 + Penalty 2902.539570 = -924787.725157 nChanged 40 SP:Iteration 16Q (2971.550000 sec): 3 clusters Score: Raw -927719.227728 + Penalty 2902.539570 = -924816.688158 nChanged 37 SP:Iteration 17Q (2971.570000 sec): 3 clusters Score: Raw -927740.403418 + Penalty 2902.539570 = -924837.863848 nChanged 27 SP:Iteration 18Q (2971.590000 sec): 3 clusters Score: Raw -927752.860240 + Penalty 2902.539570 = -924850.320670 nChanged 18 SP:Iteration 19Q (2971.610000 sec): 3 clusters Score: Raw -927762.159670 + Penalty 2902.539570 = -924859.620100 nChanged 18 SP:Iteration 20F (2971.630000 sec): 3 clusters Score: Raw -927771.003690 + Penalty 2902.539570 = -924868.464120 nChanged 14 SP:Iteration 21Q (2971.650000 sec): 3 clusters Score: Raw -927777.048260 + Penalty 2902.539570 = -924874.508690 nChanged 5 SP:Iteration 22Q (2971.670000 sec): 3 clusters Score: Raw -927778.799088 + Penalty 2902.539570 = -924876.259518 nChanged 4 SP:Iteration 23Q (2971.690000 sec): 3 clusters Score: Raw -927780.405109 + Penalty 2902.539570 = -924877.865539 nChanged 5 SP:Iteration 24Q (2971.700000 sec): 3 clusters Score: Raw -927782.123871 + Penalty 2902.539570 = -924879.584301 nChanged 0 SP:Iteration 25F (2971.730000 sec): 3 clusters Score: Raw -927782.123871 + Penalty 2902.539570 = -924879.584301 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 6 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.740000 sec): 2 clusters Score: Raw -29490.337690 + Penalty 917.958314 = -28572.379377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.740000 sec): 3 clusters Score: Raw -29575.476528 + Penalty 1835.916627 = -27739.559900 nChanged 53 SP:Iteration 1F (2971.740000 sec): 3 clusters Score: Raw -29704.594682 + Penalty 1835.916627 = -27868.678055 nChanged 26 SP:Iteration 2F (2971.740000 sec): 3 clusters Score: Raw -29809.684393 + Penalty 1835.916627 = -27973.767765 nChanged 9 SP:Iteration 3Q (2971.750000 sec): 3 clusters Score: Raw -29849.824462 + Penalty 1835.916627 = -28013.907835 nChanged 5 SP:Iteration 4Q (2971.750000 sec): 3 clusters Score: Raw -29873.538048 + Penalty 1835.916627 = -28037.621421 nChanged 3 SP:Iteration 5Q (2971.750000 sec): 3 clusters Score: Raw -29895.487901 + Penalty 1835.916627 = -28059.571274 nChanged 4 SP:Iteration 6Q (2971.750000 sec): 3 clusters Score: Raw -29916.023415 + Penalty 1835.916627 = -28080.106788 nChanged 5 SP:Iteration 7Q (2971.750000 sec): 3 clusters Score: Raw -29938.248116 + Penalty 1835.916627 = -28102.331489 nChanged 3 SP:Iteration 8Q (2971.750000 sec): 3 clusters Score: Raw -29954.579988 + Penalty 1835.916627 = -28118.663360 nChanged 4 SP:Iteration 9Q (2971.750000 sec): 3 clusters Score: Raw -29978.095393 + Penalty 1835.916627 = -28142.178766 nChanged 7 SP:Iteration 10Q (2971.750000 sec): 3 clusters Score: Raw -30009.996149 + Penalty 1835.916627 = -28174.079522 nChanged 5 SP:Iteration 11Q (2971.750000 sec): 3 clusters Score: Raw -30037.793804 + Penalty 1835.916627 = -28201.877176 nChanged 7 SP:Iteration 12Q (2971.750000 sec): 3 clusters Score: Raw -30069.615154 + Penalty 1835.916627 = -28233.698527 nChanged 2 SP:Iteration 13Q (2971.760000 sec): 3 clusters Score: Raw -30078.260708 + Penalty 1835.916627 = -28242.344081 nChanged 2 SP:Iteration 14Q (2971.760000 sec): 3 clusters Score: Raw -30096.806530 + Penalty 1835.916627 = -28260.889902 nChanged 1 SP:Iteration 15Q (2971.760000 sec): 3 clusters Score: Raw -30102.974424 + Penalty 1835.916627 = -28267.057796 nChanged 0 SP:Iteration 16F (2971.760000 sec): 3 clusters Score: Raw -30102.974424 + Penalty 1835.916627 = -28267.057796 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 7 (24780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.840000 sec): 2 clusters Score: Raw -2872587.995806 + Penalty 1644.141225 = -2870943.854581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.920000 sec): 3 clusters Score: Raw -2857488.442958 + Penalty 3288.282450 = -2854200.160508 nChanged 11230 SP:Iteration 1F (2971.990000 sec): 3 clusters Score: Raw -2863692.142528 + Penalty 3288.282450 = -2860403.860077 nChanged 1016 SP:Iteration 2Q (2972.070000 sec): 3 clusters Score: Raw -2863978.334843 + Penalty 3288.282450 = -2860690.052393 nChanged 937 SP:Iteration 3Q (2972.140000 sec): 3 clusters Score: Raw -2864261.969474 + Penalty 3288.282450 = -2860973.687024 nChanged 900 SP:Iteration 4Q (2972.220000 sec): 3 clusters Score: Raw -2864542.887025 + Penalty 3288.282450 = -2861254.604574 nChanged 917 SP:Iteration 5Q (2972.300000 sec): 3 clusters Score: Raw -2864848.529334 + Penalty 3288.282450 = -2861560.246883 nChanged 909 SP:Iteration 6Q (2972.380000 sec): 3 clusters Score: Raw -2865209.204346 + Penalty 3288.282450 = -2861920.921896 nChanged 977 SP:Iteration 7Q (2972.460000 sec): 3 clusters Score: Raw -2865712.218224 + Penalty 3288.282450 = -2862423.935773 nChanged 1185 SP:Iteration 8Q (2972.530000 sec): 3 clusters Score: Raw -2866483.415222 + Penalty 3288.282450 = -2863195.132772 nChanged 1304 SP:Iteration 9F (2972.600000 sec): 3 clusters Score: Raw -2867445.770596 + Penalty 3288.282450 = -2864157.488146 nChanged 1281 SP:Iteration 10F (2972.680000 sec): 3 clusters Score: Raw -2868348.827426 + Penalty 3288.282450 = -2865060.544975 nChanged 1123 SP:Iteration 11Q (2972.760000 sec): 3 clusters Score: Raw -2868914.743238 + Penalty 3288.282450 = -2865626.460788 nChanged 742 SP:Iteration 12Q (2972.830000 sec): 3 clusters Score: Raw -2869199.467757 + Penalty 3288.282450 = -2865911.185307 nChanged 547 SP:Iteration 13Q (2972.900000 sec): 3 clusters Score: Raw -2869419.643787 + Penalty 3288.282450 = -2866131.361336 nChanged 492 SP:Iteration 14Q (2972.970000 sec): 3 clusters Score: Raw -2869616.916907 + Penalty 3288.282450 = -2866328.634457 nChanged 426 SP:Iteration 15Q (2973.040000 sec): 3 clusters Score: Raw -2869795.291841 + Penalty 3288.282450 = -2866507.009390 nChanged 378 SP:Iteration 16Q (2973.110000 sec): 3 clusters Score: Raw -2869954.546867 + Penalty 3288.282450 = -2866666.264417 nChanged 389 SP:Iteration 17Q (2973.180000 sec): 3 clusters Score: Raw -2870124.093244 + Penalty 3288.282450 = -2866835.810793 nChanged 349 SP:Iteration 18Q (2973.250000 sec): 3 clusters Score: Raw -2870266.288731 + Penalty 3288.282450 = -2866978.006281 nChanged 353 SP:Iteration 19Q (2973.320000 sec): 3 clusters Score: Raw -2870405.585371 + Penalty 3288.282450 = -2867117.302920 nChanged 337 SP:Iteration 20F (2973.400000 sec): 3 clusters Score: Raw -2870527.301296 + Penalty 3288.282450 = -2867239.018845 nChanged 339 SP:Iteration 21Q (2973.470000 sec): 3 clusters Score: Raw -2870632.165040 + Penalty 3288.282450 = -2867343.882590 nChanged 302 SP:Iteration 22Q (2973.540000 sec): 3 clusters Score: Raw -2870734.842951 + Penalty 3288.282450 = -2867446.560500 nChanged 315 SP:Iteration 23Q (2973.600000 sec): 3 clusters Score: Raw -2870845.949025 + Penalty 3288.282450 = -2867557.666575 nChanged 288 SP:Iteration 24Q (2973.670000 sec): 3 clusters Score: Raw -2870947.256417 + Penalty 3288.282450 = -2867658.973966 nChanged 301 SP:Iteration 25Q (2973.740000 sec): 3 clusters Score: Raw -2871055.852154 + Penalty 3288.282450 = -2867767.569704 nChanged 299 SP:Iteration 26Q (2973.800000 sec): 3 clusters Score: Raw -2871172.038861 + Penalty 3288.282450 = -2867883.756411 nChanged 303 SP:Iteration 27Q (2973.870000 sec): 3 clusters Score: Raw -2871293.065313 + Penalty 3288.282450 = -2868004.782862 nChanged 280 SP:Iteration 28Q (2973.940000 sec): 3 clusters Score: Raw -2871398.675521 + Penalty 3288.282450 = -2868110.393071 nChanged 260 SP:Iteration 29Q (2974.000000 sec): 3 clusters Score: Raw -2871501.325864 + Penalty 3288.282450 = -2868213.043414 nChanged 254 SP:Iteration 30Q (2974.080000 sec): 3 clusters Score: Raw -2871599.783293 + Penalty 3288.282450 = -2868311.500843 nChanged 219 SP:Iteration 31Q (2974.140000 sec): 3 clusters Score: Raw -2871687.372572 + Penalty 3288.282450 = -2868399.090121 nChanged 209 SP:Iteration 32Q (2974.200000 sec): 3 clusters Score: Raw -2871767.639197 + Penalty 3288.282450 = -2868479.356747 nChanged 223 SP:Iteration 33Q (2974.260000 sec): 3 clusters Score: Raw -2871858.842172 + Penalty 3288.282450 = -2868570.559722 nChanged 239 SP:Iteration 34Q (2974.330000 sec): 3 clusters Score: Raw -2871962.739163 + Penalty 3288.282450 = -2868674.456713 nChanged 211 SP:Iteration 35Q (2974.390000 sec): 3 clusters Score: Raw -2872047.026166 + Penalty 3288.282450 = -2868758.743715 nChanged 191 SP:Iteration 36Q (2974.450000 sec): 3 clusters Score: Raw -2872121.382472 + Penalty 3288.282450 = -2868833.100021 nChanged 180 SP:Iteration 37Q (2974.510000 sec): 3 clusters Score: Raw -2872188.495997 + Penalty 3288.282450 = -2868900.213547 nChanged 149 SP:Iteration 38Q (2974.560000 sec): 3 clusters Score: Raw -2872240.484329 + Penalty 3288.282450 = -2868952.201878 nChanged 127 SP:Iteration 39Q (2974.620000 sec): 3 clusters Score: Raw -2872291.180466 + Penalty 3288.282450 = -2869002.898015 nChanged 136 SP:Iteration 40F (2974.700000 sec): 3 clusters Score: Raw -2872353.137996 + Penalty 3288.282450 = -2869064.855546 nChanged 145 SP:Iteration 41Q (2974.760000 sec): 3 clusters Score: Raw -2872420.200511 + Penalty 3288.282450 = -2869131.918061 nChanged 119 SP:Iteration 42Q (2974.820000 sec): 3 clusters Score: Raw -2872473.507093 + Penalty 3288.282450 = -2869185.224643 nChanged 107 SP:Iteration 43Q (2974.880000 sec): 3 clusters Score: Raw -2872530.944060 + Penalty 3288.282450 = -2869242.661610 nChanged 117 SP:Iteration 44Q (2974.940000 sec): 3 clusters Score: Raw -2872594.261905 + Penalty 3288.282450 = -2869305.979455 nChanged 120 SP:Iteration 45Q (2974.990000 sec): 3 clusters Score: Raw -2872654.241187 + Penalty 3288.282450 = -2869365.958737 nChanged 103 SP:Iteration 46Q (2975.050000 sec): 3 clusters Score: Raw -2872708.268068 + Penalty 3288.282450 = -2869419.985617 nChanged 93 SP:Iteration 47Q (2975.110000 sec): 3 clusters Score: Raw -2872756.911393 + Penalty 3288.282450 = -2869468.628943 nChanged 75 SP:Iteration 48Q (2975.160000 sec): 3 clusters Score: Raw -2872798.114736 + Penalty 3288.282450 = -2869509.832286 nChanged 55 SP:Iteration 49Q (2975.220000 sec): 3 clusters Score: Raw -2872825.642487 + Penalty 3288.282450 = -2869537.360037 nChanged 50 SP:Iteration 50Q (2975.270000 sec): 3 clusters Score: Raw -2872846.683030 + Penalty 3288.282450 = -2869558.400580 nChanged 34 SP:Iteration 51Q (2975.330000 sec): 3 clusters Score: Raw -2872861.892984 + Penalty 3288.282450 = -2869573.610533 nChanged 31 SP:Iteration 52Q (2975.390000 sec): 3 clusters Score: Raw -2872875.548486 + Penalty 3288.282450 = -2869587.266036 nChanged 32 SP:Iteration 53Q (2975.440000 sec): 3 clusters Score: Raw -2872887.242317 + Penalty 3288.282450 = -2869598.959866 nChanged 30 SP:Iteration 54Q (2975.500000 sec): 3 clusters Score: Raw -2872901.367120 + Penalty 3288.282450 = -2869613.084669 nChanged 23 SP:Iteration 55Q (2975.560000 sec): 3 clusters Score: Raw -2872908.284635 + Penalty 3288.282450 = -2869620.002185 nChanged 14 SP:Iteration 56Q (2975.610000 sec): 3 clusters Score: Raw -2872914.368092 + Penalty 3288.282450 = -2869626.085642 nChanged 14 SP:Iteration 57Q (2975.660000 sec): 3 clusters Score: Raw -2872918.181876 + Penalty 3288.282450 = -2869629.899425 nChanged 11 SP:Iteration 58Q (2975.720000 sec): 3 clusters Score: Raw -2872920.684077 + Penalty 3288.282450 = -2869632.401626 nChanged 7 SP:Iteration 59Q (2975.780000 sec): 3 clusters Score: Raw -2872922.576211 + Penalty 3288.282450 = -2869634.293760 nChanged 3 SP:Iteration 60F (2975.850000 sec): 3 clusters Score: Raw -2872922.968090 + Penalty 3288.282450 = -2869634.685639 nChanged 1 SP:Iteration 61Q (2975.900000 sec): 3 clusters Score: Raw -2872923.823019 + Penalty 3288.282450 = -2869635.540569 nChanged 2 SP:Iteration 62Q (2975.960000 sec): 3 clusters Score: Raw -2872924.337740 + Penalty 3288.282450 = -2869636.055290 nChanged 3 SP:Iteration 63Q (2976.010000 sec): 3 clusters Score: Raw -2872925.039317 + Penalty 3288.282450 = -2869636.756866 nChanged 0 SP:Iteration 64F (2976.090000 sec): 3 clusters Score: Raw -2872925.039317 + Penalty 3288.282450 = -2869636.756866 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 8 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.110000 sec): 2 clusters Score: Raw -74730.482421 + Penalty 1059.121582 = -73671.360839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.110000 sec): 3 clusters Score: Raw -74666.698676 + Penalty 2118.243164 = -72548.455512 nChanged 184 SP:Iteration 1F (2976.110000 sec): 3 clusters Score: Raw -75023.289745 + Penalty 2118.243164 = -72905.046582 nChanged 83 SP:Iteration 2F (2976.110000 sec): 3 clusters Score: Raw -75247.180678 + Penalty 2118.243164 = -73128.937515 nChanged 65 SP:Iteration 3F (2976.120000 sec): 3 clusters Score: Raw -75415.871242 + Penalty 2118.243164 = -73297.628078 nChanged 20 SP:Iteration 4Q (2976.120000 sec): 3 clusters Score: Raw -75480.898010 + Penalty 2118.243164 = -73362.654846 nChanged 14 SP:Iteration 5Q (2976.120000 sec): 3 clusters Score: Raw -75527.511647 + Penalty 2118.243164 = -73409.268484 nChanged 10 SP:Iteration 6Q (2976.120000 sec): 3 clusters Score: Raw -75548.077746 + Penalty 2118.243164 = -73429.834583 nChanged 10 SP:Iteration 7Q (2976.120000 sec): 3 clusters Score: Raw -75564.682662 + Penalty 2118.243164 = -73446.439498 nChanged 4 SP:Iteration 8Q (2976.120000 sec): 3 clusters Score: Raw -75569.125781 + Penalty 2118.243164 = -73450.882618 nChanged 1 SP:Iteration 9Q (2976.120000 sec): 3 clusters Score: Raw -75569.800103 + Penalty 2118.243164 = -73451.556939 nChanged 0 SP:Iteration 10F (2976.130000 sec): 3 clusters Score: Raw -75569.800103 + Penalty 2118.243164 = -73451.556939 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 9 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.130000 sec): 2 clusters Score: Raw -33188.898365 + Penalty 928.481581 = -32260.416784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.140000 sec): 3 clusters Score: Raw -33205.363235 + Penalty 1856.963162 = -31348.400073 nChanged 61 SP:Iteration 1F (2976.140000 sec): 3 clusters Score: Raw -33360.389181 + Penalty 1856.963162 = -31503.426020 nChanged 8 SP:Iteration 2Q (2976.140000 sec): 3 clusters Score: Raw -33385.209697 + Penalty 1856.963162 = -31528.246535 nChanged 5 SP:Iteration 3Q (2976.140000 sec): 3 clusters Score: Raw -33400.880664 + Penalty 1856.963162 = -31543.917502 nChanged 1 SP:Iteration 4Q (2976.140000 sec): 3 clusters Score: Raw -33406.037757 + Penalty 1856.963162 = -31549.074596 nChanged 1 SP:Iteration 5Q (2976.140000 sec): 3 clusters Score: Raw -33408.237139 + Penalty 1856.963162 = -31551.273977 nChanged 0 SP:Iteration 6F (2976.140000 sec): 3 clusters Score: Raw -33408.237139 + Penalty 1856.963162 = -31551.273977 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 10 (1539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.150000 sec): 2 clusters Score: Raw -191148.517282 + Penalty 1192.569322 = -189955.947960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.160000 sec): 3 clusters Score: Raw -190506.259919 + Penalty 2385.138643 = -188121.121276 nChanged 512 SP:Iteration 1F (2976.160000 sec): 3 clusters Score: Raw -190836.464265 + Penalty 2385.138643 = -188451.325622 nChanged 121 SP:Iteration 2F (2976.160000 sec): 3 clusters Score: Raw -190930.189464 + Penalty 2385.138643 = -188545.050821 nChanged 67 SP:Iteration 3Q (2976.170000 sec): 3 clusters Score: Raw -190986.342336 + Penalty 2385.138643 = -188601.203693 nChanged 53 SP:Iteration 4Q (2976.170000 sec): 3 clusters Score: Raw -191033.295601 + Penalty 2385.138643 = -188648.156957 nChanged 46 SP:Iteration 5Q (2976.180000 sec): 3 clusters Score: Raw -191062.430290 + Penalty 2385.138643 = -188677.291647 nChanged 20 SP:Iteration 6Q (2976.180000 sec): 3 clusters Score: Raw -191079.323457 + Penalty 2385.138643 = -188694.184813 nChanged 25 SP:Iteration 7Q (2976.180000 sec): 3 clusters Score: Raw -191096.449437 + Penalty 2385.138643 = -188711.310793 nChanged 25 SP:Iteration 8Q (2976.190000 sec): 3 clusters Score: Raw -191113.066546 + Penalty 2385.138643 = -188727.927903 nChanged 15 SP:Iteration 9Q (2976.200000 sec): 3 clusters Score: Raw -191124.388619 + Penalty 2385.138643 = -188739.249975 nChanged 9 SP:Iteration 10Q (2976.200000 sec): 3 clusters Score: Raw -191130.032181 + Penalty 2385.138643 = -188744.893538 nChanged 8 SP:Iteration 11Q (2976.200000 sec): 3 clusters Score: Raw -191134.234690 + Penalty 2385.138643 = -188749.096047 nChanged 8 SP:Iteration 12Q (2976.210000 sec): 3 clusters Score: Raw -191140.617773 + Penalty 2385.138643 = -188755.479130 nChanged 8 SP:Iteration 13Q (2976.210000 sec): 3 clusters Score: Raw -191144.848493 + Penalty 2385.138643 = -188759.709849 nChanged 3 SP:Iteration 14Q (2976.220000 sec): 3 clusters Score: Raw -191146.107474 + Penalty 2385.138643 = -188760.968831 nChanged 6 SP:Iteration 15Q (2976.220000 sec): 3 clusters Score: Raw -191150.204487 + Penalty 2385.138643 = -188765.065843 nChanged 9 SP:Iteration 16Q (2976.230000 sec): 3 clusters Score: Raw -191155.657626 + Penalty 2385.138643 = -188770.518982 nChanged 6 SP:Iteration 17Q (2976.230000 sec): 3 clusters Score: Raw -191158.292014 + Penalty 2385.138643 = -188773.153370 nChanged 6 SP:Iteration 18Q (2976.240000 sec): 3 clusters Score: Raw -191161.360765 + Penalty 2385.138643 = -188776.222121 nChanged 6 SP:Iteration 19Q (2976.240000 sec): 3 clusters Score: Raw -191164.169601 + Penalty 2385.138643 = -188779.030957 nChanged 3 SP:Iteration 20F (2976.240000 sec): 3 clusters Score: Raw -191164.904326 + Penalty 2385.138643 = -188779.765683 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 11 (8850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.280000 sec): 2 clusters Score: Raw -1085765.313361 + Penalty 1476.828070 = -1084288.485291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.300000 sec): 3 clusters Score: Raw -1080735.254377 + Penalty 2953.656140 = -1077781.598237 nChanged 3785 SP:Iteration 1F (2976.340000 sec): 3 clusters Score: Raw -1082811.866417 + Penalty 2953.656140 = -1079858.210277 nChanged 504 SP:Iteration 2F (2976.360000 sec): 3 clusters Score: Raw -1083003.974887 + Penalty 2953.656140 = -1080050.318747 nChanged 400 SP:Iteration 3Q (2976.390000 sec): 3 clusters Score: Raw -1083160.329534 + Penalty 2953.656140 = -1080206.673394 nChanged 348 SP:Iteration 4Q (2976.420000 sec): 3 clusters Score: Raw -1083292.735405 + Penalty 2953.656140 = -1080339.079266 nChanged 321 SP:Iteration 5Q (2976.440000 sec): 3 clusters Score: Raw -1083419.274956 + Penalty 2953.656140 = -1080465.618816 nChanged 295 SP:Iteration 6Q (2976.470000 sec): 3 clusters Score: Raw -1083534.704222 + Penalty 2953.656140 = -1080581.048082 nChanged 297 SP:Iteration 7Q (2976.500000 sec): 3 clusters Score: Raw -1083661.576061 + Penalty 2953.656140 = -1080707.919921 nChanged 313 SP:Iteration 8Q (2976.520000 sec): 3 clusters Score: Raw -1083822.471444 + Penalty 2953.656140 = -1080868.815304 nChanged 361 SP:Iteration 9Q (2976.550000 sec): 3 clusters Score: Raw -1084030.285041 + Penalty 2953.656140 = -1081076.628901 nChanged 376 SP:Iteration 10Q (2976.580000 sec): 3 clusters Score: Raw -1084263.693159 + Penalty 2953.656140 = -1081310.037019 nChanged 407 SP:Iteration 11Q (2976.600000 sec): 3 clusters Score: Raw -1084529.737475 + Penalty 2953.656140 = -1081576.081335 nChanged 397 SP:Iteration 12Q (2976.630000 sec): 3 clusters Score: Raw -1084815.067397 + Penalty 2953.656140 = -1081861.411257 nChanged 389 SP:Iteration 13Q (2976.660000 sec): 3 clusters Score: Raw -1085091.218300 + Penalty 2953.656140 = -1082137.562160 nChanged 337 SP:Iteration 14Q (2976.680000 sec): 3 clusters Score: Raw -1085349.991710 + Penalty 2953.656140 = -1082396.335570 nChanged 274 SP:Iteration 15Q (2976.700000 sec): 3 clusters Score: Raw -1085555.478654 + Penalty 2953.656140 = -1082601.822514 nChanged 194 SP:Iteration 16Q (2976.730000 sec): 3 clusters Score: Raw -1085704.360006 + Penalty 2953.656140 = -1082750.703866 nChanged 122 SP:Iteration 17Q (2976.750000 sec): 3 clusters Score: Raw -1085790.890007 + Penalty 2953.656140 = -1082837.233867 nChanged 92 SP:Iteration 18Q (2976.780000 sec): 3 clusters Score: Raw -1085859.213263 + Penalty 2953.656140 = -1082905.557123 nChanged 66 SP:Iteration 19Q (2976.800000 sec): 3 clusters Score: Raw -1085905.929461 + Penalty 2953.656140 = -1082952.273321 nChanged 43 SP:Iteration 20F (2976.830000 sec): 3 clusters Score: Raw -1085938.887845 + Penalty 2953.656140 = -1082985.231706 nChanged 35 SP:Iteration 21Q (2976.850000 sec): 3 clusters Score: Raw -1085963.030648 + Penalty 2953.656140 = -1083009.374508 nChanged 32 SP:Iteration 22Q (2976.870000 sec): 3 clusters Score: Raw -1085983.464413 + Penalty 2953.656140 = -1083029.808273 nChanged 19 SP:Iteration 23Q (2976.890000 sec): 3 clusters Score: Raw -1085994.435647 + Penalty 2953.656140 = -1083040.779507 nChanged 16 SP:Iteration 24Q (2976.920000 sec): 3 clusters Score: Raw -1086003.088709 + Penalty 2953.656140 = -1083049.432569 nChanged 15 SP:Iteration 25Q (2976.940000 sec): 3 clusters Score: Raw -1086014.145584 + Penalty 2953.656140 = -1083060.489444 nChanged 9 SP:Iteration 26Q (2976.960000 sec): 3 clusters Score: Raw -1086023.190888 + Penalty 2953.656140 = -1083069.534748 nChanged 11 SP:Iteration 27Q (2976.980000 sec): 3 clusters Score: Raw -1086032.108399 + Penalty 2953.656140 = -1083078.452259 nChanged 8 SP:Iteration 28Q (2977.000000 sec): 3 clusters Score: Raw -1086036.871086 + Penalty 2953.656140 = -1083083.214946 nChanged 4 SP:Iteration 29Q (2977.020000 sec): 3 clusters Score: Raw -1086038.542036 + Penalty 2953.656140 = -1083084.885896 nChanged 4 SP:Iteration 30Q (2977.040000 sec): 3 clusters Score: Raw -1086042.035722 + Penalty 2953.656140 = -1083088.379583 nChanged 5 SP:Iteration 31Q (2977.060000 sec): 3 clusters Score: Raw -1086046.288207 + Penalty 2953.656140 = -1083092.632067 nChanged 7 SP:Iteration 32Q (2977.080000 sec): 3 clusters Score: Raw -1086050.197548 + Penalty 2953.656140 = -1083096.541409 nChanged 5 SP:Iteration 33Q (2977.100000 sec): 3 clusters Score: Raw -1086054.082503 + Penalty 2953.656140 = -1083100.426363 nChanged 9 SP:Iteration 34Q (2977.130000 sec): 3 clusters Score: Raw -1086063.543787 + Penalty 2953.656140 = -1083109.887647 nChanged 7 SP:Iteration 35Q (2977.150000 sec): 3 clusters Score: Raw -1086073.147124 + Penalty 2953.656140 = -1083119.490984 nChanged 7 SP:Iteration 36Q (2977.170000 sec): 3 clusters Score: Raw -1086079.451840 + Penalty 2953.656140 = -1083125.795700 nChanged 6 SP:Iteration 37Q (2977.190000 sec): 3 clusters Score: Raw -1086086.147059 + Penalty 2953.656140 = -1083132.490919 nChanged 7 SP:Iteration 38Q (2977.210000 sec): 3 clusters Score: Raw -1086093.243263 + Penalty 2953.656140 = -1083139.587123 nChanged 9 SP:Iteration 39Q (2977.230000 sec): 3 clusters Score: Raw -1086105.036624 + Penalty 2953.656140 = -1083151.380484 nChanged 9 SP:Iteration 40F (2977.260000 sec): 3 clusters Score: Raw -1086115.854518 + Penalty 2953.656140 = -1083162.198378 nChanged 11 SP:Iteration 41Q (2977.280000 sec): 3 clusters Score: Raw -1086127.673276 + Penalty 2953.656140 = -1083174.017136 nChanged 5 SP:Iteration 42Q (2977.290000 sec): 3 clusters Score: Raw -1086133.028734 + Penalty 2953.656140 = -1083179.372594 nChanged 3 SP:Iteration 43Q (2977.310000 sec): 3 clusters Score: Raw -1086135.250181 + Penalty 2953.656140 = -1083181.594041 nChanged 2 SP:Iteration 44Q (2977.330000 sec): 3 clusters Score: Raw -1086137.137840 + Penalty 2953.656140 = -1083183.481700 nChanged 2 SP:Iteration 45Q (2977.350000 sec): 3 clusters Score: Raw -1086138.913985 + Penalty 2953.656140 = -1083185.257845 nChanged 2 SP:Iteration 46Q (2977.370000 sec): 3 clusters Score: Raw -1086141.539563 + Penalty 2953.656140 = -1083187.883423 nChanged 0 SP:Iteration 47F (2977.400000 sec): 3 clusters Score: Raw -1086141.539563 + Penalty 2953.656140 = -1083187.883423 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 12 (1153423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2981.160000 sec): 2 clusters Score: Raw -137051452.170828 + Penalty 2268.214748 = -137049183.956080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2984.930000 sec): 3 clusters Score: Raw -136266227.119815 + Penalty 4536.429495 = -136261690.690320 nChanged 569361 SP:Iteration 1F (2988.630000 sec): 3 clusters Score: Raw -136613869.946116 + Penalty 4536.429495 = -136609333.516620 nChanged 23978 SP:Iteration 2Q (2992.440000 sec): 3 clusters Score: Raw -136618620.435383 + Penalty 4536.429495 = -136614084.005888 nChanged 28916 SP:Iteration 3Q (2996.250000 sec): 3 clusters Score: Raw -136626127.711163 + Penalty 4536.429495 = -136621591.281668 nChanged 36850 SP:Iteration 4Q (3000.150000 sec): 3 clusters Score: Raw -136638800.203411 + Penalty 4536.429495 = -136634263.773915 nChanged 48934 SP:Iteration 5Q (3004.170000 sec): 3 clusters Score: Raw -136661576.825164 + Penalty 4536.429495 = -136657040.395669 nChanged 65999 SP:Iteration 6F (3008.080000 sec): 3 clusters Score: Raw -136702700.118464 + Penalty 4536.429495 = -136698163.688969 nChanged 85349 SP:Iteration 7F (3011.960000 sec): 3 clusters Score: Raw -136770598.794005 + Penalty 4536.429495 = -136766062.364510 nChanged 96035 SP:Iteration 8F (3015.790000 sec): 3 clusters Score: Raw -136858642.376520 + Penalty 4536.429495 = -136854105.947024 nChanged 85441 SP:Iteration 9F (3019.580000 sec): 3 clusters Score: Raw -136939760.632487 + Penalty 4536.429495 = -136935224.202992 nChanged 59191 SP:Iteration 10F (3023.290000 sec): 3 clusters Score: Raw -136993899.003226 + Penalty 4536.429495 = -136989362.573731 nChanged 35041 SP:Iteration 11Q (3026.520000 sec): 3 clusters Score: Raw -137023989.963167 + Penalty 4536.429495 = -137019453.533671 nChanged 18834 SP:Iteration 12Q (3029.560000 sec): 3 clusters Score: Raw -137038958.546089 + Penalty 4536.429495 = -137034422.116594 nChanged 9446 SP:Iteration 13Q (3032.460000 sec): 3 clusters Score: Raw -137045744.557966 + Penalty 4536.429495 = -137041208.128471 nChanged 4722 SP:Iteration 14Q (3035.250000 sec): 3 clusters Score: Raw -137048728.485654 + Penalty 4536.429495 = -137044192.056159 nChanged 2462 SP:Iteration 15Q (3037.980000 sec): 3 clusters Score: Raw -137050124.377781 + Penalty 4536.429495 = -137045587.948286 nChanged 1447 SP:Iteration 16Q (3040.730000 sec): 3 clusters Score: Raw -137050897.370989 + Penalty 4536.429495 = -137046360.941493 nChanged 880 SP:Iteration 17Q (3043.450000 sec): 3 clusters Score: Raw -137051338.180662 + Penalty 4536.429495 = -137046801.751167 nChanged 558 SP:Iteration 18Q (3046.170000 sec): 3 clusters Score: Raw -137051586.300864 + Penalty 4536.429495 = -137047049.871369 nChanged 382 SP:Iteration 19Q (3048.890000 sec): 3 clusters Score: Raw -137051743.359415 + Penalty 4536.429495 = -137047206.929920 nChanged 285 SP:Iteration 20F (3052.530000 sec): 3 clusters Score: Raw -137051850.568595 + Penalty 4536.429495 = -137047314.139099 nChanged 204 SP:Iteration 21Q (3055.260000 sec): 3 clusters Score: Raw -137051927.282894 + Penalty 4536.429495 = -137047390.853398 nChanged 176 SP:Iteration 22Q (3057.980000 sec): 3 clusters Score: Raw -137051991.051037 + Penalty 4536.429495 = -137047454.621542 nChanged 140 SP:Iteration 23Q (3060.670000 sec): 3 clusters Score: Raw -137052039.759264 + Penalty 4536.429495 = -137047503.329768 nChanged 106 SP:Iteration 24Q (3063.400000 sec): 3 clusters Score: Raw -137052071.719953 + Penalty 4536.429495 = -137047535.290458 nChanged 86 SP:Iteration 25Q (3066.120000 sec): 3 clusters Score: Raw -137052096.579244 + Penalty 4536.429495 = -137047560.149748 nChanged 65 SP:Iteration 26Q (3068.790000 sec): 3 clusters Score: Raw -137052116.800823 + Penalty 4536.429495 = -137047580.371327 nChanged 56 SP:Iteration 27Q (3071.480000 sec): 3 clusters Score: Raw -137052132.421135 + Penalty 4536.429495 = -137047595.991640 nChanged 38 SP:Iteration 28Q (3074.210000 sec): 3 clusters Score: Raw -137052142.275760 + Penalty 4536.429495 = -137047605.846265 nChanged 28 SP:Iteration 29Q (3076.920000 sec): 3 clusters Score: Raw -137052148.386678 + Penalty 4536.429495 = -137047611.957183 nChanged 20 SP:Iteration 30Q (3079.640000 sec): 3 clusters Score: Raw -137052155.813615 + Penalty 4536.429495 = -137047619.384119 nChanged 35 SP:Iteration 31Q (3082.370000 sec): 3 clusters Score: Raw -137052165.200462 + Penalty 4536.429495 = -137047628.770967 nChanged 25 SP:Iteration 32Q (3085.090000 sec): 3 clusters Score: Raw -137052171.761866 + Penalty 4536.429495 = -137047635.332370 nChanged 29 SP:Iteration 33Q (3087.820000 sec): 3 clusters Score: Raw -137052177.905018 + Penalty 4536.429495 = -137047641.475522 nChanged 21 SP:Iteration 34Q (3090.550000 sec): 3 clusters Score: Raw -137052181.857090 + Penalty 4536.429495 = -137047645.427595 nChanged 18 SP:Iteration 35Q (3093.270000 sec): 3 clusters Score: Raw -137052185.813076 + Penalty 4536.429495 = -137047649.383581 nChanged 16 SP:Iteration 36Q (3096.000000 sec): 3 clusters Score: Raw -137052188.700461 + Penalty 4536.429495 = -137047652.270965 nChanged 13 SP:Iteration 37Q (3098.720000 sec): 3 clusters Score: Raw -137052191.582682 + Penalty 4536.429495 = -137047655.153187 nChanged 9 SP:Iteration 38Q (3101.410000 sec): 3 clusters Score: Raw -137052193.350983 + Penalty 4536.429495 = -137047656.921488 nChanged 9 SP:Iteration 39Q (3104.100000 sec): 3 clusters Score: Raw -137052194.432561 + Penalty 4536.429495 = -137047658.003066 nChanged 5 SP:Iteration 40F (3107.890000 sec): 3 clusters Score: Raw -137052195.129820 + Penalty 4536.429495 = -137047658.700324 nChanged 4 SP:Iteration 41Q (3110.620000 sec): 3 clusters Score: Raw -137052195.545544 + Penalty 4536.429495 = -137047659.116049 nChanged 2 SP:Iteration 42Q (3113.360000 sec): 3 clusters Score: Raw -137052195.796391 + Penalty 4536.429495 = -137047659.366896 nChanged 2 SP:Iteration 43Q (3116.090000 sec): 3 clusters Score: Raw -137052195.984926 + Penalty 4536.429495 = -137047659.555430 nChanged 0 SP:Iteration 44F (3119.790000 sec): 3 clusters Score: Raw -137052195.984926 + Penalty 4536.429495 = -137047659.555430 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 13 (165397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3120.730000 sec): 2 clusters Score: Raw -19367758.997707 + Penalty 1952.616888 = -19365806.380819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3121.280000 sec): 3 clusters Score: Raw -19258844.936134 + Penalty 3905.233775 = -19254939.702359 nChanged 79724 SP:Iteration 1F (3121.810000 sec): 3 clusters Score: Raw -19306536.754868 + Penalty 3905.233775 = -19302631.521093 nChanged 6120 SP:Iteration 2Q (3122.360000 sec): 3 clusters Score: Raw -19308579.130088 + Penalty 3905.233775 = -19304673.896313 nChanged 8389 SP:Iteration 3F (3122.920000 sec): 3 clusters Score: Raw -19312503.533172 + Penalty 3905.233775 = -19308598.299396 nChanged 11377 SP:Iteration 4F (3123.450000 sec): 3 clusters Score: Raw -19319979.967555 + Penalty 3905.233775 = -19316074.733780 nChanged 14455 SP:Iteration 5F (3123.990000 sec): 3 clusters Score: Raw -19332286.110256 + Penalty 3905.233775 = -19328380.876481 nChanged 15004 SP:Iteration 6F (3124.530000 sec): 3 clusters Score: Raw -19347108.705011 + Penalty 3905.233775 = -19343203.471236 nChanged 11512 SP:Iteration 7F (3125.070000 sec): 3 clusters Score: Raw -19358923.507279 + Penalty 3905.233775 = -19355018.273504 nChanged 5935 SP:Iteration 8Q (3125.580000 sec): 3 clusters Score: Raw -19364717.698837 + Penalty 3905.233775 = -19360812.465062 nChanged 2300 SP:Iteration 9Q (3126.030000 sec): 3 clusters Score: Raw -19366791.725249 + Penalty 3905.233775 = -19362886.491474 nChanged 872 SP:Iteration 10Q (3126.450000 sec): 3 clusters Score: Raw -19367602.962819 + Penalty 3905.233775 = -19363697.729044 nChanged 335 SP:Iteration 11Q (3126.860000 sec): 3 clusters Score: Raw -19368025.003160 + Penalty 3905.233775 = -19364119.769385 nChanged 161 SP:Iteration 12Q (3127.250000 sec): 3 clusters Score: Raw -19368267.190617 + Penalty 3905.233775 = -19364361.956842 nChanged 110 SP:Iteration 13Q (3127.650000 sec): 3 clusters Score: Raw -19368373.698132 + Penalty 3905.233775 = -19364468.464357 nChanged 91 SP:Iteration 14Q (3128.040000 sec): 3 clusters Score: Raw -19368423.981509 + Penalty 3905.233775 = -19364518.747734 nChanged 62 SP:Iteration 15Q (3128.430000 sec): 3 clusters Score: Raw -19368447.739737 + Penalty 3905.233775 = -19364542.505962 nChanged 37 SP:Iteration 16Q (3128.820000 sec): 3 clusters Score: Raw -19368462.169852 + Penalty 3905.233775 = -19364556.936077 nChanged 25 SP:Iteration 17Q (3129.210000 sec): 3 clusters Score: Raw -19368469.293801 + Penalty 3905.233775 = -19364564.060025 nChanged 15 SP:Iteration 18Q (3129.600000 sec): 3 clusters Score: Raw -19368474.451685 + Penalty 3905.233775 = -19364569.217910 nChanged 16 SP:Iteration 19Q (3129.990000 sec): 3 clusters Score: Raw -19368477.588366 + Penalty 3905.233775 = -19364572.354591 nChanged 10 SP:Iteration 20F (3130.520000 sec): 3 clusters Score: Raw -19368480.084822 + Penalty 3905.233775 = -19364574.851047 nChanged 9 SP:Iteration 21Q (3130.920000 sec): 3 clusters Score: Raw -19368482.760464 + Penalty 3905.233775 = -19364577.526689 nChanged 9 SP:Iteration 22Q (3131.310000 sec): 3 clusters Score: Raw -19368485.048648 + Penalty 3905.233775 = -19364579.814873 nChanged 8 SP:Iteration 23Q (3131.700000 sec): 3 clusters Score: Raw -19368486.712376 + Penalty 3905.233775 = -19364581.478601 nChanged 5 SP:Iteration 24Q (3132.090000 sec): 3 clusters Score: Raw -19368488.723191 + Penalty 3905.233775 = -19364583.489416 nChanged 8 SP:Iteration 25Q (3132.470000 sec): 3 clusters Score: Raw -19368491.446628 + Penalty 3905.233775 = -19364586.212853 nChanged 9 SP:Iteration 26Q (3132.870000 sec): 3 clusters Score: Raw -19368494.803726 + Penalty 3905.233775 = -19364589.569951 nChanged 9 SP:Iteration 27Q (3133.260000 sec): 3 clusters Score: Raw -19368497.558238 + Penalty 3905.233775 = -19364592.324463 nChanged 9 SP:Iteration 28Q (3133.650000 sec): 3 clusters Score: Raw -19368499.911186 + Penalty 3905.233775 = -19364594.677410 nChanged 4 SP:Iteration 29Q (3134.040000 sec): 3 clusters Score: Raw -19368501.117523 + Penalty 3905.233775 = -19364595.883748 nChanged 2 SP:Iteration 30Q (3134.430000 sec): 3 clusters Score: Raw -19368501.311012 + Penalty 3905.233775 = -19364596.077237 nChanged 0 SP:Iteration 31F (3134.960000 sec): 3 clusters Score: Raw -19368501.311012 + Penalty 3905.233775 = -19364596.077237 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 14 (4566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.060000 sec): 2 clusters Score: Raw -550872.900330 + Penalty 1369.288834 = -549503.611496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.070000 sec): 3 clusters Score: Raw -548611.120330 + Penalty 2738.577669 = -545872.542662 nChanged 1730 SP:Iteration 1F (3135.090000 sec): 3 clusters Score: Raw -549533.239817 + Penalty 2738.577669 = -546794.662148 nChanged 274 SP:Iteration 2F (3135.100000 sec): 3 clusters Score: Raw -549671.927635 + Penalty 2738.577669 = -546933.349966 nChanged 207 SP:Iteration 3Q (3135.110000 sec): 3 clusters Score: Raw -549779.474169 + Penalty 2738.577669 = -547040.896500 nChanged 174 SP:Iteration 4Q (3135.130000 sec): 3 clusters Score: Raw -549876.406452 + Penalty 2738.577669 = -547137.828783 nChanged 154 SP:Iteration 5Q (3135.140000 sec): 3 clusters Score: Raw -549959.058382 + Penalty 2738.577669 = -547220.480713 nChanged 140 SP:Iteration 6Q (3135.150000 sec): 3 clusters Score: Raw -550028.016216 + Penalty 2738.577669 = -547289.438547 nChanged 133 SP:Iteration 7Q (3135.170000 sec): 3 clusters Score: Raw -550089.881719 + Penalty 2738.577669 = -547351.304050 nChanged 123 SP:Iteration 8Q (3135.180000 sec): 3 clusters Score: Raw -550152.838470 + Penalty 2738.577669 = -547414.260802 nChanged 134 SP:Iteration 9Q (3135.190000 sec): 3 clusters Score: Raw -550232.585907 + Penalty 2738.577669 = -547494.008238 nChanged 153 SP:Iteration 10Q (3135.210000 sec): 3 clusters Score: Raw -550339.510164 + Penalty 2738.577669 = -547600.932495 nChanged 169 SP:Iteration 11Q (3135.220000 sec): 3 clusters Score: Raw -550459.010783 + Penalty 2738.577669 = -547720.433114 nChanged 147 SP:Iteration 12Q (3135.230000 sec): 3 clusters Score: Raw -550570.386895 + Penalty 2738.577669 = -547831.809226 nChanged 130 SP:Iteration 13Q (3135.250000 sec): 3 clusters Score: Raw -550677.042258 + Penalty 2738.577669 = -547938.464590 nChanged 91 SP:Iteration 14Q (3135.260000 sec): 3 clusters Score: Raw -550738.377097 + Penalty 2738.577669 = -547999.799429 nChanged 75 SP:Iteration 15Q (3135.270000 sec): 3 clusters Score: Raw -550788.563351 + Penalty 2738.577669 = -548049.985682 nChanged 66 SP:Iteration 16Q (3135.290000 sec): 3 clusters Score: Raw -550823.836301 + Penalty 2738.577669 = -548085.258632 nChanged 54 SP:Iteration 17Q (3135.300000 sec): 3 clusters Score: Raw -550853.269164 + Penalty 2738.577669 = -548114.691495 nChanged 46 SP:Iteration 18Q (3135.310000 sec): 3 clusters Score: Raw -550877.822171 + Penalty 2738.577669 = -548139.244502 nChanged 31 SP:Iteration 19Q (3135.330000 sec): 3 clusters Score: Raw -550892.542926 + Penalty 2738.577669 = -548153.965257 nChanged 30 SP:Iteration 20F (3135.340000 sec): 3 clusters Score: Raw -550907.309633 + Penalty 2738.577669 = -548168.731964 nChanged 27 SP:Iteration 21Q (3135.350000 sec): 3 clusters Score: Raw -550920.334666 + Penalty 2738.577669 = -548181.756997 nChanged 26 SP:Iteration 22Q (3135.360000 sec): 3 clusters Score: Raw -550934.577394 + Penalty 2738.577669 = -548195.999726 nChanged 26 SP:Iteration 23Q (3135.370000 sec): 3 clusters Score: Raw -550946.740420 + Penalty 2738.577669 = -548208.162751 nChanged 22 SP:Iteration 24Q (3135.390000 sec): 3 clusters Score: Raw -550955.799173 + Penalty 2738.577669 = -548217.221504 nChanged 20 SP:Iteration 25Q (3135.400000 sec): 3 clusters Score: Raw -550964.644825 + Penalty 2738.577669 = -548226.067156 nChanged 18 SP:Iteration 26Q (3135.410000 sec): 3 clusters Score: Raw -550975.309878 + Penalty 2738.577669 = -548236.732210 nChanged 16 SP:Iteration 27Q (3135.420000 sec): 3 clusters Score: Raw -550985.728894 + Penalty 2738.577669 = -548247.151225 nChanged 16 SP:Iteration 28Q (3135.430000 sec): 3 clusters Score: Raw -550998.250354 + Penalty 2738.577669 = -548259.672686 nChanged 17 SP:Iteration 29Q (3135.450000 sec): 3 clusters Score: Raw -551006.124782 + Penalty 2738.577669 = -548267.547113 nChanged 19 SP:Iteration 30Q (3135.460000 sec): 3 clusters Score: Raw -551013.649204 + Penalty 2738.577669 = -548275.071535 nChanged 13 SP:Iteration 31Q (3135.470000 sec): 3 clusters Score: Raw -551018.358385 + Penalty 2738.577669 = -548279.780716 nChanged 8 SP:Iteration 32Q (3135.480000 sec): 3 clusters Score: Raw -551023.541827 + Penalty 2738.577669 = -548284.964158 nChanged 6 SP:Iteration 33Q (3135.490000 sec): 3 clusters Score: Raw -551025.937827 + Penalty 2738.577669 = -548287.360158 nChanged 5 SP:Iteration 34Q (3135.500000 sec): 3 clusters Score: Raw -551028.020398 + Penalty 2738.577669 = -548289.442729 nChanged 6 SP:Iteration 35Q (3135.510000 sec): 3 clusters Score: Raw -551029.952116 + Penalty 2738.577669 = -548291.374448 nChanged 7 SP:Iteration 36Q (3135.530000 sec): 3 clusters Score: Raw -551034.341282 + Penalty 2738.577669 = -548295.763613 nChanged 5 SP:Iteration 37Q (3135.540000 sec): 3 clusters Score: Raw -551037.693553 + Penalty 2738.577669 = -548299.115885 nChanged 9 SP:Iteration 38Q (3135.550000 sec): 3 clusters Score: Raw -551042.916472 + Penalty 2738.577669 = -548304.338803 nChanged 8 SP:Iteration 39Q (3135.560000 sec): 3 clusters Score: Raw -551046.587116 + Penalty 2738.577669 = -548308.009448 nChanged 6 SP:Iteration 40F (3135.570000 sec): 3 clusters Score: Raw -551048.385681 + Penalty 2738.577669 = -548309.808012 nChanged 6 SP:Iteration 41Q (3135.580000 sec): 3 clusters Score: Raw -551050.510897 + Penalty 2738.577669 = -548311.933229 nChanged 4 SP:Iteration 42Q (3135.590000 sec): 3 clusters Score: Raw -551052.517707 + Penalty 2738.577669 = -548313.940038 nChanged 2 SP:Iteration 43Q (3135.610000 sec): 3 clusters Score: Raw -551053.334213 + Penalty 2738.577669 = -548314.756544 nChanged 3 SP:Iteration 44Q (3135.620000 sec): 3 clusters Score: Raw -551055.100041 + Penalty 2738.577669 = -548316.522372 nChanged 3 SP:Iteration 45Q (3135.630000 sec): 3 clusters Score: Raw -551056.372947 + Penalty 2738.577669 = -548317.795279 nChanged 2 SP:Iteration 46Q (3135.640000 sec): 3 clusters Score: Raw -551057.081498 + Penalty 2738.577669 = -548318.503829 nChanged 3 SP:Iteration 47Q (3135.650000 sec): 3 clusters Score: Raw -551059.385718 + Penalty 2738.577669 = -548320.808049 nChanged 3 SP:Iteration 48Q (3135.660000 sec): 3 clusters Score: Raw -551060.349064 + Penalty 2738.577669 = -548321.771395 nChanged 2 SP:Iteration 49Q (3135.670000 sec): 3 clusters Score: Raw -551061.466774 + Penalty 2738.577669 = -548322.889105 nChanged 1 SP:Iteration 50Q (3135.680000 sec): 3 clusters Score: Raw -551061.920906 + Penalty 2738.577669 = -548323.343237 nChanged 1 SP:Iteration 51Q (3135.690000 sec): 3 clusters Score: Raw -551062.153244 + Penalty 2738.577669 = -548323.575576 nChanged 1 SP:Iteration 52Q (3135.710000 sec): 3 clusters Score: Raw -551062.999962 + Penalty 2738.577669 = -548324.422293 nChanged 3 SP:Iteration 53Q (3135.720000 sec): 3 clusters Score: Raw -551065.023732 + Penalty 2738.577669 = -548326.446063 nChanged 4 SP:Iteration 54Q (3135.730000 sec): 3 clusters Score: Raw -551067.123202 + Penalty 2738.577669 = -548328.545534 nChanged 7 SP:Iteration 55Q (3135.740000 sec): 3 clusters Score: Raw -551070.102390 + Penalty 2738.577669 = -548331.524721 nChanged 7 SP:Iteration 56Q (3135.750000 sec): 3 clusters Score: Raw -551073.714590 + Penalty 2738.577669 = -548335.136922 nChanged 4 SP:Iteration 57Q (3135.760000 sec): 3 clusters Score: Raw -551075.656277 + Penalty 2738.577669 = -548337.078608 nChanged 5 SP:Iteration 58Q (3135.770000 sec): 3 clusters Score: Raw -551077.347211 + Penalty 2738.577669 = -548338.769542 nChanged 5 SP:Iteration 59Q (3135.790000 sec): 3 clusters Score: Raw -551079.167528 + Penalty 2738.577669 = -548340.589859 nChanged 5 SP:Iteration 60F (3135.800000 sec): 3 clusters Score: Raw -551080.543863 + Penalty 2738.577669 = -548341.966194 nChanged 2 SP:Iteration 61Q (3135.810000 sec): 3 clusters Score: Raw -551081.058125 + Penalty 2738.577669 = -548342.480456 nChanged 4 SP:Iteration 62Q (3135.820000 sec): 3 clusters Score: Raw -551082.728170 + Penalty 2738.577669 = -548344.150502 nChanged 2 SP:Iteration 63Q (3135.830000 sec): 3 clusters Score: Raw -551083.921473 + Penalty 2738.577669 = -548345.343804 nChanged 0 SP:Iteration 64F (3135.850000 sec): 3 clusters Score: Raw -551083.921473 + Penalty 2738.577669 = -548345.343804 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 15 (1382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.850000 sec): 2 clusters Score: Raw -156565.323929 + Penalty 1175.084138 = -155390.239790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.860000 sec): 3 clusters Score: Raw -156079.914875 + Penalty 2350.168276 = -153729.746599 nChanged 463 SP:Iteration 1F (3135.860000 sec): 3 clusters Score: Raw -156439.406522 + Penalty 2350.168276 = -154089.238246 nChanged 101 SP:Iteration 2F (3135.870000 sec): 3 clusters Score: Raw -156540.065507 + Penalty 2350.168276 = -154189.897231 nChanged 61 SP:Iteration 3Q (3135.870000 sec): 3 clusters Score: Raw -156618.274778 + Penalty 2350.168276 = -154268.106502 nChanged 57 SP:Iteration 4Q (3135.870000 sec): 3 clusters Score: Raw -156672.800162 + Penalty 2350.168276 = -154322.631886 nChanged 44 SP:Iteration 5Q (3135.880000 sec): 3 clusters Score: Raw -156709.394104 + Penalty 2350.168276 = -154359.225827 nChanged 32 SP:Iteration 6Q (3135.880000 sec): 3 clusters Score: Raw -156736.494966 + Penalty 2350.168276 = -154386.326690 nChanged 30 SP:Iteration 7Q (3135.890000 sec): 3 clusters Score: Raw -156763.870292 + Penalty 2350.168276 = -154413.702015 nChanged 26 SP:Iteration 8Q (3135.890000 sec): 3 clusters Score: Raw -156789.499154 + Penalty 2350.168276 = -154439.330878 nChanged 20 SP:Iteration 9Q (3135.890000 sec): 3 clusters Score: Raw -156802.666153 + Penalty 2350.168276 = -154452.497876 nChanged 17 SP:Iteration 10Q (3135.900000 sec): 3 clusters Score: Raw -156817.198977 + Penalty 2350.168276 = -154467.030701 nChanged 14 SP:Iteration 11Q (3135.900000 sec): 3 clusters Score: Raw -156834.765745 + Penalty 2350.168276 = -154484.597469 nChanged 21 SP:Iteration 12Q (3135.910000 sec): 3 clusters Score: Raw -156850.968809 + Penalty 2350.168276 = -154500.800533 nChanged 13 SP:Iteration 13Q (3135.910000 sec): 3 clusters Score: Raw -156865.648226 + Penalty 2350.168276 = -154515.479950 nChanged 12 SP:Iteration 14Q (3135.910000 sec): 3 clusters Score: Raw -156875.533213 + Penalty 2350.168276 = -154525.364936 nChanged 10 SP:Iteration 15Q (3135.920000 sec): 3 clusters Score: Raw -156885.979371 + Penalty 2350.168276 = -154535.811095 nChanged 8 SP:Iteration 16Q (3135.920000 sec): 3 clusters Score: Raw -156891.154024 + Penalty 2350.168276 = -154540.985747 nChanged 6 SP:Iteration 17Q (3135.930000 sec): 3 clusters Score: Raw -156895.279692 + Penalty 2350.168276 = -154545.111416 nChanged 2 SP:Iteration 18Q (3135.930000 sec): 3 clusters Score: Raw -156897.154563 + Penalty 2350.168276 = -154546.986286 nChanged 3 SP:Iteration 19Q (3135.930000 sec): 3 clusters Score: Raw -156898.519084 + Penalty 2350.168276 = -154548.350807 nChanged 4 SP:Iteration 20F (3135.940000 sec): 3 clusters Score: Raw -156904.330312 + Penalty 2350.168276 = -154554.162036 nChanged 9 SP:Iteration 21Q (3135.940000 sec): 3 clusters Score: Raw -156922.550957 + Penalty 2350.168276 = -154572.382680 nChanged 14 SP:Iteration 22Q (3135.950000 sec): 3 clusters Score: Raw -156931.423593 + Penalty 2350.168276 = -154581.255316 nChanged 6 SP:Iteration 23Q (3135.950000 sec): 3 clusters Score: Raw -156933.485157 + Penalty 2350.168276 = -154583.316881 nChanged 3 SP:Iteration 24Q (3135.950000 sec): 3 clusters Score: Raw -156934.471213 + Penalty 2350.168276 = -154584.302936 nChanged 2 SP:Iteration 25Q (3135.960000 sec): 3 clusters Score: Raw -156935.536154 + Penalty 2350.168276 = -154585.367877 nChanged 5 SP:Iteration 26Q (3135.960000 sec): 3 clusters Score: Raw -156937.762435 + Penalty 2350.168276 = -154587.594159 nChanged 4 SP:Iteration 27Q (3135.970000 sec): 3 clusters Score: Raw -156940.872633 + Penalty 2350.168276 = -154590.704356 nChanged 8 SP:Iteration 28Q (3135.970000 sec): 3 clusters Score: Raw -156945.634612 + Penalty 2350.168276 = -154595.466335 nChanged 5 SP:Iteration 29Q (3135.970000 sec): 3 clusters Score: Raw -156948.604104 + Penalty 2350.168276 = -154598.435828 nChanged 5 SP:Iteration 30Q (3135.980000 sec): 3 clusters Score: Raw -156951.414790 + Penalty 2350.168276 = -154601.246514 nChanged 3 SP:Iteration 31Q (3135.980000 sec): 3 clusters Score: Raw -156953.173413 + Penalty 2350.168276 = -154603.005137 nChanged 1 SP:Iteration 32Q (3135.990000 sec): 3 clusters Score: Raw -156953.823126 + Penalty 2350.168276 = -154603.654850 nChanged 0 SP:Iteration 33F (3135.990000 sec): 3 clusters Score: Raw -156953.823126 + Penalty 2350.168276 = -154603.654850 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 16 (5001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.010000 sec): 2 clusters Score: Raw -574982.549661 + Penalty 1384.076390 = -573598.473271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.030000 sec): 3 clusters Score: Raw -572338.244752 + Penalty 2768.152781 = -569570.091971 nChanged 2009 SP:Iteration 1F (3136.040000 sec): 3 clusters Score: Raw -573441.309997 + Penalty 2768.152781 = -570673.157216 nChanged 352 SP:Iteration 2F (3136.050000 sec): 3 clusters Score: Raw -573633.619941 + Penalty 2768.152781 = -570865.467160 nChanged 267 SP:Iteration 3F (3136.070000 sec): 3 clusters Score: Raw -573762.105591 + Penalty 2768.152781 = -570993.952811 nChanged 209 SP:Iteration 4Q (3136.090000 sec): 3 clusters Score: Raw -573869.791731 + Penalty 2768.152781 = -571101.638951 nChanged 188 SP:Iteration 5Q (3136.100000 sec): 3 clusters Score: Raw -573977.004290 + Penalty 2768.152781 = -571208.851509 nChanged 168 SP:Iteration 6Q (3136.120000 sec): 3 clusters Score: Raw -574071.879257 + Penalty 2768.152781 = -571303.726477 nChanged 142 SP:Iteration 7Q (3136.130000 sec): 3 clusters Score: Raw -574156.408436 + Penalty 2768.152781 = -571388.255655 nChanged 141 SP:Iteration 8Q (3136.150000 sec): 3 clusters Score: Raw -574280.450519 + Penalty 2768.152781 = -571512.297739 nChanged 151 SP:Iteration 9Q (3136.160000 sec): 3 clusters Score: Raw -574414.800591 + Penalty 2768.152781 = -571646.647810 nChanged 166 SP:Iteration 10Q (3136.170000 sec): 3 clusters Score: Raw -574572.667171 + Penalty 2768.152781 = -571804.514391 nChanged 150 SP:Iteration 11Q (3136.190000 sec): 3 clusters Score: Raw -574682.313034 + Penalty 2768.152781 = -571914.160254 nChanged 127 SP:Iteration 12Q (3136.210000 sec): 3 clusters Score: Raw -574767.704923 + Penalty 2768.152781 = -571999.552142 nChanged 116 SP:Iteration 13Q (3136.220000 sec): 3 clusters Score: Raw -574842.082388 + Penalty 2768.152781 = -572073.929608 nChanged 83 SP:Iteration 14Q (3136.230000 sec): 3 clusters Score: Raw -574887.729111 + Penalty 2768.152781 = -572119.576330 nChanged 73 SP:Iteration 15Q (3136.250000 sec): 3 clusters Score: Raw -574930.321033 + Penalty 2768.152781 = -572162.168253 nChanged 69 SP:Iteration 16Q (3136.260000 sec): 3 clusters Score: Raw -574962.262079 + Penalty 2768.152781 = -572194.109298 nChanged 54 SP:Iteration 17Q (3136.270000 sec): 3 clusters Score: Raw -574981.741928 + Penalty 2768.152781 = -572213.589147 nChanged 36 SP:Iteration 18Q (3136.290000 sec): 3 clusters Score: Raw -574996.509548 + Penalty 2768.152781 = -572228.356768 nChanged 33 SP:Iteration 19Q (3136.300000 sec): 3 clusters Score: Raw -575007.843547 + Penalty 2768.152781 = -572239.690766 nChanged 32 SP:Iteration 20F (3136.310000 sec): 3 clusters Score: Raw -575021.384626 + Penalty 2768.152781 = -572253.231846 nChanged 33 SP:Iteration 21Q (3136.330000 sec): 3 clusters Score: Raw -575032.488731 + Penalty 2768.152781 = -572264.335950 nChanged 19 SP:Iteration 22Q (3136.340000 sec): 3 clusters Score: Raw -575037.702544 + Penalty 2768.152781 = -572269.549763 nChanged 9 SP:Iteration 23Q (3136.350000 sec): 3 clusters Score: Raw -575040.165599 + Penalty 2768.152781 = -572272.012818 nChanged 9 SP:Iteration 24Q (3136.370000 sec): 3 clusters Score: Raw -575042.352894 + Penalty 2768.152781 = -572274.200113 nChanged 7 SP:Iteration 25Q (3136.380000 sec): 3 clusters Score: Raw -575044.464302 + Penalty 2768.152781 = -572276.311522 nChanged 11 SP:Iteration 26Q (3136.390000 sec): 3 clusters Score: Raw -575047.783122 + Penalty 2768.152781 = -572279.630341 nChanged 13 SP:Iteration 27Q (3136.410000 sec): 3 clusters Score: Raw -575051.089260 + Penalty 2768.152781 = -572282.936479 nChanged 10 SP:Iteration 28Q (3136.420000 sec): 3 clusters Score: Raw -575053.898700 + Penalty 2768.152781 = -572285.745919 nChanged 12 SP:Iteration 29Q (3136.430000 sec): 3 clusters Score: Raw -575057.514348 + Penalty 2768.152781 = -572289.361568 nChanged 8 SP:Iteration 30Q (3136.450000 sec): 3 clusters Score: Raw -575059.769825 + Penalty 2768.152781 = -572291.617044 nChanged 7 SP:Iteration 31Q (3136.460000 sec): 3 clusters Score: Raw -575061.638485 + Penalty 2768.152781 = -572293.485704 nChanged 10 SP:Iteration 32Q (3136.470000 sec): 3 clusters Score: Raw -575064.501147 + Penalty 2768.152781 = -572296.348366 nChanged 8 SP:Iteration 33Q (3136.490000 sec): 3 clusters Score: Raw -575067.078574 + Penalty 2768.152781 = -572298.925794 nChanged 10 SP:Iteration 34Q (3136.500000 sec): 3 clusters Score: Raw -575070.352031 + Penalty 2768.152781 = -572302.199251 nChanged 6 SP:Iteration 35Q (3136.510000 sec): 3 clusters Score: Raw -575071.884249 + Penalty 2768.152781 = -572303.731469 nChanged 6 SP:Iteration 36Q (3136.520000 sec): 3 clusters Score: Raw -575073.824923 + Penalty 2768.152781 = -572305.672143 nChanged 4 SP:Iteration 37Q (3136.540000 sec): 3 clusters Score: Raw -575075.095585 + Penalty 2768.152781 = -572306.942804 nChanged 1 SP:Iteration 38Q (3136.550000 sec): 3 clusters Score: Raw -575075.281748 + Penalty 2768.152781 = -572307.128968 nChanged 2 SP:Iteration 39Q (3136.570000 sec): 3 clusters Score: Raw -575075.879631 + Penalty 2768.152781 = -572307.726851 nChanged 1 SP:Iteration 40F (3136.580000 sec): 3 clusters Score: Raw -575076.107987 + Penalty 2768.152781 = -572307.955206 nChanged 1 SP:Iteration 41Q (3136.590000 sec): 3 clusters Score: Raw -575076.290505 + Penalty 2768.152781 = -572308.137725 nChanged 2 SP:Iteration 42Q (3136.610000 sec): 3 clusters Score: Raw -575076.519155 + Penalty 2768.152781 = -572308.366374 nChanged 0 SP:Iteration 43F (3136.620000 sec): 3 clusters Score: Raw -575076.519155 + Penalty 2768.152781 = -572308.366374 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.630000 sec): 2 clusters Score: Raw -19797.927883 + Penalty 854.342998 = -18943.584885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.630000 sec): 3 clusters Score: Raw -19945.065661 + Penalty 1708.685996 = -18236.379665 nChanged 30 SP:Iteration 1F (3136.630000 sec): 3 clusters Score: Raw -20032.949110 + Penalty 1708.685996 = -18324.263114 nChanged 9 SP:Iteration 2Q (3136.630000 sec): 3 clusters Score: Raw -20048.867973 + Penalty 1708.685996 = -18340.181978 nChanged 2 SP:Iteration 3Q (3136.630000 sec): 3 clusters Score: Raw -20052.096480 + Penalty 1708.685996 = -18343.410485 nChanged 1 SP:Iteration 4Q (3136.630000 sec): 3 clusters Score: Raw -20056.248569 + Penalty 1708.685996 = -18347.562573 nChanged 0 SP:Iteration 5F (3136.630000 sec): 3 clusters Score: Raw -20056.248569 + Penalty 1708.685996 = -18347.562573 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 18 (25676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.710000 sec): 2 clusters Score: Raw -3137739.639422 + Penalty 1649.913197 = -3136089.726224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.790000 sec): 3 clusters Score: Raw -3122030.255020 + Penalty 3299.826394 = -3118730.428626 nChanged 11761 SP:Iteration 1F (3136.870000 sec): 3 clusters Score: Raw -3128477.291068 + Penalty 3299.826394 = -3125177.464674 nChanged 1087 SP:Iteration 2Q (3136.950000 sec): 3 clusters Score: Raw -3128822.283071 + Penalty 3299.826394 = -3125522.456676 nChanged 1064 SP:Iteration 3Q (3137.040000 sec): 3 clusters Score: Raw -3129190.337918 + Penalty 3299.826394 = -3125890.511524 nChanged 1049 SP:Iteration 4Q (3137.110000 sec): 3 clusters Score: Raw -3129605.757932 + Penalty 3299.826394 = -3126305.931537 nChanged 1123 SP:Iteration 5Q (3137.190000 sec): 3 clusters Score: Raw -3130151.851019 + Penalty 3299.826394 = -3126852.024625 nChanged 1316 SP:Iteration 6F (3137.270000 sec): 3 clusters Score: Raw -3130926.634958 + Penalty 3299.826394 = -3127626.808564 nChanged 1530 SP:Iteration 7F (3137.350000 sec): 3 clusters Score: Raw -3131988.982555 + Penalty 3299.826394 = -3128689.156160 nChanged 1717 SP:Iteration 8F (3137.430000 sec): 3 clusters Score: Raw -3133406.779739 + Penalty 3299.826394 = -3130106.953345 nChanged 1743 SP:Iteration 9F (3137.510000 sec): 3 clusters Score: Raw -3135014.030310 + Penalty 3299.826394 = -3131714.203916 nChanged 1386 SP:Iteration 10F (3137.590000 sec): 3 clusters Score: Raw -3136330.947956 + Penalty 3299.826394 = -3133031.121562 nChanged 832 SP:Iteration 11Q (3137.670000 sec): 3 clusters Score: Raw -3137086.508510 + Penalty 3299.826394 = -3133786.682115 nChanged 431 SP:Iteration 12Q (3137.730000 sec): 3 clusters Score: Raw -3137493.716048 + Penalty 3299.826394 = -3134193.889654 nChanged 219 SP:Iteration 13Q (3137.790000 sec): 3 clusters Score: Raw -3137699.171764 + Penalty 3299.826394 = -3134399.345370 nChanged 96 SP:Iteration 14Q (3137.850000 sec): 3 clusters Score: Raw -3137798.237036 + Penalty 3299.826394 = -3134498.410642 nChanged 55 SP:Iteration 15Q (3137.910000 sec): 3 clusters Score: Raw -3137856.457906 + Penalty 3299.826394 = -3134556.631512 nChanged 21 SP:Iteration 16Q (3137.970000 sec): 3 clusters Score: Raw -3137880.931966 + Penalty 3299.826394 = -3134581.105572 nChanged 17 SP:Iteration 17Q (3138.030000 sec): 3 clusters Score: Raw -3137896.200503 + Penalty 3299.826394 = -3134596.374109 nChanged 9 SP:Iteration 18Q (3138.090000 sec): 3 clusters Score: Raw -3137903.048938 + Penalty 3299.826394 = -3134603.222544 nChanged 2 SP:Iteration 19Q (3138.150000 sec): 3 clusters Score: Raw -3137905.231513 + Penalty 3299.826394 = -3134605.405118 nChanged 4 SP:Iteration 20F (3138.220000 sec): 3 clusters Score: Raw -3137920.477590 + Penalty 3299.826394 = -3134620.651196 nChanged 7 SP:Iteration 21Q (3138.280000 sec): 3 clusters Score: Raw -3137927.874133 + Penalty 3299.826394 = -3134628.047739 nChanged 7 SP:Iteration 22Q (3138.340000 sec): 3 clusters Score: Raw -3137932.866691 + Penalty 3299.826394 = -3134633.040297 nChanged 4 SP:Iteration 23Q (3138.400000 sec): 3 clusters Score: Raw -3137938.058305 + Penalty 3299.826394 = -3134638.231911 nChanged 6 SP:Iteration 24Q (3138.460000 sec): 3 clusters Score: Raw -3137944.439914 + Penalty 3299.826394 = -3134644.613520 nChanged 3 SP:Iteration 25Q (3138.520000 sec): 3 clusters Score: Raw -3137948.013835 + Penalty 3299.826394 = -3134648.187441 nChanged 2 SP:Iteration 26Q (3138.580000 sec): 3 clusters Score: Raw -3137949.273716 + Penalty 3299.826394 = -3134649.447322 nChanged 0 SP:Iteration 27F (3138.660000 sec): 3 clusters Score: Raw -3137949.273716 + Penalty 3299.826394 = -3134649.447322 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 19 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.680000 sec): 2 clusters Score: Raw -68847.226334 + Penalty 1044.304374 = -67802.921960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.680000 sec): 3 clusters Score: Raw -68750.416950 + Penalty 2088.608749 = -66661.808202 nChanged 152 SP:Iteration 1F (3138.690000 sec): 3 clusters Score: Raw -68950.901412 + Penalty 2088.608749 = -66862.292663 nChanged 36 SP:Iteration 2F (3138.690000 sec): 3 clusters Score: Raw -68998.022642 + Penalty 2088.608749 = -66909.413893 nChanged 18 SP:Iteration 3Q (3138.690000 sec): 3 clusters Score: Raw -69029.244642 + Penalty 2088.608749 = -66940.635894 nChanged 15 SP:Iteration 4Q (3138.690000 sec): 3 clusters Score: Raw -69051.806664 + Penalty 2088.608749 = -66963.197916 nChanged 6 SP:Iteration 5Q (3138.700000 sec): 3 clusters Score: Raw -69063.961705 + Penalty 2088.608749 = -66975.352956 nChanged 5 SP:Iteration 6Q (3138.700000 sec): 3 clusters Score: Raw -69072.175310 + Penalty 2088.608749 = -66983.566562 nChanged 4 SP:Iteration 7Q (3138.700000 sec): 3 clusters Score: Raw -69079.186447 + Penalty 2088.608749 = -66990.577698 nChanged 1 SP:Iteration 8Q (3138.700000 sec): 3 clusters Score: Raw -69080.366866 + Penalty 2088.608749 = -66991.758117 nChanged 2 SP:Iteration 9Q (3138.700000 sec): 3 clusters Score: Raw -69083.752278 + Penalty 2088.608749 = -66995.143529 nChanged 2 SP:Iteration 10Q (3138.700000 sec): 3 clusters Score: Raw -69086.167846 + Penalty 2088.608749 = -66997.559097 nChanged 2 SP:Iteration 11Q (3138.710000 sec): 3 clusters Score: Raw -69089.579863 + Penalty 2088.608749 = -67000.971115 nChanged 3 SP:Iteration 12Q (3138.710000 sec): 3 clusters Score: Raw -69092.247391 + Penalty 2088.608749 = -67003.638643 nChanged 1 SP:Iteration 13Q (3138.710000 sec): 3 clusters Score: Raw -69096.204786 + Penalty 2088.608749 = -67007.596037 nChanged 4 SP:Iteration 14Q (3138.710000 sec): 3 clusters Score: Raw -69101.785162 + Penalty 2088.608749 = -67013.176414 nChanged 2 SP:Iteration 15Q (3138.710000 sec): 3 clusters Score: Raw -69104.991162 + Penalty 2088.608749 = -67016.382413 nChanged 3 SP:Iteration 16Q (3138.720000 sec): 3 clusters Score: Raw -69110.549583 + Penalty 2088.608749 = -67021.940835 nChanged 2 SP:Iteration 17Q (3138.720000 sec): 3 clusters Score: Raw -69114.256646 + Penalty 2088.608749 = -67025.647897 nChanged 4 SP:Iteration 18Q (3138.720000 sec): 3 clusters Score: Raw -69119.074614 + Penalty 2088.608749 = -67030.465866 nChanged 3 SP:Iteration 19Q (3138.720000 sec): 3 clusters Score: Raw -69122.830820 + Penalty 2088.608749 = -67034.222071 nChanged 3 SP:Iteration 20F (3138.720000 sec): 3 clusters Score: Raw -69129.191148 + Penalty 2088.608749 = -67040.582400 nChanged 2 SP:Iteration 21Q (3138.720000 sec): 3 clusters Score: Raw -69131.307276 + Penalty 2088.608749 = -67042.698527 nChanged 0 SP:Iteration 22F (3138.730000 sec): 3 clusters Score: Raw -69131.307276 + Penalty 2088.608749 = -67042.698527 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 20 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.730000 sec): 2 clusters Score: Raw -85066.117893 + Penalty 1074.456668 = -83991.661225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.740000 sec): 3 clusters Score: Raw -84866.301044 + Penalty 2148.913336 = -82717.387708 nChanged 171 SP:Iteration 1F (3138.740000 sec): 3 clusters Score: Raw -85058.732220 + Penalty 2148.913336 = -82909.818883 nChanged 64 SP:Iteration 2F (3138.740000 sec): 3 clusters Score: Raw -85156.680400 + Penalty 2148.913336 = -83007.767064 nChanged 35 SP:Iteration 3Q (3138.740000 sec): 3 clusters Score: Raw -85202.333558 + Penalty 2148.913336 = -83053.420222 nChanged 23 SP:Iteration 4Q (3138.740000 sec): 3 clusters Score: Raw -85245.021406 + Penalty 2148.913336 = -83096.108069 nChanged 24 SP:Iteration 5Q (3138.750000 sec): 3 clusters Score: Raw -85282.900198 + Penalty 2148.913336 = -83133.986862 nChanged 19 SP:Iteration 6Q (3138.750000 sec): 3 clusters Score: Raw -85320.277008 + Penalty 2148.913336 = -83171.363672 nChanged 19 SP:Iteration 7Q (3138.750000 sec): 3 clusters Score: Raw -85351.914584 + Penalty 2148.913336 = -83203.001248 nChanged 19 SP:Iteration 8Q (3138.750000 sec): 3 clusters Score: Raw -85374.151283 + Penalty 2148.913336 = -83225.237947 nChanged 11 SP:Iteration 9Q (3138.760000 sec): 3 clusters Score: Raw -85385.884664 + Penalty 2148.913336 = -83236.971328 nChanged 8 SP:Iteration 10Q (3138.760000 sec): 3 clusters Score: Raw -85398.572053 + Penalty 2148.913336 = -83249.658717 nChanged 5 SP:Iteration 11Q (3138.760000 sec): 3 clusters Score: Raw -85403.948122 + Penalty 2148.913336 = -83255.034786 nChanged 3 SP:Iteration 12Q (3138.760000 sec): 3 clusters Score: Raw -85408.128579 + Penalty 2148.913336 = -83259.215243 nChanged 7 SP:Iteration 13Q (3138.760000 sec): 3 clusters Score: Raw -85424.631521 + Penalty 2148.913336 = -83275.718184 nChanged 11 SP:Iteration 14Q (3138.770000 sec): 3 clusters Score: Raw -85447.959425 + Penalty 2148.913336 = -83299.046088 nChanged 9 SP:Iteration 15Q (3138.770000 sec): 3 clusters Score: Raw -85462.770034 + Penalty 2148.913336 = -83313.856698 nChanged 8 SP:Iteration 16Q (3138.770000 sec): 3 clusters Score: Raw -85473.234896 + Penalty 2148.913336 = -83324.321560 nChanged 7 SP:Iteration 17Q (3138.770000 sec): 3 clusters Score: Raw -85484.471450 + Penalty 2148.913336 = -83335.558113 nChanged 3 SP:Iteration 18Q (3138.780000 sec): 3 clusters Score: Raw -85487.604738 + Penalty 2148.913336 = -83338.691402 nChanged 0 SP:Iteration 19F (3138.780000 sec): 3 clusters Score: Raw -85487.604738 + Penalty 2148.913336 = -83338.691402 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 21 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.790000 sec): 2 clusters Score: Raw -196256.207948 + Penalty 1213.633407 = -195042.574541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.790000 sec): 3 clusters Score: Raw -195528.299275 + Penalty 2427.266813 = -193101.032461 nChanged 609 SP:Iteration 1F (3138.800000 sec): 3 clusters Score: Raw -195930.254001 + Penalty 2427.266813 = -193502.987187 nChanged 129 SP:Iteration 2F (3138.800000 sec): 3 clusters Score: Raw -196032.095498 + Penalty 2427.266813 = -193604.828685 nChanged 86 SP:Iteration 3Q (3138.810000 sec): 3 clusters Score: Raw -196109.920714 + Penalty 2427.266813 = -193682.653901 nChanged 83 SP:Iteration 4Q (3138.820000 sec): 3 clusters Score: Raw -196176.547828 + Penalty 2427.266813 = -193749.281014 nChanged 52 SP:Iteration 5Q (3138.820000 sec): 3 clusters Score: Raw -196212.934466 + Penalty 2427.266813 = -193785.667652 nChanged 43 SP:Iteration 6Q (3138.820000 sec): 3 clusters Score: Raw -196236.510967 + Penalty 2427.266813 = -193809.244154 nChanged 27 SP:Iteration 7Q (3138.830000 sec): 3 clusters Score: Raw -196255.447254 + Penalty 2427.266813 = -193828.180440 nChanged 28 SP:Iteration 8Q (3138.840000 sec): 3 clusters Score: Raw -196273.807923 + Penalty 2427.266813 = -193846.541110 nChanged 25 SP:Iteration 9Q (3138.840000 sec): 3 clusters Score: Raw -196291.981395 + Penalty 2427.266813 = -193864.714582 nChanged 20 SP:Iteration 10Q (3138.850000 sec): 3 clusters Score: Raw -196304.852686 + Penalty 2427.266813 = -193877.585873 nChanged 21 SP:Iteration 11Q (3138.850000 sec): 3 clusters Score: Raw -196320.893429 + Penalty 2427.266813 = -193893.626616 nChanged 27 SP:Iteration 12Q (3138.860000 sec): 3 clusters Score: Raw -196342.260507 + Penalty 2427.266813 = -193914.993694 nChanged 24 SP:Iteration 13Q (3138.860000 sec): 3 clusters Score: Raw -196360.973189 + Penalty 2427.266813 = -193933.706376 nChanged 20 SP:Iteration 14Q (3138.870000 sec): 3 clusters Score: Raw -196377.552410 + Penalty 2427.266813 = -193950.285597 nChanged 23 SP:Iteration 15Q (3138.870000 sec): 3 clusters Score: Raw -196399.605972 + Penalty 2427.266813 = -193972.339158 nChanged 15 SP:Iteration 16Q (3138.880000 sec): 3 clusters Score: Raw -196408.375401 + Penalty 2427.266813 = -193981.108588 nChanged 12 SP:Iteration 17Q (3138.880000 sec): 3 clusters Score: Raw -196417.729403 + Penalty 2427.266813 = -193990.462590 nChanged 11 SP:Iteration 18Q (3138.890000 sec): 3 clusters Score: Raw -196424.564010 + Penalty 2427.266813 = -193997.297196 nChanged 11 SP:Iteration 19Q (3138.890000 sec): 3 clusters Score: Raw -196432.011905 + Penalty 2427.266813 = -194004.745092 nChanged 6 SP:Iteration 20F (3138.900000 sec): 3 clusters Score: Raw -196437.158929 + Penalty 2427.266813 = -194009.892116 nChanged 6 SP:Iteration 21Q (3138.900000 sec): 3 clusters Score: Raw -196441.804548 + Penalty 2427.266813 = -194014.537734 nChanged 8 SP:Iteration 22Q (3138.910000 sec): 3 clusters Score: Raw -196447.290969 + Penalty 2427.266813 = -194020.024156 nChanged 6 SP:Iteration 23Q (3138.920000 sec): 3 clusters Score: Raw -196451.904310 + Penalty 2427.266813 = -194024.637497 nChanged 10 SP:Iteration 24Q (3138.920000 sec): 3 clusters Score: Raw -196460.197851 + Penalty 2427.266813 = -194032.931038 nChanged 10 SP:Iteration 25Q (3138.920000 sec): 3 clusters Score: Raw -196466.885095 + Penalty 2427.266813 = -194039.618282 nChanged 3 SP:Iteration 26Q (3138.930000 sec): 3 clusters Score: Raw -196469.175149 + Penalty 2427.266813 = -194041.908336 nChanged 6 SP:Iteration 27Q (3138.940000 sec): 3 clusters Score: Raw -196472.708076 + Penalty 2427.266813 = -194045.441263 nChanged 4 SP:Iteration 28Q (3138.940000 sec): 3 clusters Score: Raw -196475.611576 + Penalty 2427.266813 = -194048.344763 nChanged 2 SP:Iteration 29Q (3138.940000 sec): 3 clusters Score: Raw -196476.797742 + Penalty 2427.266813 = -194049.530929 nChanged 2 SP:Iteration 30Q (3138.950000 sec): 3 clusters Score: Raw -196478.373600 + Penalty 2427.266813 = -194051.106786 nChanged 1 SP:Iteration 31Q (3138.960000 sec): 3 clusters Score: Raw -196478.753712 + Penalty 2427.266813 = -194051.486898 nChanged 0 SP:Iteration 32F (3138.960000 sec): 3 clusters Score: Raw -196478.753712 + Penalty 2427.266813 = -194051.486898 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 22 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.970000 sec): 2 clusters Score: Raw -117279.752453 + Penalty 1125.728160 = -116154.024293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.970000 sec): 3 clusters Score: Raw -116915.743566 + Penalty 2251.456320 = -114664.287246 nChanged 301 SP:Iteration 1F (3138.980000 sec): 3 clusters Score: Raw -117156.062302 + Penalty 2251.456320 = -114904.605982 nChanged 76 SP:Iteration 2F (3138.980000 sec): 3 clusters Score: Raw -117242.070945 + Penalty 2251.456320 = -114990.614625 nChanged 60 SP:Iteration 3F (3138.980000 sec): 3 clusters Score: Raw -117316.938838 + Penalty 2251.456320 = -115065.482518 nChanged 34 SP:Iteration 4Q (3138.980000 sec): 3 clusters Score: Raw -117360.456520 + Penalty 2251.456320 = -115109.000200 nChanged 27 SP:Iteration 5Q (3138.990000 sec): 3 clusters Score: Raw -117390.360950 + Penalty 2251.456320 = -115138.904631 nChanged 26 SP:Iteration 6Q (3138.990000 sec): 3 clusters Score: Raw -117418.687620 + Penalty 2251.456320 = -115167.231300 nChanged 13 SP:Iteration 7Q (3139.000000 sec): 3 clusters Score: Raw -117432.830996 + Penalty 2251.456320 = -115181.374677 nChanged 11 SP:Iteration 8Q (3139.000000 sec): 3 clusters Score: Raw -117445.815227 + Penalty 2251.456320 = -115194.358908 nChanged 13 SP:Iteration 9Q (3139.000000 sec): 3 clusters Score: Raw -117461.028768 + Penalty 2251.456320 = -115209.572448 nChanged 8 SP:Iteration 10Q (3139.000000 sec): 3 clusters Score: Raw -117467.240625 + Penalty 2251.456320 = -115215.784306 nChanged 4 SP:Iteration 11Q (3139.010000 sec): 3 clusters Score: Raw -117469.199765 + Penalty 2251.456320 = -115217.743446 nChanged 3 SP:Iteration 12Q (3139.010000 sec): 3 clusters Score: Raw -117470.833235 + Penalty 2251.456320 = -115219.376915 nChanged 2 SP:Iteration 13Q (3139.010000 sec): 3 clusters Score: Raw -117472.389594 + Penalty 2251.456320 = -115220.933274 nChanged 0 SP:Iteration 14F (3139.020000 sec): 3 clusters Score: Raw -117472.389594 + Penalty 2251.456320 = -115220.933274 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 23 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.020000 sec): 2 clusters Score: Raw -67088.316483 + Penalty 1032.867495 = -66055.448988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.020000 sec): 3 clusters Score: Raw -66978.284628 + Penalty 2065.734990 = -64912.549639 nChanged 135 SP:Iteration 1F (3139.020000 sec): 3 clusters Score: Raw -67142.822177 + Penalty 2065.734990 = -65077.087187 nChanged 32 SP:Iteration 2F (3139.030000 sec): 3 clusters Score: Raw -67204.596183 + Penalty 2065.734990 = -65138.861193 nChanged 15 SP:Iteration 3Q (3139.030000 sec): 3 clusters Score: Raw -67231.977807 + Penalty 2065.734990 = -65166.242817 nChanged 16 SP:Iteration 4Q (3139.030000 sec): 3 clusters Score: Raw -67258.616719 + Penalty 2065.734990 = -65192.881729 nChanged 7 SP:Iteration 5Q (3139.030000 sec): 3 clusters Score: Raw -67284.503151 + Penalty 2065.734990 = -65218.768161 nChanged 5 SP:Iteration 6Q (3139.040000 sec): 3 clusters Score: Raw -67301.827322 + Penalty 2065.734990 = -65236.092332 nChanged 4 SP:Iteration 7Q (3139.040000 sec): 3 clusters Score: Raw -67310.787013 + Penalty 2065.734990 = -65245.052023 nChanged 5 SP:Iteration 8Q (3139.040000 sec): 3 clusters Score: Raw -67318.063208 + Penalty 2065.734990 = -65252.328218 nChanged 5 SP:Iteration 9Q (3139.040000 sec): 3 clusters Score: Raw -67324.006444 + Penalty 2065.734990 = -65258.271454 nChanged 2 SP:Iteration 10Q (3139.040000 sec): 3 clusters Score: Raw -67325.232129 + Penalty 2065.734990 = -65259.497139 nChanged 1 SP:Iteration 11Q (3139.040000 sec): 3 clusters Score: Raw -67325.638346 + Penalty 2065.734990 = -65259.903356 nChanged 0 SP:Iteration 12F (3139.040000 sec): 3 clusters Score: Raw -67325.638346 + Penalty 2065.734990 = -65259.903356 nChanged 0 Memory request: 0.00 GB would take us to total of 10.26 GB. Trying to split cluster 24 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.050000 sec): 2 clusters Score: Raw -46999.411811 + Penalty 980.765733 = -46018.646079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.050000 sec): 3 clusters Score: Raw -46964.214968 + Penalty 1961.531466 = -45002.683502 nChanged 66 SP:Iteration 1F (3139.050000 sec): 3 clusters Score: Raw -47067.583352 + Penalty 1961.531466 = -45106.051886 nChanged 16 SP:Iteration 2Q (3139.050000 sec): 3 clusters Score: Raw -47105.482298 + Penalty 1961.531466 = -45143.950832 nChanged 11 SP:Iteration 3Q (3139.060000 sec): 3 clusters Score: Raw -47121.718048 + Penalty 1961.531466 = -45160.186582 nChanged 9 SP:Iteration 4Q (3139.060000 sec): 3 clusters Score: Raw -47135.960908 + Penalty 1961.531466 = -45174.429443 nChanged 4 SP:Iteration 5Q (3139.060000 sec): 3 clusters Score: Raw -47139.325169 + Penalty 1961.531466 = -45177.793703 nChanged 2 SP:Iteration 6Q (3139.060000 sec): 3 clusters Score: Raw -47142.329682 + Penalty 1961.531466 = -45180.798216 nChanged 2 SP:Iteration 7Q (3139.060000 sec): 3 clusters Score: Raw -47145.177190 + Penalty 1961.531466 = -45183.645724 nChanged 0 SP:Iteration 8F (3139.060000 sec): 3 clusters Score: Raw -47145.177190 + Penalty 1961.531466 = -45183.645724 nChanged 0 ------ Evaluating fit on full set of 4268546 points ------ Score: Raw -503092528.201365 + Penalty 59540.456867 = -503032987.744498 Time taken for this iteration:3190.610000 seconds. 20->25 Clusters: Score -503032987.744498, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 2.56 GB would take us to total of 10.22 GB. ------ Running on subset of 1422848 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 20 (2313 points): Lose 161.757441 but Gain 2302.327796 Iteration 0F (3286.970000 sec): 20 clusters Score: Raw -161287203.002266 + Penalty 43744.228132 = -161243458.774134 nChanged 1347688 Iteration 1F (3318.550000 sec): 20 clusters Score: Raw -165498520.305453 + Penalty 43744.228132 = -165454776.077321 nChanged 445739 Iteration 2F (3348.700000 sec): 20 clusters Score: Raw -165919852.404024 + Penalty 43744.228132 = -165876108.175893 nChanged 293699 Deleting Class 18 (1841 points): Lose 1698.357803 but Gain 2302.327796 Iteration 3F (3379.990000 sec): 19 clusters Score: Raw -166322137.215942 + Penalty 41441.900335 = -166280695.315606 nChanged 297738 Deleting Class 17 (2134 points): Lose 1826.675308 but Gain 2302.327796 Iteration 4F (3409.720000 sec): 18 clusters Score: Raw -166954870.036026 + Penalty 39139.572539 = -166915730.463487 nChanged 261179 Deleting Class 12 (1018 points): Lose 878.716301 but Gain 2302.327796 Iteration 5F (3436.990000 sec): 17 clusters Score: Raw -167297683.624730 + Penalty 36837.244742 = -167260846.379988 nChanged 163693 Deleting Class 8 (556 points): Lose 1407.250288 but Gain 2302.327796 Iteration 6F (3463.840000 sec): 16 clusters Score: Raw -167454181.700041 + Penalty 34534.916946 = -167419646.783095 nChanged 81541 Deleting Class 16 (866 points): Lose 1083.756792 but Gain 2302.327796 Iteration 7F (3488.780000 sec): 15 clusters Score: Raw -167520468.770337 + Penalty 32232.589150 = -167488236.181187 nChanged 39783 Deleting Class 1 (813 points): Lose 714.970945 but Gain 2302.327796 Iteration 8Q (3498.350000 sec): 14 clusters Score: Raw -167549035.997594 + Penalty 29930.261353 = -167519105.736240 nChanged 23287 Deleting Class 14 (931 points): Lose 1135.541538 but Gain 2302.327796 Iteration 9Q (3507.000000 sec): 13 clusters Score: Raw -167565517.350654 + Penalty 27627.933557 = -167537889.417097 nChanged 17193 Deleting Class 13 (1161 points): Lose 1131.089417 but Gain 2302.327796 Iteration 10Q (3515.100000 sec): 12 clusters Score: Raw -167577261.170815 + Penalty 25325.605760 = -167551935.565054 nChanged 15134 Deleting Class 7 (1039 points): Lose 1574.737000 but Gain 2302.327796 Iteration 11Q (3522.730000 sec): 11 clusters Score: Raw -167584593.035225 + Penalty 23023.277964 = -167561569.757261 nChanged 12340 Deleting Class 6 (1775 points): Lose 2139.945210 but Gain 2302.327796 Iteration 12Q (3529.840000 sec): 10 clusters Score: Raw -167587834.567157 + Penalty 20720.950168 = -167567113.616990 nChanged 10706 Iteration 13Q (3536.600000 sec): 10 clusters Score: Raw -167592554.930974 + Penalty 20720.950168 = -167571833.980806 nChanged 7391 Iteration 14Q (3543.310000 sec): 10 clusters Score: Raw -167594508.564489 + Penalty 20720.950168 = -167573787.614322 nChanged 6247 Iteration 15Q (3549.970000 sec): 10 clusters Score: Raw -167596054.469133 + Penalty 20720.950168 = -167575333.518966 nChanged 5325 Iteration 16Q (3556.630000 sec): 10 clusters Score: Raw -167597311.610385 + Penalty 20720.950168 = -167576590.660218 nChanged 4690 Iteration 17Q (3563.250000 sec): 10 clusters Score: Raw -167598373.959194 + Penalty 20720.950168 = -167577653.009026 nChanged 4210 Iteration 18Q (3569.860000 sec): 10 clusters Score: Raw -167599248.058943 + Penalty 20720.950168 = -167578527.108775 nChanged 3745 Iteration 19Q (3576.590000 sec): 10 clusters Score: Raw -167600013.640687 + Penalty 20720.950168 = -167579292.690520 nChanged 3241 Writing temp clu file Because OldScore, -167578527.108775, is greater than current (better) Score,-167579292.690520 Compute initial score before splitting: Score: Raw -167600013.640687 + Penalty 20720.950168 = -167579292.690520 Memory request: 2.11 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1176134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3580.970000 sec): 2 clusters Score: Raw -139676158.052936 + Penalty 2271.383294 = -139673886.669642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3584.590000 sec): 3 clusters Score: Raw -138876102.506105 + Penalty 4542.766588 = -138871559.739517 nChanged 580787 SP:Iteration 1F (3588.170000 sec): 3 clusters Score: Raw -139229691.678452 + Penalty 4542.766588 = -139225148.911864 nChanged 27677 SP:Iteration 2Q (3591.860000 sec): 3 clusters Score: Raw -139235612.591921 + Penalty 4542.766588 = -139231069.825333 nChanged 33152 SP:Iteration 3Q (3595.540000 sec): 3 clusters Score: Raw -139244912.689193 + Penalty 4542.766588 = -139240369.922605 nChanged 41132 SP:Iteration 4Q (3599.230000 sec): 3 clusters Score: Raw -139260157.232478 + Penalty 4542.766588 = -139255614.465890 nChanged 51767 SP:Iteration 5Q (3602.960000 sec): 3 clusters Score: Raw -139285997.568172 + Penalty 4542.766588 = -139281454.801585 nChanged 65194 SP:Iteration 6F (3606.540000 sec): 3 clusters Score: Raw -139328689.798327 + Penalty 4542.766588 = -139324147.031739 nChanged 77638 SP:Iteration 7F (3610.140000 sec): 3 clusters Score: Raw -139391465.907740 + Penalty 4542.766588 = -139386923.141152 nChanged 81188 SP:Iteration 8F (3613.730000 sec): 3 clusters Score: Raw -139463392.390201 + Penalty 4542.766588 = -139458849.623614 nChanged 71600 SP:Iteration 9F (3617.320000 sec): 3 clusters Score: Raw -139522690.270907 + Penalty 4542.766588 = -139518147.504319 nChanged 55336 SP:Iteration 10Q (3620.700000 sec): 3 clusters Score: Raw -139561608.559739 + Penalty 4542.766588 = -139557065.793152 nChanged 41665 SP:Iteration 11Q (3623.920000 sec): 3 clusters Score: Raw -139587560.140204 + Penalty 4542.766588 = -139583017.373617 nChanged 33055 SP:Iteration 12Q (3627.050000 sec): 3 clusters Score: Raw -139607015.598630 + Penalty 4542.766588 = -139602472.832043 nChanged 27437 SP:Iteration 13Q (3630.070000 sec): 3 clusters Score: Raw -139622690.584171 + Penalty 4542.766588 = -139618147.817584 nChanged 23369 SP:Iteration 14Q (3633.020000 sec): 3 clusters Score: Raw -139635707.239908 + Penalty 4542.766588 = -139631164.473320 nChanged 19494 SP:Iteration 15Q (3635.890000 sec): 3 clusters Score: Raw -139646171.619615 + Penalty 4542.766588 = -139641628.853027 nChanged 15816 SP:Iteration 16Q (3638.760000 sec): 3 clusters Score: Raw -139654290.779260 + Penalty 4542.766588 = -139649748.012673 nChanged 12662 SP:Iteration 17Q (3641.580000 sec): 3 clusters Score: Raw -139660438.413723 + Penalty 4542.766588 = -139655895.647135 nChanged 9918 SP:Iteration 18Q (3644.360000 sec): 3 clusters Score: Raw -139664948.262919 + Penalty 4542.766588 = -139660405.496331 nChanged 7637 SP:Iteration 19Q (3647.030000 sec): 3 clusters Score: Raw -139668248.236225 + Penalty 4542.766588 = -139663705.469638 nChanged 6082 SP:Iteration 20F (3650.570000 sec): 3 clusters Score: Raw -139670777.716868 + Penalty 4542.766588 = -139666234.950280 nChanged 4579 SP:Iteration 21Q (3653.190000 sec): 3 clusters Score: Raw -139672553.867593 + Penalty 4542.766588 = -139668011.101005 nChanged 3460 SP:Iteration 22Q (3655.790000 sec): 3 clusters Score: Raw -139673842.287927 + Penalty 4542.766588 = -139669299.521339 nChanged 2710 SP:Iteration 23Q (3658.390000 sec): 3 clusters Score: Raw -139674838.036643 + Penalty 4542.766588 = -139670295.270055 nChanged 2082 SP:Iteration 24Q (3660.960000 sec): 3 clusters Score: Raw -139675538.757552 + Penalty 4542.766588 = -139670995.990965 nChanged 1556 SP:Iteration 25Q (3663.520000 sec): 3 clusters Score: Raw -139676028.347083 + Penalty 4542.766588 = -139671485.580495 nChanged 1241 SP:Iteration 26Q (3666.090000 sec): 3 clusters Score: Raw -139676436.874627 + Penalty 4542.766588 = -139671894.108039 nChanged 1003 SP:Iteration 27Q (3668.640000 sec): 3 clusters Score: Raw -139676765.308349 + Penalty 4542.766588 = -139672222.541761 nChanged 850 SP:Iteration 28Q (3671.190000 sec): 3 clusters Score: Raw -139677038.707920 + Penalty 4542.766588 = -139672495.941332 nChanged 682 SP:Iteration 29Q (3673.740000 sec): 3 clusters Score: Raw -139677254.408664 + Penalty 4542.766588 = -139672711.642077 nChanged 597 SP:Iteration 30Q (3676.310000 sec): 3 clusters Score: Raw -139677426.300514 + Penalty 4542.766588 = -139672883.533926 nChanged 503 SP:Iteration 31Q (3678.900000 sec): 3 clusters Score: Raw -139677554.675793 + Penalty 4542.766588 = -139673011.909206 nChanged 417 SP:Iteration 32Q (3681.440000 sec): 3 clusters Score: Raw -139677661.333566 + Penalty 4542.766588 = -139673118.566979 nChanged 365 SP:Iteration 33Q (3683.980000 sec): 3 clusters Score: Raw -139677747.861944 + Penalty 4542.766588 = -139673205.095357 nChanged 293 SP:Iteration 34Q (3686.520000 sec): 3 clusters Score: Raw -139677804.279309 + Penalty 4542.766588 = -139673261.512721 nChanged 196 SP:Iteration 35Q (3689.060000 sec): 3 clusters Score: Raw -139677837.215837 + Penalty 4542.766588 = -139673294.449249 nChanged 160 SP:Iteration 36Q (3691.600000 sec): 3 clusters Score: Raw -139677868.010508 + Penalty 4542.766588 = -139673325.243920 nChanged 142 SP:Iteration 37Q (3694.110000 sec): 3 clusters Score: Raw -139677890.793405 + Penalty 4542.766588 = -139673348.026818 nChanged 111 SP:Iteration 38Q (3696.640000 sec): 3 clusters Score: Raw -139677908.903806 + Penalty 4542.766588 = -139673366.137218 nChanged 91 SP:Iteration 39Q (3699.170000 sec): 3 clusters Score: Raw -139677921.430010 + Penalty 4542.766588 = -139673378.663422 nChanged 77 SP:Iteration 40F (3702.710000 sec): 3 clusters Score: Raw -139678232.290763 + Penalty 4542.766588 = -139673689.524175 nChanged 256 SP:Iteration 41Q (3705.240000 sec): 3 clusters Score: Raw -139678453.737767 + Penalty 4542.766588 = -139673910.971179 nChanged 359 SP:Iteration 42Q (3707.750000 sec): 3 clusters Score: Raw -139678589.991401 + Penalty 4542.766588 = -139674047.224814 nChanged 339 SP:Iteration 43Q (3710.290000 sec): 3 clusters Score: Raw -139678692.619139 + Penalty 4542.766588 = -139674149.852551 nChanged 318 SP:Iteration 44Q (3712.820000 sec): 3 clusters Score: Raw -139678795.026478 + Penalty 4542.766588 = -139674252.259891 nChanged 294 SP:Iteration 45Q (3715.370000 sec): 3 clusters Score: Raw -139678889.314401 + Penalty 4542.766588 = -139674346.547814 nChanged 281 SP:Iteration 46Q (3718.000000 sec): 3 clusters Score: Raw -139678970.967629 + Penalty 4542.766588 = -139674428.201042 nChanged 305 SP:Iteration 47Q (3720.630000 sec): 3 clusters Score: Raw -139679050.807839 + Penalty 4542.766588 = -139674508.041252 nChanged 301 SP:Iteration 48Q (3723.280000 sec): 3 clusters Score: Raw -139679128.240082 + Penalty 4542.766588 = -139674585.473494 nChanged 281 SP:Iteration 49Q (3725.920000 sec): 3 clusters Score: Raw -139679206.186157 + Penalty 4542.766588 = -139674663.419569 nChanged 276 SP:Iteration 50Q (3728.570000 sec): 3 clusters Score: Raw -139679275.396079 + Penalty 4542.766588 = -139674732.629491 nChanged 249 SP:Iteration 51Q (3731.210000 sec): 3 clusters Score: Raw -139679344.620166 + Penalty 4542.766588 = -139674801.853579 nChanged 265 SP:Iteration 52Q (3733.850000 sec): 3 clusters Score: Raw -139679425.317416 + Penalty 4542.766588 = -139674882.550828 nChanged 262 SP:Iteration 53Q (3736.490000 sec): 3 clusters Score: Raw -139679526.596707 + Penalty 4542.766588 = -139674983.830120 nChanged 270 SP:Iteration 54Q (3739.130000 sec): 3 clusters Score: Raw -139679640.491711 + Penalty 4542.766588 = -139675097.725124 nChanged 288 SP:Iteration 55Q (3741.760000 sec): 3 clusters Score: Raw -139679757.877105 + Penalty 4542.766588 = -139675215.110517 nChanged 260 SP:Iteration 56Q (3744.380000 sec): 3 clusters Score: Raw -139679836.369125 + Penalty 4542.766588 = -139675293.602538 nChanged 225 SP:Iteration 57Q (3747.000000 sec): 3 clusters Score: Raw -139679898.941709 + Penalty 4542.766588 = -139675356.175122 nChanged 178 SP:Iteration 58Q (3749.610000 sec): 3 clusters Score: Raw -139679944.036033 + Penalty 4542.766588 = -139675401.269445 nChanged 170 SP:Iteration 59Q (3752.220000 sec): 3 clusters Score: Raw -139679980.446548 + Penalty 4542.766588 = -139675437.679960 nChanged 136 SP:Iteration 60F (3755.910000 sec): 3 clusters Score: Raw -139680115.002590 + Penalty 4542.766588 = -139675572.236002 nChanged 230 SP:Iteration 61Q (3758.550000 sec): 3 clusters Score: Raw -139680199.919988 + Penalty 4542.766588 = -139675657.153401 nChanged 223 SP:Iteration 62Q (3761.190000 sec): 3 clusters Score: Raw -139680249.807831 + Penalty 4542.766588 = -139675707.041244 nChanged 191 SP:Iteration 63Q (3763.830000 sec): 3 clusters Score: Raw -139680283.893373 + Penalty 4542.766588 = -139675741.126785 nChanged 161 SP:Iteration 64Q (3766.460000 sec): 3 clusters Score: Raw -139680313.416846 + Penalty 4542.766588 = -139675770.650258 nChanged 134 SP:Iteration 65Q (3769.080000 sec): 3 clusters Score: Raw -139680334.061301 + Penalty 4542.766588 = -139675791.294713 nChanged 119 SP:Iteration 66Q (3771.720000 sec): 3 clusters Score: Raw -139680349.443754 + Penalty 4542.766588 = -139675806.677167 nChanged 99 SP:Iteration 67Q (3774.360000 sec): 3 clusters Score: Raw -139680360.686671 + Penalty 4542.766588 = -139675817.920084 nChanged 70 SP:Iteration 68Q (3777.010000 sec): 3 clusters Score: Raw -139680369.944730 + Penalty 4542.766588 = -139675827.178142 nChanged 74 SP:Iteration 69Q (3779.650000 sec): 3 clusters Score: Raw -139680380.681218 + Penalty 4542.766588 = -139675837.914630 nChanged 72 SP:Iteration 70Q (3782.290000 sec): 3 clusters Score: Raw -139680390.804054 + Penalty 4542.766588 = -139675848.037466 nChanged 77 SP:Iteration 71Q (3784.950000 sec): 3 clusters Score: Raw -139680400.531783 + Penalty 4542.766588 = -139675857.765195 nChanged 65 SP:Iteration 72Q (3787.590000 sec): 3 clusters Score: Raw -139680408.635593 + Penalty 4542.766588 = -139675865.869005 nChanged 67 SP:Iteration 73Q (3790.250000 sec): 3 clusters Score: Raw -139680419.517312 + Penalty 4542.766588 = -139675876.750724 nChanged 65 SP:Iteration 74Q (3792.890000 sec): 3 clusters Score: Raw -139680428.808124 + Penalty 4542.766588 = -139675886.041536 nChanged 75 SP:Iteration 75Q (3795.490000 sec): 3 clusters Score: Raw -139680444.174614 + Penalty 4542.766588 = -139675901.408026 nChanged 93 SP:Iteration 76Q (3798.060000 sec): 3 clusters Score: Raw -139680462.140677 + Penalty 4542.766588 = -139675919.374090 nChanged 99 SP:Iteration 77Q (3800.640000 sec): 3 clusters Score: Raw -139680484.947320 + Penalty 4542.766588 = -139675942.180732 nChanged 115 SP:Iteration 78Q (3803.200000 sec): 3 clusters Score: Raw -139680513.018070 + Penalty 4542.766588 = -139675970.251483 nChanged 114 SP:Iteration 79Q (3805.730000 sec): 3 clusters Score: Raw -139680542.231781 + Penalty 4542.766588 = -139675999.465194 nChanged 124 SP:Iteration 80F (3809.260000 sec): 3 clusters Score: Raw -139680566.491543 + Penalty 4542.766588 = -139676023.724955 nChanged 120 SP:Iteration 81Q (3811.790000 sec): 3 clusters Score: Raw -139680594.644181 + Penalty 4542.766588 = -139676051.877593 nChanged 119 SP:Iteration 82Q (3814.320000 sec): 3 clusters Score: Raw -139680621.118153 + Penalty 4542.766588 = -139676078.351566 nChanged 133 SP:Iteration 83Q (3816.840000 sec): 3 clusters Score: Raw -139680647.097408 + Penalty 4542.766588 = -139676104.330820 nChanged 125 SP:Iteration 84Q (3819.360000 sec): 3 clusters Score: Raw -139680667.732822 + Penalty 4542.766588 = -139676124.966234 nChanged 116 SP:Iteration 85Q (3821.870000 sec): 3 clusters Score: Raw -139680683.102399 + Penalty 4542.766588 = -139676140.335811 nChanged 85 SP:Iteration 86Q (3824.380000 sec): 3 clusters Score: Raw -139680692.379588 + Penalty 4542.766588 = -139676149.613000 nChanged 64 SP:Iteration 87Q (3826.880000 sec): 3 clusters Score: Raw -139680699.351825 + Penalty 4542.766588 = -139676156.585237 nChanged 43 SP:Iteration 88Q (3829.400000 sec): 3 clusters Score: Raw -139680702.650051 + Penalty 4542.766588 = -139676159.883464 nChanged 36 SP:Iteration 89Q (3831.920000 sec): 3 clusters Score: Raw -139680705.460329 + Penalty 4542.766588 = -139676162.693741 nChanged 32 SP:Iteration 90Q (3834.430000 sec): 3 clusters Score: Raw -139680707.419833 + Penalty 4542.766588 = -139676164.653245 nChanged 24 SP:Iteration 91Q (3836.950000 sec): 3 clusters Score: Raw -139680708.928337 + Penalty 4542.766588 = -139676166.161749 nChanged 15 SP:Iteration 92Q (3839.480000 sec): 3 clusters Score: Raw -139680709.979833 + Penalty 4542.766588 = -139676167.213246 nChanged 13 SP:Iteration 93Q (3841.980000 sec): 3 clusters Score: Raw -139680710.738835 + Penalty 4542.766588 = -139676167.972247 nChanged 14 SP:Iteration 94Q (3844.500000 sec): 3 clusters Score: Raw -139680711.576200 + Penalty 4542.766588 = -139676168.809613 nChanged 9 SP:Iteration 95Q (3847.000000 sec): 3 clusters Score: Raw -139680711.951463 + Penalty 4542.766588 = -139676169.184876 nChanged 12 SP:Iteration 96Q (3849.520000 sec): 3 clusters Score: Raw -139680712.601583 + Penalty 4542.766588 = -139676169.834996 nChanged 9 SP:Iteration 97Q (3852.030000 sec): 3 clusters Score: Raw -139680712.997328 + Penalty 4542.766588 = -139676170.230741 nChanged 2 SP:Iteration 98Q (3854.550000 sec): 3 clusters Score: Raw -139680713.051890 + Penalty 4542.766588 = -139676170.285302 nChanged 0 SP:Iteration 99F (3858.090000 sec): 3 clusters Score: Raw -139680713.051890 + Penalty 4542.766588 = -139676170.285302 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (42550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.630000 sec): 2 clusters Score: Raw -4857770.080933 + Penalty 1731.995709 = -4856038.085224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.760000 sec): 3 clusters Score: Raw -4831206.410328 + Penalty 3463.991419 = -4827742.418909 nChanged 19848 SP:Iteration 1F (3858.890000 sec): 3 clusters Score: Raw -4846102.266890 + Penalty 3463.991419 = -4842638.275472 nChanged 4492 SP:Iteration 2F (3859.020000 sec): 3 clusters Score: Raw -4851350.632548 + Penalty 3463.991419 = -4847886.641130 nChanged 5502 SP:Iteration 3F (3859.150000 sec): 3 clusters Score: Raw -4857460.784905 + Penalty 3463.991419 = -4853996.793487 nChanged 4622 SP:Iteration 4F (3859.280000 sec): 3 clusters Score: Raw -4861809.201607 + Penalty 3463.991419 = -4858345.210188 nChanged 2581 SP:Iteration 5F (3859.410000 sec): 3 clusters Score: Raw -4863818.235370 + Penalty 3463.991419 = -4860354.243952 nChanged 1377 SP:Iteration 6Q (3859.540000 sec): 3 clusters Score: Raw -4864696.116662 + Penalty 3463.991419 = -4861232.125243 nChanged 920 SP:Iteration 7Q (3859.670000 sec): 3 clusters Score: Raw -4865266.242947 + Penalty 3463.991419 = -4861802.251529 nChanged 776 SP:Iteration 8Q (3859.800000 sec): 3 clusters Score: Raw -4865800.363746 + Penalty 3463.991419 = -4862336.372328 nChanged 676 SP:Iteration 9Q (3859.930000 sec): 3 clusters Score: Raw -4866353.747158 + Penalty 3463.991419 = -4862889.755739 nChanged 603 SP:Iteration 10Q (3860.060000 sec): 3 clusters Score: Raw -4866872.872420 + Penalty 3463.991419 = -4863408.881001 nChanged 437 SP:Iteration 11Q (3860.190000 sec): 3 clusters Score: Raw -4867149.865668 + Penalty 3463.991419 = -4863685.874250 nChanged 276 SP:Iteration 12Q (3860.310000 sec): 3 clusters Score: Raw -4867266.241369 + Penalty 3463.991419 = -4863802.249950 nChanged 175 SP:Iteration 13Q (3860.430000 sec): 3 clusters Score: Raw -4867323.419971 + Penalty 3463.991419 = -4863859.428552 nChanged 125 SP:Iteration 14Q (3860.540000 sec): 3 clusters Score: Raw -4867359.473698 + Penalty 3463.991419 = -4863895.482280 nChanged 80 SP:Iteration 15Q (3860.660000 sec): 3 clusters Score: Raw -4867377.808946 + Penalty 3463.991419 = -4863913.817527 nChanged 53 SP:Iteration 16Q (3860.770000 sec): 3 clusters Score: Raw -4867389.179138 + Penalty 3463.991419 = -4863925.187719 nChanged 38 SP:Iteration 17Q (3860.880000 sec): 3 clusters Score: Raw -4867395.387042 + Penalty 3463.991419 = -4863931.395623 nChanged 24 SP:Iteration 18Q (3860.990000 sec): 3 clusters Score: Raw -4867398.971652 + Penalty 3463.991419 = -4863934.980233 nChanged 14 SP:Iteration 19Q (3861.100000 sec): 3 clusters Score: Raw -4867400.726602 + Penalty 3463.991419 = -4863936.735183 nChanged 8 SP:Iteration 20F (3861.230000 sec): 3 clusters Score: Raw -4867404.825752 + Penalty 3463.991419 = -4863940.834333 nChanged 17 SP:Iteration 21Q (3861.340000 sec): 3 clusters Score: Raw -4867407.221934 + Penalty 3463.991419 = -4863943.230515 nChanged 10 SP:Iteration 22Q (3861.450000 sec): 3 clusters Score: Raw -4867408.410728 + Penalty 3463.991419 = -4863944.419310 nChanged 5 SP:Iteration 23Q (3861.560000 sec): 3 clusters Score: Raw -4867408.948797 + Penalty 3463.991419 = -4863944.957379 nChanged 7 SP:Iteration 24Q (3861.670000 sec): 3 clusters Score: Raw -4867409.683173 + Penalty 3463.991419 = -4863945.691754 nChanged 4 SP:Iteration 25Q (3861.780000 sec): 3 clusters Score: Raw -4867409.856207 + Penalty 3463.991419 = -4863945.864789 nChanged 2 SP:Iteration 26Q (3861.890000 sec): 3 clusters Score: Raw -4867410.211443 + Penalty 3463.991419 = -4863946.220024 nChanged 3 SP:Iteration 27Q (3862.000000 sec): 3 clusters Score: Raw -4867410.838864 + Penalty 3463.991419 = -4863946.847445 nChanged 5 SP:Iteration 28Q (3862.110000 sec): 3 clusters Score: Raw -4867411.502006 + Penalty 3463.991419 = -4863947.510588 nChanged 4 SP:Iteration 29Q (3862.220000 sec): 3 clusters Score: Raw -4867411.948513 + Penalty 3463.991419 = -4863947.957095 nChanged 1 SP:Iteration 30Q (3862.330000 sec): 3 clusters Score: Raw -4867412.078300 + Penalty 3463.991419 = -4863948.086882 nChanged 3 SP:Iteration 31Q (3862.440000 sec): 3 clusters Score: Raw -4867412.547283 + Penalty 3463.991419 = -4863948.555864 nChanged 3 SP:Iteration 32Q (3862.550000 sec): 3 clusters Score: Raw -4867412.817125 + Penalty 3463.991419 = -4863948.825706 nChanged 4 SP:Iteration 33Q (3862.660000 sec): 3 clusters Score: Raw -4867413.396513 + Penalty 3463.991419 = -4863949.405095 nChanged 3 SP:Iteration 34Q (3862.770000 sec): 3 clusters Score: Raw -4867413.821443 + Penalty 3463.991419 = -4863949.830025 nChanged 2 SP:Iteration 35Q (3862.880000 sec): 3 clusters Score: Raw -4867414.011433 + Penalty 3463.991419 = -4863950.020015 nChanged 1 SP:Iteration 36Q (3862.980000 sec): 3 clusters Score: Raw -4867414.108603 + Penalty 3463.991419 = -4863950.117184 nChanged 0 SP:Iteration 37F (3863.110000 sec): 3 clusters Score: Raw -4867414.108603 + Penalty 3463.991419 = -4863950.117184 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3863.140000 sec): 2 clusters Score: Raw -334036.084812 + Penalty 1282.766085 = -332753.318727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3863.150000 sec): 3 clusters Score: Raw -332818.180210 + Penalty 2565.532170 = -330252.648040 nChanged 991 SP:Iteration 1F (3863.160000 sec): 3 clusters Score: Raw -333414.792180 + Penalty 2565.532170 = -330849.260010 nChanged 163 SP:Iteration 2F (3863.160000 sec): 3 clusters Score: Raw -333512.348001 + Penalty 2565.532170 = -330946.815831 nChanged 117 SP:Iteration 3Q (3863.170000 sec): 3 clusters Score: Raw -333575.373211 + Penalty 2565.532170 = -331009.841041 nChanged 77 SP:Iteration 4Q (3863.180000 sec): 3 clusters Score: Raw -333612.498936 + Penalty 2565.532170 = -331046.966766 nChanged 54 SP:Iteration 5Q (3863.190000 sec): 3 clusters Score: Raw -333638.453812 + Penalty 2565.532170 = -331072.921642 nChanged 36 SP:Iteration 6Q (3863.200000 sec): 3 clusters Score: Raw -333650.980843 + Penalty 2565.532170 = -331085.448673 nChanged 26 SP:Iteration 7Q (3863.200000 sec): 3 clusters Score: Raw -333661.257667 + Penalty 2565.532170 = -331095.725497 nChanged 27 SP:Iteration 8Q (3863.210000 sec): 3 clusters Score: Raw -333671.864566 + Penalty 2565.532170 = -331106.332396 nChanged 25 SP:Iteration 9Q (3863.220000 sec): 3 clusters Score: Raw -333680.962261 + Penalty 2565.532170 = -331115.430091 nChanged 17 SP:Iteration 10Q (3863.230000 sec): 3 clusters Score: Raw -333687.866390 + Penalty 2565.532170 = -331122.334220 nChanged 15 SP:Iteration 11Q (3863.240000 sec): 3 clusters Score: Raw -333694.664946 + Penalty 2565.532170 = -331129.132776 nChanged 20 SP:Iteration 12Q (3863.240000 sec): 3 clusters Score: Raw -333704.831817 + Penalty 2565.532170 = -331139.299647 nChanged 26 SP:Iteration 13Q (3863.250000 sec): 3 clusters Score: Raw -333717.002718 + Penalty 2565.532170 = -331151.470548 nChanged 26 SP:Iteration 14Q (3863.260000 sec): 3 clusters Score: Raw -333728.439031 + Penalty 2565.532170 = -331162.906861 nChanged 19 SP:Iteration 15Q (3863.270000 sec): 3 clusters Score: Raw -333735.480827 + Penalty 2565.532170 = -331169.948657 nChanged 15 SP:Iteration 16Q (3863.280000 sec): 3 clusters Score: Raw -333742.099748 + Penalty 2565.532170 = -331176.567578 nChanged 14 SP:Iteration 17Q (3863.280000 sec): 3 clusters Score: Raw -333747.752096 + Penalty 2565.532170 = -331182.219926 nChanged 14 SP:Iteration 18Q (3863.290000 sec): 3 clusters Score: Raw -333753.321296 + Penalty 2565.532170 = -331187.789126 nChanged 12 SP:Iteration 19Q (3863.300000 sec): 3 clusters Score: Raw -333758.167680 + Penalty 2565.532170 = -331192.635510 nChanged 8 SP:Iteration 20F (3863.310000 sec): 3 clusters Score: Raw -333761.512223 + Penalty 2565.532170 = -331195.980054 nChanged 8 SP:Iteration 21Q (3863.320000 sec): 3 clusters Score: Raw -333765.089933 + Penalty 2565.532170 = -331199.557764 nChanged 12 SP:Iteration 22Q (3863.320000 sec): 3 clusters Score: Raw -333770.350774 + Penalty 2565.532170 = -331204.818604 nChanged 12 SP:Iteration 23Q (3863.330000 sec): 3 clusters Score: Raw -333775.816410 + Penalty 2565.532170 = -331210.284240 nChanged 15 SP:Iteration 24Q (3863.340000 sec): 3 clusters Score: Raw -333780.757059 + Penalty 2565.532170 = -331215.224889 nChanged 10 SP:Iteration 25Q (3863.350000 sec): 3 clusters Score: Raw -333783.808542 + Penalty 2565.532170 = -331218.276373 nChanged 8 SP:Iteration 26Q (3863.360000 sec): 3 clusters Score: Raw -333786.582087 + Penalty 2565.532170 = -331221.049918 nChanged 13 SP:Iteration 27Q (3863.360000 sec): 3 clusters Score: Raw -333790.332991 + Penalty 2565.532170 = -331224.800821 nChanged 11 SP:Iteration 28Q (3863.380000 sec): 3 clusters Score: Raw -333795.135428 + Penalty 2565.532170 = -331229.603258 nChanged 14 SP:Iteration 29Q (3863.380000 sec): 3 clusters Score: Raw -333800.538575 + Penalty 2565.532170 = -331235.006405 nChanged 10 SP:Iteration 30Q (3863.390000 sec): 3 clusters Score: Raw -333804.969796 + Penalty 2565.532170 = -331239.437626 nChanged 9 SP:Iteration 31Q (3863.400000 sec): 3 clusters Score: Raw -333807.779034 + Penalty 2565.532170 = -331242.246864 nChanged 8 SP:Iteration 32Q (3863.410000 sec): 3 clusters Score: Raw -333810.890764 + Penalty 2565.532170 = -331245.358594 nChanged 7 SP:Iteration 33Q (3863.420000 sec): 3 clusters Score: Raw -333814.152775 + Penalty 2565.532170 = -331248.620605 nChanged 9 SP:Iteration 34Q (3863.420000 sec): 3 clusters Score: Raw -333817.810708 + Penalty 2565.532170 = -331252.278538 nChanged 9 SP:Iteration 35Q (3863.430000 sec): 3 clusters Score: Raw -333821.208196 + Penalty 2565.532170 = -331255.676026 nChanged 6 SP:Iteration 36Q (3863.440000 sec): 3 clusters Score: Raw -333823.810983 + Penalty 2565.532170 = -331258.278813 nChanged 9 SP:Iteration 37Q (3863.450000 sec): 3 clusters Score: Raw -333826.605491 + Penalty 2565.532170 = -331261.073321 nChanged 4 SP:Iteration 38Q (3863.460000 sec): 3 clusters Score: Raw -333828.890309 + Penalty 2565.532170 = -331263.358139 nChanged 7 SP:Iteration 39Q (3863.460000 sec): 3 clusters Score: Raw -333832.818322 + Penalty 2565.532170 = -331267.286152 nChanged 9 SP:Iteration 40F (3863.470000 sec): 3 clusters Score: Raw -333836.332614 + Penalty 2565.532170 = -331270.800444 nChanged 10 SP:Iteration 41Q (3863.480000 sec): 3 clusters Score: Raw -333840.089097 + Penalty 2565.532170 = -331274.556927 nChanged 13 SP:Iteration 42Q (3863.490000 sec): 3 clusters Score: Raw -333844.620837 + Penalty 2565.532170 = -331279.088667 nChanged 7 SP:Iteration 43Q (3863.500000 sec): 3 clusters Score: Raw -333846.615758 + Penalty 2565.532170 = -331281.083588 nChanged 6 SP:Iteration 44Q (3863.500000 sec): 3 clusters Score: Raw -333848.998132 + Penalty 2565.532170 = -331283.465962 nChanged 7 SP:Iteration 45Q (3863.510000 sec): 3 clusters Score: Raw -333851.721531 + Penalty 2565.532170 = -331286.189361 nChanged 5 SP:Iteration 46Q (3863.520000 sec): 3 clusters Score: Raw -333853.467154 + Penalty 2565.532170 = -331287.934984 nChanged 7 SP:Iteration 47Q (3863.530000 sec): 3 clusters Score: Raw -333855.795693 + Penalty 2565.532170 = -331290.263523 nChanged 4 SP:Iteration 48Q (3863.540000 sec): 3 clusters Score: Raw -333857.966978 + Penalty 2565.532170 = -331292.434808 nChanged 5 SP:Iteration 49Q (3863.540000 sec): 3 clusters Score: Raw -333860.162055 + Penalty 2565.532170 = -331294.629885 nChanged 9 SP:Iteration 50Q (3863.550000 sec): 3 clusters Score: Raw -333863.177140 + Penalty 2565.532170 = -331297.644970 nChanged 13 SP:Iteration 51Q (3863.560000 sec): 3 clusters Score: Raw -333868.254466 + Penalty 2565.532170 = -331302.722296 nChanged 10 SP:Iteration 52Q (3863.560000 sec): 3 clusters Score: Raw -333871.961276 + Penalty 2565.532170 = -331306.429106 nChanged 4 SP:Iteration 53Q (3863.570000 sec): 3 clusters Score: Raw -333873.302437 + Penalty 2565.532170 = -331307.770267 nChanged 4 SP:Iteration 54Q (3863.580000 sec): 3 clusters Score: Raw -333874.501147 + Penalty 2565.532170 = -331308.968977 nChanged 3 SP:Iteration 55Q (3863.590000 sec): 3 clusters Score: Raw -333875.398032 + Penalty 2565.532170 = -331309.865862 nChanged 5 SP:Iteration 56Q (3863.600000 sec): 3 clusters Score: Raw -333876.708336 + Penalty 2565.532170 = -331311.176166 nChanged 3 SP:Iteration 57Q (3863.600000 sec): 3 clusters Score: Raw -333877.762192 + Penalty 2565.532170 = -331312.230022 nChanged 1 SP:Iteration 58Q (3863.610000 sec): 3 clusters Score: Raw -333878.120867 + Penalty 2565.532170 = -331312.588697 nChanged 1 SP:Iteration 59Q (3863.620000 sec): 3 clusters Score: Raw -333878.474221 + Penalty 2565.532170 = -331312.942051 nChanged 3 SP:Iteration 60F (3863.630000 sec): 3 clusters Score: Raw -333880.780573 + Penalty 2565.532170 = -331315.248403 nChanged 6 SP:Iteration 61Q (3863.640000 sec): 3 clusters Score: Raw -333883.966763 + Penalty 2565.532170 = -331318.434593 nChanged 6 SP:Iteration 62Q (3863.640000 sec): 3 clusters Score: Raw -333886.368359 + Penalty 2565.532170 = -331320.836189 nChanged 8 SP:Iteration 63Q (3863.650000 sec): 3 clusters Score: Raw -333890.303749 + Penalty 2565.532170 = -331324.771579 nChanged 9 SP:Iteration 64Q (3863.660000 sec): 3 clusters Score: Raw -333895.187918 + Penalty 2565.532170 = -331329.655748 nChanged 10 SP:Iteration 65Q (3863.670000 sec): 3 clusters Score: Raw -333900.077522 + Penalty 2565.532170 = -331334.545352 nChanged 10 SP:Iteration 66Q (3863.680000 sec): 3 clusters Score: Raw -333905.738029 + Penalty 2565.532170 = -331340.205859 nChanged 9 SP:Iteration 67Q (3863.680000 sec): 3 clusters Score: Raw -333909.776789 + Penalty 2565.532170 = -331344.244619 nChanged 9 SP:Iteration 68Q (3863.690000 sec): 3 clusters Score: Raw -333912.978971 + Penalty 2565.532170 = -331347.446801 nChanged 10 SP:Iteration 69Q (3863.700000 sec): 3 clusters Score: Raw -333916.082203 + Penalty 2565.532170 = -331350.550033 nChanged 5 SP:Iteration 70Q (3863.710000 sec): 3 clusters Score: Raw -333918.730275 + Penalty 2565.532170 = -331353.198105 nChanged 7 SP:Iteration 71Q (3863.720000 sec): 3 clusters Score: Raw -333921.328958 + Penalty 2565.532170 = -331355.796788 nChanged 7 SP:Iteration 72Q (3863.720000 sec): 3 clusters Score: Raw -333923.430640 + Penalty 2565.532170 = -331357.898470 nChanged 5 SP:Iteration 73Q (3863.730000 sec): 3 clusters Score: Raw -333925.164369 + Penalty 2565.532170 = -331359.632199 nChanged 4 SP:Iteration 74Q (3863.740000 sec): 3 clusters Score: Raw -333926.916985 + Penalty 2565.532170 = -331361.384815 nChanged 3 SP:Iteration 75Q (3863.750000 sec): 3 clusters Score: Raw -333927.843901 + Penalty 2565.532170 = -331362.311731 nChanged 2 SP:Iteration 76Q (3863.760000 sec): 3 clusters Score: Raw -333929.659871 + Penalty 2565.532170 = -331364.127701 nChanged 4 SP:Iteration 77Q (3863.760000 sec): 3 clusters Score: Raw -333930.679606 + Penalty 2565.532170 = -331365.147436 nChanged 3 SP:Iteration 78Q (3863.770000 sec): 3 clusters Score: Raw -333931.829693 + Penalty 2565.532170 = -331366.297524 nChanged 4 SP:Iteration 79Q (3863.780000 sec): 3 clusters Score: Raw -333933.501400 + Penalty 2565.532170 = -331367.969231 nChanged 3 SP:Iteration 80F (3863.790000 sec): 3 clusters Score: Raw -333934.788149 + Penalty 2565.532170 = -331369.255979 nChanged 3 SP:Iteration 81Q (3863.800000 sec): 3 clusters Score: Raw -333935.797542 + Penalty 2565.532170 = -331370.265372 nChanged 4 SP:Iteration 82Q (3863.800000 sec): 3 clusters Score: Raw -333937.516748 + Penalty 2565.532170 = -331371.984578 nChanged 4 SP:Iteration 83Q (3863.810000 sec): 3 clusters Score: Raw -333939.650585 + Penalty 2565.532170 = -331374.118415 nChanged 6 SP:Iteration 84Q (3863.820000 sec): 3 clusters Score: Raw -333942.598078 + Penalty 2565.532170 = -331377.065908 nChanged 3 SP:Iteration 85Q (3863.820000 sec): 3 clusters Score: Raw -333943.677694 + Penalty 2565.532170 = -331378.145524 nChanged 4 SP:Iteration 86Q (3863.830000 sec): 3 clusters Score: Raw -333945.414571 + Penalty 2565.532170 = -331379.882401 nChanged 8 SP:Iteration 87Q (3863.840000 sec): 3 clusters Score: Raw -333950.551594 + Penalty 2565.532170 = -331385.019424 nChanged 12 SP:Iteration 88Q (3863.850000 sec): 3 clusters Score: Raw -333955.775700 + Penalty 2565.532170 = -331390.243530 nChanged 7 SP:Iteration 89Q (3863.860000 sec): 3 clusters Score: Raw -333958.249725 + Penalty 2565.532170 = -331392.717555 nChanged 2 SP:Iteration 90Q (3863.860000 sec): 3 clusters Score: Raw -333958.983956 + Penalty 2565.532170 = -331393.451786 nChanged 2 SP:Iteration 91Q (3863.870000 sec): 3 clusters Score: Raw -333960.462876 + Penalty 2565.532170 = -331394.930706 nChanged 5 SP:Iteration 92Q (3863.880000 sec): 3 clusters Score: Raw -333964.381679 + Penalty 2565.532170 = -331398.849509 nChanged 11 SP:Iteration 93Q (3863.890000 sec): 3 clusters Score: Raw -333970.178574 + Penalty 2565.532170 = -331404.646404 nChanged 10 SP:Iteration 94Q (3863.890000 sec): 3 clusters Score: Raw -333975.181618 + Penalty 2565.532170 = -331409.649448 nChanged 11 SP:Iteration 95Q (3863.900000 sec): 3 clusters Score: Raw -333981.109034 + Penalty 2565.532170 = -331415.576864 nChanged 6 SP:Iteration 96Q (3863.910000 sec): 3 clusters Score: Raw -333984.508728 + Penalty 2565.532170 = -331418.976558 nChanged 9 SP:Iteration 97Q (3863.920000 sec): 3 clusters Score: Raw -333988.556644 + Penalty 2565.532170 = -331423.024474 nChanged 7 SP:Iteration 98Q (3863.920000 sec): 3 clusters Score: Raw -333991.728589 + Penalty 2565.532170 = -331426.196419 nChanged 4 SP:Iteration 99Q (3863.930000 sec): 3 clusters Score: Raw -333993.131237 + Penalty 2565.532170 = -331427.599067 nChanged 6 SP:Iteration 100F (3863.940000 sec): 3 clusters Score: Raw -333996.642533 + Penalty 2565.532170 = -331431.110363 nChanged 8 SP:Iteration 101Q (3863.950000 sec): 3 clusters Score: Raw -334000.457709 + Penalty 2565.532170 = -331434.925539 nChanged 9 SP:Iteration 102Q (3863.960000 sec): 3 clusters Score: Raw -334003.579917 + Penalty 2565.532170 = -331438.047747 nChanged 4 SP:Iteration 103Q (3863.960000 sec): 3 clusters Score: Raw -334005.169856 + Penalty 2565.532170 = -331439.637686 nChanged 3 SP:Iteration 104Q (3863.970000 sec): 3 clusters Score: Raw -334006.557775 + Penalty 2565.532170 = -331441.025605 nChanged 2 SP:Iteration 105Q (3863.980000 sec): 3 clusters Score: Raw -334007.331654 + Penalty 2565.532170 = -331441.799484 nChanged 1 SP:Iteration 106Q (3863.980000 sec): 3 clusters Score: Raw -334007.700765 + Penalty 2565.532170 = -331442.168595 nChanged 3 SP:Iteration 107Q (3863.990000 sec): 3 clusters Score: Raw -334008.582109 + Penalty 2565.532170 = -331443.049939 nChanged 1 SP:Iteration 108Q (3864.000000 sec): 3 clusters Score: Raw -334008.687483 + Penalty 2565.532170 = -331443.155314 nChanged 0 SP:Iteration 109F (3864.010000 sec): 3 clusters Score: Raw -334008.687483 + Penalty 2565.532170 = -331443.155314 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (7252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3864.030000 sec): 2 clusters Score: Raw -748359.570095 + Penalty 1444.467793 = -746915.102303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3864.060000 sec): 3 clusters Score: Raw -744604.934464 + Penalty 2888.935586 = -741715.998878 nChanged 3154 SP:Iteration 1F (3864.080000 sec): 3 clusters Score: Raw -750348.447108 + Penalty 2888.935586 = -747459.511522 nChanged 1326 SP:Iteration 2F (3864.100000 sec): 3 clusters Score: Raw -755481.796352 + Penalty 2888.935586 = -752592.860766 nChanged 947 SP:Iteration 3F (3864.120000 sec): 3 clusters Score: Raw -758086.901650 + Penalty 2888.935586 = -755197.966064 nChanged 377 SP:Iteration 4F (3864.140000 sec): 3 clusters Score: Raw -759577.645700 + Penalty 2888.935586 = -756688.710114 nChanged 123 SP:Iteration 5Q (3864.160000 sec): 3 clusters Score: Raw -759858.841333 + Penalty 2888.935586 = -756969.905747 nChanged 47 SP:Iteration 6Q (3864.170000 sec): 3 clusters Score: Raw -760083.445174 + Penalty 2888.935586 = -757194.509588 nChanged 28 SP:Iteration 7Q (3864.190000 sec): 3 clusters Score: Raw -760117.755490 + Penalty 2888.935586 = -757228.819904 nChanged 21 SP:Iteration 8Q (3864.200000 sec): 3 clusters Score: Raw -760134.241146 + Penalty 2888.935586 = -757245.305560 nChanged 15 SP:Iteration 9Q (3864.220000 sec): 3 clusters Score: Raw -760147.498499 + Penalty 2888.935586 = -757258.562913 nChanged 15 SP:Iteration 10Q (3864.240000 sec): 3 clusters Score: Raw -760157.626981 + Penalty 2888.935586 = -757268.691395 nChanged 15 SP:Iteration 11Q (3864.250000 sec): 3 clusters Score: Raw -760164.989697 + Penalty 2888.935586 = -757276.054112 nChanged 10 SP:Iteration 12Q (3864.270000 sec): 3 clusters Score: Raw -760167.673939 + Penalty 2888.935586 = -757278.738353 nChanged 9 SP:Iteration 13Q (3864.290000 sec): 3 clusters Score: Raw -760170.056521 + Penalty 2888.935586 = -757281.120935 nChanged 5 SP:Iteration 14Q (3864.300000 sec): 3 clusters Score: Raw -760171.524781 + Penalty 2888.935586 = -757282.589195 nChanged 4 SP:Iteration 15Q (3864.320000 sec): 3 clusters Score: Raw -760172.212097 + Penalty 2888.935586 = -757283.276511 nChanged 1 SP:Iteration 16Q (3864.340000 sec): 3 clusters Score: Raw -760172.362515 + Penalty 2888.935586 = -757283.426929 nChanged 1 SP:Iteration 17Q (3864.350000 sec): 3 clusters Score: Raw -760172.426648 + Penalty 2888.935586 = -757283.491063 nChanged 0 SP:Iteration 18F (3864.370000 sec): 3 clusters Score: Raw -760177.174084 + Penalty 2888.935586 = -757288.238498 nChanged 1 SP:Iteration 19Q (3864.390000 sec): 3 clusters Score: Raw -760189.830819 + Penalty 2888.935586 = -757300.895233 nChanged 4 SP:Iteration 20F (3864.410000 sec): 3 clusters Score: Raw -760191.729079 + Penalty 2888.935586 = -757302.793493 nChanged 2 SP:Iteration 21Q (3864.430000 sec): 3 clusters Score: Raw -760192.419999 + Penalty 2888.935586 = -757303.484413 nChanged 2 SP:Iteration 22Q (3864.440000 sec): 3 clusters Score: Raw -760193.267885 + Penalty 2888.935586 = -757304.332299 nChanged 2 SP:Iteration 23Q (3864.460000 sec): 3 clusters Score: Raw -760193.943265 + Penalty 2888.935586 = -757305.007680 nChanged 3 SP:Iteration 24Q (3864.480000 sec): 3 clusters Score: Raw -760195.573657 + Penalty 2888.935586 = -757306.638071 nChanged 1 SP:Iteration 25Q (3864.490000 sec): 3 clusters Score: Raw -760195.766248 + Penalty 2888.935586 = -757306.830662 nChanged 1 SP:Iteration 26Q (3864.510000 sec): 3 clusters Score: Raw -760195.868524 + Penalty 2888.935586 = -757306.932938 nChanged 1 SP:Iteration 27Q (3864.530000 sec): 3 clusters Score: Raw -760195.980839 + Penalty 2888.935586 = -757307.045253 nChanged 0 SP:Iteration 28F (3864.550000 sec): 3 clusters Score: Raw -760195.980839 + Penalty 2888.935586 = -757307.045253 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (84888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3864.820000 sec): 2 clusters Score: Raw -10002627.468079 + Penalty 1844.226803 = -10000783.241276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.080000 sec): 3 clusters Score: Raw -9947793.168239 + Penalty 3688.453606 = -9944104.714633 nChanged 40250 SP:Iteration 1F (3865.340000 sec): 3 clusters Score: Raw -9970872.457680 + Penalty 3688.453606 = -9967184.004074 nChanged 2286 SP:Iteration 2Q (3865.600000 sec): 3 clusters Score: Raw -9971298.411582 + Penalty 3688.453606 = -9967609.957975 nChanged 2373 SP:Iteration 3Q (3865.870000 sec): 3 clusters Score: Raw -9971835.436212 + Penalty 3688.453606 = -9968146.982606 nChanged 2828 SP:Iteration 4Q (3866.140000 sec): 3 clusters Score: Raw -9972704.094129 + Penalty 3688.453606 = -9969015.640523 nChanged 3749 SP:Iteration 5Q (3866.410000 sec): 3 clusters Score: Raw -9974313.949455 + Penalty 3688.453606 = -9970625.495849 nChanged 5266 SP:Iteration 6F (3866.670000 sec): 3 clusters Score: Raw -9977457.395984 + Penalty 3688.453606 = -9973768.942377 nChanged 6997 SP:Iteration 7F (3866.920000 sec): 3 clusters Score: Raw -9983107.312345 + Penalty 3688.453606 = -9979418.858738 nChanged 8041 SP:Iteration 8F (3867.180000 sec): 3 clusters Score: Raw -9991057.306300 + Penalty 3688.453606 = -9987368.852694 nChanged 6782 SP:Iteration 9F (3867.440000 sec): 3 clusters Score: Raw -9998339.084985 + Penalty 3688.453606 = -9994650.631378 nChanged 3498 SP:Iteration 10Q (3867.700000 sec): 3 clusters Score: Raw -10002036.096423 + Penalty 3688.453606 = -9998347.642816 nChanged 1032 SP:Iteration 11Q (3867.920000 sec): 3 clusters Score: Raw -10003108.704317 + Penalty 3688.453606 = -9999420.250711 nChanged 206 SP:Iteration 12Q (3868.120000 sec): 3 clusters Score: Raw -10003407.689919 + Penalty 3688.453606 = -9999719.236312 nChanged 64 SP:Iteration 13Q (3868.310000 sec): 3 clusters Score: Raw -10003564.808721 + Penalty 3688.453606 = -9999876.355115 nChanged 36 SP:Iteration 14Q (3868.490000 sec): 3 clusters Score: Raw -10003649.403685 + Penalty 3688.453606 = -9999960.950079 nChanged 21 SP:Iteration 15Q (3868.670000 sec): 3 clusters Score: Raw -10003696.597858 + Penalty 3688.453606 = -10000008.144252 nChanged 14 SP:Iteration 16Q (3868.850000 sec): 3 clusters Score: Raw -10003720.604394 + Penalty 3688.453606 = -10000032.150788 nChanged 7 SP:Iteration 17Q (3869.030000 sec): 3 clusters Score: Raw -10003725.781114 + Penalty 3688.453606 = -10000037.327508 nChanged 4 SP:Iteration 18Q (3869.210000 sec): 3 clusters Score: Raw -10003727.329739 + Penalty 3688.453606 = -10000038.876133 nChanged 0 SP:Iteration 19F (3869.460000 sec): 3 clusters Score: Raw -10003727.329739 + Penalty 3688.453606 = -10000038.876133 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.500000 sec): 2 clusters Score: Raw -55787.777169 + Penalty 1007.582741 = -54780.194428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.500000 sec): 3 clusters Score: Raw -55731.453634 + Penalty 2015.165482 = -53716.288153 nChanged 125 SP:Iteration 1F (3869.500000 sec): 3 clusters Score: Raw -55928.753692 + Penalty 2015.165482 = -53913.588211 nChanged 26 SP:Iteration 2F (3869.500000 sec): 3 clusters Score: Raw -55966.609008 + Penalty 2015.165482 = -53951.443527 nChanged 9 SP:Iteration 3Q (3869.510000 sec): 3 clusters Score: Raw -55997.274116 + Penalty 2015.165482 = -53982.108634 nChanged 8 SP:Iteration 4Q (3869.510000 sec): 3 clusters Score: Raw -56009.649602 + Penalty 2015.165482 = -53994.484120 nChanged 3 SP:Iteration 5Q (3869.510000 sec): 3 clusters Score: Raw -56013.920647 + Penalty 2015.165482 = -53998.755166 nChanged 2 SP:Iteration 6Q (3869.510000 sec): 3 clusters Score: Raw -56018.682603 + Penalty 2015.165482 = -54003.517121 nChanged 2 SP:Iteration 7Q (3869.510000 sec): 3 clusters Score: Raw -56020.851075 + Penalty 2015.165482 = -54005.685593 nChanged 1 SP:Iteration 8Q (3869.510000 sec): 3 clusters Score: Raw -56022.399468 + Penalty 2015.165482 = -54007.233986 nChanged 1 SP:Iteration 9Q (3869.520000 sec): 3 clusters Score: Raw -56023.434567 + Penalty 2015.165482 = -54008.269086 nChanged 0 SP:Iteration 10F (3869.520000 sec): 3 clusters Score: Raw -56023.434567 + Penalty 2015.165482 = -54008.269086 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (4177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.530000 sec): 2 clusters Score: Raw -518116.897260 + Penalty 1354.819142 = -516762.078118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.540000 sec): 3 clusters Score: Raw -516004.105622 + Penalty 2709.638283 = -513294.467339 nChanged 1642 SP:Iteration 1F (3869.560000 sec): 3 clusters Score: Raw -516879.880488 + Penalty 2709.638283 = -514170.242205 nChanged 289 SP:Iteration 2F (3869.570000 sec): 3 clusters Score: Raw -517032.715346 + Penalty 2709.638283 = -514323.077063 nChanged 220 SP:Iteration 3F (3869.580000 sec): 3 clusters Score: Raw -517143.678501 + Penalty 2709.638283 = -514434.040217 nChanged 166 SP:Iteration 4Q (3869.600000 sec): 3 clusters Score: Raw -517219.696653 + Penalty 2709.638283 = -514510.058370 nChanged 151 SP:Iteration 5Q (3869.610000 sec): 3 clusters Score: Raw -517286.859789 + Penalty 2709.638283 = -514577.221505 nChanged 120 SP:Iteration 6Q (3869.620000 sec): 3 clusters Score: Raw -517338.289203 + Penalty 2709.638283 = -514628.650919 nChanged 119 SP:Iteration 7Q (3869.630000 sec): 3 clusters Score: Raw -517389.897262 + Penalty 2709.638283 = -514680.258978 nChanged 124 SP:Iteration 8Q (3869.640000 sec): 3 clusters Score: Raw -517448.735003 + Penalty 2709.638283 = -514739.096719 nChanged 134 SP:Iteration 9Q (3869.660000 sec): 3 clusters Score: Raw -517515.405171 + Penalty 2709.638283 = -514805.766887 nChanged 143 SP:Iteration 10Q (3869.670000 sec): 3 clusters Score: Raw -517588.722446 + Penalty 2709.638283 = -514879.084163 nChanged 146 SP:Iteration 11Q (3869.680000 sec): 3 clusters Score: Raw -517674.977175 + Penalty 2709.638283 = -514965.338892 nChanged 130 SP:Iteration 12Q (3869.690000 sec): 3 clusters Score: Raw -517746.196301 + Penalty 2709.638283 = -515036.558018 nChanged 132 SP:Iteration 13Q (3869.710000 sec): 3 clusters Score: Raw -517820.802879 + Penalty 2709.638283 = -515111.164595 nChanged 126 SP:Iteration 14Q (3869.720000 sec): 3 clusters Score: Raw -517892.580498 + Penalty 2709.638283 = -515182.942214 nChanged 122 SP:Iteration 15Q (3869.730000 sec): 3 clusters Score: Raw -517972.820082 + Penalty 2709.638283 = -515263.181799 nChanged 106 SP:Iteration 16Q (3869.740000 sec): 3 clusters Score: Raw -518039.176101 + Penalty 2709.638283 = -515329.537817 nChanged 96 SP:Iteration 17Q (3869.760000 sec): 3 clusters Score: Raw -518103.479424 + Penalty 2709.638283 = -515393.841140 nChanged 81 SP:Iteration 18Q (3869.770000 sec): 3 clusters Score: Raw -518160.974780 + Penalty 2709.638283 = -515451.336497 nChanged 67 SP:Iteration 19Q (3869.780000 sec): 3 clusters Score: Raw -518204.670138 + Penalty 2709.638283 = -515495.031854 nChanged 56 SP:Iteration 20F (3869.790000 sec): 3 clusters Score: Raw -518241.536388 + Penalty 2709.638283 = -515531.898105 nChanged 46 SP:Iteration 21Q (3869.800000 sec): 3 clusters Score: Raw -518274.351343 + Penalty 2709.638283 = -515564.713060 nChanged 44 SP:Iteration 22Q (3869.820000 sec): 3 clusters Score: Raw -518298.874363 + Penalty 2709.638283 = -515589.236079 nChanged 35 SP:Iteration 23Q (3869.830000 sec): 3 clusters Score: Raw -518316.490639 + Penalty 2709.638283 = -515606.852356 nChanged 24 SP:Iteration 24Q (3869.840000 sec): 3 clusters Score: Raw -518331.742182 + Penalty 2709.638283 = -515622.103899 nChanged 20 SP:Iteration 25Q (3869.850000 sec): 3 clusters Score: Raw -518344.511898 + Penalty 2709.638283 = -515634.873614 nChanged 22 SP:Iteration 26Q (3869.860000 sec): 3 clusters Score: Raw -518360.969274 + Penalty 2709.638283 = -515651.330991 nChanged 15 SP:Iteration 27Q (3869.870000 sec): 3 clusters Score: Raw -518372.669771 + Penalty 2709.638283 = -515663.031488 nChanged 16 SP:Iteration 28Q (3869.880000 sec): 3 clusters Score: Raw -518383.378548 + Penalty 2709.638283 = -515673.740264 nChanged 11 SP:Iteration 29Q (3869.890000 sec): 3 clusters Score: Raw -518390.449153 + Penalty 2709.638283 = -515680.810869 nChanged 9 SP:Iteration 30Q (3869.900000 sec): 3 clusters Score: Raw -518394.427644 + Penalty 2709.638283 = -515684.789360 nChanged 5 SP:Iteration 31Q (3869.920000 sec): 3 clusters Score: Raw -518397.811592 + Penalty 2709.638283 = -515688.173309 nChanged 6 SP:Iteration 32Q (3869.920000 sec): 3 clusters Score: Raw -518401.659787 + Penalty 2709.638283 = -515692.021504 nChanged 2 SP:Iteration 33Q (3869.940000 sec): 3 clusters Score: Raw -518402.435454 + Penalty 2709.638283 = -515692.797170 nChanged 2 SP:Iteration 34Q (3869.950000 sec): 3 clusters Score: Raw -518403.652474 + Penalty 2709.638283 = -515694.014190 nChanged 2 SP:Iteration 35Q (3869.960000 sec): 3 clusters Score: Raw -518404.417829 + Penalty 2709.638283 = -515694.779546 nChanged 3 SP:Iteration 36Q (3869.970000 sec): 3 clusters Score: Raw -518405.315841 + Penalty 2709.638283 = -515695.677558 nChanged 6 SP:Iteration 37Q (3869.980000 sec): 3 clusters Score: Raw -518407.846246 + Penalty 2709.638283 = -515698.207963 nChanged 5 SP:Iteration 38Q (3869.990000 sec): 3 clusters Score: Raw -518409.665721 + Penalty 2709.638283 = -515700.027438 nChanged 1 SP:Iteration 39Q (3870.000000 sec): 3 clusters Score: Raw -518410.086107 + Penalty 2709.638283 = -515700.447824 nChanged 2 SP:Iteration 40F (3870.010000 sec): 3 clusters Score: Raw -518410.895738 + Penalty 2709.638283 = -515701.257455 nChanged 3 SP:Iteration 41Q (3870.020000 sec): 3 clusters Score: Raw -518411.761342 + Penalty 2709.638283 = -515702.123058 nChanged 1 SP:Iteration 42Q (3870.030000 sec): 3 clusters Score: Raw -518412.453179 + Penalty 2709.638283 = -515702.814895 nChanged 1 SP:Iteration 43Q (3870.040000 sec): 3 clusters Score: Raw -518412.881590 + Penalty 2709.638283 = -515703.243307 nChanged 1 SP:Iteration 44Q (3870.060000 sec): 3 clusters Score: Raw -518413.337976 + Penalty 2709.638283 = -515703.699693 nChanged 1 SP:Iteration 45Q (3870.060000 sec): 3 clusters Score: Raw -518413.624503 + Penalty 2709.638283 = -515703.986219 nChanged 0 SP:Iteration 46F (3870.080000 sec): 3 clusters Score: Raw -518413.624503 + Penalty 2709.638283 = -515703.986219 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (18733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.140000 sec): 2 clusters Score: Raw -2295346.685729 + Penalty 1598.681817 = -2293748.003912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.190000 sec): 3 clusters Score: Raw -2284080.851519 + Penalty 3197.363635 = -2280883.487884 nChanged 8476 SP:Iteration 1F (3870.250000 sec): 3 clusters Score: Raw -2288771.209800 + Penalty 3197.363635 = -2285573.846165 nChanged 896 SP:Iteration 2Q (3870.300000 sec): 3 clusters Score: Raw -2289110.574768 + Penalty 3197.363635 = -2285913.211133 nChanged 887 SP:Iteration 3Q (3870.360000 sec): 3 clusters Score: Raw -2289476.924644 + Penalty 3197.363635 = -2286279.561009 nChanged 864 SP:Iteration 4Q (3870.420000 sec): 3 clusters Score: Raw -2289884.941613 + Penalty 3197.363635 = -2286687.577978 nChanged 881 SP:Iteration 5Q (3870.470000 sec): 3 clusters Score: Raw -2290366.233604 + Penalty 3197.363635 = -2287168.869969 nChanged 911 SP:Iteration 6Q (3870.530000 sec): 3 clusters Score: Raw -2290931.364595 + Penalty 3197.363635 = -2287734.000961 nChanged 975 SP:Iteration 7F (3870.580000 sec): 3 clusters Score: Raw -2291610.646799 + Penalty 3197.363635 = -2288413.283164 nChanged 974 SP:Iteration 8F (3870.640000 sec): 3 clusters Score: Raw -2292284.937449 + Penalty 3197.363635 = -2289087.573814 nChanged 883 SP:Iteration 9Q (3870.700000 sec): 3 clusters Score: Raw -2292848.708471 + Penalty 3197.363635 = -2289651.344836 nChanged 721 SP:Iteration 10Q (3870.750000 sec): 3 clusters Score: Raw -2293226.652831 + Penalty 3197.363635 = -2290029.289196 nChanged 579 SP:Iteration 11Q (3870.800000 sec): 3 clusters Score: Raw -2293460.556669 + Penalty 3197.363635 = -2290263.193034 nChanged 437 SP:Iteration 12Q (3870.860000 sec): 3 clusters Score: Raw -2293607.570621 + Penalty 3197.363635 = -2290410.206987 nChanged 365 SP:Iteration 13Q (3870.910000 sec): 3 clusters Score: Raw -2293738.388465 + Penalty 3197.363635 = -2290541.024830 nChanged 295 SP:Iteration 14Q (3870.960000 sec): 3 clusters Score: Raw -2293841.646685 + Penalty 3197.363635 = -2290644.283050 nChanged 280 SP:Iteration 15Q (3871.010000 sec): 3 clusters Score: Raw -2293930.982213 + Penalty 3197.363635 = -2290733.618578 nChanged 246 SP:Iteration 16Q (3871.060000 sec): 3 clusters Score: Raw -2294007.993649 + Penalty 3197.363635 = -2290810.630014 nChanged 238 SP:Iteration 17Q (3871.110000 sec): 3 clusters Score: Raw -2294085.528554 + Penalty 3197.363635 = -2290888.164920 nChanged 233 SP:Iteration 18Q (3871.160000 sec): 3 clusters Score: Raw -2294162.064394 + Penalty 3197.363635 = -2290964.700759 nChanged 226 SP:Iteration 19Q (3871.210000 sec): 3 clusters Score: Raw -2294229.610820 + Penalty 3197.363635 = -2291032.247185 nChanged 201 SP:Iteration 20F (3871.270000 sec): 3 clusters Score: Raw -2294292.633513 + Penalty 3197.363635 = -2291095.269878 nChanged 209 SP:Iteration 21Q (3871.320000 sec): 3 clusters Score: Raw -2294362.096493 + Penalty 3197.363635 = -2291164.732858 nChanged 207 SP:Iteration 22Q (3871.360000 sec): 3 clusters Score: Raw -2294438.131130 + Penalty 3197.363635 = -2291240.767495 nChanged 237 SP:Iteration 23Q (3871.410000 sec): 3 clusters Score: Raw -2294527.714285 + Penalty 3197.363635 = -2291330.350650 nChanged 247 SP:Iteration 24Q (3871.460000 sec): 3 clusters Score: Raw -2294617.643754 + Penalty 3197.363635 = -2291420.280119 nChanged 205 SP:Iteration 25Q (3871.500000 sec): 3 clusters Score: Raw -2294692.507920 + Penalty 3197.363635 = -2291495.144285 nChanged 208 SP:Iteration 26Q (3871.550000 sec): 3 clusters Score: Raw -2294773.205159 + Penalty 3197.363635 = -2291575.841524 nChanged 200 SP:Iteration 27Q (3871.600000 sec): 3 clusters Score: Raw -2294847.011887 + Penalty 3197.363635 = -2291649.648252 nChanged 169 SP:Iteration 28Q (3871.640000 sec): 3 clusters Score: Raw -2294915.475845 + Penalty 3197.363635 = -2291718.112210 nChanged 184 SP:Iteration 29Q (3871.690000 sec): 3 clusters Score: Raw -2294999.392554 + Penalty 3197.363635 = -2291802.028919 nChanged 162 SP:Iteration 30Q (3871.730000 sec): 3 clusters Score: Raw -2295068.249863 + Penalty 3197.363635 = -2291870.886228 nChanged 121 SP:Iteration 31Q (3871.780000 sec): 3 clusters Score: Raw -2295116.223348 + Penalty 3197.363635 = -2291918.859713 nChanged 105 SP:Iteration 32Q (3871.820000 sec): 3 clusters Score: Raw -2295161.177916 + Penalty 3197.363635 = -2291963.814281 nChanged 101 SP:Iteration 33Q (3871.860000 sec): 3 clusters Score: Raw -2295203.424243 + Penalty 3197.363635 = -2292006.060609 nChanged 102 SP:Iteration 34Q (3871.910000 sec): 3 clusters Score: Raw -2295253.544882 + Penalty 3197.363635 = -2292056.181247 nChanged 86 SP:Iteration 35Q (3871.950000 sec): 3 clusters Score: Raw -2295298.527075 + Penalty 3197.363635 = -2292101.163440 nChanged 88 SP:Iteration 36Q (3872.000000 sec): 3 clusters Score: Raw -2295338.004862 + Penalty 3197.363635 = -2292140.641228 nChanged 70 SP:Iteration 37Q (3872.040000 sec): 3 clusters Score: Raw -2295371.554149 + Penalty 3197.363635 = -2292174.190514 nChanged 66 SP:Iteration 38Q (3872.080000 sec): 3 clusters Score: Raw -2295402.118781 + Penalty 3197.363635 = -2292204.755146 nChanged 60 SP:Iteration 39Q (3872.120000 sec): 3 clusters Score: Raw -2295430.081385 + Penalty 3197.363635 = -2292232.717750 nChanged 51 SP:Iteration 40F (3872.180000 sec): 3 clusters Score: Raw -2295453.719692 + Penalty 3197.363635 = -2292256.356057 nChanged 46 SP:Iteration 41Q (3872.220000 sec): 3 clusters Score: Raw -2295475.210596 + Penalty 3197.363635 = -2292277.846961 nChanged 29 SP:Iteration 42Q (3872.260000 sec): 3 clusters Score: Raw -2295490.703518 + Penalty 3197.363635 = -2292293.339883 nChanged 24 SP:Iteration 43Q (3872.300000 sec): 3 clusters Score: Raw -2295503.586183 + Penalty 3197.363635 = -2292306.222548 nChanged 26 SP:Iteration 44Q (3872.340000 sec): 3 clusters Score: Raw -2295517.973673 + Penalty 3197.363635 = -2292320.610038 nChanged 20 SP:Iteration 45Q (3872.380000 sec): 3 clusters Score: Raw -2295527.931327 + Penalty 3197.363635 = -2292330.567692 nChanged 13 SP:Iteration 46Q (3872.430000 sec): 3 clusters Score: Raw -2295534.379969 + Penalty 3197.363635 = -2292337.016334 nChanged 12 SP:Iteration 47Q (3872.470000 sec): 3 clusters Score: Raw -2295541.477995 + Penalty 3197.363635 = -2292344.114360 nChanged 14 SP:Iteration 48Q (3872.510000 sec): 3 clusters Score: Raw -2295548.997076 + Penalty 3197.363635 = -2292351.633441 nChanged 10 SP:Iteration 49Q (3872.550000 sec): 3 clusters Score: Raw -2295553.231792 + Penalty 3197.363635 = -2292355.868157 nChanged 8 SP:Iteration 50Q (3872.590000 sec): 3 clusters Score: Raw -2295557.486942 + Penalty 3197.363635 = -2292360.123307 nChanged 6 SP:Iteration 51Q (3872.630000 sec): 3 clusters Score: Raw -2295561.280337 + Penalty 3197.363635 = -2292363.916702 nChanged 8 SP:Iteration 52Q (3872.670000 sec): 3 clusters Score: Raw -2295565.253145 + Penalty 3197.363635 = -2292367.889510 nChanged 7 SP:Iteration 53Q (3872.710000 sec): 3 clusters Score: Raw -2295567.736463 + Penalty 3197.363635 = -2292370.372828 nChanged 5 SP:Iteration 54Q (3872.750000 sec): 3 clusters Score: Raw -2295571.152175 + Penalty 3197.363635 = -2292373.788540 nChanged 4 SP:Iteration 55Q (3872.790000 sec): 3 clusters Score: Raw -2295572.645306 + Penalty 3197.363635 = -2292375.281672 nChanged 2 SP:Iteration 56Q (3872.830000 sec): 3 clusters Score: Raw -2295574.283023 + Penalty 3197.363635 = -2292376.919389 nChanged 5 SP:Iteration 57Q (3872.870000 sec): 3 clusters Score: Raw -2295575.919484 + Penalty 3197.363635 = -2292378.555849 nChanged 4 SP:Iteration 58Q (3872.910000 sec): 3 clusters Score: Raw -2295577.367526 + Penalty 3197.363635 = -2292380.003891 nChanged 4 SP:Iteration 59Q (3872.960000 sec): 3 clusters Score: Raw -2295578.631919 + Penalty 3197.363635 = -2292381.268284 nChanged 5 SP:Iteration 60F (3873.010000 sec): 3 clusters Score: Raw -2295580.316402 + Penalty 3197.363635 = -2292382.952768 nChanged 5 SP:Iteration 61Q (3873.050000 sec): 3 clusters Score: Raw -2295582.666887 + Penalty 3197.363635 = -2292385.303252 nChanged 4 SP:Iteration 62Q (3873.090000 sec): 3 clusters Score: Raw -2295586.014166 + Penalty 3197.363635 = -2292388.650531 nChanged 7 SP:Iteration 63Q (3873.130000 sec): 3 clusters Score: Raw -2295591.113604 + Penalty 3197.363635 = -2292393.749969 nChanged 7 SP:Iteration 64Q (3873.170000 sec): 3 clusters Score: Raw -2295594.678944 + Penalty 3197.363635 = -2292397.315309 nChanged 8 SP:Iteration 65Q (3873.210000 sec): 3 clusters Score: Raw -2295598.207171 + Penalty 3197.363635 = -2292400.843536 nChanged 9 SP:Iteration 66Q (3873.250000 sec): 3 clusters Score: Raw -2295603.525943 + Penalty 3197.363635 = -2292406.162308 nChanged 8 SP:Iteration 67Q (3873.290000 sec): 3 clusters Score: Raw -2295607.010859 + Penalty 3197.363635 = -2292409.647224 nChanged 7 SP:Iteration 68Q (3873.340000 sec): 3 clusters Score: Raw -2295609.399530 + Penalty 3197.363635 = -2292412.035895 nChanged 5 SP:Iteration 69Q (3873.380000 sec): 3 clusters Score: Raw -2295613.010363 + Penalty 3197.363635 = -2292415.646728 nChanged 8 SP:Iteration 70Q (3873.420000 sec): 3 clusters Score: Raw -2295619.595443 + Penalty 3197.363635 = -2292422.231809 nChanged 9 SP:Iteration 71Q (3873.460000 sec): 3 clusters Score: Raw -2295623.624065 + Penalty 3197.363635 = -2292426.260430 nChanged 5 SP:Iteration 72Q (3873.500000 sec): 3 clusters Score: Raw -2295626.058273 + Penalty 3197.363635 = -2292428.694639 nChanged 6 SP:Iteration 73Q (3873.540000 sec): 3 clusters Score: Raw -2295629.234774 + Penalty 3197.363635 = -2292431.871140 nChanged 6 SP:Iteration 74Q (3873.580000 sec): 3 clusters Score: Raw -2295632.881751 + Penalty 3197.363635 = -2292435.518116 nChanged 6 SP:Iteration 75Q (3873.620000 sec): 3 clusters Score: Raw -2295635.305938 + Penalty 3197.363635 = -2292437.942303 nChanged 4 SP:Iteration 76Q (3873.660000 sec): 3 clusters Score: Raw -2295638.083324 + Penalty 3197.363635 = -2292440.719689 nChanged 5 SP:Iteration 77Q (3873.700000 sec): 3 clusters Score: Raw -2295639.563652 + Penalty 3197.363635 = -2292442.200017 nChanged 4 SP:Iteration 78Q (3873.740000 sec): 3 clusters Score: Raw -2295640.886433 + Penalty 3197.363635 = -2292443.522799 nChanged 2 SP:Iteration 79Q (3873.780000 sec): 3 clusters Score: Raw -2295642.044506 + Penalty 3197.363635 = -2292444.680871 nChanged 2 SP:Iteration 80F (3873.840000 sec): 3 clusters Score: Raw -2295643.536186 + Penalty 3197.363635 = -2292446.172551 nChanged 1 SP:Iteration 81Q (3873.880000 sec): 3 clusters Score: Raw -2295643.969596 + Penalty 3197.363635 = -2292446.605961 nChanged 0 SP:Iteration 82F (3873.930000 sec): 3 clusters Score: Raw -2295643.969596 + Penalty 3197.363635 = -2292446.605961 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (85823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3874.180000 sec): 2 clusters Score: Raw -10131314.902527 + Penalty 1846.006876 = -10129468.895651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.450000 sec): 3 clusters Score: Raw -10075731.050758 + Penalty 3692.013752 = -10072039.037005 nChanged 40799 SP:Iteration 1F (3874.710000 sec): 3 clusters Score: Raw -10099232.591152 + Penalty 3692.013752 = -10095540.577400 nChanged 2262 SP:Iteration 2Q (3874.980000 sec): 3 clusters Score: Raw -10099645.342383 + Penalty 3692.013752 = -10095953.328631 nChanged 2279 SP:Iteration 3Q (3875.250000 sec): 3 clusters Score: Raw -10100098.549131 + Penalty 3692.013752 = -10096406.535379 nChanged 2433 SP:Iteration 4Q (3875.520000 sec): 3 clusters Score: Raw -10100679.234977 + Penalty 3692.013752 = -10096987.221225 nChanged 2712 SP:Iteration 5Q (3875.790000 sec): 3 clusters Score: Raw -10101502.568706 + Penalty 3692.013752 = -10097810.554954 nChanged 3240 SP:Iteration 6Q (3876.060000 sec): 3 clusters Score: Raw -10102756.482400 + Penalty 3692.013752 = -10099064.468648 nChanged 3898 SP:Iteration 7Q (3876.320000 sec): 3 clusters Score: Raw -10104658.183548 + Penalty 3692.013752 = -10100966.169795 nChanged 4570 SP:Iteration 8F (3876.590000 sec): 3 clusters Score: Raw -10107249.955382 + Penalty 3692.013752 = -10103557.941630 nChanged 4798 SP:Iteration 9F (3876.850000 sec): 3 clusters Score: Raw -10110083.177964 + Penalty 3692.013752 = -10106391.164212 nChanged 4759 SP:Iteration 10F (3877.120000 sec): 3 clusters Score: Raw -10112803.508069 + Penalty 3692.013752 = -10109111.494317 nChanged 4390 SP:Iteration 11F (3877.380000 sec): 3 clusters Score: Raw -10115159.100751 + Penalty 3692.013752 = -10111467.086999 nChanged 3754 SP:Iteration 12Q (3877.640000 sec): 3 clusters Score: Raw -10117061.056551 + Penalty 3692.013752 = -10113369.042798 nChanged 3239 SP:Iteration 13Q (3877.910000 sec): 3 clusters Score: Raw -10118664.877707 + Penalty 3692.013752 = -10114972.863955 nChanged 2689 SP:Iteration 14Q (3878.180000 sec): 3 clusters Score: Raw -10120308.309657 + Penalty 3692.013752 = -10116616.295905 nChanged 2360 SP:Iteration 15Q (3878.440000 sec): 3 clusters Score: Raw -10122564.098964 + Penalty 3692.013752 = -10118872.085212 nChanged 2140 SP:Iteration 16Q (3878.700000 sec): 3 clusters Score: Raw -10125419.503849 + Penalty 3692.013752 = -10121727.490097 nChanged 1824 SP:Iteration 17Q (3878.940000 sec): 3 clusters Score: Raw -10127475.336334 + Penalty 3692.013752 = -10123783.322582 nChanged 1635 SP:Iteration 18Q (3879.180000 sec): 3 clusters Score: Raw -10128645.449390 + Penalty 3692.013752 = -10124953.435638 nChanged 1375 SP:Iteration 19Q (3879.420000 sec): 3 clusters Score: Raw -10129354.914293 + Penalty 3692.013752 = -10125662.900540 nChanged 1114 SP:Iteration 20F (3879.680000 sec): 3 clusters Score: Raw -10129802.263145 + Penalty 3692.013752 = -10126110.249393 nChanged 880 SP:Iteration 21Q (3879.900000 sec): 3 clusters Score: Raw -10130110.203128 + Penalty 3692.013752 = -10126418.189376 nChanged 737 SP:Iteration 22Q (3880.130000 sec): 3 clusters Score: Raw -10130327.579647 + Penalty 3692.013752 = -10126635.565894 nChanged 592 SP:Iteration 23Q (3880.360000 sec): 3 clusters Score: Raw -10130477.094326 + Penalty 3692.013752 = -10126785.080574 nChanged 505 SP:Iteration 24Q (3880.580000 sec): 3 clusters Score: Raw -10130590.801895 + Penalty 3692.013752 = -10126898.788143 nChanged 501 SP:Iteration 25Q (3880.800000 sec): 3 clusters Score: Raw -10130703.103168 + Penalty 3692.013752 = -10127011.089416 nChanged 464 SP:Iteration 26Q (3881.010000 sec): 3 clusters Score: Raw -10130796.744614 + Penalty 3692.013752 = -10127104.730862 nChanged 421 SP:Iteration 27Q (3881.230000 sec): 3 clusters Score: Raw -10130878.640468 + Penalty 3692.013752 = -10127186.626716 nChanged 394 SP:Iteration 28Q (3881.450000 sec): 3 clusters Score: Raw -10130950.042932 + Penalty 3692.013752 = -10127258.029180 nChanged 349 SP:Iteration 29Q (3881.670000 sec): 3 clusters Score: Raw -10131008.375153 + Penalty 3692.013752 = -10127316.361401 nChanged 339 SP:Iteration 30Q (3881.880000 sec): 3 clusters Score: Raw -10131065.662233 + Penalty 3692.013752 = -10127373.648481 nChanged 334 SP:Iteration 31Q (3882.090000 sec): 3 clusters Score: Raw -10131119.555386 + Penalty 3692.013752 = -10127427.541634 nChanged 304 SP:Iteration 32Q (3882.310000 sec): 3 clusters Score: Raw -10131166.176010 + Penalty 3692.013752 = -10127474.162258 nChanged 282 SP:Iteration 33Q (3882.530000 sec): 3 clusters Score: Raw -10131209.307358 + Penalty 3692.013752 = -10127517.293606 nChanged 282 SP:Iteration 34Q (3882.740000 sec): 3 clusters Score: Raw -10131251.437507 + Penalty 3692.013752 = -10127559.423755 nChanged 252 SP:Iteration 35Q (3882.950000 sec): 3 clusters Score: Raw -10131291.082402 + Penalty 3692.013752 = -10127599.068650 nChanged 240 SP:Iteration 36Q (3883.160000 sec): 3 clusters Score: Raw -10131325.727597 + Penalty 3692.013752 = -10127633.713845 nChanged 227 SP:Iteration 37Q (3883.370000 sec): 3 clusters Score: Raw -10131356.964291 + Penalty 3692.013752 = -10127664.950539 nChanged 207 SP:Iteration 38Q (3883.580000 sec): 3 clusters Score: Raw -10131383.890153 + Penalty 3692.013752 = -10127691.876401 nChanged 205 SP:Iteration 39Q (3883.790000 sec): 3 clusters Score: Raw -10131413.068456 + Penalty 3692.013752 = -10127721.054704 nChanged 201 SP:Iteration 40F (3884.050000 sec): 3 clusters Score: Raw -10131440.977066 + Penalty 3692.013752 = -10127748.963313 nChanged 169 SP:Iteration 41Q (3884.260000 sec): 3 clusters Score: Raw -10131460.353770 + Penalty 3692.013752 = -10127768.340018 nChanged 142 SP:Iteration 42Q (3884.460000 sec): 3 clusters Score: Raw -10131475.602091 + Penalty 3692.013752 = -10127783.588339 nChanged 132 SP:Iteration 43Q (3884.670000 sec): 3 clusters Score: Raw -10131489.010327 + Penalty 3692.013752 = -10127796.996575 nChanged 108 SP:Iteration 44Q (3884.890000 sec): 3 clusters Score: Raw -10131499.393823 + Penalty 3692.013752 = -10127807.380071 nChanged 108 SP:Iteration 45Q (3885.100000 sec): 3 clusters Score: Raw -10131509.522778 + Penalty 3692.013752 = -10127817.509025 nChanged 98 SP:Iteration 46Q (3885.310000 sec): 3 clusters Score: Raw -10131518.208720 + Penalty 3692.013752 = -10127826.194967 nChanged 99 SP:Iteration 47Q (3885.520000 sec): 3 clusters Score: Raw -10131528.015896 + Penalty 3692.013752 = -10127836.002144 nChanged 100 SP:Iteration 48Q (3885.720000 sec): 3 clusters Score: Raw -10131537.615256 + Penalty 3692.013752 = -10127845.601504 nChanged 87 SP:Iteration 49Q (3885.930000 sec): 3 clusters Score: Raw -10131545.827064 + Penalty 3692.013752 = -10127853.813311 nChanged 88 SP:Iteration 50Q (3886.140000 sec): 3 clusters Score: Raw -10131554.009925 + Penalty 3692.013752 = -10127861.996172 nChanged 94 SP:Iteration 51Q (3886.340000 sec): 3 clusters Score: Raw -10131562.362209 + Penalty 3692.013752 = -10127870.348457 nChanged 85 SP:Iteration 52Q (3886.540000 sec): 3 clusters Score: Raw -10131569.548805 + Penalty 3692.013752 = -10127877.535052 nChanged 70 SP:Iteration 53Q (3886.750000 sec): 3 clusters Score: Raw -10131574.996780 + Penalty 3692.013752 = -10127882.983028 nChanged 69 SP:Iteration 54Q (3886.960000 sec): 3 clusters Score: Raw -10131580.973444 + Penalty 3692.013752 = -10127888.959692 nChanged 65 SP:Iteration 55Q (3887.160000 sec): 3 clusters Score: Raw -10131586.912016 + Penalty 3692.013752 = -10127894.898264 nChanged 75 SP:Iteration 56Q (3887.360000 sec): 3 clusters Score: Raw -10131594.734492 + Penalty 3692.013752 = -10127902.720740 nChanged 87 SP:Iteration 57Q (3887.570000 sec): 3 clusters Score: Raw -10131603.965264 + Penalty 3692.013752 = -10127911.951512 nChanged 88 SP:Iteration 58Q (3887.770000 sec): 3 clusters Score: Raw -10131613.999770 + Penalty 3692.013752 = -10127921.986018 nChanged 82 SP:Iteration 59Q (3887.970000 sec): 3 clusters Score: Raw -10131623.010610 + Penalty 3692.013752 = -10127930.996858 nChanged 81 SP:Iteration 60F (3888.230000 sec): 3 clusters Score: Raw -10131631.804322 + Penalty 3692.013752 = -10127939.790570 nChanged 77 SP:Iteration 61Q (3888.440000 sec): 3 clusters Score: Raw -10131638.804810 + Penalty 3692.013752 = -10127946.791057 nChanged 76 SP:Iteration 62Q (3888.640000 sec): 3 clusters Score: Raw -10131646.295860 + Penalty 3692.013752 = -10127954.282108 nChanged 82 SP:Iteration 63Q (3888.840000 sec): 3 clusters Score: Raw -10131653.661171 + Penalty 3692.013752 = -10127961.647418 nChanged 69 SP:Iteration 64Q (3889.050000 sec): 3 clusters Score: Raw -10131659.446009 + Penalty 3692.013752 = -10127967.432257 nChanged 57 SP:Iteration 65Q (3889.250000 sec): 3 clusters Score: Raw -10131663.599818 + Penalty 3692.013752 = -10127971.586066 nChanged 51 SP:Iteration 66Q (3889.450000 sec): 3 clusters Score: Raw -10131667.872973 + Penalty 3692.013752 = -10127975.859221 nChanged 46 SP:Iteration 67Q (3889.650000 sec): 3 clusters Score: Raw -10131671.895833 + Penalty 3692.013752 = -10127979.882080 nChanged 63 SP:Iteration 68Q (3889.850000 sec): 3 clusters Score: Raw -10131676.642582 + Penalty 3692.013752 = -10127984.628830 nChanged 47 SP:Iteration 69Q (3890.060000 sec): 3 clusters Score: Raw -10131680.022012 + Penalty 3692.013752 = -10127988.008260 nChanged 47 SP:Iteration 70Q (3890.260000 sec): 3 clusters Score: Raw -10131683.616190 + Penalty 3692.013752 = -10127991.602438 nChanged 50 SP:Iteration 71Q (3890.460000 sec): 3 clusters Score: Raw -10131687.173382 + Penalty 3692.013752 = -10127995.159630 nChanged 31 SP:Iteration 72Q (3890.660000 sec): 3 clusters Score: Raw -10131689.329502 + Penalty 3692.013752 = -10127997.315750 nChanged 30 SP:Iteration 73Q (3890.870000 sec): 3 clusters Score: Raw -10131691.248517 + Penalty 3692.013752 = -10127999.234764 nChanged 33 SP:Iteration 74Q (3891.070000 sec): 3 clusters Score: Raw -10131693.113356 + Penalty 3692.013752 = -10128001.099604 nChanged 26 SP:Iteration 75Q (3891.280000 sec): 3 clusters Score: Raw -10131695.035835 + Penalty 3692.013752 = -10128003.022083 nChanged 25 SP:Iteration 76Q (3891.480000 sec): 3 clusters Score: Raw -10131696.653433 + Penalty 3692.013752 = -10128004.639680 nChanged 19 SP:Iteration 77Q (3891.680000 sec): 3 clusters Score: Raw -10131697.560232 + Penalty 3692.013752 = -10128005.546480 nChanged 21 SP:Iteration 78Q (3891.880000 sec): 3 clusters Score: Raw -10131698.686480 + Penalty 3692.013752 = -10128006.672728 nChanged 19 SP:Iteration 79Q (3892.090000 sec): 3 clusters Score: Raw -10131699.522108 + Penalty 3692.013752 = -10128007.508356 nChanged 18 SP:Iteration 80F (3892.360000 sec): 3 clusters Score: Raw -10131700.604563 + Penalty 3692.013752 = -10128008.590811 nChanged 20 SP:Iteration 81Q (3892.560000 sec): 3 clusters Score: Raw -10131702.024273 + Penalty 3692.013752 = -10128010.010520 nChanged 17 SP:Iteration 82Q (3892.760000 sec): 3 clusters Score: Raw -10131702.797171 + Penalty 3692.013752 = -10128010.783419 nChanged 14 SP:Iteration 83Q (3892.970000 sec): 3 clusters Score: Raw -10131703.353575 + Penalty 3692.013752 = -10128011.339822 nChanged 12 SP:Iteration 84Q (3893.170000 sec): 3 clusters Score: Raw -10131703.856652 + Penalty 3692.013752 = -10128011.842900 nChanged 8 SP:Iteration 85Q (3893.370000 sec): 3 clusters Score: Raw -10131704.183789 + Penalty 3692.013752 = -10128012.170036 nChanged 9 SP:Iteration 86Q (3893.580000 sec): 3 clusters Score: Raw -10131704.615087 + Penalty 3692.013752 = -10128012.601335 nChanged 6 SP:Iteration 87Q (3893.780000 sec): 3 clusters Score: Raw -10131704.949671 + Penalty 3692.013752 = -10128012.935919 nChanged 6 SP:Iteration 88Q (3893.980000 sec): 3 clusters Score: Raw -10131705.167867 + Penalty 3692.013752 = -10128013.154114 nChanged 5 SP:Iteration 89Q (3894.180000 sec): 3 clusters Score: Raw -10131705.450389 + Penalty 3692.013752 = -10128013.436637 nChanged 4 SP:Iteration 90Q (3894.380000 sec): 3 clusters Score: Raw -10131705.593634 + Penalty 3692.013752 = -10128013.579882 nChanged 2 SP:Iteration 91Q (3894.590000 sec): 3 clusters Score: Raw -10131705.675351 + Penalty 3692.013752 = -10128013.661599 nChanged 3 SP:Iteration 92Q (3894.790000 sec): 3 clusters Score: Raw -10131705.819604 + Penalty 3692.013752 = -10128013.805852 nChanged 1 SP:Iteration 93Q (3895.000000 sec): 3 clusters Score: Raw -10131705.879530 + Penalty 3692.013752 = -10128013.865778 nChanged 2 SP:Iteration 94Q (3895.200000 sec): 3 clusters Score: Raw -10131705.915440 + Penalty 3692.013752 = -10128013.901688 nChanged 2 SP:Iteration 95Q (3895.400000 sec): 3 clusters Score: Raw -10131706.003201 + Penalty 3692.013752 = -10128013.989449 nChanged 1 SP:Iteration 96Q (3895.600000 sec): 3 clusters Score: Raw -10131706.034211 + Penalty 3692.013752 = -10128014.020459 nChanged 1 SP:Iteration 97Q (3895.810000 sec): 3 clusters Score: Raw -10131706.105917 + Penalty 3692.013752 = -10128014.092165 nChanged 1 SP:Iteration 98Q (3896.010000 sec): 3 clusters Score: Raw -10131706.139932 + Penalty 3692.013752 = -10128014.126180 nChanged 3 SP:Iteration 99Q (3896.210000 sec): 3 clusters Score: Raw -10131706.538509 + Penalty 3692.013752 = -10128014.524757 nChanged 6 SP:Iteration 100F (3896.480000 sec): 3 clusters Score: Raw -10131706.758496 + Penalty 3692.013752 = -10128014.744744 nChanged 2 SP:Iteration 101Q (3896.680000 sec): 3 clusters Score: Raw -10131706.847893 + Penalty 3692.013752 = -10128014.834141 nChanged 2 SP:Iteration 102Q (3896.880000 sec): 3 clusters Score: Raw -10131706.901206 + Penalty 3692.013752 = -10128014.887453 nChanged 3 SP:Iteration 103Q (3897.080000 sec): 3 clusters Score: Raw -10131707.016758 + Penalty 3692.013752 = -10128015.003006 nChanged 2 SP:Iteration 104Q (3897.290000 sec): 3 clusters Score: Raw -10131707.067701 + Penalty 3692.013752 = -10128015.053949 nChanged 1 SP:Iteration 105Q (3897.490000 sec): 3 clusters Score: Raw -10131707.093096 + Penalty 3692.013752 = -10128015.079343 nChanged 0 SP:Iteration 106F (3897.750000 sec): 3 clusters Score: Raw -10131707.093096 + Penalty 3692.013752 = -10128015.079343 nChanged 0 Iteration 20F (3917.580000 sec): 13 clusters Score: Raw -167635706.403919 + Penalty 27627.933557 = -167608078.470362 nChanged 6904 Iteration 21Q (3925.270000 sec): 13 clusters Score: Raw -167641193.322869 + Penalty 27627.933557 = -167613565.389312 nChanged 5137 Iteration 22Q (3932.890000 sec): 13 clusters Score: Raw -167643812.995428 + Penalty 27627.933557 = -167616185.061871 nChanged 3859 Iteration 23Q (3940.410000 sec): 13 clusters Score: Raw -167645538.581022 + Penalty 27627.933557 = -167617910.647465 nChanged 3110 Iteration 24Q (3947.950000 sec): 13 clusters Score: Raw -167646184.151998 + Penalty 27627.933557 = -167618556.218441 nChanged 2566 Iteration 25Q (3955.470000 sec): 13 clusters Score: Raw -167646535.153492 + Penalty 27627.933557 = -167618907.219935 nChanged 2118 Iteration 26Q (3963.010000 sec): 13 clusters Score: Raw -167646793.357795 + Penalty 27627.933557 = -167619165.424238 nChanged 1874 Iteration 27Q (3970.550000 sec): 13 clusters Score: Raw -167647016.298095 + Penalty 27627.933557 = -167619388.364538 nChanged 1706 Iteration 28Q (3978.100000 sec): 13 clusters Score: Raw -167647214.217709 + Penalty 27627.933557 = -167619586.284152 nChanged 1600 Iteration 29Q (3985.630000 sec): 13 clusters Score: Raw -167647385.163990 + Penalty 27627.933557 = -167619757.230434 nChanged 1460 Iteration 30Q (3993.160000 sec): 13 clusters Score: Raw -167647535.005925 + Penalty 27627.933557 = -167619907.072368 nChanged 1229 Iteration 31Q (4000.700000 sec): 13 clusters Score: Raw -167647662.461112 + Penalty 27627.933557 = -167620034.527555 nChanged 1182 Iteration 32Q (4008.230000 sec): 13 clusters Score: Raw -167647775.456014 + Penalty 27627.933557 = -167620147.522457 nChanged 1071 Iteration 33Q (4015.750000 sec): 13 clusters Score: Raw -167647880.086311 + Penalty 27627.933557 = -167620252.152754 nChanged 971 Iteration 34Q (4023.240000 sec): 13 clusters Score: Raw -167647976.733837 + Penalty 27627.933557 = -167620348.800280 nChanged 866 Iteration 35Q (4030.740000 sec): 13 clusters Score: Raw -167648060.578199 + Penalty 27627.933557 = -167620432.644642 nChanged 816 Iteration 36Q (4038.260000 sec): 13 clusters Score: Raw -167648140.704111 + Penalty 27627.933557 = -167620512.770555 nChanged 833 Iteration 37Q (4045.790000 sec): 13 clusters Score: Raw -167648223.594643 + Penalty 27627.933557 = -167620595.661087 nChanged 827 Iteration 38Q (4053.290000 sec): 13 clusters Score: Raw -167648305.115803 + Penalty 27627.933557 = -167620677.182246 nChanged 757 Iteration 39Q (4060.830000 sec): 13 clusters Score: Raw -167648392.870611 + Penalty 27627.933557 = -167620764.937054 nChanged 828 Iteration 40F (4080.700000 sec): 13 clusters Score: Raw -167649002.865041 + Penalty 27627.933557 = -167621374.931484 nChanged 854 Iteration 41Q (4088.270000 sec): 13 clusters Score: Raw -167649322.358733 + Penalty 27627.933557 = -167621694.425176 nChanged 925 Iteration 42Q (4095.850000 sec): 13 clusters Score: Raw -167649553.235617 + Penalty 27627.933557 = -167621925.302060 nChanged 936 Iteration 43Q (4103.410000 sec): 13 clusters Score: Raw -167649759.244951 + Penalty 27627.933557 = -167622131.311395 nChanged 920 Deleting Class 1 (1488 points): Lose 2290.273383 but Gain 2302.327796 Iteration 44Q (4110.970000 sec): 12 clusters Score: Raw -167647639.962929 + Penalty 25325.605760 = -167622314.357169 nChanged 2364 Iteration 45Q (4118.310000 sec): 12 clusters Score: Raw -167649628.381722 + Penalty 25325.605760 = -167624302.775961 nChanged 1485 Iteration 46Q (4125.740000 sec): 12 clusters Score: Raw -167649846.900418 + Penalty 25325.605760 = -167624521.294658 nChanged 1328 Iteration 47Q (4133.160000 sec): 12 clusters Score: Raw -167650132.317496 + Penalty 25325.605760 = -167624806.711735 nChanged 1206 Iteration 48Q (4140.550000 sec): 12 clusters Score: Raw -167650441.432986 + Penalty 25325.605760 = -167625115.827226 nChanged 1183 Iteration 49Q (4148.020000 sec): 12 clusters Score: Raw -167651058.037795 + Penalty 25325.605760 = -167625732.432035 nChanged 1172 Iteration 50Q (4155.420000 sec): 12 clusters Score: Raw -167651167.526023 + Penalty 25325.605760 = -167625841.920263 nChanged 1185 Iteration 51Q (4162.840000 sec): 12 clusters Score: Raw -167651255.343879 + Penalty 25325.605760 = -167625929.738119 nChanged 1132 Iteration 52Q (4170.220000 sec): 12 clusters Score: Raw -167651344.741997 + Penalty 25325.605760 = -167626019.136237 nChanged 1190 Iteration 53Q (4177.660000 sec): 12 clusters Score: Raw -167651437.968082 + Penalty 25325.605760 = -167626112.362321 nChanged 1182 Iteration 54Q (4185.040000 sec): 12 clusters Score: Raw -167651536.020303 + Penalty 25325.605760 = -167626210.414543 nChanged 1283 Iteration 55Q (4192.490000 sec): 12 clusters Score: Raw -167651641.007833 + Penalty 25325.605760 = -167626315.402073 nChanged 1250 Iteration 56Q (4199.880000 sec): 12 clusters Score: Raw -167651750.846343 + Penalty 25325.605760 = -167626425.240582 nChanged 1339 Iteration 57Q (4207.310000 sec): 12 clusters Score: Raw -167651877.860293 + Penalty 25325.605760 = -167626552.254533 nChanged 1317 Iteration 58Q (4214.730000 sec): 12 clusters Score: Raw -167651998.295066 + Penalty 25325.605760 = -167626672.689306 nChanged 1337 Writing temp clu file Because OldScore, -167626552.254533, is greater than current (better) Score,-167626672.689306 Compute initial score before splitting: Score: Raw -167651998.295066 + Penalty 25325.605760 = -167626672.689306 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1159791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4218.730000 sec): 2 clusters Score: Raw -137783836.581221 + Penalty 2269.109436 = -137781567.471785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4222.550000 sec): 3 clusters Score: Raw -136994547.276921 + Penalty 4538.218872 = -136990009.058049 nChanged 572497 SP:Iteration 1F (4226.350000 sec): 3 clusters Score: Raw -137345670.132871 + Penalty 4538.218872 = -137341131.914000 nChanged 30654 SP:Iteration 2Q (4230.260000 sec): 3 clusters Score: Raw -137353188.034546 + Penalty 4538.218872 = -137348649.815675 nChanged 40928 SP:Iteration 3Q (4234.190000 sec): 3 clusters Score: Raw -137367326.782793 + Penalty 4538.218872 = -137362788.563921 nChanged 56597 SP:Iteration 4Q (4238.080000 sec): 3 clusters Score: Raw -137394949.903721 + Penalty 4538.218872 = -137390411.684850 nChanged 77387 SP:Iteration 5F (4241.850000 sec): 3 clusters Score: Raw -137446040.510951 + Penalty 4538.218872 = -137441502.292079 nChanged 94650 SP:Iteration 6F (4245.570000 sec): 3 clusters Score: Raw -137523915.916881 + Penalty 4538.218872 = -137519377.698009 nChanged 97061 SP:Iteration 7F (4249.340000 sec): 3 clusters Score: Raw -137614140.081206 + Penalty 4538.218872 = -137609601.862334 nChanged 77976 SP:Iteration 8F (4253.100000 sec): 3 clusters Score: Raw -137689690.862502 + Penalty 4538.218872 = -137685152.643630 nChanged 49504 SP:Iteration 9Q (4256.630000 sec): 3 clusters Score: Raw -137737140.657793 + Penalty 4538.218872 = -137732602.438921 nChanged 27220 SP:Iteration 10Q (4259.760000 sec): 3 clusters Score: Raw -137762606.164789 + Penalty 4538.218872 = -137758067.945917 nChanged 13482 SP:Iteration 11Q (4262.700000 sec): 3 clusters Score: Raw -137774732.909213 + Penalty 4538.218872 = -137770194.690341 nChanged 6302 SP:Iteration 12Q (4265.540000 sec): 3 clusters Score: Raw -137780105.300562 + Penalty 4538.218872 = -137775567.081690 nChanged 2730 SP:Iteration 13Q (4268.280000 sec): 3 clusters Score: Raw -137782326.662681 + Penalty 4538.218872 = -137777788.443809 nChanged 1210 SP:Iteration 14Q (4271.000000 sec): 3 clusters Score: Raw -137783278.142106 + Penalty 4538.218872 = -137778739.923235 nChanged 577 SP:Iteration 15Q (4273.700000 sec): 3 clusters Score: Raw -137783712.688267 + Penalty 4538.218872 = -137779174.469396 nChanged 317 SP:Iteration 16Q (4276.430000 sec): 3 clusters Score: Raw -137783927.176538 + Penalty 4538.218872 = -137779388.957666 nChanged 209 SP:Iteration 17Q (4279.140000 sec): 3 clusters Score: Raw -137784042.575932 + Penalty 4538.218872 = -137779504.357061 nChanged 129 SP:Iteration 18Q (4281.830000 sec): 3 clusters Score: Raw -137784109.312043 + Penalty 4538.218872 = -137779571.093171 nChanged 92 SP:Iteration 19Q (4284.520000 sec): 3 clusters Score: Raw -137784155.330900 + Penalty 4538.218872 = -137779617.112029 nChanged 69 SP:Iteration 20F (4288.200000 sec): 3 clusters Score: Raw -137784189.575805 + Penalty 4538.218872 = -137779651.356933 nChanged 68 SP:Iteration 21Q (4290.920000 sec): 3 clusters Score: Raw -137784223.268645 + Penalty 4538.218872 = -137779685.049774 nChanged 52 SP:Iteration 22Q (4293.610000 sec): 3 clusters Score: Raw -137784246.859239 + Penalty 4538.218872 = -137779708.640367 nChanged 34 SP:Iteration 23Q (4296.260000 sec): 3 clusters Score: Raw -137784259.892843 + Penalty 4538.218872 = -137779721.673971 nChanged 24 SP:Iteration 24Q (4298.990000 sec): 3 clusters Score: Raw -137784269.203771 + Penalty 4538.218872 = -137779730.984899 nChanged 25 SP:Iteration 25Q (4301.680000 sec): 3 clusters Score: Raw -137784283.417512 + Penalty 4538.218872 = -137779745.198640 nChanged 21 SP:Iteration 26Q (4304.350000 sec): 3 clusters Score: Raw -137784290.739706 + Penalty 4538.218872 = -137779752.520835 nChanged 10 SP:Iteration 27Q (4307.020000 sec): 3 clusters Score: Raw -137784297.541779 + Penalty 4538.218872 = -137779759.322907 nChanged 16 SP:Iteration 28Q (4309.720000 sec): 3 clusters Score: Raw -137784303.839448 + Penalty 4538.218872 = -137779765.620577 nChanged 9 SP:Iteration 29Q (4312.450000 sec): 3 clusters Score: Raw -137784306.459869 + Penalty 4538.218872 = -137779768.240998 nChanged 5 SP:Iteration 30Q (4315.240000 sec): 3 clusters Score: Raw -137784307.445845 + Penalty 4538.218872 = -137779769.226973 nChanged 3 SP:Iteration 31Q (4318.020000 sec): 3 clusters Score: Raw -137784309.101789 + Penalty 4538.218872 = -137779770.882917 nChanged 1 SP:Iteration 32Q (4320.810000 sec): 3 clusters Score: Raw -137784309.499991 + Penalty 4538.218872 = -137779771.281119 nChanged 1 SP:Iteration 33Q (4323.590000 sec): 3 clusters Score: Raw -137784309.637631 + Penalty 4538.218872 = -137779771.418760 nChanged 1 SP:Iteration 34Q (4326.340000 sec): 3 clusters Score: Raw -137784309.963065 + Penalty 4538.218872 = -137779771.744193 nChanged 2 SP:Iteration 35Q (4329.120000 sec): 3 clusters Score: Raw -137784310.490053 + Penalty 4538.218872 = -137779772.271181 nChanged 2 SP:Iteration 36Q (4331.910000 sec): 3 clusters Score: Raw -137784311.371723 + Penalty 4538.218872 = -137779773.152851 nChanged 5 SP:Iteration 37Q (4334.660000 sec): 3 clusters Score: Raw -137784314.146869 + Penalty 4538.218872 = -137779775.927997 nChanged 6 SP:Iteration 38Q (4337.450000 sec): 3 clusters Score: Raw -137784316.731796 + Penalty 4538.218872 = -137779778.512925 nChanged 4 SP:Iteration 39Q (4340.250000 sec): 3 clusters Score: Raw -137784318.039664 + Penalty 4538.218872 = -137779779.820793 nChanged 7 SP:Iteration 40F (4344.070000 sec): 3 clusters Score: Raw -137784320.305352 + Penalty 4538.218872 = -137779782.086480 nChanged 6 SP:Iteration 41Q (4346.830000 sec): 3 clusters Score: Raw -137784322.830081 + Penalty 4538.218872 = -137779784.611209 nChanged 8 SP:Iteration 42Q (4349.630000 sec): 3 clusters Score: Raw -137784325.631571 + Penalty 4538.218872 = -137779787.412699 nChanged 5 SP:Iteration 43Q (4352.310000 sec): 3 clusters Score: Raw -137784327.345689 + Penalty 4538.218872 = -137779789.126818 nChanged 5 SP:Iteration 44Q (4355.000000 sec): 3 clusters Score: Raw -137784329.229041 + Penalty 4538.218872 = -137779791.010169 nChanged 3 SP:Iteration 45Q (4357.720000 sec): 3 clusters Score: Raw -137784330.740127 + Penalty 4538.218872 = -137779792.521256 nChanged 3 SP:Iteration 46Q (4360.510000 sec): 3 clusters Score: Raw -137784332.049422 + Penalty 4538.218872 = -137779793.830550 nChanged 1 SP:Iteration 47Q (4363.320000 sec): 3 clusters Score: Raw -137784332.518046 + Penalty 4538.218872 = -137779794.299175 nChanged 0 SP:Iteration 48F (4367.180000 sec): 3 clusters Score: Raw -137784332.518046 + Penalty 4538.218872 = -137779794.299175 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (1114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4367.780000 sec): 2 clusters Score: Raw -114890.783895 + Penalty 1140.053268 = -113750.730626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4367.780000 sec): 3 clusters Score: Raw -114775.161761 + Penalty 2280.106537 = -112495.055225 nChanged 404 SP:Iteration 1F (4367.780000 sec): 3 clusters Score: Raw -115660.527183 + Penalty 2280.106537 = -113380.420646 nChanged 160 SP:Iteration 2F (4367.790000 sec): 3 clusters Score: Raw -116122.880770 + Penalty 2280.106537 = -113842.774233 nChanged 100 SP:Iteration 3F (4367.790000 sec): 3 clusters Score: Raw -116461.485879 + Penalty 2280.106537 = -114181.379343 nChanged 53 SP:Iteration 4Q (4367.800000 sec): 3 clusters Score: Raw -116656.818724 + Penalty 2280.106537 = -114376.712188 nChanged 33 SP:Iteration 5Q (4367.800000 sec): 3 clusters Score: Raw -116731.850355 + Penalty 2280.106537 = -114451.743818 nChanged 18 SP:Iteration 6Q (4367.800000 sec): 3 clusters Score: Raw -116757.671799 + Penalty 2280.106537 = -114477.565262 nChanged 4 SP:Iteration 7Q (4367.800000 sec): 3 clusters Score: Raw -116761.465804 + Penalty 2280.106537 = -114481.359267 nChanged 2 SP:Iteration 8Q (4367.810000 sec): 3 clusters Score: Raw -116762.464739 + Penalty 2280.106537 = -114482.358203 nChanged 0 SP:Iteration 9F (4367.810000 sec): 3 clusters Score: Raw -116762.464739 + Penalty 2280.106537 = -114482.358203 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4367.850000 sec): 2 clusters Score: Raw -898110.842004 + Penalty 1446.006609 = -896664.835395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4367.870000 sec): 3 clusters Score: Raw -894064.035765 + Penalty 2892.013218 = -891172.022547 nChanged 3042 SP:Iteration 1F (4367.890000 sec): 3 clusters Score: Raw -895681.731085 + Penalty 2892.013218 = -892789.717867 nChanged 486 SP:Iteration 2F (4367.910000 sec): 3 clusters Score: Raw -895914.818691 + Penalty 2892.013218 = -893022.805473 nChanged 401 SP:Iteration 3F (4367.940000 sec): 3 clusters Score: Raw -896080.757986 + Penalty 2892.013218 = -893188.744768 nChanged 329 SP:Iteration 4Q (4367.960000 sec): 3 clusters Score: Raw -896233.761079 + Penalty 2892.013218 = -893341.747860 nChanged 296 SP:Iteration 5Q (4367.980000 sec): 3 clusters Score: Raw -896382.651212 + Penalty 2892.013218 = -893490.637994 nChanged 293 SP:Iteration 6Q (4368.010000 sec): 3 clusters Score: Raw -896546.276868 + Penalty 2892.013218 = -893654.263650 nChanged 301 SP:Iteration 7Q (4368.030000 sec): 3 clusters Score: Raw -896707.690659 + Penalty 2892.013218 = -893815.677441 nChanged 316 SP:Iteration 8Q (4368.050000 sec): 3 clusters Score: Raw -896878.085652 + Penalty 2892.013218 = -893986.072434 nChanged 304 SP:Iteration 9Q (4368.080000 sec): 3 clusters Score: Raw -897046.725659 + Penalty 2892.013218 = -894154.712441 nChanged 306 SP:Iteration 10Q (4368.100000 sec): 3 clusters Score: Raw -897224.239171 + Penalty 2892.013218 = -894332.225952 nChanged 294 SP:Iteration 11Q (4368.120000 sec): 3 clusters Score: Raw -897395.058117 + Penalty 2892.013218 = -894503.044898 nChanged 277 SP:Iteration 12Q (4368.140000 sec): 3 clusters Score: Raw -897570.883800 + Penalty 2892.013218 = -894678.870582 nChanged 255 SP:Iteration 13Q (4368.160000 sec): 3 clusters Score: Raw -897734.981507 + Penalty 2892.013218 = -894842.968289 nChanged 226 SP:Iteration 14Q (4368.190000 sec): 3 clusters Score: Raw -897890.348941 + Penalty 2892.013218 = -894998.335723 nChanged 191 SP:Iteration 15Q (4368.210000 sec): 3 clusters Score: Raw -898014.251036 + Penalty 2892.013218 = -895122.237818 nChanged 150 SP:Iteration 16Q (4368.230000 sec): 3 clusters Score: Raw -898106.111468 + Penalty 2892.013218 = -895214.098250 nChanged 113 SP:Iteration 17Q (4368.250000 sec): 3 clusters Score: Raw -898175.256492 + Penalty 2892.013218 = -895283.243274 nChanged 106 SP:Iteration 18Q (4368.270000 sec): 3 clusters Score: Raw -898239.908887 + Penalty 2892.013218 = -895347.895669 nChanged 72 SP:Iteration 19Q (4368.290000 sec): 3 clusters Score: Raw -898284.777836 + Penalty 2892.013218 = -895392.764618 nChanged 63 SP:Iteration 20F (4368.320000 sec): 3 clusters Score: Raw -898318.948743 + Penalty 2892.013218 = -895426.935525 nChanged 53 SP:Iteration 21Q (4368.340000 sec): 3 clusters Score: Raw -898345.945810 + Penalty 2892.013218 = -895453.932592 nChanged 36 SP:Iteration 22Q (4368.360000 sec): 3 clusters Score: Raw -898363.326965 + Penalty 2892.013218 = -895471.313747 nChanged 47 SP:Iteration 23Q (4368.380000 sec): 3 clusters Score: Raw -898386.148835 + Penalty 2892.013218 = -895494.135617 nChanged 41 SP:Iteration 24Q (4368.400000 sec): 3 clusters Score: Raw -898405.686582 + Penalty 2892.013218 = -895513.673364 nChanged 27 SP:Iteration 25Q (4368.410000 sec): 3 clusters Score: Raw -898416.887322 + Penalty 2892.013218 = -895524.874104 nChanged 21 SP:Iteration 26Q (4368.430000 sec): 3 clusters Score: Raw -898426.372424 + Penalty 2892.013218 = -895534.359206 nChanged 14 SP:Iteration 27Q (4368.450000 sec): 3 clusters Score: Raw -898433.782181 + Penalty 2892.013218 = -895541.768963 nChanged 18 SP:Iteration 28Q (4368.470000 sec): 3 clusters Score: Raw -898440.735096 + Penalty 2892.013218 = -895548.721878 nChanged 14 SP:Iteration 29Q (4368.490000 sec): 3 clusters Score: Raw -898448.172620 + Penalty 2892.013218 = -895556.159402 nChanged 14 SP:Iteration 30Q (4368.510000 sec): 3 clusters Score: Raw -898452.876781 + Penalty 2892.013218 = -895560.863563 nChanged 8 SP:Iteration 31Q (4368.520000 sec): 3 clusters Score: Raw -898454.929893 + Penalty 2892.013218 = -895562.916675 nChanged 5 SP:Iteration 32Q (4368.540000 sec): 3 clusters Score: Raw -898456.979794 + Penalty 2892.013218 = -895564.966576 nChanged 8 SP:Iteration 33Q (4368.560000 sec): 3 clusters Score: Raw -898459.307548 + Penalty 2892.013218 = -895567.294330 nChanged 9 SP:Iteration 34Q (4368.580000 sec): 3 clusters Score: Raw -898462.846152 + Penalty 2892.013218 = -895570.832934 nChanged 13 SP:Iteration 35Q (4368.600000 sec): 3 clusters Score: Raw -898467.712079 + Penalty 2892.013218 = -895575.698861 nChanged 11 SP:Iteration 36Q (4368.620000 sec): 3 clusters Score: Raw -898471.194986 + Penalty 2892.013218 = -895579.181768 nChanged 11 SP:Iteration 37Q (4368.640000 sec): 3 clusters Score: Raw -898475.232120 + Penalty 2892.013218 = -895583.218902 nChanged 10 SP:Iteration 38Q (4368.650000 sec): 3 clusters Score: Raw -898479.193001 + Penalty 2892.013218 = -895587.179783 nChanged 8 SP:Iteration 39Q (4368.670000 sec): 3 clusters Score: Raw -898482.731365 + Penalty 2892.013218 = -895590.718147 nChanged 6 SP:Iteration 40F (4368.690000 sec): 3 clusters Score: Raw -898485.141252 + Penalty 2892.013218 = -895593.128034 nChanged 7 SP:Iteration 41Q (4368.710000 sec): 3 clusters Score: Raw -898487.297320 + Penalty 2892.013218 = -895595.284102 nChanged 6 SP:Iteration 42Q (4368.730000 sec): 3 clusters Score: Raw -898491.105952 + Penalty 2892.013218 = -895599.092734 nChanged 11 SP:Iteration 43Q (4368.750000 sec): 3 clusters Score: Raw -898495.613127 + Penalty 2892.013218 = -895603.599909 nChanged 10 SP:Iteration 44Q (4368.770000 sec): 3 clusters Score: Raw -898498.726018 + Penalty 2892.013218 = -895606.712800 nChanged 6 SP:Iteration 45Q (4368.780000 sec): 3 clusters Score: Raw -898500.638738 + Penalty 2892.013218 = -895608.625520 nChanged 6 SP:Iteration 46Q (4368.800000 sec): 3 clusters Score: Raw -898503.139586 + Penalty 2892.013218 = -895611.126368 nChanged 6 SP:Iteration 47Q (4368.820000 sec): 3 clusters Score: Raw -898505.321025 + Penalty 2892.013218 = -895613.307807 nChanged 4 SP:Iteration 48Q (4368.840000 sec): 3 clusters Score: Raw -898506.730523 + Penalty 2892.013218 = -895614.717305 nChanged 2 SP:Iteration 49Q (4368.860000 sec): 3 clusters Score: Raw -898508.321833 + Penalty 2892.013218 = -895616.308615 nChanged 2 SP:Iteration 50Q (4368.880000 sec): 3 clusters Score: Raw -898509.329031 + Penalty 2892.013218 = -895617.315813 nChanged 2 SP:Iteration 51Q (4368.900000 sec): 3 clusters Score: Raw -898510.407114 + Penalty 2892.013218 = -895618.393896 nChanged 3 SP:Iteration 52Q (4368.910000 sec): 3 clusters Score: Raw -898512.084551 + Penalty 2892.013218 = -895620.071333 nChanged 2 SP:Iteration 53Q (4368.930000 sec): 3 clusters Score: Raw -898512.994900 + Penalty 2892.013218 = -895620.981682 nChanged 1 SP:Iteration 54Q (4368.950000 sec): 3 clusters Score: Raw -898513.743834 + Penalty 2892.013218 = -895621.730616 nChanged 2 SP:Iteration 55Q (4368.970000 sec): 3 clusters Score: Raw -898514.955730 + Penalty 2892.013218 = -895622.942512 nChanged 3 SP:Iteration 56Q (4368.980000 sec): 3 clusters Score: Raw -898516.258317 + Penalty 2892.013218 = -895624.245099 nChanged 1 SP:Iteration 57Q (4369.000000 sec): 3 clusters Score: Raw -898516.632338 + Penalty 2892.013218 = -895624.619120 nChanged 1 SP:Iteration 58Q (4369.020000 sec): 3 clusters Score: Raw -898517.007777 + Penalty 2892.013218 = -895624.994559 nChanged 2 SP:Iteration 59Q (4369.040000 sec): 3 clusters Score: Raw -898518.870494 + Penalty 2892.013218 = -895626.857276 nChanged 4 SP:Iteration 60F (4369.060000 sec): 3 clusters Score: Raw -898521.017823 + Penalty 2892.013218 = -895629.004605 nChanged 5 SP:Iteration 61Q (4369.080000 sec): 3 clusters Score: Raw -898525.340684 + Penalty 2892.013218 = -895633.327466 nChanged 4 SP:Iteration 62Q (4369.100000 sec): 3 clusters Score: Raw -898528.380666 + Penalty 2892.013218 = -895636.367448 nChanged 6 SP:Iteration 63Q (4369.120000 sec): 3 clusters Score: Raw -898530.711122 + Penalty 2892.013218 = -895638.697903 nChanged 3 SP:Iteration 64Q (4369.130000 sec): 3 clusters Score: Raw -898531.281981 + Penalty 2892.013218 = -895639.268763 nChanged 2 SP:Iteration 65Q (4369.150000 sec): 3 clusters Score: Raw -898531.910807 + Penalty 2892.013218 = -895639.897589 nChanged 3 SP:Iteration 66Q (4369.170000 sec): 3 clusters Score: Raw -898533.248994 + Penalty 2892.013218 = -895641.235776 nChanged 2 SP:Iteration 67Q (4369.190000 sec): 3 clusters Score: Raw -898533.840644 + Penalty 2892.013218 = -895641.827426 nChanged 2 SP:Iteration 68Q (4369.210000 sec): 3 clusters Score: Raw -898534.667955 + Penalty 2892.013218 = -895642.654737 nChanged 1 SP:Iteration 69Q (4369.230000 sec): 3 clusters Score: Raw -898535.080266 + Penalty 2892.013218 = -895643.067048 nChanged 1 SP:Iteration 70Q (4369.250000 sec): 3 clusters Score: Raw -898535.204628 + Penalty 2892.013218 = -895643.191410 nChanged 0 SP:Iteration 71F (4369.270000 sec): 3 clusters Score: Raw -898535.204628 + Penalty 2892.013218 = -895643.191410 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (3427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4369.290000 sec): 2 clusters Score: Raw -360087.204561 + Penalty 1322.659085 = -358764.545476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4369.300000 sec): 3 clusters Score: Raw -358773.610282 + Penalty 2645.318170 = -356128.292112 nChanged 1329 SP:Iteration 1F (4369.310000 sec): 3 clusters Score: Raw -361547.648770 + Penalty 2645.318170 = -358902.330600 nChanged 697 SP:Iteration 2F (4369.320000 sec): 3 clusters Score: Raw -363355.245016 + Penalty 2645.318170 = -360709.926846 nChanged 363 SP:Iteration 3F (4369.330000 sec): 3 clusters Score: Raw -364312.937051 + Penalty 2645.318170 = -361667.618881 nChanged 185 SP:Iteration 4F (4369.340000 sec): 3 clusters Score: Raw -365204.406575 + Penalty 2645.318170 = -362559.088405 nChanged 168 SP:Iteration 5Q (4369.350000 sec): 3 clusters Score: Raw -366513.004091 + Penalty 2645.318170 = -363867.685922 nChanged 116 SP:Iteration 6Q (4369.350000 sec): 3 clusters Score: Raw -368721.910110 + Penalty 2645.318170 = -366076.591940 nChanged 16 SP:Iteration 7Q (4369.360000 sec): 3 clusters Score: Raw -368754.854939 + Penalty 2645.318170 = -366109.536770 nChanged 5 SP:Iteration 8Q (4369.370000 sec): 3 clusters Score: Raw -368763.837569 + Penalty 2645.318170 = -366118.519399 nChanged 3 SP:Iteration 9Q (4369.380000 sec): 3 clusters Score: Raw -368768.467483 + Penalty 2645.318170 = -366123.149313 nChanged 2 SP:Iteration 10Q (4369.380000 sec): 3 clusters Score: Raw -368775.311224 + Penalty 2645.318170 = -366129.993054 nChanged 4 SP:Iteration 11Q (4369.390000 sec): 3 clusters Score: Raw -368823.840203 + Penalty 2645.318170 = -366178.522034 nChanged 5 SP:Iteration 12Q (4369.400000 sec): 3 clusters Score: Raw -368870.538565 + Penalty 2645.318170 = -366225.220395 nChanged 2 SP:Iteration 13Q (4369.410000 sec): 3 clusters Score: Raw -368876.019931 + Penalty 2645.318170 = -366230.701761 nChanged 1 SP:Iteration 14Q (4369.410000 sec): 3 clusters Score: Raw -368876.778063 + Penalty 2645.318170 = -366231.459894 nChanged 0 SP:Iteration 15F (4369.420000 sec): 3 clusters Score: Raw -368876.778063 + Penalty 2645.318170 = -366231.459894 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 12.33 GB. Trying to split cluster 6 (38515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4369.570000 sec): 2 clusters Score: Raw -4416748.964429 + Penalty 1715.805496 = -4415033.158933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4369.690000 sec): 3 clusters Score: Raw -4392639.762687 + Penalty 3431.610993 = -4389208.151694 nChanged 17944 SP:Iteration 1F (4369.820000 sec): 3 clusters Score: Raw -4402889.696825 + Penalty 3431.610993 = -4399458.085832 nChanged 1991 SP:Iteration 2F (4369.950000 sec): 3 clusters Score: Raw -4404025.946815 + Penalty 3431.610993 = -4400594.335822 nChanged 2551 SP:Iteration 3F (4370.070000 sec): 3 clusters Score: Raw -4405851.946191 + Penalty 3431.610993 = -4402420.335198 nChanged 3251 SP:Iteration 4F (4370.190000 sec): 3 clusters Score: Raw -4408432.385983 + Penalty 3431.610993 = -4405000.774990 nChanged 3681 SP:Iteration 5F (4370.320000 sec): 3 clusters Score: Raw -4411592.631020 + Penalty 3431.610993 = -4408161.020028 nChanged 3180 SP:Iteration 6F (4370.440000 sec): 3 clusters Score: Raw -4414288.298703 + Penalty 3431.610993 = -4410856.687710 nChanged 2156 SP:Iteration 7F (4370.560000 sec): 3 clusters Score: Raw -4415909.451334 + Penalty 3431.610993 = -4412477.840341 nChanged 1255 SP:Iteration 8Q (4370.690000 sec): 3 clusters Score: Raw -4416760.886308 + Penalty 3431.610993 = -4413329.275316 nChanged 753 SP:Iteration 9Q (4370.830000 sec): 3 clusters Score: Raw -4417209.040300 + Penalty 3431.610993 = -4413777.429307 nChanged 491 SP:Iteration 10Q (4370.950000 sec): 3 clusters Score: Raw -4417502.430011 + Penalty 3431.610993 = -4414070.819018 nChanged 396 SP:Iteration 11Q (4371.080000 sec): 3 clusters Score: Raw -4417888.561968 + Penalty 3431.610993 = -4414456.950975 nChanged 314 SP:Iteration 12Q (4371.200000 sec): 3 clusters Score: Raw -4418301.666492 + Penalty 3431.610993 = -4414870.055500 nChanged 222 SP:Iteration 13Q (4371.310000 sec): 3 clusters Score: Raw -4418492.225200 + Penalty 3431.610993 = -4415060.614207 nChanged 172 SP:Iteration 14Q (4371.410000 sec): 3 clusters Score: Raw -4418554.039042 + Penalty 3431.610993 = -4415122.428049 nChanged 118 SP:Iteration 15Q (4371.510000 sec): 3 clusters Score: Raw -4418589.597051 + Penalty 3431.610993 = -4415157.986059 nChanged 90 SP:Iteration 16Q (4371.610000 sec): 3 clusters Score: Raw -4418610.530470 + Penalty 3431.610993 = -4415178.919477 nChanged 83 SP:Iteration 17Q (4371.710000 sec): 3 clusters Score: Raw -4418629.400425 + Penalty 3431.610993 = -4415197.789432 nChanged 67 SP:Iteration 18Q (4371.810000 sec): 3 clusters Score: Raw -4418643.927691 + Penalty 3431.610993 = -4415212.316698 nChanged 64 SP:Iteration 19Q (4371.910000 sec): 3 clusters Score: Raw -4418657.593591 + Penalty 3431.610993 = -4415225.982598 nChanged 62 SP:Iteration 20F (4372.030000 sec): 3 clusters Score: Raw -4418670.587737 + Penalty 3431.610993 = -4415238.976744 nChanged 50 SP:Iteration 21Q (4372.130000 sec): 3 clusters Score: Raw -4418678.971932 + Penalty 3431.610993 = -4415247.360939 nChanged 27 SP:Iteration 22Q (4372.230000 sec): 3 clusters Score: Raw -4418682.658183 + Penalty 3431.610993 = -4415251.047190 nChanged 15 SP:Iteration 23Q (4372.320000 sec): 3 clusters Score: Raw -4418684.569626 + Penalty 3431.610993 = -4415252.958633 nChanged 15 SP:Iteration 24Q (4372.420000 sec): 3 clusters Score: Raw -4418686.632837 + Penalty 3431.610993 = -4415255.021844 nChanged 11 SP:Iteration 25Q (4372.520000 sec): 3 clusters Score: Raw -4418688.123069 + Penalty 3431.610993 = -4415256.512076 nChanged 13 SP:Iteration 26Q (4372.610000 sec): 3 clusters Score: Raw -4418690.061669 + Penalty 3431.610993 = -4415258.450676 nChanged 8 SP:Iteration 27Q (4372.710000 sec): 3 clusters Score: Raw -4418691.129879 + Penalty 3431.610993 = -4415259.518886 nChanged 7 SP:Iteration 28Q (4372.810000 sec): 3 clusters Score: Raw -4418691.621597 + Penalty 3431.610993 = -4415260.010604 nChanged 8 SP:Iteration 29Q (4372.900000 sec): 3 clusters Score: Raw -4418692.241506 + Penalty 3431.610993 = -4415260.630513 nChanged 5 SP:Iteration 30Q (4373.000000 sec): 3 clusters Score: Raw -4418692.913477 + Penalty 3431.610993 = -4415261.302485 nChanged 7 SP:Iteration 31Q (4373.100000 sec): 3 clusters Score: Raw -4418693.461642 + Penalty 3431.610993 = -4415261.850649 nChanged 5 SP:Iteration 32Q (4373.190000 sec): 3 clusters Score: Raw -4418693.915965 + Penalty 3431.610993 = -4415262.304972 nChanged 4 SP:Iteration 33Q (4373.290000 sec): 3 clusters Score: Raw -4418694.473013 + Penalty 3431.610993 = -4415262.862020 nChanged 3 SP:Iteration 34Q (4373.390000 sec): 3 clusters Score: Raw -4418694.681333 + Penalty 3431.610993 = -4415263.070340 nChanged 1 SP:Iteration 35Q (4373.480000 sec): 3 clusters Score: Raw -4418694.751198 + Penalty 3431.610993 = -4415263.140205 nChanged 0 SP:Iteration 36F (4373.610000 sec): 3 clusters Score: Raw -4418694.751198 + Penalty 3431.610993 = -4415263.140205 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (3523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4373.650000 sec): 2 clusters Score: Raw -383394.578515 + Penalty 1327.148579 = -382067.429936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4373.660000 sec): 3 clusters Score: Raw -381715.552507 + Penalty 2654.297158 = -379061.255349 nChanged 1427 SP:Iteration 1F (4373.670000 sec): 3 clusters Score: Raw -383518.923275 + Penalty 2654.297158 = -380864.626117 nChanged 436 SP:Iteration 2F (4373.680000 sec): 3 clusters Score: Raw -385623.668915 + Penalty 2654.297158 = -382969.371757 nChanged 642 SP:Iteration 3F (4373.690000 sec): 3 clusters Score: Raw -386813.766232 + Penalty 2654.297158 = -384159.469075 nChanged 391 SP:Iteration 4F (4373.700000 sec): 3 clusters Score: Raw -387498.735321 + Penalty 2654.297158 = -384844.438163 nChanged 176 SP:Iteration 5Q (4373.710000 sec): 3 clusters Score: Raw -387788.683940 + Penalty 2654.297158 = -385134.386782 nChanged 79 SP:Iteration 6Q (4373.720000 sec): 3 clusters Score: Raw -387917.132476 + Penalty 2654.297158 = -385262.835318 nChanged 48 SP:Iteration 7Q (4373.730000 sec): 3 clusters Score: Raw -388013.111962 + Penalty 2654.297158 = -385358.814804 nChanged 29 SP:Iteration 8Q (4373.740000 sec): 3 clusters Score: Raw -388066.479798 + Penalty 2654.297158 = -385412.182640 nChanged 13 SP:Iteration 9Q (4373.750000 sec): 3 clusters Score: Raw -388085.902183 + Penalty 2654.297158 = -385431.605025 nChanged 10 SP:Iteration 10Q (4373.750000 sec): 3 clusters Score: Raw -388099.146871 + Penalty 2654.297158 = -385444.849713 nChanged 7 SP:Iteration 11Q (4373.760000 sec): 3 clusters Score: Raw -388106.055794 + Penalty 2654.297158 = -385451.758636 nChanged 4 SP:Iteration 12Q (4373.770000 sec): 3 clusters Score: Raw -388109.541834 + Penalty 2654.297158 = -385455.244676 nChanged 3 SP:Iteration 13Q (4373.770000 sec): 3 clusters Score: Raw -388112.851308 + Penalty 2654.297158 = -385458.554150 nChanged 2 SP:Iteration 14Q (4373.780000 sec): 3 clusters Score: Raw -388114.599063 + Penalty 2654.297158 = -385460.301905 nChanged 0 SP:Iteration 15F (4373.790000 sec): 3 clusters Score: Raw -388114.599063 + Penalty 2654.297158 = -385460.301905 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (69074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4374.040000 sec): 2 clusters Score: Raw -8151072.624464 + Penalty 1810.726722 = -8149261.897742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4374.270000 sec): 3 clusters Score: Raw -8106783.803185 + Penalty 3621.453444 = -8103162.349742 nChanged 32543 SP:Iteration 1F (4374.510000 sec): 3 clusters Score: Raw -8125658.101964 + Penalty 3621.453444 = -8122036.648521 nChanged 2565 SP:Iteration 2Q (4374.750000 sec): 3 clusters Score: Raw -8126758.434667 + Penalty 3621.453444 = -8123136.981224 nChanged 2991 SP:Iteration 3Q (4374.990000 sec): 3 clusters Score: Raw -8128535.803342 + Penalty 3621.453444 = -8124914.349898 nChanged 3502 SP:Iteration 4F (4375.220000 sec): 3 clusters Score: Raw -8131117.006662 + Penalty 3621.453444 = -8127495.553218 nChanged 3951 SP:Iteration 5F (4375.450000 sec): 3 clusters Score: Raw -8134202.361895 + Penalty 3621.453444 = -8130580.908451 nChanged 4201 SP:Iteration 6F (4375.680000 sec): 3 clusters Score: Raw -8137384.000182 + Penalty 3621.453444 = -8133762.546738 nChanged 4112 SP:Iteration 7F (4375.910000 sec): 3 clusters Score: Raw -8140227.164469 + Penalty 3621.453444 = -8136605.711025 nChanged 3727 SP:Iteration 8F (4376.130000 sec): 3 clusters Score: Raw -8142363.889066 + Penalty 3621.453444 = -8138742.435623 nChanged 3141 SP:Iteration 9Q (4376.360000 sec): 3 clusters Score: Raw -8143764.679345 + Penalty 3621.453444 = -8140143.225902 nChanged 2307 SP:Iteration 10Q (4376.590000 sec): 3 clusters Score: Raw -8144471.543316 + Penalty 3621.453444 = -8140850.089873 nChanged 1543 SP:Iteration 11Q (4376.810000 sec): 3 clusters Score: Raw -8144803.736236 + Penalty 3621.453444 = -8141182.282793 nChanged 1084 SP:Iteration 12Q (4377.030000 sec): 3 clusters Score: Raw -8145013.469212 + Penalty 3621.453444 = -8141392.015769 nChanged 839 SP:Iteration 13Q (4377.240000 sec): 3 clusters Score: Raw -8145176.623705 + Penalty 3621.453444 = -8141555.170261 nChanged 810 SP:Iteration 14Q (4377.450000 sec): 3 clusters Score: Raw -8145345.208319 + Penalty 3621.453444 = -8141723.754875 nChanged 849 SP:Iteration 15Q (4377.670000 sec): 3 clusters Score: Raw -8145521.736199 + Penalty 3621.453444 = -8141900.282755 nChanged 858 SP:Iteration 16Q (4377.890000 sec): 3 clusters Score: Raw -8145712.633742 + Penalty 3621.453444 = -8142091.180299 nChanged 847 SP:Iteration 17Q (4378.110000 sec): 3 clusters Score: Raw -8145895.524277 + Penalty 3621.453444 = -8142274.070834 nChanged 830 SP:Iteration 18Q (4378.330000 sec): 3 clusters Score: Raw -8146076.601384 + Penalty 3621.453444 = -8142455.147940 nChanged 774 SP:Iteration 19Q (4378.550000 sec): 3 clusters Score: Raw -8146242.613960 + Penalty 3621.453444 = -8142621.160517 nChanged 823 SP:Iteration 20F (4378.780000 sec): 3 clusters Score: Raw -8146430.212198 + Penalty 3621.453444 = -8142808.758754 nChanged 857 SP:Iteration 21Q (4379.000000 sec): 3 clusters Score: Raw -8146643.969350 + Penalty 3621.453444 = -8143022.515907 nChanged 873 SP:Iteration 22Q (4379.210000 sec): 3 clusters Score: Raw -8146868.695083 + Penalty 3621.453444 = -8143247.241640 nChanged 885 SP:Iteration 23Q (4379.430000 sec): 3 clusters Score: Raw -8147117.322475 + Penalty 3621.453444 = -8143495.869031 nChanged 921 SP:Iteration 24Q (4379.640000 sec): 3 clusters Score: Raw -8147375.765715 + Penalty 3621.453444 = -8143754.312272 nChanged 949 SP:Iteration 25Q (4379.850000 sec): 3 clusters Score: Raw -8147648.961967 + Penalty 3621.453444 = -8144027.508524 nChanged 970 SP:Iteration 26Q (4380.070000 sec): 3 clusters Score: Raw -8147919.575518 + Penalty 3621.453444 = -8144298.122074 nChanged 953 SP:Iteration 27Q (4380.270000 sec): 3 clusters Score: Raw -8148182.556663 + Penalty 3621.453444 = -8144561.103219 nChanged 942 SP:Iteration 28Q (4380.490000 sec): 3 clusters Score: Raw -8148433.388870 + Penalty 3621.453444 = -8144811.935426 nChanged 925 SP:Iteration 29Q (4380.690000 sec): 3 clusters Score: Raw -8148667.179624 + Penalty 3621.453444 = -8145045.726181 nChanged 846 SP:Iteration 30Q (4380.900000 sec): 3 clusters Score: Raw -8148881.224226 + Penalty 3621.453444 = -8145259.770783 nChanged 790 SP:Iteration 31Q (4381.100000 sec): 3 clusters Score: Raw -8149073.479694 + Penalty 3621.453444 = -8145452.026251 nChanged 751 SP:Iteration 32Q (4381.300000 sec): 3 clusters Score: Raw -8149244.584446 + Penalty 3621.453444 = -8145623.131002 nChanged 668 SP:Iteration 33Q (4381.510000 sec): 3 clusters Score: Raw -8149384.844780 + Penalty 3621.453444 = -8145763.391336 nChanged 630 SP:Iteration 34Q (4381.710000 sec): 3 clusters Score: Raw -8149518.641430 + Penalty 3621.453444 = -8145897.187986 nChanged 606 SP:Iteration 35Q (4381.910000 sec): 3 clusters Score: Raw -8149647.329247 + Penalty 3621.453444 = -8146025.875804 nChanged 593 SP:Iteration 36Q (4382.110000 sec): 3 clusters Score: Raw -8149781.569912 + Penalty 3621.453444 = -8146160.116468 nChanged 595 SP:Iteration 37Q (4382.310000 sec): 3 clusters Score: Raw -8149912.030713 + Penalty 3621.453444 = -8146290.577269 nChanged 534 SP:Iteration 38Q (4382.510000 sec): 3 clusters Score: Raw -8150025.445255 + Penalty 3621.453444 = -8146403.991812 nChanged 547 SP:Iteration 39Q (4382.700000 sec): 3 clusters Score: Raw -8150145.158629 + Penalty 3621.453444 = -8146523.705186 nChanged 498 SP:Iteration 40F (4382.930000 sec): 3 clusters Score: Raw -8150248.795941 + Penalty 3621.453444 = -8146627.342498 nChanged 484 SP:Iteration 41Q (4383.120000 sec): 3 clusters Score: Raw -8150354.876738 + Penalty 3621.453444 = -8146733.423294 nChanged 433 SP:Iteration 42Q (4383.310000 sec): 3 clusters Score: Raw -8150447.605112 + Penalty 3621.453444 = -8146826.151668 nChanged 419 SP:Iteration 43Q (4383.510000 sec): 3 clusters Score: Raw -8150535.721157 + Penalty 3621.453444 = -8146914.267713 nChanged 386 SP:Iteration 44Q (4383.700000 sec): 3 clusters Score: Raw -8150614.832917 + Penalty 3621.453444 = -8146993.379474 nChanged 359 SP:Iteration 45Q (4383.890000 sec): 3 clusters Score: Raw -8150690.533380 + Penalty 3621.453444 = -8147069.079936 nChanged 323 SP:Iteration 46Q (4384.080000 sec): 3 clusters Score: Raw -8150753.950395 + Penalty 3621.453444 = -8147132.496951 nChanged 315 SP:Iteration 47Q (4384.260000 sec): 3 clusters Score: Raw -8150815.520925 + Penalty 3621.453444 = -8147194.067481 nChanged 268 SP:Iteration 48Q (4384.440000 sec): 3 clusters Score: Raw -8150863.178804 + Penalty 3621.453444 = -8147241.725361 nChanged 241 SP:Iteration 49Q (4384.630000 sec): 3 clusters Score: Raw -8150905.306971 + Penalty 3621.453444 = -8147283.853528 nChanged 227 SP:Iteration 50Q (4384.820000 sec): 3 clusters Score: Raw -8150944.958272 + Penalty 3621.453444 = -8147323.504828 nChanged 215 SP:Iteration 51Q (4385.000000 sec): 3 clusters Score: Raw -8150982.060157 + Penalty 3621.453444 = -8147360.606714 nChanged 212 SP:Iteration 52Q (4385.180000 sec): 3 clusters Score: Raw -8151017.074199 + Penalty 3621.453444 = -8147395.620755 nChanged 185 SP:Iteration 53Q (4385.360000 sec): 3 clusters Score: Raw -8151046.941754 + Penalty 3621.453444 = -8147425.488310 nChanged 161 SP:Iteration 54Q (4385.550000 sec): 3 clusters Score: Raw -8151075.164911 + Penalty 3621.453444 = -8147453.711467 nChanged 153 SP:Iteration 55Q (4385.720000 sec): 3 clusters Score: Raw -8151101.111070 + Penalty 3621.453444 = -8147479.657627 nChanged 142 SP:Iteration 56Q (4385.910000 sec): 3 clusters Score: Raw -8151123.724163 + Penalty 3621.453444 = -8147502.270719 nChanged 124 SP:Iteration 57Q (4386.080000 sec): 3 clusters Score: Raw -8151142.957405 + Penalty 3621.453444 = -8147521.503961 nChanged 101 SP:Iteration 58Q (4386.270000 sec): 3 clusters Score: Raw -8151158.854929 + Penalty 3621.453444 = -8147537.401486 nChanged 104 SP:Iteration 59Q (4386.450000 sec): 3 clusters Score: Raw -8151172.850289 + Penalty 3621.453444 = -8147551.396845 nChanged 97 SP:Iteration 60F (4386.680000 sec): 3 clusters Score: Raw -8151186.027800 + Penalty 3621.453444 = -8147564.574356 nChanged 89 SP:Iteration 61Q (4386.850000 sec): 3 clusters Score: Raw -8151199.145494 + Penalty 3621.453444 = -8147577.692051 nChanged 92 SP:Iteration 62Q (4387.030000 sec): 3 clusters Score: Raw -8151212.366545 + Penalty 3621.453444 = -8147590.913102 nChanged 77 SP:Iteration 63Q (4387.210000 sec): 3 clusters Score: Raw -8151222.560378 + Penalty 3621.453444 = -8147601.106934 nChanged 80 SP:Iteration 64Q (4387.390000 sec): 3 clusters Score: Raw -8151231.583090 + Penalty 3621.453444 = -8147610.129646 nChanged 57 SP:Iteration 65Q (4387.570000 sec): 3 clusters Score: Raw -8151239.476334 + Penalty 3621.453444 = -8147618.022890 nChanged 53 SP:Iteration 66Q (4387.750000 sec): 3 clusters Score: Raw -8151244.794008 + Penalty 3621.453444 = -8147623.340564 nChanged 44 SP:Iteration 67Q (4387.940000 sec): 3 clusters Score: Raw -8151249.752309 + Penalty 3621.453444 = -8147628.298865 nChanged 38 SP:Iteration 68Q (4388.130000 sec): 3 clusters Score: Raw -8151254.947463 + Penalty 3621.453444 = -8147633.494019 nChanged 41 SP:Iteration 69Q (4388.320000 sec): 3 clusters Score: Raw -8151260.654853 + Penalty 3621.453444 = -8147639.201409 nChanged 45 SP:Iteration 70Q (4388.500000 sec): 3 clusters Score: Raw -8151265.614023 + Penalty 3621.453444 = -8147644.160580 nChanged 39 SP:Iteration 71Q (4388.700000 sec): 3 clusters Score: Raw -8151270.193688 + Penalty 3621.453444 = -8147648.740244 nChanged 45 SP:Iteration 72Q (4388.880000 sec): 3 clusters Score: Raw -8151276.355858 + Penalty 3621.453444 = -8147654.902414 nChanged 44 SP:Iteration 73Q (4389.060000 sec): 3 clusters Score: Raw -8151281.199262 + Penalty 3621.453444 = -8147659.745818 nChanged 28 SP:Iteration 74Q (4389.250000 sec): 3 clusters Score: Raw -8151284.631080 + Penalty 3621.453444 = -8147663.177637 nChanged 33 SP:Iteration 75Q (4389.430000 sec): 3 clusters Score: Raw -8151288.666674 + Penalty 3621.453444 = -8147667.213230 nChanged 26 SP:Iteration 76Q (4389.610000 sec): 3 clusters Score: Raw -8151291.434396 + Penalty 3621.453444 = -8147669.980952 nChanged 22 SP:Iteration 77Q (4389.780000 sec): 3 clusters Score: Raw -8151293.725867 + Penalty 3621.453444 = -8147672.272423 nChanged 26 SP:Iteration 78Q (4389.950000 sec): 3 clusters Score: Raw -8151296.135757 + Penalty 3621.453444 = -8147674.682313 nChanged 26 SP:Iteration 79Q (4390.130000 sec): 3 clusters Score: Raw -8151298.588008 + Penalty 3621.453444 = -8147677.134564 nChanged 18 SP:Iteration 80F (4390.350000 sec): 3 clusters Score: Raw -8151300.220776 + Penalty 3621.453444 = -8147678.767332 nChanged 22 SP:Iteration 81Q (4390.520000 sec): 3 clusters Score: Raw -8151302.458068 + Penalty 3621.453444 = -8147681.004624 nChanged 19 SP:Iteration 82Q (4390.700000 sec): 3 clusters Score: Raw -8151303.993315 + Penalty 3621.453444 = -8147682.539871 nChanged 16 SP:Iteration 83Q (4390.880000 sec): 3 clusters Score: Raw -8151305.271054 + Penalty 3621.453444 = -8147683.817610 nChanged 8 SP:Iteration 84Q (4391.050000 sec): 3 clusters Score: Raw -8151305.907800 + Penalty 3621.453444 = -8147684.454356 nChanged 11 SP:Iteration 85Q (4391.220000 sec): 3 clusters Score: Raw -8151307.032605 + Penalty 3621.453444 = -8147685.579162 nChanged 11 SP:Iteration 86Q (4391.410000 sec): 3 clusters Score: Raw -8151308.149454 + Penalty 3621.453444 = -8147686.696010 nChanged 11 SP:Iteration 87Q (4391.590000 sec): 3 clusters Score: Raw -8151309.232505 + Penalty 3621.453444 = -8147687.779062 nChanged 12 SP:Iteration 88Q (4391.770000 sec): 3 clusters Score: Raw -8151310.366512 + Penalty 3621.453444 = -8147688.913068 nChanged 13 SP:Iteration 89Q (4391.940000 sec): 3 clusters Score: Raw -8151311.271221 + Penalty 3621.453444 = -8147689.817777 nChanged 6 SP:Iteration 90Q (4392.120000 sec): 3 clusters Score: Raw -8151311.720248 + Penalty 3621.453444 = -8147690.266805 nChanged 7 SP:Iteration 91Q (4392.300000 sec): 3 clusters Score: Raw -8151312.545278 + Penalty 3621.453444 = -8147691.091834 nChanged 9 SP:Iteration 92Q (4392.480000 sec): 3 clusters Score: Raw -8151313.162689 + Penalty 3621.453444 = -8147691.709245 nChanged 5 SP:Iteration 93Q (4392.650000 sec): 3 clusters Score: Raw -8151313.649616 + Penalty 3621.453444 = -8147692.196172 nChanged 7 SP:Iteration 94Q (4392.820000 sec): 3 clusters Score: Raw -8151314.144037 + Penalty 3621.453444 = -8147692.690593 nChanged 10 SP:Iteration 95Q (4393.000000 sec): 3 clusters Score: Raw -8151314.756515 + Penalty 3621.453444 = -8147693.303071 nChanged 3 SP:Iteration 96Q (4393.180000 sec): 3 clusters Score: Raw -8151314.982704 + Penalty 3621.453444 = -8147693.529260 nChanged 3 SP:Iteration 97Q (4393.350000 sec): 3 clusters Score: Raw -8151315.248312 + Penalty 3621.453444 = -8147693.794868 nChanged 4 SP:Iteration 98Q (4393.520000 sec): 3 clusters Score: Raw -8151315.806188 + Penalty 3621.453444 = -8147694.352744 nChanged 9 SP:Iteration 99Q (4393.700000 sec): 3 clusters Score: Raw -8151316.732493 + Penalty 3621.453444 = -8147695.279049 nChanged 7 SP:Iteration 100F (4393.930000 sec): 3 clusters Score: Raw -8151317.512906 + Penalty 3621.453444 = -8147696.059462 nChanged 7 SP:Iteration 101Q (4394.100000 sec): 3 clusters Score: Raw -8151318.284249 + Penalty 3621.453444 = -8147696.830805 nChanged 11 SP:Iteration 102Q (4394.270000 sec): 3 clusters Score: Raw -8151319.619405 + Penalty 3621.453444 = -8147698.165961 nChanged 13 SP:Iteration 103Q (4394.450000 sec): 3 clusters Score: Raw -8151320.961100 + Penalty 3621.453444 = -8147699.507657 nChanged 14 SP:Iteration 104Q (4394.620000 sec): 3 clusters Score: Raw -8151321.956898 + Penalty 3621.453444 = -8147700.503454 nChanged 13 SP:Iteration 105Q (4394.800000 sec): 3 clusters Score: Raw -8151323.012726 + Penalty 3621.453444 = -8147701.559283 nChanged 12 SP:Iteration 106Q (4394.960000 sec): 3 clusters Score: Raw -8151323.799742 + Penalty 3621.453444 = -8147702.346298 nChanged 4 SP:Iteration 107Q (4395.130000 sec): 3 clusters Score: Raw -8151324.225815 + Penalty 3621.453444 = -8147702.772371 nChanged 6 SP:Iteration 108Q (4395.300000 sec): 3 clusters Score: Raw -8151324.737478 + Penalty 3621.453444 = -8147703.284034 nChanged 7 SP:Iteration 109Q (4395.470000 sec): 3 clusters Score: Raw -8151325.331980 + Penalty 3621.453444 = -8147703.878537 nChanged 8 SP:Iteration 110Q (4395.640000 sec): 3 clusters Score: Raw -8151326.477076 + Penalty 3621.453444 = -8147705.023632 nChanged 9 SP:Iteration 111Q (4395.810000 sec): 3 clusters Score: Raw -8151327.247026 + Penalty 3621.453444 = -8147705.793582 nChanged 7 SP:Iteration 112Q (4395.980000 sec): 3 clusters Score: Raw -8151327.834538 + Penalty 3621.453444 = -8147706.381094 nChanged 11 SP:Iteration 113Q (4396.140000 sec): 3 clusters Score: Raw -8151328.693467 + Penalty 3621.453444 = -8147707.240023 nChanged 10 SP:Iteration 114Q (4396.310000 sec): 3 clusters Score: Raw -8151329.869096 + Penalty 3621.453444 = -8147708.415652 nChanged 15 SP:Iteration 115Q (4396.480000 sec): 3 clusters Score: Raw -8151331.122406 + Penalty 3621.453444 = -8147709.668963 nChanged 15 SP:Iteration 116Q (4396.650000 sec): 3 clusters Score: Raw -8151332.209133 + Penalty 3621.453444 = -8147710.755689 nChanged 11 SP:Iteration 117Q (4396.820000 sec): 3 clusters Score: Raw -8151333.383014 + Penalty 3621.453444 = -8147711.929570 nChanged 16 SP:Iteration 118Q (4397.010000 sec): 3 clusters Score: Raw -8151335.001393 + Penalty 3621.453444 = -8147713.547950 nChanged 18 SP:Iteration 119Q (4397.200000 sec): 3 clusters Score: Raw -8151337.340705 + Penalty 3621.453444 = -8147715.887261 nChanged 21 SP:Iteration 120F (4397.440000 sec): 3 clusters Score: Raw -8151339.721756 + Penalty 3621.453444 = -8147718.268312 nChanged 18 SP:Iteration 121Q (4397.610000 sec): 3 clusters Score: Raw -8151341.663546 + Penalty 3621.453444 = -8147720.210102 nChanged 19 SP:Iteration 122Q (4397.790000 sec): 3 clusters Score: Raw -8151343.870158 + Penalty 3621.453444 = -8147722.416714 nChanged 15 SP:Iteration 123Q (4397.960000 sec): 3 clusters Score: Raw -8151346.219695 + Penalty 3621.453444 = -8147724.766251 nChanged 18 SP:Iteration 124Q (4398.130000 sec): 3 clusters Score: Raw -8151348.438683 + Penalty 3621.453444 = -8147726.985240 nChanged 19 SP:Iteration 125Q (4398.310000 sec): 3 clusters Score: Raw -8151350.493962 + Penalty 3621.453444 = -8147729.040518 nChanged 13 SP:Iteration 126Q (4398.480000 sec): 3 clusters Score: Raw -8151351.914390 + Penalty 3621.453444 = -8147730.460946 nChanged 13 SP:Iteration 127Q (4398.670000 sec): 3 clusters Score: Raw -8151353.347630 + Penalty 3621.453444 = -8147731.894186 nChanged 14 SP:Iteration 128Q (4398.840000 sec): 3 clusters Score: Raw -8151355.055911 + Penalty 3621.453444 = -8147733.602468 nChanged 15 SP:Iteration 129Q (4399.010000 sec): 3 clusters Score: Raw -8151356.516131 + Penalty 3621.453444 = -8147735.062687 nChanged 11 SP:Iteration 130Q (4399.190000 sec): 3 clusters Score: Raw -8151357.507452 + Penalty 3621.453444 = -8147736.054009 nChanged 12 SP:Iteration 131Q (4399.360000 sec): 3 clusters Score: Raw -8151359.153546 + Penalty 3621.453444 = -8147737.700102 nChanged 16 SP:Iteration 132Q (4399.540000 sec): 3 clusters Score: Raw -8151361.258848 + Penalty 3621.453444 = -8147739.805404 nChanged 19 SP:Iteration 133Q (4399.720000 sec): 3 clusters Score: Raw -8151363.772319 + Penalty 3621.453444 = -8147742.318876 nChanged 27 SP:Iteration 134Q (4399.900000 sec): 3 clusters Score: Raw -8151367.364492 + Penalty 3621.453444 = -8147745.911048 nChanged 24 SP:Iteration 135Q (4400.070000 sec): 3 clusters Score: Raw -8151370.099827 + Penalty 3621.453444 = -8147748.646383 nChanged 14 SP:Iteration 136Q (4400.250000 sec): 3 clusters Score: Raw -8151371.812917 + Penalty 3621.453444 = -8147750.359473 nChanged 19 SP:Iteration 137Q (4400.420000 sec): 3 clusters Score: Raw -8151374.622775 + Penalty 3621.453444 = -8147753.169331 nChanged 20 SP:Iteration 138Q (4400.590000 sec): 3 clusters Score: Raw -8151378.424499 + Penalty 3621.453444 = -8147756.971055 nChanged 19 SP:Iteration 139Q (4400.760000 sec): 3 clusters Score: Raw -8151381.094567 + Penalty 3621.453444 = -8147759.641123 nChanged 21 SP:Iteration 140F (4401.010000 sec): 3 clusters Score: Raw -8151384.463171 + Penalty 3621.453444 = -8147763.009727 nChanged 24 SP:Iteration 141Q (4401.180000 sec): 3 clusters Score: Raw -8151387.574857 + Penalty 3621.453444 = -8147766.121413 nChanged 21 SP:Iteration 142Q (4401.350000 sec): 3 clusters Score: Raw -8151390.221623 + Penalty 3621.453444 = -8147768.768179 nChanged 24 SP:Iteration 143Q (4401.520000 sec): 3 clusters Score: Raw -8151392.987902 + Penalty 3621.453444 = -8147771.534458 nChanged 23 SP:Iteration 144Q (4401.690000 sec): 3 clusters Score: Raw -8151396.344896 + Penalty 3621.453444 = -8147774.891452 nChanged 24 SP:Iteration 145Q (4401.870000 sec): 3 clusters Score: Raw -8151399.474504 + Penalty 3621.453444 = -8147778.021061 nChanged 21 SP:Iteration 146Q (4402.050000 sec): 3 clusters Score: Raw -8151401.852353 + Penalty 3621.453444 = -8147780.398909 nChanged 19 SP:Iteration 147Q (4402.230000 sec): 3 clusters Score: Raw -8151404.323939 + Penalty 3621.453444 = -8147782.870495 nChanged 23 SP:Iteration 148Q (4402.390000 sec): 3 clusters Score: Raw -8151407.439409 + Penalty 3621.453444 = -8147785.985966 nChanged 24 SP:Iteration 149Q (4402.570000 sec): 3 clusters Score: Raw -8151411.942229 + Penalty 3621.453444 = -8147790.488786 nChanged 25 SP:Iteration 150Q (4402.740000 sec): 3 clusters Score: Raw -8151415.862069 + Penalty 3621.453444 = -8147794.408626 nChanged 28 SP:Iteration 151Q (4402.910000 sec): 3 clusters Score: Raw -8151419.860868 + Penalty 3621.453444 = -8147798.407424 nChanged 24 SP:Iteration 152Q (4403.080000 sec): 3 clusters Score: Raw -8151423.099209 + Penalty 3621.453444 = -8147801.645765 nChanged 19 SP:Iteration 153Q (4403.260000 sec): 3 clusters Score: Raw -8151425.443368 + Penalty 3621.453444 = -8147803.989925 nChanged 16 SP:Iteration 154Q (4403.440000 sec): 3 clusters Score: Raw -8151427.392635 + Penalty 3621.453444 = -8147805.939191 nChanged 12 SP:Iteration 155Q (4403.610000 sec): 3 clusters Score: Raw -8151428.225895 + Penalty 3621.453444 = -8147806.772451 nChanged 9 SP:Iteration 156Q (4403.770000 sec): 3 clusters Score: Raw -8151429.265694 + Penalty 3621.453444 = -8147807.812251 nChanged 9 SP:Iteration 157Q (4403.940000 sec): 3 clusters Score: Raw -8151430.510127 + Penalty 3621.453444 = -8147809.056683 nChanged 9 SP:Iteration 158Q (4404.120000 sec): 3 clusters Score: Raw -8151431.848974 + Penalty 3621.453444 = -8147810.395530 nChanged 10 SP:Iteration 159Q (4404.290000 sec): 3 clusters Score: Raw -8151432.910269 + Penalty 3621.453444 = -8147811.456826 nChanged 8 SP:Iteration 160F (4404.520000 sec): 3 clusters Score: Raw -8151434.057442 + Penalty 3621.453444 = -8147812.603999 nChanged 11 SP:Iteration 161Q (4404.690000 sec): 3 clusters Score: Raw -8151434.933857 + Penalty 3621.453444 = -8147813.480413 nChanged 6 SP:Iteration 162Q (4404.870000 sec): 3 clusters Score: Raw -8151435.302491 + Penalty 3621.453444 = -8147813.849048 nChanged 3 SP:Iteration 163Q (4405.030000 sec): 3 clusters Score: Raw -8151435.440753 + Penalty 3621.453444 = -8147813.987309 nChanged 1 SP:Iteration 164Q (4405.200000 sec): 3 clusters Score: Raw -8151435.494643 + Penalty 3621.453444 = -8147814.041200 nChanged 1 SP:Iteration 165Q (4405.370000 sec): 3 clusters Score: Raw -8151435.562221 + Penalty 3621.453444 = -8147814.108778 nChanged 1 SP:Iteration 166Q (4405.550000 sec): 3 clusters Score: Raw -8151435.656667 + Penalty 3621.453444 = -8147814.203223 nChanged 1 SP:Iteration 167Q (4405.730000 sec): 3 clusters Score: Raw -8151435.728154 + Penalty 3621.453444 = -8147814.274711 nChanged 1 SP:Iteration 168Q (4405.900000 sec): 3 clusters Score: Raw -8151435.798798 + Penalty 3621.453444 = -8147814.345354 nChanged 1 SP:Iteration 169Q (4406.070000 sec): 3 clusters Score: Raw -8151436.058981 + Penalty 3621.453444 = -8147814.605537 nChanged 3 SP:Iteration 170Q (4406.240000 sec): 3 clusters Score: Raw -8151436.471965 + Penalty 3621.453444 = -8147815.018521 nChanged 3 SP:Iteration 171Q (4406.400000 sec): 3 clusters Score: Raw -8151436.915008 + Penalty 3621.453444 = -8147815.461565 nChanged 4 SP:Iteration 172Q (4406.570000 sec): 3 clusters Score: Raw -8151437.325174 + Penalty 3621.453444 = -8147815.871731 nChanged 2 SP:Iteration 173Q (4406.750000 sec): 3 clusters Score: Raw -8151437.547113 + Penalty 3621.453444 = -8147816.093669 nChanged 2 SP:Iteration 174Q (4406.930000 sec): 3 clusters Score: Raw -8151437.792075 + Penalty 3621.453444 = -8147816.338631 nChanged 2 SP:Iteration 175Q (4407.110000 sec): 3 clusters Score: Raw -8151437.945723 + Penalty 3621.453444 = -8147816.492279 nChanged 2 SP:Iteration 176Q (4407.270000 sec): 3 clusters Score: Raw -8151438.204855 + Penalty 3621.453444 = -8147816.751411 nChanged 1 SP:Iteration 177Q (4407.440000 sec): 3 clusters Score: Raw -8151438.231642 + Penalty 3621.453444 = -8147816.778198 nChanged 0 SP:Iteration 178F (4407.670000 sec): 3 clusters Score: Raw -8151438.231642 + Penalty 3621.453444 = -8147816.778198 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.710000 sec): 2 clusters Score: Raw -75725.747069 + Penalty 1060.555415 = -74665.191655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.720000 sec): 3 clusters Score: Raw -75720.010303 + Penalty 2121.110829 = -73598.899473 nChanged 191 SP:Iteration 1F (4407.720000 sec): 3 clusters Score: Raw -76144.118376 + Penalty 2121.110829 = -74023.007547 nChanged 70 SP:Iteration 2F (4407.720000 sec): 3 clusters Score: Raw -76264.961727 + Penalty 2121.110829 = -74143.850898 nChanged 39 SP:Iteration 3F (4407.720000 sec): 3 clusters Score: Raw -76337.359407 + Penalty 2121.110829 = -74216.248577 nChanged 25 SP:Iteration 4Q (4407.730000 sec): 3 clusters Score: Raw -76387.955957 + Penalty 2121.110829 = -74266.845128 nChanged 13 SP:Iteration 5Q (4407.730000 sec): 3 clusters Score: Raw -76409.704382 + Penalty 2121.110829 = -74288.593553 nChanged 4 SP:Iteration 6Q (4407.730000 sec): 3 clusters Score: Raw -76415.039594 + Penalty 2121.110829 = -74293.928764 nChanged 3 SP:Iteration 7Q (4407.730000 sec): 3 clusters Score: Raw -76419.356854 + Penalty 2121.110829 = -74298.246024 nChanged 1 SP:Iteration 8Q (4407.730000 sec): 3 clusters Score: Raw -76419.882980 + Penalty 2121.110829 = -74298.772150 nChanged 0 SP:Iteration 9F (4407.730000 sec): 3 clusters Score: Raw -76419.882980 + Penalty 2121.110829 = -74298.772150 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.770000 sec): 2 clusters Score: Raw -1061612.539564 + Penalty 1473.188750 = -1060139.350814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.800000 sec): 3 clusters Score: Raw -1056669.194256 + Penalty 2946.377499 = -1053722.816756 nChanged 3702 SP:Iteration 1F (4407.830000 sec): 3 clusters Score: Raw -1058702.294704 + Penalty 2946.377499 = -1055755.917205 nChanged 494 SP:Iteration 2F (4407.850000 sec): 3 clusters Score: Raw -1058898.151145 + Penalty 2946.377499 = -1055951.773646 nChanged 365 SP:Iteration 3Q (4407.880000 sec): 3 clusters Score: Raw -1059044.299510 + Penalty 2946.377499 = -1056097.922011 nChanged 331 SP:Iteration 4Q (4407.910000 sec): 3 clusters Score: Raw -1059164.409453 + Penalty 2946.377499 = -1056218.031953 nChanged 294 SP:Iteration 5Q (4407.930000 sec): 3 clusters Score: Raw -1059259.443747 + Penalty 2946.377499 = -1056313.066248 nChanged 265 SP:Iteration 6Q (4407.960000 sec): 3 clusters Score: Raw -1059358.636157 + Penalty 2946.377499 = -1056412.258658 nChanged 262 SP:Iteration 7Q (4407.990000 sec): 3 clusters Score: Raw -1059462.486930 + Penalty 2946.377499 = -1056516.109430 nChanged 275 SP:Iteration 8Q (4408.010000 sec): 3 clusters Score: Raw -1059582.268120 + Penalty 2946.377499 = -1056635.890621 nChanged 283 SP:Iteration 9Q (4408.040000 sec): 3 clusters Score: Raw -1059716.233416 + Penalty 2946.377499 = -1056769.855916 nChanged 298 SP:Iteration 10Q (4408.060000 sec): 3 clusters Score: Raw -1059871.317218 + Penalty 2946.377499 = -1056924.939719 nChanged 334 SP:Iteration 11Q (4408.090000 sec): 3 clusters Score: Raw -1060057.398335 + Penalty 2946.377499 = -1057111.020836 nChanged 362 SP:Iteration 12Q (4408.110000 sec): 3 clusters Score: Raw -1060272.476199 + Penalty 2946.377499 = -1057326.098700 nChanged 360 SP:Iteration 13Q (4408.140000 sec): 3 clusters Score: Raw -1060498.277806 + Penalty 2946.377499 = -1057551.900307 nChanged 343 SP:Iteration 14Q (4408.170000 sec): 3 clusters Score: Raw -1060719.182693 + Penalty 2946.377499 = -1057772.805194 nChanged 312 SP:Iteration 15Q (4408.190000 sec): 3 clusters Score: Raw -1060913.931567 + Penalty 2946.377499 = -1057967.554068 nChanged 267 SP:Iteration 16Q (4408.210000 sec): 3 clusters Score: Raw -1061065.036804 + Penalty 2946.377499 = -1058118.659304 nChanged 218 SP:Iteration 17Q (4408.240000 sec): 3 clusters Score: Raw -1061183.826787 + Penalty 2946.377499 = -1058237.449288 nChanged 178 SP:Iteration 18Q (4408.260000 sec): 3 clusters Score: Raw -1061284.530232 + Penalty 2946.377499 = -1058338.152733 nChanged 170 SP:Iteration 19Q (4408.290000 sec): 3 clusters Score: Raw -1061381.900226 + Penalty 2946.377499 = -1058435.522727 nChanged 164 SP:Iteration 20F (4408.310000 sec): 3 clusters Score: Raw -1061488.602630 + Penalty 2946.377499 = -1058542.225131 nChanged 146 SP:Iteration 21Q (4408.330000 sec): 3 clusters Score: Raw -1061564.268791 + Penalty 2946.377499 = -1058617.891292 nChanged 113 SP:Iteration 22Q (4408.360000 sec): 3 clusters Score: Raw -1061615.894045 + Penalty 2946.377499 = -1058669.516546 nChanged 96 SP:Iteration 23Q (4408.380000 sec): 3 clusters Score: Raw -1061665.461753 + Penalty 2946.377499 = -1058719.084254 nChanged 86 SP:Iteration 24Q (4408.400000 sec): 3 clusters Score: Raw -1061709.257058 + Penalty 2946.377499 = -1058762.879559 nChanged 83 SP:Iteration 25Q (4408.420000 sec): 3 clusters Score: Raw -1061746.673291 + Penalty 2946.377499 = -1058800.295792 nChanged 51 SP:Iteration 26Q (4408.450000 sec): 3 clusters Score: Raw -1061770.376155 + Penalty 2946.377499 = -1058823.998655 nChanged 54 SP:Iteration 27Q (4408.470000 sec): 3 clusters Score: Raw -1061795.764081 + Penalty 2946.377499 = -1058849.386581 nChanged 52 SP:Iteration 28Q (4408.490000 sec): 3 clusters Score: Raw -1061818.224119 + Penalty 2946.377499 = -1058871.846619 nChanged 37 SP:Iteration 29Q (4408.510000 sec): 3 clusters Score: Raw -1061830.091638 + Penalty 2946.377499 = -1058883.714139 nChanged 35 SP:Iteration 30Q (4408.530000 sec): 3 clusters Score: Raw -1061843.791435 + Penalty 2946.377499 = -1058897.413936 nChanged 36 SP:Iteration 31Q (4408.550000 sec): 3 clusters Score: Raw -1061857.004053 + Penalty 2946.377499 = -1058910.626554 nChanged 30 SP:Iteration 32Q (4408.570000 sec): 3 clusters Score: Raw -1061871.162808 + Penalty 2946.377499 = -1058924.785309 nChanged 36 SP:Iteration 33Q (4408.600000 sec): 3 clusters Score: Raw -1061885.306417 + Penalty 2946.377499 = -1058938.928918 nChanged 27 SP:Iteration 34Q (4408.620000 sec): 3 clusters Score: Raw -1061894.732494 + Penalty 2946.377499 = -1058948.354994 nChanged 27 SP:Iteration 35Q (4408.650000 sec): 3 clusters Score: Raw -1061905.877682 + Penalty 2946.377499 = -1058959.500183 nChanged 22 SP:Iteration 36Q (4408.670000 sec): 3 clusters Score: Raw -1061916.636959 + Penalty 2946.377499 = -1058970.259460 nChanged 21 SP:Iteration 37Q (4408.690000 sec): 3 clusters Score: Raw -1061923.791319 + Penalty 2946.377499 = -1058977.413820 nChanged 15 SP:Iteration 38Q (4408.710000 sec): 3 clusters Score: Raw -1061928.160300 + Penalty 2946.377499 = -1058981.782801 nChanged 11 SP:Iteration 39Q (4408.730000 sec): 3 clusters Score: Raw -1061932.831620 + Penalty 2946.377499 = -1058986.454120 nChanged 10 SP:Iteration 40F (4408.760000 sec): 3 clusters Score: Raw -1061936.377968 + Penalty 2946.377499 = -1058990.000469 nChanged 12 SP:Iteration 41Q (4408.780000 sec): 3 clusters Score: Raw -1061940.097549 + Penalty 2946.377499 = -1058993.720050 nChanged 12 SP:Iteration 42Q (4408.800000 sec): 3 clusters Score: Raw -1061945.182789 + Penalty 2946.377499 = -1058998.805289 nChanged 15 SP:Iteration 43Q (4408.830000 sec): 3 clusters Score: Raw -1061950.576530 + Penalty 2946.377499 = -1059004.199031 nChanged 11 SP:Iteration 44Q (4408.850000 sec): 3 clusters Score: Raw -1061955.653884 + Penalty 2946.377499 = -1059009.276385 nChanged 13 SP:Iteration 45Q (4408.870000 sec): 3 clusters Score: Raw -1061961.967747 + Penalty 2946.377499 = -1059015.590247 nChanged 12 SP:Iteration 46Q (4408.890000 sec): 3 clusters Score: Raw -1061965.852880 + Penalty 2946.377499 = -1059019.475381 nChanged 9 SP:Iteration 47Q (4408.910000 sec): 3 clusters Score: Raw -1061969.603967 + Penalty 2946.377499 = -1059023.226467 nChanged 4 SP:Iteration 48Q (4408.930000 sec): 3 clusters Score: Raw -1061970.395872 + Penalty 2946.377499 = -1059024.018372 nChanged 5 SP:Iteration 49Q (4408.950000 sec): 3 clusters Score: Raw -1061971.939681 + Penalty 2946.377499 = -1059025.562181 nChanged 6 SP:Iteration 50Q (4408.970000 sec): 3 clusters Score: Raw -1061974.006428 + Penalty 2946.377499 = -1059027.628929 nChanged 5 SP:Iteration 51Q (4408.990000 sec): 3 clusters Score: Raw -1061975.723814 + Penalty 2946.377499 = -1059029.346314 nChanged 7 SP:Iteration 52Q (4409.010000 sec): 3 clusters Score: Raw -1061977.929836 + Penalty 2946.377499 = -1059031.552337 nChanged 6 SP:Iteration 53Q (4409.030000 sec): 3 clusters Score: Raw -1061979.312567 + Penalty 2946.377499 = -1059032.935068 nChanged 2 SP:Iteration 54Q (4409.050000 sec): 3 clusters Score: Raw -1061979.853352 + Penalty 2946.377499 = -1059033.475852 nChanged 1 SP:Iteration 55Q (4409.070000 sec): 3 clusters Score: Raw -1061980.168631 + Penalty 2946.377499 = -1059033.791132 nChanged 1 SP:Iteration 56Q (4409.090000 sec): 3 clusters Score: Raw -1061980.525996 + Penalty 2946.377499 = -1059034.148496 nChanged 0 SP:Iteration 57F (4409.120000 sec): 3 clusters Score: Raw -1061980.525996 + Penalty 2946.377499 = -1059034.148496 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (27591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4409.210000 sec): 2 clusters Score: Raw -3370317.794447 + Penalty 1661.602298 = -3368656.192149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4409.300000 sec): 3 clusters Score: Raw -3353417.090087 + Penalty 3323.204596 = -3350093.885491 nChanged 12598 SP:Iteration 1F (4409.380000 sec): 3 clusters Score: Raw -3360199.474545 + Penalty 3323.204596 = -3356876.269949 nChanged 1135 SP:Iteration 2Q (4409.470000 sec): 3 clusters Score: Raw -3360502.465378 + Penalty 3323.204596 = -3357179.260782 nChanged 1037 SP:Iteration 3Q (4409.560000 sec): 3 clusters Score: Raw -3360802.375561 + Penalty 3323.204596 = -3357479.170965 nChanged 1049 SP:Iteration 4Q (4409.650000 sec): 3 clusters Score: Raw -3361166.810016 + Penalty 3323.204596 = -3357843.605420 nChanged 1166 SP:Iteration 5Q (4409.750000 sec): 3 clusters Score: Raw -3361650.232934 + Penalty 3323.204596 = -3358327.028337 nChanged 1307 SP:Iteration 6Q (4409.830000 sec): 3 clusters Score: Raw -3362335.664634 + Penalty 3323.204596 = -3359012.460038 nChanged 1565 SP:Iteration 7F (4409.920000 sec): 3 clusters Score: Raw -3363364.142358 + Penalty 3323.204596 = -3360040.937762 nChanged 1731 SP:Iteration 8F (4410.010000 sec): 3 clusters Score: Raw -3364753.286885 + Penalty 3323.204596 = -3361430.082288 nChanged 1701 SP:Iteration 9F (4410.090000 sec): 3 clusters Score: Raw -3366254.550770 + Penalty 3323.204596 = -3362931.346174 nChanged 1423 SP:Iteration 10F (4410.180000 sec): 3 clusters Score: Raw -3367430.437514 + Penalty 3323.204596 = -3364107.232918 nChanged 1042 SP:Iteration 11Q (4410.260000 sec): 3 clusters Score: Raw -3368104.230844 + Penalty 3323.204596 = -3364781.026248 nChanged 688 SP:Iteration 12Q (4410.330000 sec): 3 clusters Score: Raw -3368450.616510 + Penalty 3323.204596 = -3365127.411914 nChanged 521 SP:Iteration 13Q (4410.410000 sec): 3 clusters Score: Raw -3368726.461117 + Penalty 3323.204596 = -3365403.256520 nChanged 459 SP:Iteration 14Q (4410.480000 sec): 3 clusters Score: Raw -3368987.988548 + Penalty 3323.204596 = -3365664.783952 nChanged 427 SP:Iteration 15Q (4410.560000 sec): 3 clusters Score: Raw -3369212.726987 + Penalty 3323.204596 = -3365889.522391 nChanged 363 SP:Iteration 16Q (4410.640000 sec): 3 clusters Score: Raw -3369390.721223 + Penalty 3323.204596 = -3366067.516627 nChanged 333 SP:Iteration 17Q (4410.710000 sec): 3 clusters Score: Raw -3369557.399840 + Penalty 3323.204596 = -3366234.195244 nChanged 332 SP:Iteration 18Q (4410.780000 sec): 3 clusters Score: Raw -3369735.467870 + Penalty 3323.204596 = -3366412.263274 nChanged 275 SP:Iteration 19Q (4410.850000 sec): 3 clusters Score: Raw -3369877.562570 + Penalty 3323.204596 = -3366554.357974 nChanged 241 SP:Iteration 20F (4410.940000 sec): 3 clusters Score: Raw -3370008.996321 + Penalty 3323.204596 = -3366685.791725 nChanged 217 SP:Iteration 21Q (4411.010000 sec): 3 clusters Score: Raw -3370117.296741 + Penalty 3323.204596 = -3366794.092145 nChanged 175 SP:Iteration 22Q (4411.080000 sec): 3 clusters Score: Raw -3370204.089972 + Penalty 3323.204596 = -3366880.885376 nChanged 140 SP:Iteration 23Q (4411.150000 sec): 3 clusters Score: Raw -3370265.833683 + Penalty 3323.204596 = -3366942.629087 nChanged 109 SP:Iteration 24Q (4411.210000 sec): 3 clusters Score: Raw -3370314.498529 + Penalty 3323.204596 = -3366991.293933 nChanged 96 SP:Iteration 25Q (4411.270000 sec): 3 clusters Score: Raw -3370350.474842 + Penalty 3323.204596 = -3367027.270245 nChanged 74 SP:Iteration 26Q (4411.340000 sec): 3 clusters Score: Raw -3370378.645314 + Penalty 3323.204596 = -3367055.440718 nChanged 74 SP:Iteration 27Q (4411.400000 sec): 3 clusters Score: Raw -3370404.728409 + Penalty 3323.204596 = -3367081.523813 nChanged 60 SP:Iteration 28Q (4411.470000 sec): 3 clusters Score: Raw -3370423.937535 + Penalty 3323.204596 = -3367100.732939 nChanged 51 SP:Iteration 29Q (4411.530000 sec): 3 clusters Score: Raw -3370441.530677 + Penalty 3323.204596 = -3367118.326080 nChanged 54 SP:Iteration 30Q (4411.610000 sec): 3 clusters Score: Raw -3370460.841117 + Penalty 3323.204596 = -3367137.636520 nChanged 41 SP:Iteration 31Q (4411.680000 sec): 3 clusters Score: Raw -3370472.384945 + Penalty 3323.204596 = -3367149.180349 nChanged 27 SP:Iteration 32Q (4411.750000 sec): 3 clusters Score: Raw -3370480.948015 + Penalty 3323.204596 = -3367157.743419 nChanged 26 SP:Iteration 33Q (4411.810000 sec): 3 clusters Score: Raw -3370488.707659 + Penalty 3323.204596 = -3367165.503063 nChanged 22 SP:Iteration 34Q (4411.870000 sec): 3 clusters Score: Raw -3370496.695278 + Penalty 3323.204596 = -3367173.490682 nChanged 28 SP:Iteration 35Q (4411.940000 sec): 3 clusters Score: Raw -3370507.415286 + Penalty 3323.204596 = -3367184.210690 nChanged 27 SP:Iteration 36Q (4412.000000 sec): 3 clusters Score: Raw -3370516.954614 + Penalty 3323.204596 = -3367193.750018 nChanged 21 SP:Iteration 37Q (4412.070000 sec): 3 clusters Score: Raw -3370523.570464 + Penalty 3323.204596 = -3367200.365868 nChanged 18 SP:Iteration 38Q (4412.130000 sec): 3 clusters Score: Raw -3370528.996608 + Penalty 3323.204596 = -3367205.792012 nChanged 25 SP:Iteration 39Q (4412.190000 sec): 3 clusters Score: Raw -3370536.472824 + Penalty 3323.204596 = -3367213.268227 nChanged 23 SP:Iteration 40F (4412.270000 sec): 3 clusters Score: Raw -3370546.827782 + Penalty 3323.204596 = -3367223.623185 nChanged 27 SP:Iteration 41Q (4412.340000 sec): 3 clusters Score: Raw -3370556.652583 + Penalty 3323.204596 = -3367233.447986 nChanged 20 SP:Iteration 42Q (4412.410000 sec): 3 clusters Score: Raw -3370563.894218 + Penalty 3323.204596 = -3367240.689622 nChanged 22 SP:Iteration 43Q (4412.470000 sec): 3 clusters Score: Raw -3370572.335306 + Penalty 3323.204596 = -3367249.130710 nChanged 15 SP:Iteration 44Q (4412.540000 sec): 3 clusters Score: Raw -3370577.470047 + Penalty 3323.204596 = -3367254.265451 nChanged 8 SP:Iteration 45Q (4412.610000 sec): 3 clusters Score: Raw -3370579.578400 + Penalty 3323.204596 = -3367256.373803 nChanged 4 SP:Iteration 46Q (4412.670000 sec): 3 clusters Score: Raw -3370580.948634 + Penalty 3323.204596 = -3367257.744037 nChanged 6 SP:Iteration 47Q (4412.740000 sec): 3 clusters Score: Raw -3370582.311369 + Penalty 3323.204596 = -3367259.106773 nChanged 4 SP:Iteration 48Q (4412.800000 sec): 3 clusters Score: Raw -3370583.391218 + Penalty 3323.204596 = -3367260.186622 nChanged 5 SP:Iteration 49Q (4412.870000 sec): 3 clusters Score: Raw -3370584.899844 + Penalty 3323.204596 = -3367261.695247 nChanged 7 SP:Iteration 50Q (4412.930000 sec): 3 clusters Score: Raw -3370586.652517 + Penalty 3323.204596 = -3367263.447921 nChanged 5 SP:Iteration 51Q (4412.990000 sec): 3 clusters Score: Raw -3370587.290616 + Penalty 3323.204596 = -3367264.086020 nChanged 2 SP:Iteration 52Q (4413.050000 sec): 3 clusters Score: Raw -3370587.880772 + Penalty 3323.204596 = -3367264.676176 nChanged 3 SP:Iteration 53Q (4413.110000 sec): 3 clusters Score: Raw -3370588.895556 + Penalty 3323.204596 = -3367265.690960 nChanged 3 SP:Iteration 54Q (4413.170000 sec): 3 clusters Score: Raw -3370590.428762 + Penalty 3323.204596 = -3367267.224166 nChanged 5 SP:Iteration 55Q (4413.230000 sec): 3 clusters Score: Raw -3370591.861579 + Penalty 3323.204596 = -3367268.656982 nChanged 3 SP:Iteration 56Q (4413.290000 sec): 3 clusters Score: Raw -3370592.782704 + Penalty 3323.204596 = -3367269.578108 nChanged 3 SP:Iteration 57Q (4413.350000 sec): 3 clusters Score: Raw -3370593.251858 + Penalty 3323.204596 = -3367270.047261 nChanged 1 SP:Iteration 58Q (4413.420000 sec): 3 clusters Score: Raw -3370593.620163 + Penalty 3323.204596 = -3367270.415566 nChanged 3 SP:Iteration 59Q (4413.490000 sec): 3 clusters Score: Raw -3370594.226562 + Penalty 3323.204596 = -3367271.021966 nChanged 4 SP:Iteration 60F (4413.570000 sec): 3 clusters Score: Raw -3370594.805282 + Penalty 3323.204596 = -3367271.600686 nChanged 3 SP:Iteration 61Q (4413.640000 sec): 3 clusters Score: Raw -3370595.602071 + Penalty 3323.204596 = -3367272.397474 nChanged 3 SP:Iteration 62Q (4413.700000 sec): 3 clusters Score: Raw -3370596.784827 + Penalty 3323.204596 = -3367273.580231 nChanged 3 SP:Iteration 63Q (4413.760000 sec): 3 clusters Score: Raw -3370598.415415 + Penalty 3323.204596 = -3367275.210819 nChanged 6 SP:Iteration 64Q (4413.830000 sec): 3 clusters Score: Raw -3370600.675348 + Penalty 3323.204596 = -3367277.470752 nChanged 6 SP:Iteration 65Q (4413.890000 sec): 3 clusters Score: Raw -3370602.979522 + Penalty 3323.204596 = -3367279.774926 nChanged 8 SP:Iteration 66Q (4413.950000 sec): 3 clusters Score: Raw -3370608.694163 + Penalty 3323.204596 = -3367285.489567 nChanged 8 SP:Iteration 67Q (4414.010000 sec): 3 clusters Score: Raw -3370610.955056 + Penalty 3323.204596 = -3367287.750460 nChanged 6 SP:Iteration 68Q (4414.080000 sec): 3 clusters Score: Raw -3370613.135765 + Penalty 3323.204596 = -3367289.931169 nChanged 5 SP:Iteration 69Q (4414.140000 sec): 3 clusters Score: Raw -3370615.235710 + Penalty 3323.204596 = -3367292.031114 nChanged 9 SP:Iteration 70Q (4414.200000 sec): 3 clusters Score: Raw -3370618.883310 + Penalty 3323.204596 = -3367295.678714 nChanged 8 SP:Iteration 71Q (4414.260000 sec): 3 clusters Score: Raw -3370622.305238 + Penalty 3323.204596 = -3367299.100641 nChanged 10 SP:Iteration 72Q (4414.320000 sec): 3 clusters Score: Raw -3370626.485514 + Penalty 3323.204596 = -3367303.280917 nChanged 7 SP:Iteration 73Q (4414.390000 sec): 3 clusters Score: Raw -3370629.247548 + Penalty 3323.204596 = -3367306.042952 nChanged 6 SP:Iteration 74Q (4414.450000 sec): 3 clusters Score: Raw -3370631.053365 + Penalty 3323.204596 = -3367307.848769 nChanged 4 SP:Iteration 75Q (4414.520000 sec): 3 clusters Score: Raw -3370632.809019 + Penalty 3323.204596 = -3367309.604423 nChanged 2 SP:Iteration 76Q (4414.580000 sec): 3 clusters Score: Raw -3370633.410138 + Penalty 3323.204596 = -3367310.205542 nChanged 1 SP:Iteration 77Q (4414.640000 sec): 3 clusters Score: Raw -3370633.744872 + Penalty 3323.204596 = -3367310.540275 nChanged 1 SP:Iteration 78Q (4414.710000 sec): 3 clusters Score: Raw -3370633.880497 + Penalty 3323.204596 = -3367310.675901 nChanged 0 SP:Iteration 79F (4414.790000 sec): 3 clusters Score: Raw -3370633.880497 + Penalty 3323.204596 = -3367310.675901 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (103131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4415.140000 sec): 2 clusters Score: Raw -12138753.386477 + Penalty 1875.860237 = -12136877.526240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4415.490000 sec): 3 clusters Score: Raw -12071901.499837 + Penalty 3751.720474 = -12068149.779363 nChanged 49189 SP:Iteration 1F (4415.830000 sec): 3 clusters Score: Raw -12099607.309394 + Penalty 3751.720474 = -12095855.588921 nChanged 2710 SP:Iteration 2Q (4416.180000 sec): 3 clusters Score: Raw -12100144.197835 + Penalty 3751.720474 = -12096392.477361 nChanged 2935 SP:Iteration 3Q (4416.550000 sec): 3 clusters Score: Raw -12100834.007143 + Penalty 3751.720474 = -12097082.286669 nChanged 3281 SP:Iteration 4Q (4416.900000 sec): 3 clusters Score: Raw -12101802.783079 + Penalty 3751.720474 = -12098051.062606 nChanged 3986 SP:Iteration 5Q (4417.260000 sec): 3 clusters Score: Raw -12103407.406192 + Penalty 3751.720474 = -12099655.685718 nChanged 5291 SP:Iteration 6F (4417.600000 sec): 3 clusters Score: Raw -12106338.863936 + Penalty 3751.720474 = -12102587.143462 nChanged 6894 SP:Iteration 7F (4417.950000 sec): 3 clusters Score: Raw -12111397.722811 + Penalty 3751.720474 = -12107646.002337 nChanged 8026 SP:Iteration 8F (4418.290000 sec): 3 clusters Score: Raw -12118512.414154 + Penalty 3751.720474 = -12114760.693680 nChanged 7587 SP:Iteration 9F (4418.630000 sec): 3 clusters Score: Raw -12125900.243559 + Penalty 3751.720474 = -12122148.523086 nChanged 5540 SP:Iteration 10F (4418.970000 sec): 3 clusters Score: Raw -12131338.290004 + Penalty 3751.720474 = -12127586.569530 nChanged 3454 SP:Iteration 11Q (4419.260000 sec): 3 clusters Score: Raw -12134653.107550 + Penalty 3751.720474 = -12130901.387076 nChanged 2093 SP:Iteration 12Q (4419.550000 sec): 3 clusters Score: Raw -12136593.260309 + Penalty 3751.720474 = -12132841.539835 nChanged 1206 SP:Iteration 13Q (4419.820000 sec): 3 clusters Score: Raw -12137643.989905 + Penalty 3751.720474 = -12133892.269431 nChanged 678 SP:Iteration 14Q (4420.080000 sec): 3 clusters Score: Raw -12138204.626435 + Penalty 3751.720474 = -12134452.905962 nChanged 432 SP:Iteration 15Q (4420.330000 sec): 3 clusters Score: Raw -12138507.799426 + Penalty 3751.720474 = -12134756.078953 nChanged 280 SP:Iteration 16Q (4420.580000 sec): 3 clusters Score: Raw -12138683.339078 + Penalty 3751.720474 = -12134931.618605 nChanged 187 SP:Iteration 17Q (4420.830000 sec): 3 clusters Score: Raw -12138797.771126 + Penalty 3751.720474 = -12135046.050653 nChanged 142 SP:Iteration 18Q (4421.080000 sec): 3 clusters Score: Raw -12138885.488416 + Penalty 3751.720474 = -12135133.767942 nChanged 102 SP:Iteration 19Q (4421.330000 sec): 3 clusters Score: Raw -12138945.499048 + Penalty 3751.720474 = -12135193.778574 nChanged 76 SP:Iteration 20F (4421.670000 sec): 3 clusters Score: Raw -12138992.029551 + Penalty 3751.720474 = -12135240.309077 nChanged 60 SP:Iteration 21Q (4421.910000 sec): 3 clusters Score: Raw -12139026.657477 + Penalty 3751.720474 = -12135274.937003 nChanged 48 SP:Iteration 22Q (4422.150000 sec): 3 clusters Score: Raw -12139049.412940 + Penalty 3751.720474 = -12135297.692466 nChanged 41 SP:Iteration 23Q (4422.410000 sec): 3 clusters Score: Raw -12139068.057295 + Penalty 3751.720474 = -12135316.336821 nChanged 33 SP:Iteration 24Q (4422.650000 sec): 3 clusters Score: Raw -12139082.975219 + Penalty 3751.720474 = -12135331.254745 nChanged 29 SP:Iteration 25Q (4422.890000 sec): 3 clusters Score: Raw -12139095.417538 + Penalty 3751.720474 = -12135343.697065 nChanged 21 SP:Iteration 26Q (4423.130000 sec): 3 clusters Score: Raw -12139103.769017 + Penalty 3751.720474 = -12135352.048543 nChanged 17 SP:Iteration 27Q (4423.380000 sec): 3 clusters Score: Raw -12139113.089215 + Penalty 3751.720474 = -12135361.368741 nChanged 17 SP:Iteration 28Q (4423.610000 sec): 3 clusters Score: Raw -12139121.762873 + Penalty 3751.720474 = -12135370.042400 nChanged 14 SP:Iteration 29Q (4423.850000 sec): 3 clusters Score: Raw -12139128.979778 + Penalty 3751.720474 = -12135377.259304 nChanged 16 SP:Iteration 30Q (4424.100000 sec): 3 clusters Score: Raw -12139134.835788 + Penalty 3751.720474 = -12135383.115314 nChanged 9 SP:Iteration 31Q (4424.350000 sec): 3 clusters Score: Raw -12139138.938644 + Penalty 3751.720474 = -12135387.218170 nChanged 8 SP:Iteration 32Q (4424.590000 sec): 3 clusters Score: Raw -12139143.191794 + Penalty 3751.720474 = -12135391.471320 nChanged 9 SP:Iteration 33Q (4424.830000 sec): 3 clusters Score: Raw -12139148.158140 + Penalty 3751.720474 = -12135396.437666 nChanged 6 SP:Iteration 34Q (4425.070000 sec): 3 clusters Score: Raw -12139150.931670 + Penalty 3751.720474 = -12135399.211196 nChanged 7 SP:Iteration 35Q (4425.320000 sec): 3 clusters Score: Raw -12139155.148448 + Penalty 3751.720474 = -12135403.427974 nChanged 9 SP:Iteration 36Q (4425.570000 sec): 3 clusters Score: Raw -12139159.228659 + Penalty 3751.720474 = -12135407.508186 nChanged 8 SP:Iteration 37Q (4425.810000 sec): 3 clusters Score: Raw -12139162.574608 + Penalty 3751.720474 = -12135410.854134 nChanged 5 SP:Iteration 38Q (4426.050000 sec): 3 clusters Score: Raw -12139164.814492 + Penalty 3751.720474 = -12135413.094019 nChanged 8 SP:Iteration 39Q (4426.290000 sec): 3 clusters Score: Raw -12139168.096266 + Penalty 3751.720474 = -12135416.375793 nChanged 15 SP:Iteration 40F (4426.630000 sec): 3 clusters Score: Raw -12139175.359271 + Penalty 3751.720474 = -12135423.638798 nChanged 11 SP:Iteration 41Q (4426.870000 sec): 3 clusters Score: Raw -12139181.983950 + Penalty 3751.720474 = -12135430.263476 nChanged 10 SP:Iteration 42Q (4427.130000 sec): 3 clusters Score: Raw -12139185.946775 + Penalty 3751.720474 = -12135434.226301 nChanged 8 SP:Iteration 43Q (4427.370000 sec): 3 clusters Score: Raw -12139190.242927 + Penalty 3751.720474 = -12135438.522453 nChanged 8 SP:Iteration 44Q (4427.620000 sec): 3 clusters Score: Raw -12139195.900393 + Penalty 3751.720474 = -12135444.179919 nChanged 10 SP:Iteration 45Q (4427.870000 sec): 3 clusters Score: Raw -12139201.494648 + Penalty 3751.720474 = -12135449.774174 nChanged 10 SP:Iteration 46Q (4428.120000 sec): 3 clusters Score: Raw -12139205.461916 + Penalty 3751.720474 = -12135453.741443 nChanged 6 SP:Iteration 47Q (4428.370000 sec): 3 clusters Score: Raw -12139208.437841 + Penalty 3751.720474 = -12135456.717367 nChanged 3 SP:Iteration 48Q (4428.620000 sec): 3 clusters Score: Raw -12139209.865715 + Penalty 3751.720474 = -12135458.145241 nChanged 3 SP:Iteration 49Q (4428.870000 sec): 3 clusters Score: Raw -12139211.322450 + Penalty 3751.720474 = -12135459.601976 nChanged 3 SP:Iteration 50Q (4429.120000 sec): 3 clusters Score: Raw -12139212.206643 + Penalty 3751.720474 = -12135460.486169 nChanged 2 SP:Iteration 51Q (4429.360000 sec): 3 clusters Score: Raw -12139213.055823 + Penalty 3751.720474 = -12135461.335350 nChanged 0 SP:Iteration 52F (4429.700000 sec): 3 clusters Score: Raw -12139213.055823 + Penalty 3751.720474 = -12135461.335350 nChanged 0 Iteration 59Q (4438.560000 sec): 16 clusters Score: Raw -167670016.661403 + Penalty 34534.916946 = -167635481.744457 nChanged 2604 Iteration 60F (4463.500000 sec): 16 clusters Score: Raw -167671042.138104 + Penalty 34534.916946 = -167636507.221158 nChanged 2194 Iteration 61Q (4472.030000 sec): 16 clusters Score: Raw -167671791.507559 + Penalty 34534.916946 = -167637256.590613 nChanged 2048 Iteration 62Q (4480.370000 sec): 16 clusters Score: Raw -167672127.254111 + Penalty 34534.916946 = -167637592.337165 nChanged 1923 Iteration 63Q (4488.630000 sec): 16 clusters Score: Raw -167672404.235255 + Penalty 34534.916946 = -167637869.318309 nChanged 1897 Iteration 64Q (4497.030000 sec): 16 clusters Score: Raw -167672684.089761 + Penalty 34534.916946 = -167638149.172815 nChanged 1843 Iteration 65Q (4505.370000 sec): 16 clusters Score: Raw -167672964.162505 + Penalty 34534.916946 = -167638429.245559 nChanged 1762 Iteration 66Q (4513.600000 sec): 16 clusters Score: Raw -167673166.558329 + Penalty 34534.916946 = -167638631.641382 nChanged 1686 Iteration 67Q (4521.860000 sec): 16 clusters Score: Raw -167673368.495109 + Penalty 34534.916946 = -167638833.578163 nChanged 1685 Iteration 68Q (4530.110000 sec): 16 clusters Score: Raw -167673573.824260 + Penalty 34534.916946 = -167639038.907314 nChanged 1732 Iteration 69Q (4538.400000 sec): 16 clusters Score: Raw -167673767.647276 + Penalty 34534.916946 = -167639232.730330 nChanged 1730 Iteration 70Q (4546.860000 sec): 16 clusters Score: Raw -167673973.214607 + Penalty 34534.916946 = -167639438.297661 nChanged 1747 Iteration 71Q (4555.350000 sec): 16 clusters Score: Raw -167674150.958561 + Penalty 34534.916946 = -167639616.041615 nChanged 1714 Iteration 72Q (4563.750000 sec): 16 clusters Score: Raw -167674320.431500 + Penalty 34534.916946 = -167639785.514554 nChanged 1761 Iteration 73Q (4572.150000 sec): 16 clusters Score: Raw -167674493.266818 + Penalty 34534.916946 = -167639958.349872 nChanged 1777 Iteration 74Q (4580.530000 sec): 16 clusters Score: Raw -167674659.191801 + Penalty 34534.916946 = -167640124.274855 nChanged 1795 Iteration 75Q (4588.920000 sec): 16 clusters Score: Raw -167674817.367799 + Penalty 34534.916946 = -167640282.450853 nChanged 1703 Iteration 76Q (4597.300000 sec): 16 clusters Score: Raw -167674972.180516 + Penalty 34534.916946 = -167640437.263570 nChanged 1697 Iteration 77Q (4605.650000 sec): 16 clusters Score: Raw -167675120.646987 + Penalty 34534.916946 = -167640585.730041 nChanged 1631 Iteration 78Q (4613.830000 sec): 16 clusters Score: Raw -167675261.474164 + Penalty 34534.916946 = -167640726.557218 nChanged 1663 Iteration 79Q (4622.210000 sec): 16 clusters Score: Raw -167675403.347281 + Penalty 34534.916946 = -167640868.430335 nChanged 1544 Iteration 80F (4647.080000 sec): 16 clusters Score: Raw -167675653.764769 + Penalty 34534.916946 = -167641118.847823 nChanged 1559 Iteration 81Q (4655.600000 sec): 16 clusters Score: Raw -167675896.074409 + Penalty 34534.916946 = -167641361.157463 nChanged 1544 Iteration 82Q (4664.050000 sec): 16 clusters Score: Raw -167676032.627966 + Penalty 34534.916946 = -167641497.711020 nChanged 1439 Iteration 83Q (4672.480000 sec): 16 clusters Score: Raw -167676158.171565 + Penalty 34534.916946 = -167641623.254619 nChanged 1423 Iteration 84Q (4681.000000 sec): 16 clusters Score: Raw -167676275.282987 + Penalty 34534.916946 = -167641740.366041 nChanged 1372 Iteration 85Q (4689.440000 sec): 16 clusters Score: Raw -167676387.639459 + Penalty 34534.916946 = -167641852.722513 nChanged 1348 Iteration 86Q (4697.910000 sec): 16 clusters Score: Raw -167676502.666567 + Penalty 34534.916946 = -167641967.749621 nChanged 1336 Iteration 87Q (4706.490000 sec): 16 clusters Score: Raw -167676613.732518 + Penalty 34534.916946 = -167642078.815572 nChanged 1253 Iteration 88Q (4714.960000 sec): 16 clusters Score: Raw -167676725.172498 + Penalty 34534.916946 = -167642190.255552 nChanged 1263 Iteration 89Q (4723.510000 sec): 16 clusters Score: Raw -167676829.724459 + Penalty 34534.916946 = -167642294.807513 nChanged 1164 Iteration 90Q (4732.010000 sec): 16 clusters Score: Raw -167676935.056938 + Penalty 34534.916946 = -167642400.139992 nChanged 1116 Iteration 91Q (4740.550000 sec): 16 clusters Score: Raw -167677045.871758 + Penalty 34534.916946 = -167642510.954812 nChanged 1121 Iteration 92Q (4749.080000 sec): 16 clusters Score: Raw -167677144.682659 + Penalty 34534.916946 = -167642609.765712 nChanged 1084 Iteration 93Q (4757.710000 sec): 16 clusters Score: Raw -167677228.539671 + Penalty 34534.916946 = -167642693.622725 nChanged 1084 Iteration 94Q (4766.290000 sec): 16 clusters Score: Raw -167677330.258092 + Penalty 34534.916946 = -167642795.341146 nChanged 1024 Iteration 95Q (4774.790000 sec): 16 clusters Score: Raw -167677392.237171 + Penalty 34534.916946 = -167642857.320225 nChanged 916 Iteration 96Q (4783.470000 sec): 16 clusters Score: Raw -167677450.146125 + Penalty 34534.916946 = -167642915.229179 nChanged 887 Iteration 97Q (4792.070000 sec): 16 clusters Score: Raw -167677505.409238 + Penalty 34534.916946 = -167642970.492292 nChanged 875 Iteration 98Q (4800.680000 sec): 16 clusters Score: Raw -167677554.788463 + Penalty 34534.916946 = -167643019.871517 nChanged 866 Writing temp clu file Because OldScore, -167642970.492292, is greater than current (better) Score,-167643019.871517 Compute initial score before splitting: Score: Raw -167677554.788463 + Penalty 34534.916946 = -167643019.871517 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 1 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4801.000000 sec): 2 clusters Score: Raw -44397.711716 + Penalty 978.416294 = -43419.295422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4801.010000 sec): 3 clusters Score: Raw -44450.205721 + Penalty 1956.832589 = -42493.373132 nChanged 95 SP:Iteration 1F (4801.010000 sec): 3 clusters Score: Raw -44719.641109 + Penalty 1956.832589 = -42762.808520 nChanged 38 SP:Iteration 2F (4801.010000 sec): 3 clusters Score: Raw -44867.535825 + Penalty 1956.832589 = -42910.703236 nChanged 19 SP:Iteration 3Q (4801.010000 sec): 3 clusters Score: Raw -44923.811861 + Penalty 1956.832589 = -42966.979273 nChanged 8 SP:Iteration 4Q (4801.010000 sec): 3 clusters Score: Raw -44945.667060 + Penalty 1956.832589 = -42988.834471 nChanged 8 SP:Iteration 5Q (4801.010000 sec): 3 clusters Score: Raw -44967.783964 + Penalty 1956.832589 = -43010.951375 nChanged 7 SP:Iteration 6Q (4801.010000 sec): 3 clusters Score: Raw -45006.241522 + Penalty 1956.832589 = -43049.408934 nChanged 8 SP:Iteration 7Q (4801.010000 sec): 3 clusters Score: Raw -45033.790343 + Penalty 1956.832589 = -43076.957755 nChanged 10 SP:Iteration 8Q (4801.010000 sec): 3 clusters Score: Raw -45074.571092 + Penalty 1956.832589 = -43117.738503 nChanged 5 SP:Iteration 9Q (4801.010000 sec): 3 clusters Score: Raw -45102.700578 + Penalty 1956.832589 = -43145.867989 nChanged 5 SP:Iteration 10Q (4801.010000 sec): 3 clusters Score: Raw -45121.453904 + Penalty 1956.832589 = -43164.621315 nChanged 4 SP:Iteration 11Q (4801.020000 sec): 3 clusters Score: Raw -45144.444230 + Penalty 1956.832589 = -43187.611642 nChanged 1 SP:Iteration 12Q (4801.020000 sec): 3 clusters Score: Raw -45146.839389 + Penalty 1956.832589 = -43190.006800 nChanged 0 SP:Iteration 13F (4801.020000 sec): 3 clusters Score: Raw -45146.839389 + Penalty 1956.832589 = -43190.006800 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1154773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4804.330000 sec): 2 clusters Score: Raw -137196828.332531 + Penalty 2268.404831 = -137194559.927700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4807.960000 sec): 3 clusters Score: Raw -136410588.147008 + Penalty 4536.809662 = -136406051.337346 nChanged 569630 SP:Iteration 1F (4811.580000 sec): 3 clusters Score: Raw -136770354.606445 + Penalty 4536.809662 = -136765817.796783 nChanged 54952 SP:Iteration 2Q (4815.250000 sec): 3 clusters Score: Raw -136794385.221938 + Penalty 4536.809662 = -136789848.412276 nChanged 81405 SP:Iteration 3F (4818.830000 sec): 3 clusters Score: Raw -136846271.409443 + Penalty 4536.809662 = -136841734.599780 nChanged 108802 SP:Iteration 4F (4822.390000 sec): 3 clusters Score: Raw -136940278.185536 + Penalty 4536.809662 = -136935741.375874 nChanged 115897 SP:Iteration 5F (4825.960000 sec): 3 clusters Score: Raw -137060038.743973 + Penalty 4536.809662 = -137055501.934310 nChanged 84402 SP:Iteration 6F (4829.520000 sec): 3 clusters Score: Raw -137150980.658743 + Penalty 4536.809662 = -137146443.849080 nChanged 35636 SP:Iteration 7Q (4832.940000 sec): 3 clusters Score: Raw -137187385.431725 + Penalty 4536.809662 = -137182848.622063 nChanged 8414 SP:Iteration 8Q (4835.860000 sec): 3 clusters Score: Raw -137195441.430933 + Penalty 4536.809662 = -137190904.621270 nChanged 1337 SP:Iteration 9Q (4838.390000 sec): 3 clusters Score: Raw -137196722.153070 + Penalty 4536.809662 = -137192185.343408 nChanged 160 SP:Iteration 10Q (4840.810000 sec): 3 clusters Score: Raw -137196919.280881 + Penalty 4536.809662 = -137192382.471218 nChanged 38 SP:Iteration 11Q (4843.230000 sec): 3 clusters Score: Raw -137196978.294042 + Penalty 4536.809662 = -137192441.484380 nChanged 11 SP:Iteration 12Q (4845.640000 sec): 3 clusters Score: Raw -137197008.626011 + Penalty 4536.809662 = -137192471.816348 nChanged 11 SP:Iteration 13Q (4848.090000 sec): 3 clusters Score: Raw -137197034.928735 + Penalty 4536.809662 = -137192498.119072 nChanged 13 SP:Iteration 14Q (4850.500000 sec): 3 clusters Score: Raw -137197062.555573 + Penalty 4536.809662 = -137192525.745910 nChanged 2 SP:Iteration 15Q (4852.900000 sec): 3 clusters Score: Raw -137197064.138898 + Penalty 4536.809662 = -137192527.329236 nChanged 0 SP:Iteration 16F (4856.370000 sec): 3 clusters Score: Raw -137197064.138898 + Penalty 4536.809662 = -137192527.329236 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4856.760000 sec): 2 clusters Score: Raw -25773.893096 + Penalty 907.318150 = -24866.574946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4856.760000 sec): 3 clusters Score: Raw -25882.332040 + Penalty 1814.636300 = -24067.695740 nChanged 65 SP:Iteration 1F (4856.770000 sec): 3 clusters Score: Raw -26062.720482 + Penalty 1814.636300 = -24248.084182 nChanged 16 SP:Iteration 2F (4856.770000 sec): 3 clusters Score: Raw -26121.351552 + Penalty 1814.636300 = -24306.715251 nChanged 12 SP:Iteration 3Q (4856.770000 sec): 3 clusters Score: Raw -26155.689075 + Penalty 1814.636300 = -24341.052774 nChanged 12 SP:Iteration 4Q (4856.770000 sec): 3 clusters Score: Raw -26179.400156 + Penalty 1814.636300 = -24364.763856 nChanged 12 SP:Iteration 5Q (4856.770000 sec): 3 clusters Score: Raw -26209.538765 + Penalty 1814.636300 = -24394.902465 nChanged 5 SP:Iteration 6Q (4856.770000 sec): 3 clusters Score: Raw -26227.640021 + Penalty 1814.636300 = -24413.003721 nChanged 5 SP:Iteration 7Q (4856.770000 sec): 3 clusters Score: Raw -26235.070680 + Penalty 1814.636300 = -24420.434380 nChanged 3 SP:Iteration 8Q (4856.770000 sec): 3 clusters Score: Raw -26240.217667 + Penalty 1814.636300 = -24425.581367 nChanged 2 SP:Iteration 9Q (4856.770000 sec): 3 clusters Score: Raw -26243.169272 + Penalty 1814.636300 = -24428.532971 nChanged 2 SP:Iteration 10Q (4856.770000 sec): 3 clusters Score: Raw -26246.367503 + Penalty 1814.636300 = -24431.731203 nChanged 1 SP:Iteration 11Q (4856.780000 sec): 3 clusters Score: Raw -26248.706557 + Penalty 1814.636300 = -24434.070256 nChanged 2 SP:Iteration 12Q (4856.780000 sec): 3 clusters Score: Raw -26251.652121 + Penalty 1814.636300 = -24437.015821 nChanged 1 SP:Iteration 13Q (4856.780000 sec): 3 clusters Score: Raw -26256.421154 + Penalty 1814.636300 = -24441.784854 nChanged 6 SP:Iteration 14Q (4856.780000 sec): 3 clusters Score: Raw -26269.230723 + Penalty 1814.636300 = -24454.594423 nChanged 3 SP:Iteration 15Q (4856.780000 sec): 3 clusters Score: Raw -26273.620198 + Penalty 1814.636300 = -24458.983897 nChanged 0 SP:Iteration 16F (4856.780000 sec): 3 clusters Score: Raw -26274.268322 + Penalty 1814.636300 = -24459.632022 nChanged 1 SP:Iteration 17Q (4856.780000 sec): 3 clusters Score: Raw -26276.471054 + Penalty 1814.636300 = -24461.834753 nChanged 0 SP:Iteration 18F (4856.780000 sec): 3 clusters Score: Raw -26276.471054 + Penalty 1814.636300 = -24461.834753 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4856.800000 sec): 2 clusters Score: Raw -914538.913689 + Penalty 1448.954037 = -913089.959652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4856.830000 sec): 3 clusters Score: Raw -910426.233649 + Penalty 2897.908074 = -907528.325576 nChanged 3127 SP:Iteration 1F (4856.850000 sec): 3 clusters Score: Raw -912116.832814 + Penalty 2897.908074 = -909218.924740 nChanged 456 SP:Iteration 2F (4856.870000 sec): 3 clusters Score: Raw -912335.196712 + Penalty 2897.908074 = -909437.288639 nChanged 387 SP:Iteration 3F (4856.890000 sec): 3 clusters Score: Raw -912538.935577 + Penalty 2897.908074 = -909641.027503 nChanged 353 SP:Iteration 4Q (4856.920000 sec): 3 clusters Score: Raw -912722.012993 + Penalty 2897.908074 = -909824.104920 nChanged 323 SP:Iteration 5Q (4856.940000 sec): 3 clusters Score: Raw -912905.182316 + Penalty 2897.908074 = -910007.274242 nChanged 315 SP:Iteration 6Q (4856.960000 sec): 3 clusters Score: Raw -913067.312918 + Penalty 2897.908074 = -910169.404845 nChanged 275 SP:Iteration 7Q (4856.980000 sec): 3 clusters Score: Raw -913221.505782 + Penalty 2897.908074 = -910323.597708 nChanged 265 SP:Iteration 8Q (4857.000000 sec): 3 clusters Score: Raw -913362.138928 + Penalty 2897.908074 = -910464.230854 nChanged 258 SP:Iteration 9Q (4857.020000 sec): 3 clusters Score: Raw -913492.282701 + Penalty 2897.908074 = -910594.374627 nChanged 234 SP:Iteration 10Q (4857.040000 sec): 3 clusters Score: Raw -913598.192192 + Penalty 2897.908074 = -910700.284119 nChanged 234 SP:Iteration 11Q (4857.060000 sec): 3 clusters Score: Raw -913697.157907 + Penalty 2897.908074 = -910799.249833 nChanged 189 SP:Iteration 12Q (4857.080000 sec): 3 clusters Score: Raw -913774.933431 + Penalty 2897.908074 = -910877.025357 nChanged 162 SP:Iteration 13Q (4857.100000 sec): 3 clusters Score: Raw -913833.143851 + Penalty 2897.908074 = -910935.235777 nChanged 128 SP:Iteration 14Q (4857.130000 sec): 3 clusters Score: Raw -913881.749858 + Penalty 2897.908074 = -910983.841784 nChanged 132 SP:Iteration 15Q (4857.150000 sec): 3 clusters Score: Raw -913929.929749 + Penalty 2897.908074 = -911032.021675 nChanged 117 SP:Iteration 16Q (4857.170000 sec): 3 clusters Score: Raw -913973.917980 + Penalty 2897.908074 = -911076.009907 nChanged 106 SP:Iteration 17Q (4857.190000 sec): 3 clusters Score: Raw -914004.622675 + Penalty 2897.908074 = -911106.714601 nChanged 73 SP:Iteration 18Q (4857.210000 sec): 3 clusters Score: Raw -914024.550843 + Penalty 2897.908074 = -911126.642769 nChanged 73 SP:Iteration 19Q (4857.230000 sec): 3 clusters Score: Raw -914044.256927 + Penalty 2897.908074 = -911146.348853 nChanged 71 SP:Iteration 20F (4857.250000 sec): 3 clusters Score: Raw -914067.609351 + Penalty 2897.908074 = -911169.701278 nChanged 76 SP:Iteration 21Q (4857.270000 sec): 3 clusters Score: Raw -914094.812889 + Penalty 2897.908074 = -911196.904815 nChanged 89 SP:Iteration 22Q (4857.290000 sec): 3 clusters Score: Raw -914128.916993 + Penalty 2897.908074 = -911231.008919 nChanged 92 SP:Iteration 23Q (4857.310000 sec): 3 clusters Score: Raw -914160.699146 + Penalty 2897.908074 = -911262.791072 nChanged 83 SP:Iteration 24Q (4857.340000 sec): 3 clusters Score: Raw -914190.563694 + Penalty 2897.908074 = -911292.655620 nChanged 89 SP:Iteration 25Q (4857.360000 sec): 3 clusters Score: Raw -914229.723792 + Penalty 2897.908074 = -911331.815719 nChanged 84 SP:Iteration 26Q (4857.380000 sec): 3 clusters Score: Raw -914268.462439 + Penalty 2897.908074 = -911370.554365 nChanged 86 SP:Iteration 27Q (4857.400000 sec): 3 clusters Score: Raw -914301.209439 + Penalty 2897.908074 = -911403.301365 nChanged 78 SP:Iteration 28Q (4857.420000 sec): 3 clusters Score: Raw -914331.979674 + Penalty 2897.908074 = -911434.071601 nChanged 92 SP:Iteration 29Q (4857.440000 sec): 3 clusters Score: Raw -914372.058705 + Penalty 2897.908074 = -911474.150632 nChanged 79 SP:Iteration 30Q (4857.460000 sec): 3 clusters Score: Raw -914404.594599 + Penalty 2897.908074 = -911506.686525 nChanged 63 SP:Iteration 31Q (4857.480000 sec): 3 clusters Score: Raw -914425.163130 + Penalty 2897.908074 = -911527.255057 nChanged 59 SP:Iteration 32Q (4857.500000 sec): 3 clusters Score: Raw -914444.381880 + Penalty 2897.908074 = -911546.473806 nChanged 59 SP:Iteration 33Q (4857.520000 sec): 3 clusters Score: Raw -914465.256949 + Penalty 2897.908074 = -911567.348875 nChanged 58 SP:Iteration 34Q (4857.540000 sec): 3 clusters Score: Raw -914484.995161 + Penalty 2897.908074 = -911587.087088 nChanged 66 SP:Iteration 35Q (4857.560000 sec): 3 clusters Score: Raw -914508.352473 + Penalty 2897.908074 = -911610.444399 nChanged 64 SP:Iteration 36Q (4857.580000 sec): 3 clusters Score: Raw -914530.975690 + Penalty 2897.908074 = -911633.067617 nChanged 64 SP:Iteration 37Q (4857.600000 sec): 3 clusters Score: Raw -914552.354219 + Penalty 2897.908074 = -911654.446145 nChanged 63 SP:Iteration 38Q (4857.620000 sec): 3 clusters Score: Raw -914574.149299 + Penalty 2897.908074 = -911676.241225 nChanged 56 SP:Iteration 39Q (4857.640000 sec): 3 clusters Score: Raw -914592.677041 + Penalty 2897.908074 = -911694.768967 nChanged 48 SP:Iteration 40F (4857.660000 sec): 3 clusters Score: Raw -914606.472323 + Penalty 2897.908074 = -911708.564249 nChanged 39 SP:Iteration 41Q (4857.680000 sec): 3 clusters Score: Raw -914616.909904 + Penalty 2897.908074 = -911719.001830 nChanged 31 SP:Iteration 42Q (4857.700000 sec): 3 clusters Score: Raw -914625.922042 + Penalty 2897.908074 = -911728.013968 nChanged 37 SP:Iteration 43Q (4857.720000 sec): 3 clusters Score: Raw -914635.654342 + Penalty 2897.908074 = -911737.746268 nChanged 26 SP:Iteration 44Q (4857.740000 sec): 3 clusters Score: Raw -914642.665543 + Penalty 2897.908074 = -911744.757469 nChanged 25 SP:Iteration 45Q (4857.760000 sec): 3 clusters Score: Raw -914649.549561 + Penalty 2897.908074 = -911751.641487 nChanged 27 SP:Iteration 46Q (4857.780000 sec): 3 clusters Score: Raw -914655.153832 + Penalty 2897.908074 = -911757.245758 nChanged 15 SP:Iteration 47Q (4857.800000 sec): 3 clusters Score: Raw -914658.607773 + Penalty 2897.908074 = -911760.699699 nChanged 18 SP:Iteration 48Q (4857.820000 sec): 3 clusters Score: Raw -914663.416519 + Penalty 2897.908074 = -911765.508445 nChanged 19 SP:Iteration 49Q (4857.840000 sec): 3 clusters Score: Raw -914670.184935 + Penalty 2897.908074 = -911772.276862 nChanged 19 SP:Iteration 50Q (4857.860000 sec): 3 clusters Score: Raw -914673.929195 + Penalty 2897.908074 = -911776.021121 nChanged 14 SP:Iteration 51Q (4857.880000 sec): 3 clusters Score: Raw -914676.312335 + Penalty 2897.908074 = -911778.404261 nChanged 11 SP:Iteration 52Q (4857.900000 sec): 3 clusters Score: Raw -914678.464145 + Penalty 2897.908074 = -911780.556072 nChanged 15 SP:Iteration 53Q (4857.920000 sec): 3 clusters Score: Raw -914681.122154 + Penalty 2897.908074 = -911783.214081 nChanged 9 SP:Iteration 54Q (4857.940000 sec): 3 clusters Score: Raw -914682.969359 + Penalty 2897.908074 = -911785.061285 nChanged 14 SP:Iteration 55Q (4857.960000 sec): 3 clusters Score: Raw -914686.824842 + Penalty 2897.908074 = -911788.916768 nChanged 14 SP:Iteration 56Q (4857.980000 sec): 3 clusters Score: Raw -914689.603208 + Penalty 2897.908074 = -911791.695135 nChanged 14 SP:Iteration 57Q (4858.000000 sec): 3 clusters Score: Raw -914692.409574 + Penalty 2897.908074 = -911794.501501 nChanged 11 SP:Iteration 58Q (4858.020000 sec): 3 clusters Score: Raw -914695.345190 + Penalty 2897.908074 = -911797.437116 nChanged 14 SP:Iteration 59Q (4858.040000 sec): 3 clusters Score: Raw -914699.300492 + Penalty 2897.908074 = -911801.392419 nChanged 11 SP:Iteration 60F (4858.060000 sec): 3 clusters Score: Raw -914701.875419 + Penalty 2897.908074 = -911803.967345 nChanged 11 SP:Iteration 61Q (4858.080000 sec): 3 clusters Score: Raw -914703.331750 + Penalty 2897.908074 = -911805.423676 nChanged 9 SP:Iteration 62Q (4858.100000 sec): 3 clusters Score: Raw -914704.509587 + Penalty 2897.908074 = -911806.601513 nChanged 4 SP:Iteration 63Q (4858.120000 sec): 3 clusters Score: Raw -914705.287676 + Penalty 2897.908074 = -911807.379602 nChanged 6 SP:Iteration 64Q (4858.140000 sec): 3 clusters Score: Raw -914706.247277 + Penalty 2897.908074 = -911808.339203 nChanged 6 SP:Iteration 65Q (4858.160000 sec): 3 clusters Score: Raw -914707.212035 + Penalty 2897.908074 = -911809.303961 nChanged 7 SP:Iteration 66Q (4858.180000 sec): 3 clusters Score: Raw -914708.647058 + Penalty 2897.908074 = -911810.738984 nChanged 13 SP:Iteration 67Q (4858.200000 sec): 3 clusters Score: Raw -914711.452493 + Penalty 2897.908074 = -911813.544419 nChanged 10 SP:Iteration 68Q (4858.220000 sec): 3 clusters Score: Raw -914713.890948 + Penalty 2897.908074 = -911815.982874 nChanged 15 SP:Iteration 69Q (4858.240000 sec): 3 clusters Score: Raw -914717.243049 + Penalty 2897.908074 = -911819.334975 nChanged 11 SP:Iteration 70Q (4858.260000 sec): 3 clusters Score: Raw -914720.270234 + Penalty 2897.908074 = -911822.362161 nChanged 13 SP:Iteration 71Q (4858.270000 sec): 3 clusters Score: Raw -914723.398373 + Penalty 2897.908074 = -911825.490299 nChanged 13 SP:Iteration 72Q (4858.290000 sec): 3 clusters Score: Raw -914726.695073 + Penalty 2897.908074 = -911828.786999 nChanged 17 SP:Iteration 73Q (4858.310000 sec): 3 clusters Score: Raw -914731.814142 + Penalty 2897.908074 = -911833.906068 nChanged 16 SP:Iteration 74Q (4858.330000 sec): 3 clusters Score: Raw -914736.576776 + Penalty 2897.908074 = -911838.668702 nChanged 18 SP:Iteration 75Q (4858.350000 sec): 3 clusters Score: Raw -914741.452408 + Penalty 2897.908074 = -911843.544334 nChanged 14 SP:Iteration 76Q (4858.370000 sec): 3 clusters Score: Raw -914745.670999 + Penalty 2897.908074 = -911847.762925 nChanged 23 SP:Iteration 77Q (4858.390000 sec): 3 clusters Score: Raw -914752.220956 + Penalty 2897.908074 = -911854.312882 nChanged 24 SP:Iteration 78Q (4858.420000 sec): 3 clusters Score: Raw -914759.588759 + Penalty 2897.908074 = -911861.680685 nChanged 23 SP:Iteration 79Q (4858.440000 sec): 3 clusters Score: Raw -914765.995459 + Penalty 2897.908074 = -911868.087385 nChanged 15 SP:Iteration 80F (4858.460000 sec): 3 clusters Score: Raw -914770.486248 + Penalty 2897.908074 = -911872.578174 nChanged 17 SP:Iteration 81Q (4858.490000 sec): 3 clusters Score: Raw -914774.694212 + Penalty 2897.908074 = -911876.786138 nChanged 13 SP:Iteration 82Q (4858.510000 sec): 3 clusters Score: Raw -914777.251624 + Penalty 2897.908074 = -911879.343550 nChanged 13 SP:Iteration 83Q (4858.530000 sec): 3 clusters Score: Raw -914780.008285 + Penalty 2897.908074 = -911882.100211 nChanged 10 SP:Iteration 84Q (4858.550000 sec): 3 clusters Score: Raw -914783.887118 + Penalty 2897.908074 = -911885.979044 nChanged 13 SP:Iteration 85Q (4858.570000 sec): 3 clusters Score: Raw -914788.076293 + Penalty 2897.908074 = -911890.168219 nChanged 18 SP:Iteration 86Q (4858.590000 sec): 3 clusters Score: Raw -914795.519582 + Penalty 2897.908074 = -911897.611508 nChanged 12 SP:Iteration 87Q (4858.610000 sec): 3 clusters Score: Raw -914797.843195 + Penalty 2897.908074 = -911899.935121 nChanged 9 SP:Iteration 88Q (4858.630000 sec): 3 clusters Score: Raw -914800.749783 + Penalty 2897.908074 = -911902.841709 nChanged 9 SP:Iteration 89Q (4858.650000 sec): 3 clusters Score: Raw -914802.878885 + Penalty 2897.908074 = -911904.970812 nChanged 8 SP:Iteration 90Q (4858.670000 sec): 3 clusters Score: Raw -914804.434151 + Penalty 2897.908074 = -911906.526077 nChanged 4 SP:Iteration 91Q (4858.690000 sec): 3 clusters Score: Raw -914805.498109 + Penalty 2897.908074 = -911907.590035 nChanged 7 SP:Iteration 92Q (4858.710000 sec): 3 clusters Score: Raw -914807.195958 + Penalty 2897.908074 = -911909.287884 nChanged 7 SP:Iteration 93Q (4858.730000 sec): 3 clusters Score: Raw -914808.814912 + Penalty 2897.908074 = -911910.906838 nChanged 4 SP:Iteration 94Q (4858.750000 sec): 3 clusters Score: Raw -914809.458052 + Penalty 2897.908074 = -911911.549978 nChanged 3 SP:Iteration 95Q (4858.770000 sec): 3 clusters Score: Raw -914809.778747 + Penalty 2897.908074 = -911911.870673 nChanged 3 SP:Iteration 96Q (4858.790000 sec): 3 clusters Score: Raw -914810.221999 + Penalty 2897.908074 = -911912.313925 nChanged 3 SP:Iteration 97Q (4858.810000 sec): 3 clusters Score: Raw -914810.838987 + Penalty 2897.908074 = -911912.930913 nChanged 3 SP:Iteration 98Q (4858.830000 sec): 3 clusters Score: Raw -914812.012362 + Penalty 2897.908074 = -911914.104288 nChanged 3 SP:Iteration 99Q (4858.850000 sec): 3 clusters Score: Raw -914813.248671 + Penalty 2897.908074 = -911915.340597 nChanged 4 SP:Iteration 100F (4858.870000 sec): 3 clusters Score: Raw -914814.879134 + Penalty 2897.908074 = -911916.971060 nChanged 3 SP:Iteration 101Q (4858.890000 sec): 3 clusters Score: Raw -914816.426843 + Penalty 2897.908074 = -911918.518769 nChanged 5 SP:Iteration 102Q (4858.910000 sec): 3 clusters Score: Raw -914817.650361 + Penalty 2897.908074 = -911919.742287 nChanged 5 SP:Iteration 103Q (4858.930000 sec): 3 clusters Score: Raw -914818.727388 + Penalty 2897.908074 = -911920.819315 nChanged 5 SP:Iteration 104Q (4858.950000 sec): 3 clusters Score: Raw -914819.754569 + Penalty 2897.908074 = -911921.846496 nChanged 0 SP:Iteration 105F (4858.980000 sec): 3 clusters Score: Raw -914819.754569 + Penalty 2897.908074 = -911921.846496 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4858.980000 sec): 2 clusters Score: Raw -78620.418450 + Penalty 1072.478956 = -77547.939494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4858.980000 sec): 3 clusters Score: Raw -78536.418678 + Penalty 2144.957912 = -76391.460766 nChanged 220 SP:Iteration 1F (4858.990000 sec): 3 clusters Score: Raw -78933.990218 + Penalty 2144.957912 = -76789.032306 nChanged 77 SP:Iteration 2F (4858.990000 sec): 3 clusters Score: Raw -79275.044328 + Penalty 2144.957912 = -77130.086416 nChanged 72 SP:Iteration 3F (4858.990000 sec): 3 clusters Score: Raw -79565.140632 + Penalty 2144.957912 = -77420.182719 nChanged 59 SP:Iteration 4F (4859.000000 sec): 3 clusters Score: Raw -79829.305246 + Penalty 2144.957912 = -77684.347334 nChanged 31 SP:Iteration 5Q (4859.000000 sec): 3 clusters Score: Raw -79911.474906 + Penalty 2144.957912 = -77766.516993 nChanged 15 SP:Iteration 6Q (4859.000000 sec): 3 clusters Score: Raw -79946.207008 + Penalty 2144.957912 = -77801.249096 nChanged 7 SP:Iteration 7Q (4859.000000 sec): 3 clusters Score: Raw -79984.985172 + Penalty 2144.957912 = -77840.027260 nChanged 6 SP:Iteration 8Q (4859.000000 sec): 3 clusters Score: Raw -80022.532058 + Penalty 2144.957912 = -77877.574146 nChanged 3 SP:Iteration 9Q (4859.000000 sec): 3 clusters Score: Raw -80055.847830 + Penalty 2144.957912 = -77910.889918 nChanged 1 SP:Iteration 10Q (4859.010000 sec): 3 clusters Score: Raw -80094.113720 + Penalty 2144.957912 = -77949.155808 nChanged 4 SP:Iteration 11Q (4859.010000 sec): 3 clusters Score: Raw -80147.839761 + Penalty 2144.957912 = -78002.881849 nChanged 1 SP:Iteration 12Q (4859.010000 sec): 3 clusters Score: Raw -80193.525904 + Penalty 2144.957912 = -78048.567992 nChanged 2 SP:Iteration 13Q (4859.010000 sec): 3 clusters Score: Raw -80209.486182 + Penalty 2144.957912 = -78064.528270 nChanged 1 SP:Iteration 14Q (4859.010000 sec): 3 clusters Score: Raw -80210.489343 + Penalty 2144.957912 = -78065.531431 nChanged 0 SP:Iteration 15F (4859.020000 sec): 3 clusters Score: Raw -80210.489343 + Penalty 2144.957912 = -78065.531431 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 12.33 GB. Trying to split cluster 6 (37460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4859.140000 sec): 2 clusters Score: Raw -4317250.651368 + Penalty 1711.292209 = -4315539.359159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4859.260000 sec): 3 clusters Score: Raw -4293857.834602 + Penalty 3422.584417 = -4290435.250185 nChanged 17436 SP:Iteration 1F (4859.380000 sec): 3 clusters Score: Raw -4303582.113067 + Penalty 3422.584417 = -4300159.528650 nChanged 1390 SP:Iteration 2Q (4859.510000 sec): 3 clusters Score: Raw -4304034.498998 + Penalty 3422.584417 = -4300611.914581 nChanged 1505 SP:Iteration 3Q (4859.630000 sec): 3 clusters Score: Raw -4304678.271677 + Penalty 3422.584417 = -4301255.687260 nChanged 1848 SP:Iteration 4Q (4859.760000 sec): 3 clusters Score: Raw -4305717.787235 + Penalty 3422.584417 = -4302295.202818 nChanged 2172 SP:Iteration 5F (4859.880000 sec): 3 clusters Score: Raw -4307214.106779 + Penalty 3422.584417 = -4303791.522362 nChanged 2574 SP:Iteration 6F (4860.000000 sec): 3 clusters Score: Raw -4309098.315030 + Penalty 3422.584417 = -4305675.730612 nChanged 2587 SP:Iteration 7F (4860.120000 sec): 3 clusters Score: Raw -4310876.925711 + Penalty 3422.584417 = -4307454.341293 nChanged 2309 SP:Iteration 8F (4860.240000 sec): 3 clusters Score: Raw -4312318.375821 + Penalty 3422.584417 = -4308895.791404 nChanged 1795 SP:Iteration 9Q (4860.360000 sec): 3 clusters Score: Raw -4313212.836646 + Penalty 3422.584417 = -4309790.252228 nChanged 1284 SP:Iteration 10Q (4860.480000 sec): 3 clusters Score: Raw -4313756.030451 + Penalty 3422.584417 = -4310333.446034 nChanged 941 SP:Iteration 11Q (4860.600000 sec): 3 clusters Score: Raw -4314094.333792 + Penalty 3422.584417 = -4310671.749375 nChanged 725 SP:Iteration 12Q (4860.710000 sec): 3 clusters Score: Raw -4314315.728621 + Penalty 3422.584417 = -4310893.144204 nChanged 585 SP:Iteration 13Q (4860.840000 sec): 3 clusters Score: Raw -4314464.054467 + Penalty 3422.584417 = -4311041.470050 nChanged 475 SP:Iteration 14Q (4860.960000 sec): 3 clusters Score: Raw -4314580.673929 + Penalty 3422.584417 = -4311158.089512 nChanged 421 SP:Iteration 15Q (4861.080000 sec): 3 clusters Score: Raw -4314690.298823 + Penalty 3422.584417 = -4311267.714406 nChanged 408 SP:Iteration 16Q (4861.190000 sec): 3 clusters Score: Raw -4314801.250890 + Penalty 3422.584417 = -4311378.666473 nChanged 399 SP:Iteration 17Q (4861.310000 sec): 3 clusters Score: Raw -4314933.273650 + Penalty 3422.584417 = -4311510.689233 nChanged 432 SP:Iteration 18Q (4861.430000 sec): 3 clusters Score: Raw -4315111.612921 + Penalty 3422.584417 = -4311689.028504 nChanged 476 SP:Iteration 19Q (4861.550000 sec): 3 clusters Score: Raw -4315436.897555 + Penalty 3422.584417 = -4312014.313138 nChanged 560 SP:Iteration 20F (4861.660000 sec): 3 clusters Score: Raw -4316347.879095 + Penalty 3422.584417 = -4312925.294678 nChanged 605 SP:Iteration 21Q (4861.780000 sec): 3 clusters Score: Raw -4318424.078242 + Penalty 3422.584417 = -4315001.493825 nChanged 350 SP:Iteration 22Q (4861.880000 sec): 3 clusters Score: Raw -4318688.101146 + Penalty 3422.584417 = -4315265.516728 nChanged 325 SP:Iteration 23Q (4861.980000 sec): 3 clusters Score: Raw -4318795.983417 + Penalty 3422.584417 = -4315373.399000 nChanged 244 SP:Iteration 24Q (4862.080000 sec): 3 clusters Score: Raw -4318869.671118 + Penalty 3422.584417 = -4315447.086700 nChanged 184 SP:Iteration 25Q (4862.180000 sec): 3 clusters Score: Raw -4318919.704467 + Penalty 3422.584417 = -4315497.120049 nChanged 165 SP:Iteration 26Q (4862.280000 sec): 3 clusters Score: Raw -4318962.265952 + Penalty 3422.584417 = -4315539.681535 nChanged 136 SP:Iteration 27Q (4862.370000 sec): 3 clusters Score: Raw -4319000.850846 + Penalty 3422.584417 = -4315578.266429 nChanged 121 SP:Iteration 28Q (4862.460000 sec): 3 clusters Score: Raw -4319031.466297 + Penalty 3422.584417 = -4315608.881880 nChanged 114 SP:Iteration 29Q (4862.560000 sec): 3 clusters Score: Raw -4319056.836582 + Penalty 3422.584417 = -4315634.252165 nChanged 82 SP:Iteration 30Q (4862.660000 sec): 3 clusters Score: Raw -4319073.775104 + Penalty 3422.584417 = -4315651.190687 nChanged 74 SP:Iteration 31Q (4862.760000 sec): 3 clusters Score: Raw -4319086.102480 + Penalty 3422.584417 = -4315663.518063 nChanged 69 SP:Iteration 32Q (4862.850000 sec): 3 clusters Score: Raw -4319096.550117 + Penalty 3422.584417 = -4315673.965700 nChanged 53 SP:Iteration 33Q (4862.940000 sec): 3 clusters Score: Raw -4319103.800562 + Penalty 3422.584417 = -4315681.216144 nChanged 48 SP:Iteration 34Q (4863.040000 sec): 3 clusters Score: Raw -4319110.120752 + Penalty 3422.584417 = -4315687.536335 nChanged 37 SP:Iteration 35Q (4863.140000 sec): 3 clusters Score: Raw -4319114.506182 + Penalty 3422.584417 = -4315691.921765 nChanged 32 SP:Iteration 36Q (4863.230000 sec): 3 clusters Score: Raw -4319117.495158 + Penalty 3422.584417 = -4315694.910740 nChanged 18 SP:Iteration 37Q (4863.320000 sec): 3 clusters Score: Raw -4319119.298723 + Penalty 3422.584417 = -4315696.714306 nChanged 12 SP:Iteration 38Q (4863.420000 sec): 3 clusters Score: Raw -4319120.223265 + Penalty 3422.584417 = -4315697.638848 nChanged 11 SP:Iteration 39Q (4863.510000 sec): 3 clusters Score: Raw -4319121.210807 + Penalty 3422.584417 = -4315698.626390 nChanged 9 SP:Iteration 40F (4863.630000 sec): 3 clusters Score: Raw -4319121.877241 + Penalty 3422.584417 = -4315699.292824 nChanged 7 SP:Iteration 41Q (4863.720000 sec): 3 clusters Score: Raw -4319122.449305 + Penalty 3422.584417 = -4315699.864888 nChanged 5 SP:Iteration 42Q (4863.820000 sec): 3 clusters Score: Raw -4319122.932977 + Penalty 3422.584417 = -4315700.348560 nChanged 4 SP:Iteration 43Q (4863.920000 sec): 3 clusters Score: Raw -4319123.286926 + Penalty 3422.584417 = -4315700.702509 nChanged 7 SP:Iteration 44Q (4864.010000 sec): 3 clusters Score: Raw -4319123.638327 + Penalty 3422.584417 = -4315701.053909 nChanged 4 SP:Iteration 45Q (4864.110000 sec): 3 clusters Score: Raw -4319123.990349 + Penalty 3422.584417 = -4315701.405932 nChanged 5 SP:Iteration 46Q (4864.200000 sec): 3 clusters Score: Raw -4319124.359396 + Penalty 3422.584417 = -4315701.774979 nChanged 2 SP:Iteration 47Q (4864.300000 sec): 3 clusters Score: Raw -4319124.603433 + Penalty 3422.584417 = -4315702.019016 nChanged 4 SP:Iteration 48Q (4864.390000 sec): 3 clusters Score: Raw -4319124.859185 + Penalty 3422.584417 = -4315702.274767 nChanged 2 SP:Iteration 49Q (4864.490000 sec): 3 clusters Score: Raw -4319124.978483 + Penalty 3422.584417 = -4315702.394065 nChanged 1 SP:Iteration 50Q (4864.580000 sec): 3 clusters Score: Raw -4319125.057482 + Penalty 3422.584417 = -4315702.473065 nChanged 2 SP:Iteration 51Q (4864.680000 sec): 3 clusters Score: Raw -4319125.178901 + Penalty 3422.584417 = -4315702.594484 nChanged 0 SP:Iteration 52F (4864.800000 sec): 3 clusters Score: Raw -4319125.178901 + Penalty 3422.584417 = -4315702.594484 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.830000 sec): 2 clusters Score: Raw -375168.236059 + Penalty 1321.038837 = -373847.197223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.840000 sec): 3 clusters Score: Raw -373475.982364 + Penalty 2642.077674 = -370833.904691 nChanged 1348 SP:Iteration 1F (4864.850000 sec): 3 clusters Score: Raw -374312.736567 + Penalty 2642.077674 = -371670.658894 nChanged 272 SP:Iteration 2F (4864.860000 sec): 3 clusters Score: Raw -374528.117165 + Penalty 2642.077674 = -371886.039492 nChanged 228 SP:Iteration 3F (4864.870000 sec): 3 clusters Score: Raw -374784.965903 + Penalty 2642.077674 = -372142.888229 nChanged 264 SP:Iteration 4F (4864.880000 sec): 3 clusters Score: Raw -375233.111890 + Penalty 2642.077674 = -372591.034217 nChanged 312 SP:Iteration 5F (4864.890000 sec): 3 clusters Score: Raw -376093.585744 + Penalty 2642.077674 = -373451.508070 nChanged 328 SP:Iteration 6F (4864.900000 sec): 3 clusters Score: Raw -377201.520937 + Penalty 2642.077674 = -374559.443263 nChanged 279 SP:Iteration 7F (4864.910000 sec): 3 clusters Score: Raw -378602.370571 + Penalty 2642.077674 = -375960.292897 nChanged 210 SP:Iteration 8F (4864.920000 sec): 3 clusters Score: Raw -380311.817932 + Penalty 2642.077674 = -377669.740258 nChanged 52 SP:Iteration 9Q (4864.930000 sec): 3 clusters Score: Raw -381808.782138 + Penalty 2642.077674 = -379166.704464 nChanged 3 SP:Iteration 10Q (4864.940000 sec): 3 clusters Score: Raw -381857.631304 + Penalty 2642.077674 = -379215.553630 nChanged 0 SP:Iteration 11F (4864.950000 sec): 3 clusters Score: Raw -381857.631304 + Penalty 2642.077674 = -379215.553630 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 12.33 GB. Trying to split cluster 8 (2649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.970000 sec): 2 clusters Score: Raw -287854.606180 + Penalty 1280.814842 = -286573.791338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.980000 sec): 3 clusters Score: Raw -286654.211920 + Penalty 2561.629684 = -284092.582236 nChanged 990 SP:Iteration 1F (4864.980000 sec): 3 clusters Score: Raw -287378.187882 + Penalty 2561.629684 = -284816.558198 nChanged 266 SP:Iteration 2F (4864.990000 sec): 3 clusters Score: Raw -287779.514255 + Penalty 2561.629684 = -285217.884571 nChanged 254 SP:Iteration 3F (4865.000000 sec): 3 clusters Score: Raw -288270.133218 + Penalty 2561.629684 = -285708.503534 nChanged 269 SP:Iteration 4F (4865.010000 sec): 3 clusters Score: Raw -289045.403680 + Penalty 2561.629684 = -286483.773996 nChanged 237 SP:Iteration 5F (4865.020000 sec): 3 clusters Score: Raw -290067.117439 + Penalty 2561.629684 = -287505.487755 nChanged 157 SP:Iteration 6F (4865.020000 sec): 3 clusters Score: Raw -290511.925915 + Penalty 2561.629684 = -287950.296231 nChanged 78 SP:Iteration 7Q (4865.030000 sec): 3 clusters Score: Raw -290596.163975 + Penalty 2561.629684 = -288034.534291 nChanged 34 SP:Iteration 8Q (4865.040000 sec): 3 clusters Score: Raw -290653.056813 + Penalty 2561.629684 = -288091.427128 nChanged 26 SP:Iteration 9Q (4865.040000 sec): 3 clusters Score: Raw -290710.017491 + Penalty 2561.629684 = -288148.387807 nChanged 36 SP:Iteration 10Q (4865.050000 sec): 3 clusters Score: Raw -290828.615850 + Penalty 2561.629684 = -288266.986166 nChanged 35 SP:Iteration 11Q (4865.060000 sec): 3 clusters Score: Raw -290931.356871 + Penalty 2561.629684 = -288369.727187 nChanged 27 SP:Iteration 12Q (4865.060000 sec): 3 clusters Score: Raw -290994.731735 + Penalty 2561.629684 = -288433.102051 nChanged 27 SP:Iteration 13Q (4865.070000 sec): 3 clusters Score: Raw -291039.094264 + Penalty 2561.629684 = -288477.464580 nChanged 29 SP:Iteration 14Q (4865.070000 sec): 3 clusters Score: Raw -291101.816497 + Penalty 2561.629684 = -288540.186813 nChanged 37 SP:Iteration 15Q (4865.080000 sec): 3 clusters Score: Raw -291177.001029 + Penalty 2561.629684 = -288615.371345 nChanged 43 SP:Iteration 16Q (4865.080000 sec): 3 clusters Score: Raw -291254.625855 + Penalty 2561.629684 = -288692.996171 nChanged 27 SP:Iteration 17Q (4865.090000 sec): 3 clusters Score: Raw -291282.122614 + Penalty 2561.629684 = -288720.492930 nChanged 20 SP:Iteration 18Q (4865.100000 sec): 3 clusters Score: Raw -291303.573752 + Penalty 2561.629684 = -288741.944068 nChanged 20 SP:Iteration 19Q (4865.100000 sec): 3 clusters Score: Raw -291323.106653 + Penalty 2561.629684 = -288761.476969 nChanged 26 SP:Iteration 20F (4865.110000 sec): 3 clusters Score: Raw -291347.310476 + Penalty 2561.629684 = -288785.680792 nChanged 16 SP:Iteration 21Q (4865.120000 sec): 3 clusters Score: Raw -291359.052474 + Penalty 2561.629684 = -288797.422790 nChanged 17 SP:Iteration 22Q (4865.120000 sec): 3 clusters Score: Raw -291369.530819 + Penalty 2561.629684 = -288807.901135 nChanged 12 SP:Iteration 23Q (4865.130000 sec): 3 clusters Score: Raw -291374.392058 + Penalty 2561.629684 = -288812.762374 nChanged 8 SP:Iteration 24Q (4865.140000 sec): 3 clusters Score: Raw -291377.741975 + Penalty 2561.629684 = -288816.112291 nChanged 6 SP:Iteration 25Q (4865.140000 sec): 3 clusters Score: Raw -291379.877300 + Penalty 2561.629684 = -288818.247616 nChanged 5 SP:Iteration 26Q (4865.150000 sec): 3 clusters Score: Raw -291382.918797 + Penalty 2561.629684 = -288821.289113 nChanged 6 SP:Iteration 27Q (4865.150000 sec): 3 clusters Score: Raw -291385.315589 + Penalty 2561.629684 = -288823.685905 nChanged 3 SP:Iteration 28Q (4865.160000 sec): 3 clusters Score: Raw -291387.018718 + Penalty 2561.629684 = -288825.389034 nChanged 1 SP:Iteration 29Q (4865.160000 sec): 3 clusters Score: Raw -291387.332610 + Penalty 2561.629684 = -288825.702926 nChanged 2 SP:Iteration 30Q (4865.170000 sec): 3 clusters Score: Raw -291387.852959 + Penalty 2561.629684 = -288826.223275 nChanged 3 SP:Iteration 31Q (4865.180000 sec): 3 clusters Score: Raw -291388.633608 + Penalty 2561.629684 = -288827.003924 nChanged 1 SP:Iteration 32Q (4865.180000 sec): 3 clusters Score: Raw -291388.855699 + Penalty 2561.629684 = -288827.226015 nChanged 1 SP:Iteration 33Q (4865.190000 sec): 3 clusters Score: Raw -291389.091058 + Penalty 2561.629684 = -288827.461374 nChanged 1 SP:Iteration 34Q (4865.200000 sec): 3 clusters Score: Raw -291389.666323 + Penalty 2561.629684 = -288828.036639 nChanged 1 SP:Iteration 35Q (4865.200000 sec): 3 clusters Score: Raw -291389.831990 + Penalty 2561.629684 = -288828.202306 nChanged 0 SP:Iteration 36F (4865.210000 sec): 3 clusters Score: Raw -291389.831990 + Penalty 2561.629684 = -288828.202306 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 12.33 GB. Trying to split cluster 9 (38109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4865.340000 sec): 2 clusters Score: Raw -4509476.213302 + Penalty 1714.083435 = -4507762.129867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4865.460000 sec): 3 clusters Score: Raw -4485655.020059 + Penalty 3428.166870 = -4482226.853189 nChanged 17736 SP:Iteration 1F (4865.580000 sec): 3 clusters Score: Raw -4495565.266013 + Penalty 3428.166870 = -4492137.099143 nChanged 1637 SP:Iteration 2Q (4865.710000 sec): 3 clusters Score: Raw -4496142.810107 + Penalty 3428.166870 = -4492714.643237 nChanged 1734 SP:Iteration 3Q (4865.830000 sec): 3 clusters Score: Raw -4496911.399863 + Penalty 3428.166870 = -4493483.232993 nChanged 1977 SP:Iteration 4F (4865.950000 sec): 3 clusters Score: Raw -4498075.811622 + Penalty 3428.166870 = -4494647.644752 nChanged 2376 SP:Iteration 5F (4866.080000 sec): 3 clusters Score: Raw -4499861.128849 + Penalty 3428.166870 = -4496432.961980 nChanged 2810 SP:Iteration 6F (4866.200000 sec): 3 clusters Score: Raw -4502408.955608 + Penalty 3428.166870 = -4498980.788738 nChanged 2887 SP:Iteration 7F (4866.320000 sec): 3 clusters Score: Raw -4505201.833525 + Penalty 3428.166870 = -4501773.666655 nChanged 2531 SP:Iteration 8F (4866.440000 sec): 3 clusters Score: Raw -4507475.338104 + Penalty 3428.166870 = -4504047.171234 nChanged 1877 SP:Iteration 9Q (4866.560000 sec): 3 clusters Score: Raw -4509018.335022 + Penalty 3428.166870 = -4505590.168152 nChanged 1351 SP:Iteration 10Q (4866.670000 sec): 3 clusters Score: Raw -4510173.704724 + Penalty 3428.166870 = -4506745.537854 nChanged 1000 SP:Iteration 11Q (4866.780000 sec): 3 clusters Score: Raw -4510900.291763 + Penalty 3428.166870 = -4507472.124893 nChanged 729 SP:Iteration 12Q (4866.890000 sec): 3 clusters Score: Raw -4511291.215963 + Penalty 3428.166870 = -4507863.049093 nChanged 525 SP:Iteration 13Q (4867.000000 sec): 3 clusters Score: Raw -4511500.070383 + Penalty 3428.166870 = -4508071.903513 nChanged 365 SP:Iteration 14Q (4867.110000 sec): 3 clusters Score: Raw -4511613.787984 + Penalty 3428.166870 = -4508185.621114 nChanged 286 SP:Iteration 15Q (4867.220000 sec): 3 clusters Score: Raw -4511680.746617 + Penalty 3428.166870 = -4508252.579747 nChanged 195 SP:Iteration 16Q (4867.320000 sec): 3 clusters Score: Raw -4511714.917780 + Penalty 3428.166870 = -4508286.750910 nChanged 155 SP:Iteration 17Q (4867.430000 sec): 3 clusters Score: Raw -4511739.605425 + Penalty 3428.166870 = -4508311.438555 nChanged 118 SP:Iteration 18Q (4867.540000 sec): 3 clusters Score: Raw -4511753.817299 + Penalty 3428.166870 = -4508325.650429 nChanged 91 SP:Iteration 19Q (4867.650000 sec): 3 clusters Score: Raw -4511763.128308 + Penalty 3428.166870 = -4508334.961438 nChanged 71 SP:Iteration 20F (4867.770000 sec): 3 clusters Score: Raw -4511771.024791 + Penalty 3428.166870 = -4508342.857921 nChanged 59 SP:Iteration 21Q (4867.880000 sec): 3 clusters Score: Raw -4511776.235184 + Penalty 3428.166870 = -4508348.068314 nChanged 61 SP:Iteration 22Q (4867.980000 sec): 3 clusters Score: Raw -4511780.898794 + Penalty 3428.166870 = -4508352.731924 nChanged 61 SP:Iteration 23Q (4868.090000 sec): 3 clusters Score: Raw -4511786.025757 + Penalty 3428.166870 = -4508357.858887 nChanged 52 SP:Iteration 24Q (4868.200000 sec): 3 clusters Score: Raw -4511790.784124 + Penalty 3428.166870 = -4508362.617254 nChanged 45 SP:Iteration 25Q (4868.310000 sec): 3 clusters Score: Raw -4511794.711240 + Penalty 3428.166870 = -4508366.544370 nChanged 50 SP:Iteration 26Q (4868.410000 sec): 3 clusters Score: Raw -4511798.790022 + Penalty 3428.166870 = -4508370.623153 nChanged 47 SP:Iteration 27Q (4868.520000 sec): 3 clusters Score: Raw -4511802.040410 + Penalty 3428.166870 = -4508373.873540 nChanged 37 SP:Iteration 28Q (4868.620000 sec): 3 clusters Score: Raw -4511804.259942 + Penalty 3428.166870 = -4508376.093072 nChanged 29 SP:Iteration 29Q (4868.730000 sec): 3 clusters Score: Raw -4511805.752135 + Penalty 3428.166870 = -4508377.585265 nChanged 28 SP:Iteration 30Q (4868.840000 sec): 3 clusters Score: Raw -4511807.469234 + Penalty 3428.166870 = -4508379.302364 nChanged 35 SP:Iteration 31Q (4868.940000 sec): 3 clusters Score: Raw -4511809.570267 + Penalty 3428.166870 = -4508381.403397 nChanged 30 SP:Iteration 32Q (4869.050000 sec): 3 clusters Score: Raw -4511811.497901 + Penalty 3428.166870 = -4508383.331031 nChanged 34 SP:Iteration 33Q (4869.160000 sec): 3 clusters Score: Raw -4511813.387118 + Penalty 3428.166870 = -4508385.220249 nChanged 22 SP:Iteration 34Q (4869.270000 sec): 3 clusters Score: Raw -4511814.531032 + Penalty 3428.166870 = -4508386.364162 nChanged 28 SP:Iteration 35Q (4869.380000 sec): 3 clusters Score: Raw -4511816.070670 + Penalty 3428.166870 = -4508387.903800 nChanged 23 SP:Iteration 36Q (4869.480000 sec): 3 clusters Score: Raw -4511817.520488 + Penalty 3428.166870 = -4508389.353618 nChanged 24 SP:Iteration 37Q (4869.580000 sec): 3 clusters Score: Raw -4511819.117325 + Penalty 3428.166870 = -4508390.950455 nChanged 27 SP:Iteration 38Q (4869.690000 sec): 3 clusters Score: Raw -4511821.044882 + Penalty 3428.166870 = -4508392.878012 nChanged 27 SP:Iteration 39Q (4869.790000 sec): 3 clusters Score: Raw -4511822.862626 + Penalty 3428.166870 = -4508394.695756 nChanged 23 SP:Iteration 40F (4869.920000 sec): 3 clusters Score: Raw -4511824.159247 + Penalty 3428.166870 = -4508395.992378 nChanged 25 SP:Iteration 41Q (4870.020000 sec): 3 clusters Score: Raw -4511825.778230 + Penalty 3428.166870 = -4508397.611360 nChanged 19 SP:Iteration 42Q (4870.120000 sec): 3 clusters Score: Raw -4511826.809127 + Penalty 3428.166870 = -4508398.642257 nChanged 17 SP:Iteration 43Q (4870.230000 sec): 3 clusters Score: Raw -4511827.756229 + Penalty 3428.166870 = -4508399.589359 nChanged 18 SP:Iteration 44Q (4870.340000 sec): 3 clusters Score: Raw -4511828.535865 + Penalty 3428.166870 = -4508400.368995 nChanged 19 SP:Iteration 45Q (4870.440000 sec): 3 clusters Score: Raw -4511829.524374 + Penalty 3428.166870 = -4508401.357504 nChanged 15 SP:Iteration 46Q (4870.540000 sec): 3 clusters Score: Raw -4511830.399933 + Penalty 3428.166870 = -4508402.233064 nChanged 16 SP:Iteration 47Q (4870.650000 sec): 3 clusters Score: Raw -4511831.012198 + Penalty 3428.166870 = -4508402.845329 nChanged 12 SP:Iteration 48Q (4870.760000 sec): 3 clusters Score: Raw -4511831.676140 + Penalty 3428.166870 = -4508403.509270 nChanged 9 SP:Iteration 49Q (4870.860000 sec): 3 clusters Score: Raw -4511832.115237 + Penalty 3428.166870 = -4508403.948367 nChanged 7 SP:Iteration 50Q (4870.960000 sec): 3 clusters Score: Raw -4511832.449532 + Penalty 3428.166870 = -4508404.282662 nChanged 9 SP:Iteration 51Q (4871.070000 sec): 3 clusters Score: Raw -4511832.702051 + Penalty 3428.166870 = -4508404.535181 nChanged 7 SP:Iteration 52Q (4871.170000 sec): 3 clusters Score: Raw -4511832.986006 + Penalty 3428.166870 = -4508404.819136 nChanged 6 SP:Iteration 53Q (4871.280000 sec): 3 clusters Score: Raw -4511833.311718 + Penalty 3428.166870 = -4508405.144848 nChanged 5 SP:Iteration 54Q (4871.380000 sec): 3 clusters Score: Raw -4511833.485216 + Penalty 3428.166870 = -4508405.318346 nChanged 3 SP:Iteration 55Q (4871.490000 sec): 3 clusters Score: Raw -4511833.563667 + Penalty 3428.166870 = -4508405.396797 nChanged 4 SP:Iteration 56Q (4871.590000 sec): 3 clusters Score: Raw -4511833.636257 + Penalty 3428.166870 = -4508405.469387 nChanged 1 SP:Iteration 57Q (4871.700000 sec): 3 clusters Score: Raw -4511833.655419 + Penalty 3428.166870 = -4508405.488550 nChanged 0 SP:Iteration 58F (4871.820000 sec): 3 clusters Score: Raw -4511833.655419 + Penalty 3428.166870 = -4508405.488550 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 12.33 GB. Trying to split cluster 10 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.840000 sec): 2 clusters Score: Raw -75911.548540 + Penalty 1061.030561 = -74850.517978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4871.840000 sec): 3 clusters Score: Raw -75810.609615 + Penalty 2122.061122 = -73688.548493 nChanged 201 SP:Iteration 1F (4871.840000 sec): 3 clusters Score: Raw -76165.374831 + Penalty 2122.061122 = -74043.313708 nChanged 81 SP:Iteration 2F (4871.840000 sec): 3 clusters Score: Raw -76378.047720 + Penalty 2122.061122 = -74255.986597 nChanged 51 SP:Iteration 3F (4871.850000 sec): 3 clusters Score: Raw -76481.216938 + Penalty 2122.061122 = -74359.155816 nChanged 37 SP:Iteration 4F (4871.850000 sec): 3 clusters Score: Raw -76550.598272 + Penalty 2122.061122 = -74428.537150 nChanged 22 SP:Iteration 5Q (4871.850000 sec): 3 clusters Score: Raw -76592.295635 + Penalty 2122.061122 = -74470.234513 nChanged 16 SP:Iteration 6Q (4871.850000 sec): 3 clusters Score: Raw -76613.501751 + Penalty 2122.061122 = -74491.440629 nChanged 8 SP:Iteration 7Q (4871.860000 sec): 3 clusters Score: Raw -76622.089310 + Penalty 2122.061122 = -74500.028187 nChanged 4 SP:Iteration 8Q (4871.860000 sec): 3 clusters Score: Raw -76627.156630 + Penalty 2122.061122 = -74505.095508 nChanged 2 SP:Iteration 9Q (4871.860000 sec): 3 clusters Score: Raw -76630.529737 + Penalty 2122.061122 = -74508.468615 nChanged 1 SP:Iteration 10Q (4871.860000 sec): 3 clusters Score: Raw -76631.868265 + Penalty 2122.061122 = -74509.807142 nChanged 1 SP:Iteration 11Q (4871.860000 sec): 3 clusters Score: Raw -76632.471056 + Penalty 2122.061122 = -74510.409934 nChanged 0 SP:Iteration 12F (4871.860000 sec): 3 clusters Score: Raw -76632.471056 + Penalty 2122.061122 = -74510.409934 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.890000 sec): 2 clusters Score: Raw -1073431.276029 + Penalty 1475.000030 = -1071956.276000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4871.920000 sec): 3 clusters Score: Raw -1068535.818683 + Penalty 2950.000059 = -1065585.818624 nChanged 3766 SP:Iteration 1F (4871.940000 sec): 3 clusters Score: Raw -1070562.552399 + Penalty 2950.000059 = -1067612.552340 nChanged 553 SP:Iteration 2F (4871.970000 sec): 3 clusters Score: Raw -1070826.077778 + Penalty 2950.000059 = -1067876.077719 nChanged 451 SP:Iteration 3F (4871.990000 sec): 3 clusters Score: Raw -1071040.853429 + Penalty 2950.000059 = -1068090.853370 nChanged 411 SP:Iteration 4Q (4872.020000 sec): 3 clusters Score: Raw -1071239.433017 + Penalty 2950.000059 = -1068289.432958 nChanged 395 SP:Iteration 5Q (4872.040000 sec): 3 clusters Score: Raw -1071443.618941 + Penalty 2950.000059 = -1068493.618882 nChanged 390 SP:Iteration 6Q (4872.070000 sec): 3 clusters Score: Raw -1071639.076997 + Penalty 2950.000059 = -1068689.076938 nChanged 360 SP:Iteration 7Q (4872.090000 sec): 3 clusters Score: Raw -1071828.925748 + Penalty 2950.000059 = -1068878.925689 nChanged 345 SP:Iteration 8Q (4872.120000 sec): 3 clusters Score: Raw -1072005.573795 + Penalty 2950.000059 = -1069055.573736 nChanged 324 SP:Iteration 9Q (4872.150000 sec): 3 clusters Score: Raw -1072183.791810 + Penalty 2950.000059 = -1069233.791751 nChanged 341 SP:Iteration 10Q (4872.170000 sec): 3 clusters Score: Raw -1072368.418075 + Penalty 2950.000059 = -1069418.418016 nChanged 327 SP:Iteration 11Q (4872.200000 sec): 3 clusters Score: Raw -1072563.531579 + Penalty 2950.000059 = -1069613.531520 nChanged 320 SP:Iteration 12Q (4872.220000 sec): 3 clusters Score: Raw -1072738.960630 + Penalty 2950.000059 = -1069788.960571 nChanged 246 SP:Iteration 13Q (4872.250000 sec): 3 clusters Score: Raw -1072858.582887 + Penalty 2950.000059 = -1069908.582828 nChanged 200 SP:Iteration 14Q (4872.270000 sec): 3 clusters Score: Raw -1072939.238138 + Penalty 2950.000059 = -1069989.238079 nChanged 152 SP:Iteration 15Q (4872.300000 sec): 3 clusters Score: Raw -1072999.732503 + Penalty 2950.000059 = -1070049.732444 nChanged 137 SP:Iteration 16Q (4872.320000 sec): 3 clusters Score: Raw -1073058.986064 + Penalty 2950.000059 = -1070108.986005 nChanged 115 SP:Iteration 17Q (4872.350000 sec): 3 clusters Score: Raw -1073111.324660 + Penalty 2950.000059 = -1070161.324601 nChanged 106 SP:Iteration 18Q (4872.370000 sec): 3 clusters Score: Raw -1073154.246945 + Penalty 2950.000059 = -1070204.246886 nChanged 100 SP:Iteration 19Q (4872.390000 sec): 3 clusters Score: Raw -1073195.616182 + Penalty 2950.000059 = -1070245.616123 nChanged 90 SP:Iteration 20F (4872.420000 sec): 3 clusters Score: Raw -1073227.455459 + Penalty 2950.000059 = -1070277.455400 nChanged 83 SP:Iteration 21Q (4872.450000 sec): 3 clusters Score: Raw -1073251.220353 + Penalty 2950.000059 = -1070301.220294 nChanged 59 SP:Iteration 22Q (4872.470000 sec): 3 clusters Score: Raw -1073271.035736 + Penalty 2950.000059 = -1070321.035677 nChanged 65 SP:Iteration 23Q (4872.490000 sec): 3 clusters Score: Raw -1073291.662026 + Penalty 2950.000059 = -1070341.661967 nChanged 58 SP:Iteration 24Q (4872.520000 sec): 3 clusters Score: Raw -1073309.340415 + Penalty 2950.000059 = -1070359.340356 nChanged 65 SP:Iteration 25Q (4872.540000 sec): 3 clusters Score: Raw -1073329.503686 + Penalty 2950.000059 = -1070379.503627 nChanged 64 SP:Iteration 26Q (4872.570000 sec): 3 clusters Score: Raw -1073347.428569 + Penalty 2950.000059 = -1070397.428510 nChanged 42 SP:Iteration 27Q (4872.590000 sec): 3 clusters Score: Raw -1073357.311215 + Penalty 2950.000059 = -1070407.311156 nChanged 38 SP:Iteration 28Q (4872.610000 sec): 3 clusters Score: Raw -1073365.430023 + Penalty 2950.000059 = -1070415.429964 nChanged 30 SP:Iteration 29Q (4872.630000 sec): 3 clusters Score: Raw -1073370.329986 + Penalty 2950.000059 = -1070420.329927 nChanged 23 SP:Iteration 30Q (4872.660000 sec): 3 clusters Score: Raw -1073374.687514 + Penalty 2950.000059 = -1070424.687455 nChanged 26 SP:Iteration 31Q (4872.680000 sec): 3 clusters Score: Raw -1073380.286063 + Penalty 2950.000059 = -1070430.286004 nChanged 23 SP:Iteration 32Q (4872.710000 sec): 3 clusters Score: Raw -1073384.794841 + Penalty 2950.000059 = -1070434.794782 nChanged 22 SP:Iteration 33Q (4872.730000 sec): 3 clusters Score: Raw -1073389.565931 + Penalty 2950.000059 = -1070439.565872 nChanged 27 SP:Iteration 34Q (4872.760000 sec): 3 clusters Score: Raw -1073395.259367 + Penalty 2950.000059 = -1070445.259308 nChanged 22 SP:Iteration 35Q (4872.780000 sec): 3 clusters Score: Raw -1073399.841587 + Penalty 2950.000059 = -1070449.841528 nChanged 24 SP:Iteration 36Q (4872.800000 sec): 3 clusters Score: Raw -1073404.730252 + Penalty 2950.000059 = -1070454.730193 nChanged 21 SP:Iteration 37Q (4872.830000 sec): 3 clusters Score: Raw -1073410.053997 + Penalty 2950.000059 = -1070460.053938 nChanged 17 SP:Iteration 38Q (4872.850000 sec): 3 clusters Score: Raw -1073415.471734 + Penalty 2950.000059 = -1070465.471675 nChanged 21 SP:Iteration 39Q (4872.870000 sec): 3 clusters Score: Raw -1073420.973250 + Penalty 2950.000059 = -1070470.973191 nChanged 24 SP:Iteration 40F (4872.900000 sec): 3 clusters Score: Raw -1073427.521301 + Penalty 2950.000059 = -1070477.521242 nChanged 25 SP:Iteration 41Q (4872.920000 sec): 3 clusters Score: Raw -1073432.099579 + Penalty 2950.000059 = -1070482.099520 nChanged 24 SP:Iteration 42Q (4872.950000 sec): 3 clusters Score: Raw -1073437.247186 + Penalty 2950.000059 = -1070487.247127 nChanged 21 SP:Iteration 43Q (4872.970000 sec): 3 clusters Score: Raw -1073441.956098 + Penalty 2950.000059 = -1070491.956039 nChanged 20 SP:Iteration 44Q (4872.990000 sec): 3 clusters Score: Raw -1073445.356410 + Penalty 2950.000059 = -1070495.356351 nChanged 20 SP:Iteration 45Q (4873.010000 sec): 3 clusters Score: Raw -1073449.250179 + Penalty 2950.000059 = -1070499.250120 nChanged 19 SP:Iteration 46Q (4873.040000 sec): 3 clusters Score: Raw -1073453.425320 + Penalty 2950.000059 = -1070503.425261 nChanged 18 SP:Iteration 47Q (4873.060000 sec): 3 clusters Score: Raw -1073456.998171 + Penalty 2950.000059 = -1070506.998112 nChanged 18 SP:Iteration 48Q (4873.090000 sec): 3 clusters Score: Raw -1073460.697922 + Penalty 2950.000059 = -1070510.697863 nChanged 16 SP:Iteration 49Q (4873.110000 sec): 3 clusters Score: Raw -1073463.637203 + Penalty 2950.000059 = -1070513.637144 nChanged 19 SP:Iteration 50Q (4873.130000 sec): 3 clusters Score: Raw -1073467.934527 + Penalty 2950.000059 = -1070517.934468 nChanged 25 SP:Iteration 51Q (4873.150000 sec): 3 clusters Score: Raw -1073473.916882 + Penalty 2950.000059 = -1070523.916823 nChanged 28 SP:Iteration 52Q (4873.180000 sec): 3 clusters Score: Raw -1073479.067084 + Penalty 2950.000059 = -1070529.067025 nChanged 26 SP:Iteration 53Q (4873.200000 sec): 3 clusters Score: Raw -1073485.984934 + Penalty 2950.000059 = -1070535.984875 nChanged 36 SP:Iteration 54Q (4873.230000 sec): 3 clusters Score: Raw -1073495.777920 + Penalty 2950.000059 = -1070545.777861 nChanged 41 SP:Iteration 55Q (4873.250000 sec): 3 clusters Score: Raw -1073505.498967 + Penalty 2950.000059 = -1070555.498908 nChanged 32 SP:Iteration 56Q (4873.270000 sec): 3 clusters Score: Raw -1073512.933341 + Penalty 2950.000059 = -1070562.933282 nChanged 28 SP:Iteration 57Q (4873.290000 sec): 3 clusters Score: Raw -1073519.807170 + Penalty 2950.000059 = -1070569.807111 nChanged 28 SP:Iteration 58Q (4873.320000 sec): 3 clusters Score: Raw -1073526.659576 + Penalty 2950.000059 = -1070576.659517 nChanged 26 SP:Iteration 59Q (4873.340000 sec): 3 clusters Score: Raw -1073532.226273 + Penalty 2950.000059 = -1070582.226214 nChanged 25 SP:Iteration 60F (4873.370000 sec): 3 clusters Score: Raw -1073538.397029 + Penalty 2950.000059 = -1070588.396970 nChanged 23 SP:Iteration 61Q (4873.390000 sec): 3 clusters Score: Raw -1073543.054360 + Penalty 2950.000059 = -1070593.054301 nChanged 21 SP:Iteration 62Q (4873.410000 sec): 3 clusters Score: Raw -1073547.566704 + Penalty 2950.000059 = -1070597.566645 nChanged 24 SP:Iteration 63Q (4873.430000 sec): 3 clusters Score: Raw -1073554.590386 + Penalty 2950.000059 = -1070604.590327 nChanged 36 SP:Iteration 64Q (4873.460000 sec): 3 clusters Score: Raw -1073566.637309 + Penalty 2950.000059 = -1070616.637250 nChanged 31 SP:Iteration 65Q (4873.480000 sec): 3 clusters Score: Raw -1073575.369570 + Penalty 2950.000059 = -1070625.369510 nChanged 39 SP:Iteration 66Q (4873.500000 sec): 3 clusters Score: Raw -1073587.170574 + Penalty 2950.000059 = -1070637.170515 nChanged 50 SP:Iteration 67Q (4873.520000 sec): 3 clusters Score: Raw -1073603.085804 + Penalty 2950.000059 = -1070653.085745 nChanged 47 SP:Iteration 68Q (4873.550000 sec): 3 clusters Score: Raw -1073620.917161 + Penalty 2950.000059 = -1070670.917102 nChanged 47 SP:Iteration 69Q (4873.570000 sec): 3 clusters Score: Raw -1073637.217665 + Penalty 2950.000059 = -1070687.217606 nChanged 41 SP:Iteration 70Q (4873.590000 sec): 3 clusters Score: Raw -1073650.505138 + Penalty 2950.000059 = -1070700.505079 nChanged 33 SP:Iteration 71Q (4873.610000 sec): 3 clusters Score: Raw -1073659.378273 + Penalty 2950.000059 = -1070709.378214 nChanged 22 SP:Iteration 72Q (4873.630000 sec): 3 clusters Score: Raw -1073664.853641 + Penalty 2950.000059 = -1070714.853582 nChanged 10 SP:Iteration 73Q (4873.650000 sec): 3 clusters Score: Raw -1073666.297988 + Penalty 2950.000059 = -1070716.297929 nChanged 6 SP:Iteration 74Q (4873.670000 sec): 3 clusters Score: Raw -1073668.218766 + Penalty 2950.000059 = -1070718.218707 nChanged 6 SP:Iteration 75Q (4873.690000 sec): 3 clusters Score: Raw -1073668.938158 + Penalty 2950.000059 = -1070718.938099 nChanged 3 SP:Iteration 76Q (4873.720000 sec): 3 clusters Score: Raw -1073669.420169 + Penalty 2950.000059 = -1070719.420110 nChanged 4 SP:Iteration 77Q (4873.740000 sec): 3 clusters Score: Raw -1073670.333464 + Penalty 2950.000059 = -1070720.333405 nChanged 6 SP:Iteration 78Q (4873.760000 sec): 3 clusters Score: Raw -1073671.717286 + Penalty 2950.000059 = -1070721.717227 nChanged 4 SP:Iteration 79Q (4873.780000 sec): 3 clusters Score: Raw -1073672.362851 + Penalty 2950.000059 = -1070722.362792 nChanged 2 SP:Iteration 80F (4873.810000 sec): 3 clusters Score: Raw -1073672.966894 + Penalty 2950.000059 = -1070722.966835 nChanged 2 SP:Iteration 81Q (4873.830000 sec): 3 clusters Score: Raw -1073673.284781 + Penalty 2950.000059 = -1070723.284722 nChanged 5 SP:Iteration 82Q (4873.850000 sec): 3 clusters Score: Raw -1073674.073255 + Penalty 2950.000059 = -1070724.073196 nChanged 1 SP:Iteration 83Q (4873.870000 sec): 3 clusters Score: Raw -1073674.247211 + Penalty 2950.000059 = -1070724.247152 nChanged 3 SP:Iteration 84Q (4873.890000 sec): 3 clusters Score: Raw -1073674.828632 + Penalty 2950.000059 = -1070724.828573 nChanged 5 SP:Iteration 85Q (4873.910000 sec): 3 clusters Score: Raw -1073675.906138 + Penalty 2950.000059 = -1070725.906079 nChanged 8 SP:Iteration 86Q (4873.930000 sec): 3 clusters Score: Raw -1073678.189190 + Penalty 2950.000059 = -1070728.189131 nChanged 10 SP:Iteration 87Q (4873.960000 sec): 3 clusters Score: Raw -1073680.736531 + Penalty 2950.000059 = -1070730.736472 nChanged 7 SP:Iteration 88Q (4873.980000 sec): 3 clusters Score: Raw -1073682.319974 + Penalty 2950.000059 = -1070732.319915 nChanged 7 SP:Iteration 89Q (4874.000000 sec): 3 clusters Score: Raw -1073683.622523 + Penalty 2950.000059 = -1070733.622464 nChanged 5 SP:Iteration 90Q (4874.020000 sec): 3 clusters Score: Raw -1073684.989158 + Penalty 2950.000059 = -1070734.989099 nChanged 8 SP:Iteration 91Q (4874.040000 sec): 3 clusters Score: Raw -1073687.176699 + Penalty 2950.000059 = -1070737.176640 nChanged 8 SP:Iteration 92Q (4874.060000 sec): 3 clusters Score: Raw -1073689.540430 + Penalty 2950.000059 = -1070739.540371 nChanged 13 SP:Iteration 93Q (4874.090000 sec): 3 clusters Score: Raw -1073693.108250 + Penalty 2950.000059 = -1070743.108190 nChanged 17 SP:Iteration 94Q (4874.110000 sec): 3 clusters Score: Raw -1073698.414562 + Penalty 2950.000059 = -1070748.414503 nChanged 14 SP:Iteration 95Q (4874.130000 sec): 3 clusters Score: Raw -1073702.438505 + Penalty 2950.000059 = -1070752.438446 nChanged 9 SP:Iteration 96Q (4874.150000 sec): 3 clusters Score: Raw -1073704.793520 + Penalty 2950.000059 = -1070754.793461 nChanged 15 SP:Iteration 97Q (4874.170000 sec): 3 clusters Score: Raw -1073708.226855 + Penalty 2950.000059 = -1070758.226796 nChanged 15 SP:Iteration 98Q (4874.190000 sec): 3 clusters Score: Raw -1073713.676775 + Penalty 2950.000059 = -1070763.676716 nChanged 17 SP:Iteration 99Q (4874.210000 sec): 3 clusters Score: Raw -1073719.898537 + Penalty 2950.000059 = -1070769.898478 nChanged 19 SP:Iteration 100F (4874.240000 sec): 3 clusters Score: Raw -1073727.273276 + Penalty 2950.000059 = -1070777.273217 nChanged 18 SP:Iteration 101Q (4874.260000 sec): 3 clusters Score: Raw -1073732.300731 + Penalty 2950.000059 = -1070782.300672 nChanged 15 SP:Iteration 102Q (4874.280000 sec): 3 clusters Score: Raw -1073735.203533 + Penalty 2950.000059 = -1070785.203474 nChanged 8 SP:Iteration 103Q (4874.300000 sec): 3 clusters Score: Raw -1073736.917591 + Penalty 2950.000059 = -1070786.917532 nChanged 6 SP:Iteration 104Q (4874.320000 sec): 3 clusters Score: Raw -1073737.954154 + Penalty 2950.000059 = -1070787.954095 nChanged 5 SP:Iteration 105Q (4874.340000 sec): 3 clusters Score: Raw -1073738.982679 + Penalty 2950.000059 = -1070788.982620 nChanged 4 SP:Iteration 106Q (4874.360000 sec): 3 clusters Score: Raw -1073739.878333 + Penalty 2950.000059 = -1070789.878274 nChanged 3 SP:Iteration 107Q (4874.380000 sec): 3 clusters Score: Raw -1073740.469682 + Penalty 2950.000059 = -1070790.469623 nChanged 5 SP:Iteration 108Q (4874.410000 sec): 3 clusters Score: Raw -1073741.480000 + Penalty 2950.000059 = -1070791.479941 nChanged 7 SP:Iteration 109Q (4874.430000 sec): 3 clusters Score: Raw -1073742.917021 + Penalty 2950.000059 = -1070792.916962 nChanged 9 SP:Iteration 110Q (4874.450000 sec): 3 clusters Score: Raw -1073745.836827 + Penalty 2950.000059 = -1070795.836768 nChanged 7 SP:Iteration 111Q (4874.470000 sec): 3 clusters Score: Raw -1073747.965282 + Penalty 2950.000059 = -1070797.965223 nChanged 11 SP:Iteration 112Q (4874.490000 sec): 3 clusters Score: Raw -1073751.725010 + Penalty 2950.000059 = -1070801.724951 nChanged 9 SP:Iteration 113Q (4874.510000 sec): 3 clusters Score: Raw -1073753.954294 + Penalty 2950.000059 = -1070803.954235 nChanged 7 SP:Iteration 114Q (4874.530000 sec): 3 clusters Score: Raw -1073755.969439 + Penalty 2950.000059 = -1070805.969380 nChanged 9 SP:Iteration 115Q (4874.550000 sec): 3 clusters Score: Raw -1073758.256214 + Penalty 2950.000059 = -1070808.256155 nChanged 5 SP:Iteration 116Q (4874.570000 sec): 3 clusters Score: Raw -1073759.008353 + Penalty 2950.000059 = -1070809.008294 nChanged 5 SP:Iteration 117Q (4874.590000 sec): 3 clusters Score: Raw -1073760.708908 + Penalty 2950.000059 = -1070810.708849 nChanged 4 SP:Iteration 118Q (4874.610000 sec): 3 clusters Score: Raw -1073761.907739 + Penalty 2950.000059 = -1070811.907680 nChanged 8 SP:Iteration 119Q (4874.630000 sec): 3 clusters Score: Raw -1073765.398342 + Penalty 2950.000059 = -1070815.398283 nChanged 9 SP:Iteration 120F (4874.660000 sec): 3 clusters Score: Raw -1073767.644098 + Penalty 2950.000059 = -1070817.644039 nChanged 4 SP:Iteration 121Q (4874.680000 sec): 3 clusters Score: Raw -1073768.374681 + Penalty 2950.000059 = -1070818.374622 nChanged 5 SP:Iteration 122Q (4874.700000 sec): 3 clusters Score: Raw -1073769.188727 + Penalty 2950.000059 = -1070819.188668 nChanged 4 SP:Iteration 123Q (4874.720000 sec): 3 clusters Score: Raw -1073770.698457 + Penalty 2950.000059 = -1070820.698398 nChanged 6 SP:Iteration 124Q (4874.740000 sec): 3 clusters Score: Raw -1073772.234931 + Penalty 2950.000059 = -1070822.234872 nChanged 5 SP:Iteration 125Q (4874.760000 sec): 3 clusters Score: Raw -1073773.646210 + Penalty 2950.000059 = -1070823.646151 nChanged 10 SP:Iteration 126Q (4874.780000 sec): 3 clusters Score: Raw -1073775.932415 + Penalty 2950.000059 = -1070825.932356 nChanged 4 SP:Iteration 127Q (4874.800000 sec): 3 clusters Score: Raw -1073777.249722 + Penalty 2950.000059 = -1070827.249663 nChanged 4 SP:Iteration 128Q (4874.820000 sec): 3 clusters Score: Raw -1073779.626562 + Penalty 2950.000059 = -1070829.626503 nChanged 7 SP:Iteration 129Q (4874.840000 sec): 3 clusters Score: Raw -1073781.548340 + Penalty 2950.000059 = -1070831.548281 nChanged 3 SP:Iteration 130Q (4874.860000 sec): 3 clusters Score: Raw -1073782.439214 + Penalty 2950.000059 = -1070832.439155 nChanged 0 SP:Iteration 131F (4874.890000 sec): 3 clusters Score: Raw -1073782.439214 + Penalty 2950.000059 = -1070832.439155 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 12 (3218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.900000 sec): 2 clusters Score: Raw -363896.760411 + Penalty 1312.433741 = -362584.326670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.910000 sec): 3 clusters Score: Raw -362267.723333 + Penalty 2624.867481 = -359642.855851 nChanged 1243 SP:Iteration 1F (4874.920000 sec): 3 clusters Score: Raw -363014.902126 + Penalty 2624.867481 = -360390.034644 nChanged 261 SP:Iteration 2F (4874.930000 sec): 3 clusters Score: Raw -363179.843899 + Penalty 2624.867481 = -360554.976418 nChanged 178 SP:Iteration 3F (4874.940000 sec): 3 clusters Score: Raw -363281.673494 + Penalty 2624.867481 = -360656.806013 nChanged 130 SP:Iteration 4Q (4874.950000 sec): 3 clusters Score: Raw -363356.652246 + Penalty 2624.867481 = -360731.784764 nChanged 119 SP:Iteration 5Q (4874.960000 sec): 3 clusters Score: Raw -363444.154012 + Penalty 2624.867481 = -360819.286531 nChanged 118 SP:Iteration 6Q (4874.970000 sec): 3 clusters Score: Raw -363542.900215 + Penalty 2624.867481 = -360918.032733 nChanged 121 SP:Iteration 7Q (4874.980000 sec): 3 clusters Score: Raw -363636.491732 + Penalty 2624.867481 = -361011.624250 nChanged 133 SP:Iteration 8Q (4874.990000 sec): 3 clusters Score: Raw -363752.794555 + Penalty 2624.867481 = -361127.927074 nChanged 137 SP:Iteration 9Q (4875.000000 sec): 3 clusters Score: Raw -363873.021129 + Penalty 2624.867481 = -361248.153648 nChanged 139 SP:Iteration 10Q (4875.010000 sec): 3 clusters Score: Raw -363976.929853 + Penalty 2624.867481 = -361352.062372 nChanged 144 SP:Iteration 11Q (4875.010000 sec): 3 clusters Score: Raw -364080.671938 + Penalty 2624.867481 = -361455.804456 nChanged 125 SP:Iteration 12Q (4875.020000 sec): 3 clusters Score: Raw -364167.579521 + Penalty 2624.867481 = -361542.712039 nChanged 107 SP:Iteration 13Q (4875.030000 sec): 3 clusters Score: Raw -364235.691720 + Penalty 2624.867481 = -361610.824238 nChanged 85 SP:Iteration 14Q (4875.040000 sec): 3 clusters Score: Raw -364281.728917 + Penalty 2624.867481 = -361656.861435 nChanged 64 SP:Iteration 15Q (4875.050000 sec): 3 clusters Score: Raw -364316.344375 + Penalty 2624.867481 = -361691.476893 nChanged 46 SP:Iteration 16Q (4875.060000 sec): 3 clusters Score: Raw -364342.101221 + Penalty 2624.867481 = -361717.233739 nChanged 46 SP:Iteration 17Q (4875.070000 sec): 3 clusters Score: Raw -364368.621483 + Penalty 2624.867481 = -361743.754001 nChanged 48 SP:Iteration 18Q (4875.080000 sec): 3 clusters Score: Raw -364395.638057 + Penalty 2624.867481 = -361770.770575 nChanged 37 SP:Iteration 19Q (4875.090000 sec): 3 clusters Score: Raw -364421.061427 + Penalty 2624.867481 = -361796.193946 nChanged 32 SP:Iteration 20F (4875.090000 sec): 3 clusters Score: Raw -364440.577080 + Penalty 2624.867481 = -361815.709598 nChanged 29 SP:Iteration 21Q (4875.110000 sec): 3 clusters Score: Raw -364455.247553 + Penalty 2624.867481 = -361830.380071 nChanged 20 SP:Iteration 22Q (4875.110000 sec): 3 clusters Score: Raw -364463.454290 + Penalty 2624.867481 = -361838.586809 nChanged 15 SP:Iteration 23Q (4875.120000 sec): 3 clusters Score: Raw -364469.650442 + Penalty 2624.867481 = -361844.782961 nChanged 10 SP:Iteration 24Q (4875.130000 sec): 3 clusters Score: Raw -364474.251935 + Penalty 2624.867481 = -361849.384454 nChanged 11 SP:Iteration 25Q (4875.140000 sec): 3 clusters Score: Raw -364479.747768 + Penalty 2624.867481 = -361854.880286 nChanged 11 SP:Iteration 26Q (4875.150000 sec): 3 clusters Score: Raw -364484.207612 + Penalty 2624.867481 = -361859.340131 nChanged 8 SP:Iteration 27Q (4875.160000 sec): 3 clusters Score: Raw -364489.407321 + Penalty 2624.867481 = -361864.539839 nChanged 7 SP:Iteration 28Q (4875.170000 sec): 3 clusters Score: Raw -364493.611267 + Penalty 2624.867481 = -361868.743785 nChanged 6 SP:Iteration 29Q (4875.170000 sec): 3 clusters Score: Raw -364497.155360 + Penalty 2624.867481 = -361872.287878 nChanged 7 SP:Iteration 30Q (4875.190000 sec): 3 clusters Score: Raw -364499.469987 + Penalty 2624.867481 = -361874.602506 nChanged 3 SP:Iteration 31Q (4875.190000 sec): 3 clusters Score: Raw -364500.809158 + Penalty 2624.867481 = -361875.941677 nChanged 5 SP:Iteration 32Q (4875.200000 sec): 3 clusters Score: Raw -364501.997563 + Penalty 2624.867481 = -361877.130082 nChanged 0 SP:Iteration 33F (4875.210000 sec): 3 clusters Score: Raw -364501.997563 + Penalty 2624.867481 = -361877.130082 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 13 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4875.220000 sec): 2 clusters Score: Raw -28018.054900 + Penalty 899.816818 = -27118.238082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4875.220000 sec): 3 clusters Score: Raw -28103.508135 + Penalty 1799.633637 = -26303.874498 nChanged 38 SP:Iteration 1F (4875.220000 sec): 3 clusters Score: Raw -28204.558015 + Penalty 1799.633637 = -26404.924378 nChanged 15 SP:Iteration 2F (4875.220000 sec): 3 clusters Score: Raw -28246.590971 + Penalty 1799.633637 = -26446.957334 nChanged 5 SP:Iteration 3Q (4875.220000 sec): 3 clusters Score: Raw -28254.654338 + Penalty 1799.633637 = -26455.020701 nChanged 1 SP:Iteration 4Q (4875.220000 sec): 3 clusters Score: Raw -28258.476057 + Penalty 1799.633637 = -26458.842421 nChanged 0 SP:Iteration 5F (4875.220000 sec): 3 clusters Score: Raw -28258.476057 + Penalty 1799.633637 = -26458.842421 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (28036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4875.310000 sec): 2 clusters Score: Raw -3424442.015168 + Penalty 1664.202260 = -3422777.812908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4875.390000 sec): 3 clusters Score: Raw -3407165.495509 + Penalty 3328.404520 = -3403837.090989 nChanged 12931 SP:Iteration 1F (4875.470000 sec): 3 clusters Score: Raw -3414093.586545 + Penalty 3328.404520 = -3410765.182025 nChanged 1186 SP:Iteration 2Q (4875.560000 sec): 3 clusters Score: Raw -3414417.868888 + Penalty 3328.404520 = -3411089.464368 nChanged 1051 SP:Iteration 3Q (4875.640000 sec): 3 clusters Score: Raw -3414723.227998 + Penalty 3328.404520 = -3411394.823477 nChanged 1020 SP:Iteration 4Q (4875.720000 sec): 3 clusters Score: Raw -3415037.951175 + Penalty 3328.404520 = -3411709.546655 nChanged 1054 SP:Iteration 5Q (4875.810000 sec): 3 clusters Score: Raw -3415412.885998 + Penalty 3328.404520 = -3412084.481478 nChanged 1130 SP:Iteration 6Q (4875.890000 sec): 3 clusters Score: Raw -3415907.839065 + Penalty 3328.404520 = -3412579.434545 nChanged 1277 SP:Iteration 7Q (4875.970000 sec): 3 clusters Score: Raw -3416622.231227 + Penalty 3328.404520 = -3413293.826706 nChanged 1497 SP:Iteration 8F (4876.060000 sec): 3 clusters Score: Raw -3417645.214839 + Penalty 3328.404520 = -3414316.810318 nChanged 1675 SP:Iteration 9F (4876.150000 sec): 3 clusters Score: Raw -3418903.013589 + Penalty 3328.404520 = -3415574.609069 nChanged 1664 SP:Iteration 10F (4876.240000 sec): 3 clusters Score: Raw -3420329.184331 + Penalty 3328.404520 = -3417000.779811 nChanged 1449 SP:Iteration 11F (4876.330000 sec): 3 clusters Score: Raw -3421560.413951 + Penalty 3328.404520 = -3418232.009431 nChanged 1171 SP:Iteration 12Q (4876.400000 sec): 3 clusters Score: Raw -3422450.448578 + Penalty 3328.404520 = -3419122.044058 nChanged 866 SP:Iteration 13Q (4876.470000 sec): 3 clusters Score: Raw -3423038.520024 + Penalty 3328.404520 = -3419710.115504 nChanged 665 SP:Iteration 14Q (4876.550000 sec): 3 clusters Score: Raw -3423475.679730 + Penalty 3328.404520 = -3420147.275210 nChanged 536 SP:Iteration 15Q (4876.620000 sec): 3 clusters Score: Raw -3423819.282207 + Penalty 3328.404520 = -3420490.877686 nChanged 384 SP:Iteration 16Q (4876.690000 sec): 3 clusters Score: Raw -3424043.758642 + Penalty 3328.404520 = -3420715.354122 nChanged 290 SP:Iteration 17Q (4876.760000 sec): 3 clusters Score: Raw -3424200.914316 + Penalty 3328.404520 = -3420872.509796 nChanged 227 SP:Iteration 18Q (4876.830000 sec): 3 clusters Score: Raw -3424317.270286 + Penalty 3328.404520 = -3420988.865766 nChanged 174 SP:Iteration 19Q (4876.890000 sec): 3 clusters Score: Raw -3424403.294386 + Penalty 3328.404520 = -3421074.889866 nChanged 141 SP:Iteration 20F (4876.980000 sec): 3 clusters Score: Raw -3424474.041402 + Penalty 3328.404520 = -3421145.636881 nChanged 99 SP:Iteration 21Q (4877.040000 sec): 3 clusters Score: Raw -3424530.606342 + Penalty 3328.404520 = -3421202.201822 nChanged 91 SP:Iteration 22Q (4877.110000 sec): 3 clusters Score: Raw -3424580.300193 + Penalty 3328.404520 = -3421251.895673 nChanged 74 SP:Iteration 23Q (4877.170000 sec): 3 clusters Score: Raw -3424620.449491 + Penalty 3328.404520 = -3421292.044970 nChanged 55 SP:Iteration 24Q (4877.230000 sec): 3 clusters Score: Raw -3424649.904574 + Penalty 3328.404520 = -3421321.500054 nChanged 49 SP:Iteration 25Q (4877.290000 sec): 3 clusters Score: Raw -3424671.363488 + Penalty 3328.404520 = -3421342.958968 nChanged 30 SP:Iteration 26Q (4877.350000 sec): 3 clusters Score: Raw -3424682.692342 + Penalty 3328.404520 = -3421354.287822 nChanged 22 SP:Iteration 27Q (4877.410000 sec): 3 clusters Score: Raw -3424690.599792 + Penalty 3328.404520 = -3421362.195272 nChanged 18 SP:Iteration 28Q (4877.470000 sec): 3 clusters Score: Raw -3424697.483227 + Penalty 3328.404520 = -3421369.078707 nChanged 13 SP:Iteration 29Q (4877.530000 sec): 3 clusters Score: Raw -3424702.460403 + Penalty 3328.404520 = -3421374.055883 nChanged 12 SP:Iteration 30Q (4877.580000 sec): 3 clusters Score: Raw -3424707.551478 + Penalty 3328.404520 = -3421379.146958 nChanged 14 SP:Iteration 31Q (4877.640000 sec): 3 clusters Score: Raw -3424713.846493 + Penalty 3328.404520 = -3421385.441973 nChanged 12 SP:Iteration 32Q (4877.700000 sec): 3 clusters Score: Raw -3424717.600396 + Penalty 3328.404520 = -3421389.195876 nChanged 9 SP:Iteration 33Q (4877.760000 sec): 3 clusters Score: Raw -3424721.288415 + Penalty 3328.404520 = -3421392.883895 nChanged 10 SP:Iteration 34Q (4877.820000 sec): 3 clusters Score: Raw -3424725.582678 + Penalty 3328.404520 = -3421397.178158 nChanged 10 SP:Iteration 35Q (4877.880000 sec): 3 clusters Score: Raw -3424730.581921 + Penalty 3328.404520 = -3421402.177400 nChanged 9 SP:Iteration 36Q (4877.940000 sec): 3 clusters Score: Raw -3424735.962876 + Penalty 3328.404520 = -3421407.558356 nChanged 13 SP:Iteration 37Q (4877.990000 sec): 3 clusters Score: Raw -3424740.968214 + Penalty 3328.404520 = -3421412.563694 nChanged 7 SP:Iteration 38Q (4878.050000 sec): 3 clusters Score: Raw -3424743.528399 + Penalty 3328.404520 = -3421415.123879 nChanged 8 SP:Iteration 39Q (4878.110000 sec): 3 clusters Score: Raw -3424746.376712 + Penalty 3328.404520 = -3421417.972192 nChanged 5 SP:Iteration 40F (4878.190000 sec): 3 clusters Score: Raw -3424749.121892 + Penalty 3328.404520 = -3421420.717372 nChanged 3 SP:Iteration 41Q (4878.250000 sec): 3 clusters Score: Raw -3424750.813905 + Penalty 3328.404520 = -3421422.409385 nChanged 3 SP:Iteration 42Q (4878.310000 sec): 3 clusters Score: Raw -3424752.974235 + Penalty 3328.404520 = -3421424.569715 nChanged 6 SP:Iteration 43Q (4878.370000 sec): 3 clusters Score: Raw -3424755.107354 + Penalty 3328.404520 = -3421426.702834 nChanged 8 SP:Iteration 44Q (4878.430000 sec): 3 clusters Score: Raw -3424757.981313 + Penalty 3328.404520 = -3421429.576793 nChanged 6 SP:Iteration 45Q (4878.480000 sec): 3 clusters Score: Raw -3424759.502860 + Penalty 3328.404520 = -3421431.098340 nChanged 2 SP:Iteration 46Q (4878.540000 sec): 3 clusters Score: Raw -3424759.907450 + Penalty 3328.404520 = -3421431.502929 nChanged 2 SP:Iteration 47Q (4878.600000 sec): 3 clusters Score: Raw -3424760.330969 + Penalty 3328.404520 = -3421431.926449 nChanged 2 SP:Iteration 48Q (4878.660000 sec): 3 clusters Score: Raw -3424761.176133 + Penalty 3328.404520 = -3421432.771612 nChanged 3 SP:Iteration 49Q (4878.720000 sec): 3 clusters Score: Raw -3424762.736500 + Penalty 3328.404520 = -3421434.331980 nChanged 3 SP:Iteration 50Q (4878.780000 sec): 3 clusters Score: Raw -3424764.295344 + Penalty 3328.404520 = -3421435.890823 nChanged 5 SP:Iteration 51Q (4878.840000 sec): 3 clusters Score: Raw -3424766.879539 + Penalty 3328.404520 = -3421438.475019 nChanged 3 SP:Iteration 52Q (4878.900000 sec): 3 clusters Score: Raw -3424767.975570 + Penalty 3328.404520 = -3421439.571050 nChanged 3 SP:Iteration 53Q (4878.960000 sec): 3 clusters Score: Raw -3424769.487989 + Penalty 3328.404520 = -3421441.083469 nChanged 3 SP:Iteration 54Q (4879.020000 sec): 3 clusters Score: Raw -3424771.103624 + Penalty 3328.404520 = -3421442.699104 nChanged 1 SP:Iteration 55Q (4879.070000 sec): 3 clusters Score: Raw -3424771.258713 + Penalty 3328.404520 = -3421442.854192 nChanged 1 SP:Iteration 56Q (4879.130000 sec): 3 clusters Score: Raw -3424771.736953 + Penalty 3328.404520 = -3421443.332433 nChanged 1 SP:Iteration 57Q (4879.190000 sec): 3 clusters Score: Raw -3424772.415037 + Penalty 3328.404520 = -3421444.010517 nChanged 3 SP:Iteration 58Q (4879.250000 sec): 3 clusters Score: Raw -3424773.654647 + Penalty 3328.404520 = -3421445.250127 nChanged 5 SP:Iteration 59Q (4879.310000 sec): 3 clusters Score: Raw -3424775.473257 + Penalty 3328.404520 = -3421447.068737 nChanged 3 SP:Iteration 60F (4879.390000 sec): 3 clusters Score: Raw -3424776.242831 + Penalty 3328.404520 = -3421447.838311 nChanged 2 SP:Iteration 61Q (4879.450000 sec): 3 clusters Score: Raw -3424777.277650 + Penalty 3328.404520 = -3421448.873130 nChanged 3 SP:Iteration 62Q (4879.510000 sec): 3 clusters Score: Raw -3424778.710711 + Penalty 3328.404520 = -3421450.306191 nChanged 2 SP:Iteration 63Q (4879.560000 sec): 3 clusters Score: Raw -3424779.272051 + Penalty 3328.404520 = -3421450.867531 nChanged 2 SP:Iteration 64Q (4879.620000 sec): 3 clusters Score: Raw -3424779.861143 + Penalty 3328.404520 = -3421451.456623 nChanged 3 SP:Iteration 65Q (4879.680000 sec): 3 clusters Score: Raw -3424781.150371 + Penalty 3328.404520 = -3421452.745851 nChanged 2 SP:Iteration 66Q (4879.740000 sec): 3 clusters Score: Raw -3424782.047681 + Penalty 3328.404520 = -3421453.643161 nChanged 3 SP:Iteration 67Q (4879.800000 sec): 3 clusters Score: Raw -3424783.132972 + Penalty 3328.404520 = -3421454.728452 nChanged 1 SP:Iteration 68Q (4879.860000 sec): 3 clusters Score: Raw -3424783.339672 + Penalty 3328.404520 = -3421454.935151 nChanged 1 SP:Iteration 69Q (4879.920000 sec): 3 clusters Score: Raw -3424783.429155 + Penalty 3328.404520 = -3421455.024634 nChanged 0 SP:Iteration 70F (4880.000000 sec): 3 clusters Score: Raw -3424783.429155 + Penalty 3328.404520 = -3421455.024634 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (136645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4880.380000 sec): 2 clusters Score: Raw -16066644.534089 + Penalty 1921.585510 = -16064722.948579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4880.810000 sec): 3 clusters Score: Raw -15976972.227708 + Penalty 3843.171020 = -15973129.056688 nChanged 65828 SP:Iteration 1F (4881.220000 sec): 3 clusters Score: Raw -16015061.207537 + Penalty 3843.171020 = -16011218.036517 nChanged 3053 SP:Iteration 2Q (4881.660000 sec): 3 clusters Score: Raw -16015506.914662 + Penalty 3843.171020 = -16011663.743642 nChanged 2963 SP:Iteration 3Q (4882.090000 sec): 3 clusters Score: Raw -16015961.923213 + Penalty 3843.171020 = -16012118.752192 nChanged 3048 SP:Iteration 4Q (4882.520000 sec): 3 clusters Score: Raw -16016464.331134 + Penalty 3843.171020 = -16012621.160114 nChanged 3259 SP:Iteration 5Q (4882.960000 sec): 3 clusters Score: Raw -16017053.197278 + Penalty 3843.171020 = -16013210.026257 nChanged 3524 SP:Iteration 6Q (4883.400000 sec): 3 clusters Score: Raw -16017804.575481 + Penalty 3843.171020 = -16013961.404461 nChanged 4068 SP:Iteration 7Q (4883.830000 sec): 3 clusters Score: Raw -16018916.622073 + Penalty 3843.171020 = -16015073.451053 nChanged 4954 SP:Iteration 8Q (4884.260000 sec): 3 clusters Score: Raw -16020706.622503 + Penalty 3843.171020 = -16016863.451483 nChanged 6182 SP:Iteration 9Q (4884.690000 sec): 3 clusters Score: Raw -16023719.819264 + Penalty 3843.171020 = -16019876.648244 nChanged 7907 SP:Iteration 10F (4885.110000 sec): 3 clusters Score: Raw -16028916.121039 + Penalty 3843.171020 = -16025072.950019 nChanged 9372 SP:Iteration 11F (4885.520000 sec): 3 clusters Score: Raw -16036715.777388 + Penalty 3843.171020 = -16032872.606368 nChanged 9579 SP:Iteration 12F (4885.940000 sec): 3 clusters Score: Raw -16045837.487614 + Penalty 3843.171020 = -16041994.316594 nChanged 7808 SP:Iteration 13F (4886.360000 sec): 3 clusters Score: Raw -16053776.575056 + Penalty 3843.171020 = -16049933.404036 nChanged 5164 SP:Iteration 14Q (4886.730000 sec): 3 clusters Score: Raw -16059072.729954 + Penalty 3843.171020 = -16055229.558933 nChanged 3235 SP:Iteration 15Q (4887.080000 sec): 3 clusters Score: Raw -16062144.445070 + Penalty 3843.171020 = -16058301.274050 nChanged 2060 SP:Iteration 16Q (4887.410000 sec): 3 clusters Score: Raw -16063857.660510 + Penalty 3843.171020 = -16060014.489490 nChanged 1429 SP:Iteration 17Q (4887.720000 sec): 3 clusters Score: Raw -16064872.338722 + Penalty 3843.171020 = -16061029.167701 nChanged 1080 SP:Iteration 18Q (4888.040000 sec): 3 clusters Score: Raw -16065532.658931 + Penalty 3843.171020 = -16061689.487910 nChanged 808 SP:Iteration 19Q (4888.340000 sec): 3 clusters Score: Raw -16065970.558998 + Penalty 3843.171020 = -16062127.387978 nChanged 601 SP:Iteration 20F (4888.750000 sec): 3 clusters Score: Raw -16066274.381409 + Penalty 3843.171020 = -16062431.210389 nChanged 468 SP:Iteration 21Q (4889.060000 sec): 3 clusters Score: Raw -16066494.110664 + Penalty 3843.171020 = -16062650.939644 nChanged 340 SP:Iteration 22Q (4889.360000 sec): 3 clusters Score: Raw -16066639.456147 + Penalty 3843.171020 = -16062796.285127 nChanged 281 SP:Iteration 23Q (4889.660000 sec): 3 clusters Score: Raw -16066743.239753 + Penalty 3843.171020 = -16062900.068732 nChanged 187 SP:Iteration 24Q (4889.950000 sec): 3 clusters Score: Raw -16066800.311455 + Penalty 3843.171020 = -16062957.140434 nChanged 160 SP:Iteration 25Q (4890.250000 sec): 3 clusters Score: Raw -16066845.779933 + Penalty 3843.171020 = -16063002.608913 nChanged 128 SP:Iteration 26Q (4890.540000 sec): 3 clusters Score: Raw -16066882.909472 + Penalty 3843.171020 = -16063039.738452 nChanged 107 SP:Iteration 27Q (4890.840000 sec): 3 clusters Score: Raw -16066914.883364 + Penalty 3843.171020 = -16063071.712344 nChanged 93 SP:Iteration 28Q (4891.130000 sec): 3 clusters Score: Raw -16066938.516601 + Penalty 3843.171020 = -16063095.345581 nChanged 83 SP:Iteration 29Q (4891.430000 sec): 3 clusters Score: Raw -16066960.650758 + Penalty 3843.171020 = -16063117.479738 nChanged 65 SP:Iteration 30Q (4891.740000 sec): 3 clusters Score: Raw -16066979.014553 + Penalty 3843.171020 = -16063135.843532 nChanged 71 SP:Iteration 31Q (4892.040000 sec): 3 clusters Score: Raw -16066997.680647 + Penalty 3843.171020 = -16063154.509626 nChanged 69 SP:Iteration 32Q (4892.350000 sec): 3 clusters Score: Raw -16067016.338935 + Penalty 3843.171020 = -16063173.167915 nChanged 57 SP:Iteration 33Q (4892.660000 sec): 3 clusters Score: Raw -16067029.803500 + Penalty 3843.171020 = -16063186.632479 nChanged 49 SP:Iteration 34Q (4892.950000 sec): 3 clusters Score: Raw -16067044.585689 + Penalty 3843.171020 = -16063201.414669 nChanged 45 SP:Iteration 35Q (4893.260000 sec): 3 clusters Score: Raw -16067056.326811 + Penalty 3843.171020 = -16063213.155791 nChanged 43 SP:Iteration 36Q (4893.570000 sec): 3 clusters Score: Raw -16067066.947389 + Penalty 3843.171020 = -16063223.776369 nChanged 29 SP:Iteration 37Q (4893.880000 sec): 3 clusters Score: Raw -16067074.282727 + Penalty 3843.171020 = -16063231.111706 nChanged 32 SP:Iteration 38Q (4894.190000 sec): 3 clusters Score: Raw -16067083.475603 + Penalty 3843.171020 = -16063240.304583 nChanged 34 SP:Iteration 39Q (4894.500000 sec): 3 clusters Score: Raw -16067091.065555 + Penalty 3843.171020 = -16063247.894535 nChanged 26 SP:Iteration 40F (4894.920000 sec): 3 clusters Score: Raw -16067097.173803 + Penalty 3843.171020 = -16063254.002783 nChanged 19 SP:Iteration 41Q (4895.240000 sec): 3 clusters Score: Raw -16067101.546349 + Penalty 3843.171020 = -16063258.375329 nChanged 20 SP:Iteration 42Q (4895.540000 sec): 3 clusters Score: Raw -16067105.560103 + Penalty 3843.171020 = -16063262.389083 nChanged 10 SP:Iteration 43Q (4895.840000 sec): 3 clusters Score: Raw -16067107.182495 + Penalty 3843.171020 = -16063264.011475 nChanged 6 SP:Iteration 44Q (4896.150000 sec): 3 clusters Score: Raw -16067107.820628 + Penalty 3843.171020 = -16063264.649607 nChanged 3 SP:Iteration 45Q (4896.450000 sec): 3 clusters Score: Raw -16067108.648771 + Penalty 3843.171020 = -16063265.477750 nChanged 5 SP:Iteration 46Q (4896.760000 sec): 3 clusters Score: Raw -16067109.457551 + Penalty 3843.171020 = -16063266.286531 nChanged 4 SP:Iteration 47Q (4897.070000 sec): 3 clusters Score: Raw -16067109.923090 + Penalty 3843.171020 = -16063266.752070 nChanged 2 SP:Iteration 48Q (4897.380000 sec): 3 clusters Score: Raw -16067110.321014 + Penalty 3843.171020 = -16063267.149994 nChanged 2 SP:Iteration 49Q (4897.680000 sec): 3 clusters Score: Raw -16067110.518837 + Penalty 3843.171020 = -16063267.347817 nChanged 2 SP:Iteration 50Q (4897.980000 sec): 3 clusters Score: Raw -16067110.665742 + Penalty 3843.171020 = -16063267.494721 nChanged 1 SP:Iteration 51Q (4898.290000 sec): 3 clusters Score: Raw -16067110.761640 + Penalty 3843.171020 = -16063267.590619 nChanged 1 SP:Iteration 52Q (4898.600000 sec): 3 clusters Score: Raw -16067110.921413 + Penalty 3843.171020 = -16063267.750392 nChanged 1 SP:Iteration 53Q (4898.910000 sec): 3 clusters Score: Raw -16067111.020429 + Penalty 3843.171020 = -16063267.849409 nChanged 1 SP:Iteration 54Q (4899.220000 sec): 3 clusters Score: Raw -16067111.148832 + Penalty 3843.171020 = -16063267.977811 nChanged 0 SP:Iteration 55F (4899.640000 sec): 3 clusters Score: Raw -16067111.148832 + Penalty 3843.171020 = -16063267.977811 nChanged 0 Iteration 99Q (4912.170000 sec): 21 clusters Score: Raw -167695334.999662 + Penalty 46046.555928 = -167649288.443734 nChanged 5077 Iteration 100F (4945.240000 sec): 21 clusters Score: Raw -167696489.843355 + Penalty 46046.555928 = -167650443.287427 nChanged 2730 Iteration 101Q (4955.180000 sec): 21 clusters Score: Raw -167697105.942522 + Penalty 46046.555928 = -167651059.386594 nChanged 1958 Iteration 102Q (4965.140000 sec): 21 clusters Score: Raw -167697471.214690 + Penalty 46046.555928 = -167651424.658762 nChanged 1601 Iteration 103Q (4975.050000 sec): 21 clusters Score: Raw -167697720.666053 + Penalty 46046.555928 = -167651674.110125 nChanged 1401 Iteration 104Q (4984.890000 sec): 21 clusters Score: Raw -167697935.041711 + Penalty 46046.555928 = -167651888.485783 nChanged 1291 Iteration 105Q (4994.750000 sec): 21 clusters Score: Raw -167698126.457559 + Penalty 46046.555928 = -167652079.901631 nChanged 1136 Iteration 106Q (5004.570000 sec): 21 clusters Score: Raw -167698291.951065 + Penalty 46046.555928 = -167652245.395137 nChanged 996 Iteration 107Q (5014.390000 sec): 21 clusters Score: Raw -167698414.150900 + Penalty 46046.555928 = -167652367.594972 nChanged 865 Iteration 108Q (5024.160000 sec): 21 clusters Score: Raw -167698521.735277 + Penalty 46046.555928 = -167652475.179349 nChanged 771 Iteration 109Q (5033.990000 sec): 21 clusters Score: Raw -167698614.119704 + Penalty 46046.555928 = -167652567.563776 nChanged 701 Iteration 110Q (5044.010000 sec): 21 clusters Score: Raw -167698697.593147 + Penalty 46046.555928 = -167652651.037219 nChanged 649 Iteration 111Q (5054.110000 sec): 21 clusters Score: Raw -167698769.410014 + Penalty 46046.555928 = -167652722.854086 nChanged 622 Iteration 112Q (5064.190000 sec): 21 clusters Score: Raw -167698831.777248 + Penalty 46046.555928 = -167652785.221320 nChanged 576 Iteration 113Q (5074.250000 sec): 21 clusters Score: Raw -167698890.933259 + Penalty 46046.555928 = -167652844.377331 nChanged 492 Iteration 114Q (5084.210000 sec): 21 clusters Score: Raw -167698935.843608 + Penalty 46046.555928 = -167652889.287680 nChanged 457 Iteration 115Q (5094.260000 sec): 21 clusters Score: Raw -167698978.898914 + Penalty 46046.555928 = -167652932.342986 nChanged 410 Iteration 116Q (5104.140000 sec): 21 clusters Score: Raw -167699023.474554 + Penalty 46046.555928 = -167652976.918626 nChanged 366 Iteration 117Q (5114.270000 sec): 21 clusters Score: Raw -167699064.980433 + Penalty 46046.555928 = -167653018.424505 nChanged 345 Iteration 118Q (5124.380000 sec): 21 clusters Score: Raw -167699101.454726 + Penalty 46046.555928 = -167653054.898798 nChanged 308 Iteration 119Q (5134.480000 sec): 21 clusters Score: Raw -167699145.204384 + Penalty 46046.555928 = -167653098.648456 nChanged 305 Iteration 120F (5168.970000 sec): 21 clusters Score: Raw -167699203.422725 + Penalty 46046.555928 = -167653156.866797 nChanged 296 Iteration 121Q (5179.080000 sec): 21 clusters Score: Raw -167699302.005977 + Penalty 46046.555928 = -167653255.450049 nChanged 284 Iteration 122Q (5189.170000 sec): 21 clusters Score: Raw -167699424.798487 + Penalty 46046.555928 = -167653378.242559 nChanged 283 Iteration 123Q (5199.300000 sec): 21 clusters Score: Raw -167699605.251843 + Penalty 46046.555928 = -167653558.695915 nChanged 249 Iteration 124Q (5209.300000 sec): 21 clusters Score: Raw -167700064.747786 + Penalty 46046.555928 = -167654018.191858 nChanged 200 Iteration 125Q (5219.180000 sec): 21 clusters Score: Raw -167700367.348622 + Penalty 46046.555928 = -167654320.792694 nChanged 173 Iteration 126Q (5229.230000 sec): 21 clusters Score: Raw -167700423.883583 + Penalty 46046.555928 = -167654377.327655 nChanged 188 Iteration 127Q (5239.250000 sec): 21 clusters Score: Raw -167700445.551720 + Penalty 46046.555928 = -167654398.995792 nChanged 130 Iteration 128Q (5249.250000 sec): 21 clusters Score: Raw -167700455.737260 + Penalty 46046.555928 = -167654409.181332 nChanged 125 Iteration 129Q (5259.230000 sec): 21 clusters Score: Raw -167700469.301505 + Penalty 46046.555928 = -167654422.745577 nChanged 124 Iteration 130Q (5269.240000 sec): 21 clusters Score: Raw -167700492.383694 + Penalty 46046.555928 = -167654445.827766 nChanged 126 Iteration 131Q (5279.240000 sec): 21 clusters Score: Raw -167700516.817639 + Penalty 46046.555928 = -167654470.261711 nChanged 130 Iteration 132Q (5288.890000 sec): 21 clusters Score: Raw -167700577.602232 + Penalty 46046.555928 = -167654531.046303 nChanged 122 Iteration 133Q (5298.730000 sec): 21 clusters Score: Raw -167700614.692168 + Penalty 46046.555928 = -167654568.136240 nChanged 119 Iteration 134Q (5308.510000 sec): 21 clusters Score: Raw -167700663.681891 + Penalty 46046.555928 = -167654617.125963 nChanged 114 Iteration 135Q (5318.410000 sec): 21 clusters Score: Raw -167700708.271429 + Penalty 46046.555928 = -167654661.715501 nChanged 135 Iteration 136Q (5328.400000 sec): 21 clusters Score: Raw -167700839.224837 + Penalty 46046.555928 = -167654792.668909 nChanged 145 Iteration 137Q (5338.470000 sec): 21 clusters Score: Raw -167701265.135605 + Penalty 46046.555928 = -167655218.579677 nChanged 127 Iteration 138Q (5348.540000 sec): 21 clusters Score: Raw -167701590.751035 + Penalty 46046.555928 = -167655544.195107 nChanged 127 Writing temp clu file Because OldScore, -167655218.579677, is greater than current (better) Score,-167655544.195107 Compute initial score before splitting: Score: Raw -167701590.751035 + Penalty 46046.555928 = -167655544.195107 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 1 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.850000 sec): 2 clusters Score: Raw -33998.557736 + Penalty 934.793054 = -33063.764683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5348.850000 sec): 3 clusters Score: Raw -34095.667497 + Penalty 1869.586108 = -32226.081389 nChanged 72 SP:Iteration 1F (5348.850000 sec): 3 clusters Score: Raw -34283.253540 + Penalty 1869.586108 = -32413.667432 nChanged 23 SP:Iteration 2F (5348.850000 sec): 3 clusters Score: Raw -34354.235908 + Penalty 1869.586108 = -32484.649800 nChanged 13 SP:Iteration 3Q (5348.850000 sec): 3 clusters Score: Raw -34405.132267 + Penalty 1869.586108 = -32535.546159 nChanged 8 SP:Iteration 4Q (5348.850000 sec): 3 clusters Score: Raw -34426.391956 + Penalty 1869.586108 = -32556.805849 nChanged 6 SP:Iteration 5Q (5348.850000 sec): 3 clusters Score: Raw -34440.641893 + Penalty 1869.586108 = -32571.055785 nChanged 3 SP:Iteration 6Q (5348.850000 sec): 3 clusters Score: Raw -34445.373318 + Penalty 1869.586108 = -32575.787211 nChanged 1 SP:Iteration 7Q (5348.860000 sec): 3 clusters Score: Raw -34445.656449 + Penalty 1869.586108 = -32576.070341 nChanged 2 SP:Iteration 8Q (5348.860000 sec): 3 clusters Score: Raw -34447.292318 + Penalty 1869.586108 = -32577.706211 nChanged 2 SP:Iteration 9Q (5348.860000 sec): 3 clusters Score: Raw -34449.868914 + Penalty 1869.586108 = -32580.282807 nChanged 1 SP:Iteration 10Q (5348.860000 sec): 3 clusters Score: Raw -34451.281018 + Penalty 1869.586108 = -32581.694911 nChanged 0 SP:Iteration 11F (5348.860000 sec): 3 clusters Score: Raw -34451.281018 + Penalty 1869.586108 = -32581.694911 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1149665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5352.500000 sec): 2 clusters Score: Raw -136607960.329411 + Penalty 2267.684437 = -136605692.644974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5356.220000 sec): 3 clusters Score: Raw -135826871.308354 + Penalty 4535.368875 = -135822335.939479 nChanged 567142 SP:Iteration 1F (5359.900000 sec): 3 clusters Score: Raw -136171913.221222 + Penalty 4535.368875 = -136167377.852347 nChanged 25931 SP:Iteration 2Q (5363.750000 sec): 3 clusters Score: Raw -136177246.356491 + Penalty 4535.368875 = -136172710.987616 nChanged 32104 SP:Iteration 3Q (5367.590000 sec): 3 clusters Score: Raw -136186328.186990 + Penalty 4535.368875 = -136181792.818115 nChanged 42192 SP:Iteration 4Q (5371.430000 sec): 3 clusters Score: Raw -136203167.525833 + Penalty 4535.368875 = -136198632.156958 nChanged 58507 SP:Iteration 5F (5375.090000 sec): 3 clusters Score: Raw -136235103.817286 + Penalty 4535.368875 = -136230568.448411 nChanged 79098 SP:Iteration 6F (5378.770000 sec): 3 clusters Score: Raw -136291896.906130 + Penalty 4535.368875 = -136287361.537255 nChanged 97336 SP:Iteration 7F (5382.440000 sec): 3 clusters Score: Raw -136376153.846139 + Penalty 4535.368875 = -136371618.477264 nChanged 98084 SP:Iteration 8F (5386.100000 sec): 3 clusters Score: Raw -136469059.206454 + Penalty 4535.368875 = -136464523.837579 nChanged 75177 SP:Iteration 9F (5389.770000 sec): 3 clusters Score: Raw -136540732.575741 + Penalty 4535.368875 = -136536197.206866 nChanged 43671 SP:Iteration 10Q (5393.200000 sec): 3 clusters Score: Raw -136580613.509426 + Penalty 4535.368875 = -136576078.140551 nChanged 20286 SP:Iteration 11Q (5396.310000 sec): 3 clusters Score: Raw -136597876.161336 + Penalty 4535.368875 = -136593340.792461 nChanged 8239 SP:Iteration 12Q (5399.210000 sec): 3 clusters Score: Raw -136604364.431346 + Penalty 4535.368875 = -136599829.062471 nChanged 3328 SP:Iteration 13Q (5402.030000 sec): 3 clusters Score: Raw -136606797.142931 + Penalty 4535.368875 = -136602261.774057 nChanged 1321 SP:Iteration 14Q (5404.820000 sec): 3 clusters Score: Raw -136607710.689396 + Penalty 4535.368875 = -136603175.320521 nChanged 700 SP:Iteration 15Q (5407.570000 sec): 3 clusters Score: Raw -136608138.478802 + Penalty 4535.368875 = -136603603.109927 nChanged 396 SP:Iteration 16Q (5410.340000 sec): 3 clusters Score: Raw -136608345.695644 + Penalty 4535.368875 = -136603810.326769 nChanged 257 SP:Iteration 17Q (5413.080000 sec): 3 clusters Score: Raw -136608482.669854 + Penalty 4535.368875 = -136603947.300979 nChanged 198 SP:Iteration 18Q (5415.840000 sec): 3 clusters Score: Raw -136608574.794797 + Penalty 4535.368875 = -136604039.425922 nChanged 136 SP:Iteration 19Q (5418.570000 sec): 3 clusters Score: Raw -136608634.004170 + Penalty 4535.368875 = -136604098.635296 nChanged 108 SP:Iteration 20F (5422.330000 sec): 3 clusters Score: Raw -136608672.788335 + Penalty 4535.368875 = -136604137.419461 nChanged 83 SP:Iteration 21Q (5425.000000 sec): 3 clusters Score: Raw -136608700.744120 + Penalty 4535.368875 = -136604165.375246 nChanged 67 SP:Iteration 22Q (5427.800000 sec): 3 clusters Score: Raw -136608727.617584 + Penalty 4535.368875 = -136604192.248709 nChanged 66 SP:Iteration 23Q (5430.610000 sec): 3 clusters Score: Raw -136608750.131101 + Penalty 4535.368875 = -136604214.762226 nChanged 47 SP:Iteration 24Q (5433.410000 sec): 3 clusters Score: Raw -136608765.590327 + Penalty 4535.368875 = -136604230.221452 nChanged 36 SP:Iteration 25Q (5436.180000 sec): 3 clusters Score: Raw -136608772.887024 + Penalty 4535.368875 = -136604237.518149 nChanged 21 SP:Iteration 26Q (5438.910000 sec): 3 clusters Score: Raw -136608778.114587 + Penalty 4535.368875 = -136604242.745712 nChanged 24 SP:Iteration 27Q (5441.630000 sec): 3 clusters Score: Raw -136608785.075569 + Penalty 4535.368875 = -136604249.706694 nChanged 19 SP:Iteration 28Q (5444.370000 sec): 3 clusters Score: Raw -136608789.501782 + Penalty 4535.368875 = -136604254.132908 nChanged 16 SP:Iteration 29Q (5447.100000 sec): 3 clusters Score: Raw -136608793.461360 + Penalty 4535.368875 = -136604258.092485 nChanged 15 SP:Iteration 30Q (5449.810000 sec): 3 clusters Score: Raw -136608797.063042 + Penalty 4535.368875 = -136604261.694167 nChanged 16 SP:Iteration 31Q (5452.460000 sec): 3 clusters Score: Raw -136608799.834431 + Penalty 4535.368875 = -136604264.465556 nChanged 9 SP:Iteration 32Q (5455.190000 sec): 3 clusters Score: Raw -136608802.077145 + Penalty 4535.368875 = -136604266.708270 nChanged 7 SP:Iteration 33Q (5457.950000 sec): 3 clusters Score: Raw -136608804.217094 + Penalty 4535.368875 = -136604268.848219 nChanged 10 SP:Iteration 34Q (5460.710000 sec): 3 clusters Score: Raw -136608806.074546 + Penalty 4535.368875 = -136604270.705671 nChanged 4 SP:Iteration 35Q (5463.380000 sec): 3 clusters Score: Raw -136608807.049194 + Penalty 4535.368875 = -136604271.680320 nChanged 11 SP:Iteration 36Q (5466.070000 sec): 3 clusters Score: Raw -136608810.305180 + Penalty 4535.368875 = -136604274.936305 nChanged 18 SP:Iteration 37Q (5468.770000 sec): 3 clusters Score: Raw -136608814.140544 + Penalty 4535.368875 = -136604278.771670 nChanged 9 SP:Iteration 38Q (5471.470000 sec): 3 clusters Score: Raw -136608815.305345 + Penalty 4535.368875 = -136604279.936470 nChanged 6 SP:Iteration 39Q (5474.170000 sec): 3 clusters Score: Raw -136608816.576042 + Penalty 4535.368875 = -136604281.207167 nChanged 7 SP:Iteration 40F (5477.820000 sec): 3 clusters Score: Raw -136608818.288582 + Penalty 4535.368875 = -136604282.919707 nChanged 7 SP:Iteration 41Q (5480.490000 sec): 3 clusters Score: Raw -136608819.321796 + Penalty 4535.368875 = -136604283.952922 nChanged 1 SP:Iteration 42Q (5483.180000 sec): 3 clusters Score: Raw -136608819.699542 + Penalty 4535.368875 = -136604284.330667 nChanged 2 SP:Iteration 43Q (5485.880000 sec): 3 clusters Score: Raw -136608820.000333 + Penalty 4535.368875 = -136604284.631458 nChanged 2 SP:Iteration 44Q (5488.590000 sec): 3 clusters Score: Raw -136608820.444935 + Penalty 4535.368875 = -136604285.076060 nChanged 6 SP:Iteration 45Q (5491.300000 sec): 3 clusters Score: Raw -136608821.810249 + Penalty 4535.368875 = -136604286.441374 nChanged 3 SP:Iteration 46Q (5494.000000 sec): 3 clusters Score: Raw -136608822.679002 + Penalty 4535.368875 = -136604287.310127 nChanged 5 SP:Iteration 47Q (5496.770000 sec): 3 clusters Score: Raw -136608823.469680 + Penalty 4535.368875 = -136604288.100805 nChanged 5 SP:Iteration 48Q (5499.460000 sec): 3 clusters Score: Raw -136608824.193169 + Penalty 4535.368875 = -136604288.824294 nChanged 2 SP:Iteration 49Q (5502.180000 sec): 3 clusters Score: Raw -136608824.591629 + Penalty 4535.368875 = -136604289.222754 nChanged 2 SP:Iteration 50Q (5504.900000 sec): 3 clusters Score: Raw -136608824.856352 + Penalty 4535.368875 = -136604289.487477 nChanged 2 SP:Iteration 51Q (5507.680000 sec): 3 clusters Score: Raw -136608825.005801 + Penalty 4535.368875 = -136604289.636926 nChanged 1 SP:Iteration 52Q (5510.460000 sec): 3 clusters Score: Raw -136608825.154872 + Penalty 4535.368875 = -136604289.785997 nChanged 1 SP:Iteration 53Q (5513.200000 sec): 3 clusters Score: Raw -136608825.291509 + Penalty 4535.368875 = -136604289.922634 nChanged 1 SP:Iteration 54Q (5515.990000 sec): 3 clusters Score: Raw -136608825.433816 + Penalty 4535.368875 = -136604290.064941 nChanged 0 SP:Iteration 55F (5519.780000 sec): 3 clusters Score: Raw -136608825.433816 + Penalty 4535.368875 = -136604290.064941 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5520.380000 sec): 2 clusters Score: Raw -26134.883882 + Penalty 909.140599 = -25225.743283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5520.380000 sec): 3 clusters Score: Raw -26370.011640 + Penalty 1818.281198 = -24551.730442 nChanged 68 SP:Iteration 1F (5520.380000 sec): 3 clusters Score: Raw -26618.419405 + Penalty 1818.281198 = -24800.138206 nChanged 31 SP:Iteration 2F (5520.390000 sec): 3 clusters Score: Raw -26740.488263 + Penalty 1818.281198 = -24922.207065 nChanged 8 SP:Iteration 3Q (5520.390000 sec): 3 clusters Score: Raw -26766.905504 + Penalty 1818.281198 = -24948.624305 nChanged 3 SP:Iteration 4Q (5520.390000 sec): 3 clusters Score: Raw -26777.981869 + Penalty 1818.281198 = -24959.700671 nChanged 3 SP:Iteration 5Q (5520.390000 sec): 3 clusters Score: Raw -26789.020684 + Penalty 1818.281198 = -24970.739486 nChanged 2 SP:Iteration 6Q (5520.390000 sec): 3 clusters Score: Raw -26800.026340 + Penalty 1818.281198 = -24981.745142 nChanged 0 SP:Iteration 7F (5520.390000 sec): 3 clusters Score: Raw -26800.026340 + Penalty 1818.281198 = -24981.745142 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5520.410000 sec): 2 clusters Score: Raw -913797.668753 + Penalty 1448.823200 = -912348.845554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5520.440000 sec): 3 clusters Score: Raw -909782.142148 + Penalty 2897.646399 = -906884.495749 nChanged 3098 SP:Iteration 1F (5520.460000 sec): 3 clusters Score: Raw -911369.226663 + Penalty 2897.646399 = -908471.580264 nChanged 470 SP:Iteration 2F (5520.480000 sec): 3 clusters Score: Raw -911560.524748 + Penalty 2897.646399 = -908662.878349 nChanged 361 SP:Iteration 3Q (5520.500000 sec): 3 clusters Score: Raw -911723.280775 + Penalty 2897.646399 = -908825.634376 nChanged 347 SP:Iteration 4Q (5520.530000 sec): 3 clusters Score: Raw -911883.251042 + Penalty 2897.646399 = -908985.604643 nChanged 339 SP:Iteration 5Q (5520.550000 sec): 3 clusters Score: Raw -912068.012628 + Penalty 2897.646399 = -909170.366229 nChanged 375 SP:Iteration 6F (5520.570000 sec): 3 clusters Score: Raw -912299.210343 + Penalty 2897.646399 = -909401.563944 nChanged 436 SP:Iteration 7F (5520.590000 sec): 3 clusters Score: Raw -912619.438143 + Penalty 2897.646399 = -909721.791744 nChanged 467 SP:Iteration 8F (5520.610000 sec): 3 clusters Score: Raw -912999.421476 + Penalty 2897.646399 = -910101.775077 nChanged 420 SP:Iteration 9F (5520.630000 sec): 3 clusters Score: Raw -913341.292499 + Penalty 2897.646399 = -910443.646100 nChanged 329 SP:Iteration 10Q (5520.660000 sec): 3 clusters Score: Raw -913625.203231 + Penalty 2897.646399 = -910727.556832 nChanged 256 SP:Iteration 11Q (5520.680000 sec): 3 clusters Score: Raw -913846.970103 + Penalty 2897.646399 = -910949.323704 nChanged 168 SP:Iteration 12Q (5520.700000 sec): 3 clusters Score: Raw -913977.887747 + Penalty 2897.646399 = -911080.241348 nChanged 109 SP:Iteration 13Q (5520.720000 sec): 3 clusters Score: Raw -914058.594761 + Penalty 2897.646399 = -911160.948362 nChanged 74 SP:Iteration 14Q (5520.740000 sec): 3 clusters Score: Raw -914111.658284 + Penalty 2897.646399 = -911214.011885 nChanged 45 SP:Iteration 15Q (5520.760000 sec): 3 clusters Score: Raw -914150.052108 + Penalty 2897.646399 = -911252.405709 nChanged 36 SP:Iteration 16Q (5520.780000 sec): 3 clusters Score: Raw -914177.781365 + Penalty 2897.646399 = -911280.134966 nChanged 21 SP:Iteration 17Q (5520.800000 sec): 3 clusters Score: Raw -914190.096425 + Penalty 2897.646399 = -911292.450026 nChanged 18 SP:Iteration 18Q (5520.820000 sec): 3 clusters Score: Raw -914201.889538 + Penalty 2897.646399 = -911304.243139 nChanged 11 SP:Iteration 19Q (5520.830000 sec): 3 clusters Score: Raw -914207.203843 + Penalty 2897.646399 = -911309.557444 nChanged 9 SP:Iteration 20F (5520.860000 sec): 3 clusters Score: Raw -914212.956287 + Penalty 2897.646399 = -911315.309888 nChanged 8 SP:Iteration 21Q (5520.870000 sec): 3 clusters Score: Raw -914217.103856 + Penalty 2897.646399 = -911319.457457 nChanged 4 SP:Iteration 22Q (5520.890000 sec): 3 clusters Score: Raw -914219.403879 + Penalty 2897.646399 = -911321.757480 nChanged 1 SP:Iteration 23Q (5520.910000 sec): 3 clusters Score: Raw -914219.982923 + Penalty 2897.646399 = -911322.336524 nChanged 2 SP:Iteration 24Q (5520.930000 sec): 3 clusters Score: Raw -914220.921796 + Penalty 2897.646399 = -911323.275396 nChanged 0 SP:Iteration 25F (5520.950000 sec): 3 clusters Score: Raw -914220.921796 + Penalty 2897.646399 = -911323.275396 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5520.960000 sec): 2 clusters Score: Raw -62847.028496 + Penalty 1027.124848 = -61819.903648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5520.960000 sec): 3 clusters Score: Raw -62753.302889 + Penalty 2054.249696 = -60699.053193 nChanged 129 SP:Iteration 1F (5520.960000 sec): 3 clusters Score: Raw -62909.858858 + Penalty 2054.249696 = -60855.609163 nChanged 22 SP:Iteration 2Q (5520.960000 sec): 3 clusters Score: Raw -62944.723782 + Penalty 2054.249696 = -60890.474086 nChanged 11 SP:Iteration 3Q (5520.970000 sec): 3 clusters Score: Raw -62961.166814 + Penalty 2054.249696 = -60906.917118 nChanged 5 SP:Iteration 4Q (5520.970000 sec): 3 clusters Score: Raw -62966.580583 + Penalty 2054.249696 = -60912.330888 nChanged 4 SP:Iteration 5Q (5520.970000 sec): 3 clusters Score: Raw -62971.593841 + Penalty 2054.249696 = -60917.344146 nChanged 3 SP:Iteration 6Q (5520.970000 sec): 3 clusters Score: Raw -62978.877067 + Penalty 2054.249696 = -60924.627371 nChanged 3 SP:Iteration 7Q (5520.970000 sec): 3 clusters Score: Raw -62982.630759 + Penalty 2054.249696 = -60928.381064 nChanged 5 SP:Iteration 8Q (5520.970000 sec): 3 clusters Score: Raw -62992.385632 + Penalty 2054.249696 = -60938.135936 nChanged 7 SP:Iteration 9Q (5520.970000 sec): 3 clusters Score: Raw -63003.567120 + Penalty 2054.249696 = -60949.317424 nChanged 2 SP:Iteration 10Q (5520.980000 sec): 3 clusters Score: Raw -63004.881208 + Penalty 2054.249696 = -60950.631512 nChanged 0 SP:Iteration 11F (5520.980000 sec): 3 clusters Score: Raw -63004.881208 + Penalty 2054.249696 = -60950.631512 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 6 (27159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.070000 sec): 2 clusters Score: Raw -3155359.712091 + Penalty 1659.037861 = -3153700.674230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5521.150000 sec): 3 clusters Score: Raw -3138667.748272 + Penalty 3318.075723 = -3135349.672550 nChanged 12425 SP:Iteration 1F (5521.230000 sec): 3 clusters Score: Raw -3145558.886236 + Penalty 3318.075723 = -3142240.810513 nChanged 1116 SP:Iteration 2Q (5521.320000 sec): 3 clusters Score: Raw -3145875.594932 + Penalty 3318.075723 = -3142557.519209 nChanged 1038 SP:Iteration 3Q (5521.410000 sec): 3 clusters Score: Raw -3146188.418765 + Penalty 3318.075723 = -3142870.343042 nChanged 1065 SP:Iteration 4Q (5521.490000 sec): 3 clusters Score: Raw -3146539.736736 + Penalty 3318.075723 = -3143221.661013 nChanged 1172 SP:Iteration 5Q (5521.580000 sec): 3 clusters Score: Raw -3147024.180922 + Penalty 3318.075723 = -3143706.105199 nChanged 1464 SP:Iteration 6F (5521.660000 sec): 3 clusters Score: Raw -3147845.021624 + Penalty 3318.075723 = -3144526.945901 nChanged 1833 SP:Iteration 7F (5521.740000 sec): 3 clusters Score: Raw -3149091.961362 + Penalty 3318.075723 = -3145773.885639 nChanged 1945 SP:Iteration 8F (5521.830000 sec): 3 clusters Score: Raw -3150687.745868 + Penalty 3318.075723 = -3147369.670145 nChanged 1786 SP:Iteration 9F (5521.910000 sec): 3 clusters Score: Raw -3152433.222670 + Penalty 3318.075723 = -3149115.146947 nChanged 1303 SP:Iteration 10Q (5521.990000 sec): 3 clusters Score: Raw -3154171.208392 + Penalty 3318.075723 = -3150853.132669 nChanged 897 SP:Iteration 11Q (5522.060000 sec): 3 clusters Score: Raw -3155646.508790 + Penalty 3318.075723 = -3152328.433067 nChanged 563 SP:Iteration 12Q (5522.130000 sec): 3 clusters Score: Raw -3156042.788777 + Penalty 3318.075723 = -3152724.713054 nChanged 277 SP:Iteration 13Q (5522.190000 sec): 3 clusters Score: Raw -3156141.088608 + Penalty 3318.075723 = -3152823.012885 nChanged 145 SP:Iteration 14Q (5522.260000 sec): 3 clusters Score: Raw -3156177.789204 + Penalty 3318.075723 = -3152859.713481 nChanged 102 SP:Iteration 15Q (5522.330000 sec): 3 clusters Score: Raw -3156199.815631 + Penalty 3318.075723 = -3152881.739909 nChanged 81 SP:Iteration 16Q (5522.390000 sec): 3 clusters Score: Raw -3156214.636424 + Penalty 3318.075723 = -3152896.560701 nChanged 51 SP:Iteration 17Q (5522.450000 sec): 3 clusters Score: Raw -3156225.304479 + Penalty 3318.075723 = -3152907.228756 nChanged 45 SP:Iteration 18Q (5522.520000 sec): 3 clusters Score: Raw -3156233.008389 + Penalty 3318.075723 = -3152914.932666 nChanged 36 SP:Iteration 19Q (5522.580000 sec): 3 clusters Score: Raw -3156237.264115 + Penalty 3318.075723 = -3152919.188392 nChanged 27 SP:Iteration 20F (5522.660000 sec): 3 clusters Score: Raw -3156240.802078 + Penalty 3318.075723 = -3152922.726355 nChanged 23 SP:Iteration 21Q (5522.730000 sec): 3 clusters Score: Raw -3156243.198190 + Penalty 3318.075723 = -3152925.122468 nChanged 18 SP:Iteration 22Q (5522.790000 sec): 3 clusters Score: Raw -3156244.972794 + Penalty 3318.075723 = -3152926.897071 nChanged 11 SP:Iteration 23Q (5522.860000 sec): 3 clusters Score: Raw -3156246.076212 + Penalty 3318.075723 = -3152928.000489 nChanged 7 SP:Iteration 24Q (5522.930000 sec): 3 clusters Score: Raw -3156246.441977 + Penalty 3318.075723 = -3152928.366254 nChanged 6 SP:Iteration 25Q (5523.000000 sec): 3 clusters Score: Raw -3156246.858498 + Penalty 3318.075723 = -3152928.782775 nChanged 4 SP:Iteration 26Q (5523.060000 sec): 3 clusters Score: Raw -3156247.144257 + Penalty 3318.075723 = -3152929.068534 nChanged 4 SP:Iteration 27Q (5523.130000 sec): 3 clusters Score: Raw -3156247.539243 + Penalty 3318.075723 = -3152929.463520 nChanged 5 SP:Iteration 28Q (5523.190000 sec): 3 clusters Score: Raw -3156247.951380 + Penalty 3318.075723 = -3152929.875657 nChanged 3 SP:Iteration 29Q (5523.260000 sec): 3 clusters Score: Raw -3156248.132278 + Penalty 3318.075723 = -3152930.056556 nChanged 3 SP:Iteration 30Q (5523.320000 sec): 3 clusters Score: Raw -3156248.461840 + Penalty 3318.075723 = -3152930.386118 nChanged 4 SP:Iteration 31Q (5523.390000 sec): 3 clusters Score: Raw -3156248.638895 + Penalty 3318.075723 = -3152930.563172 nChanged 1 SP:Iteration 32Q (5523.450000 sec): 3 clusters Score: Raw -3156248.727023 + Penalty 3318.075723 = -3152930.651301 nChanged 3 SP:Iteration 33Q (5523.520000 sec): 3 clusters Score: Raw -3156248.956121 + Penalty 3318.075723 = -3152930.880398 nChanged 1 SP:Iteration 34Q (5523.580000 sec): 3 clusters Score: Raw -3156249.025601 + Penalty 3318.075723 = -3152930.949878 nChanged 2 SP:Iteration 35Q (5523.650000 sec): 3 clusters Score: Raw -3156249.126550 + Penalty 3318.075723 = -3152931.050827 nChanged 1 SP:Iteration 36Q (5523.710000 sec): 3 clusters Score: Raw -3156249.182614 + Penalty 3318.075723 = -3152931.106892 nChanged 0 SP:Iteration 37F (5523.790000 sec): 3 clusters Score: Raw -3156249.182614 + Penalty 3318.075723 = -3152931.106892 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5523.810000 sec): 2 clusters Score: Raw -227054.069863 + Penalty 1235.633420 = -225818.436443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5523.820000 sec): 3 clusters Score: Raw -226204.691409 + Penalty 2471.266840 = -223733.424569 nChanged 719 SP:Iteration 1F (5523.820000 sec): 3 clusters Score: Raw -226673.601524 + Penalty 2471.266840 = -224202.334684 nChanged 151 SP:Iteration 2F (5523.830000 sec): 3 clusters Score: Raw -226794.532739 + Penalty 2471.266840 = -224323.265899 nChanged 97 SP:Iteration 3Q (5523.830000 sec): 3 clusters Score: Raw -226864.040574 + Penalty 2471.266840 = -224392.773734 nChanged 54 SP:Iteration 4Q (5523.840000 sec): 3 clusters Score: Raw -226901.259919 + Penalty 2471.266840 = -224429.993080 nChanged 47 SP:Iteration 5Q (5523.850000 sec): 3 clusters Score: Raw -226928.733014 + Penalty 2471.266840 = -224457.466174 nChanged 27 SP:Iteration 6Q (5523.850000 sec): 3 clusters Score: Raw -226947.947699 + Penalty 2471.266840 = -224476.680860 nChanged 28 SP:Iteration 7Q (5523.860000 sec): 3 clusters Score: Raw -226961.440335 + Penalty 2471.266840 = -224490.173495 nChanged 21 SP:Iteration 8Q (5523.860000 sec): 3 clusters Score: Raw -226976.518553 + Penalty 2471.266840 = -224505.251714 nChanged 18 SP:Iteration 9Q (5523.870000 sec): 3 clusters Score: Raw -226984.456205 + Penalty 2471.266840 = -224513.189365 nChanged 13 SP:Iteration 10Q (5523.870000 sec): 3 clusters Score: Raw -226989.043679 + Penalty 2471.266840 = -224517.776840 nChanged 7 SP:Iteration 11Q (5523.880000 sec): 3 clusters Score: Raw -226993.031762 + Penalty 2471.266840 = -224521.764922 nChanged 6 SP:Iteration 12Q (5523.890000 sec): 3 clusters Score: Raw -226996.183111 + Penalty 2471.266840 = -224524.916272 nChanged 7 SP:Iteration 13Q (5523.890000 sec): 3 clusters Score: Raw -227000.302389 + Penalty 2471.266840 = -224529.035550 nChanged 4 SP:Iteration 14Q (5523.900000 sec): 3 clusters Score: Raw -227005.037354 + Penalty 2471.266840 = -224533.770514 nChanged 5 SP:Iteration 15Q (5523.910000 sec): 3 clusters Score: Raw -227009.585313 + Penalty 2471.266840 = -224538.318473 nChanged 14 SP:Iteration 16Q (5523.910000 sec): 3 clusters Score: Raw -227016.666769 + Penalty 2471.266840 = -224545.399929 nChanged 12 SP:Iteration 17Q (5523.920000 sec): 3 clusters Score: Raw -227023.381671 + Penalty 2471.266840 = -224552.114831 nChanged 14 SP:Iteration 18Q (5523.920000 sec): 3 clusters Score: Raw -227032.387877 + Penalty 2471.266840 = -224561.121037 nChanged 13 SP:Iteration 19Q (5523.930000 sec): 3 clusters Score: Raw -227042.906940 + Penalty 2471.266840 = -224571.640100 nChanged 18 SP:Iteration 20F (5523.930000 sec): 3 clusters Score: Raw -227058.352789 + Penalty 2471.266840 = -224587.085949 nChanged 18 SP:Iteration 21Q (5523.940000 sec): 3 clusters Score: Raw -227070.599470 + Penalty 2471.266840 = -224599.332630 nChanged 20 SP:Iteration 22Q (5523.950000 sec): 3 clusters Score: Raw -227083.887136 + Penalty 2471.266840 = -224612.620296 nChanged 20 SP:Iteration 23Q (5523.950000 sec): 3 clusters Score: Raw -227094.017807 + Penalty 2471.266840 = -224622.750967 nChanged 21 SP:Iteration 24Q (5523.960000 sec): 3 clusters Score: Raw -227108.977234 + Penalty 2471.266840 = -224637.710395 nChanged 24 SP:Iteration 25Q (5523.960000 sec): 3 clusters Score: Raw -227124.142360 + Penalty 2471.266840 = -224652.875520 nChanged 24 SP:Iteration 26Q (5523.970000 sec): 3 clusters Score: Raw -227133.997348 + Penalty 2471.266840 = -224662.730508 nChanged 19 SP:Iteration 27Q (5523.970000 sec): 3 clusters Score: Raw -227144.310162 + Penalty 2471.266840 = -224673.043322 nChanged 13 SP:Iteration 28Q (5523.980000 sec): 3 clusters Score: Raw -227150.800068 + Penalty 2471.266840 = -224679.533228 nChanged 14 SP:Iteration 29Q (5523.990000 sec): 3 clusters Score: Raw -227157.180652 + Penalty 2471.266840 = -224685.913812 nChanged 6 SP:Iteration 30Q (5523.990000 sec): 3 clusters Score: Raw -227161.279544 + Penalty 2471.266840 = -224690.012704 nChanged 11 SP:Iteration 31Q (5524.000000 sec): 3 clusters Score: Raw -227165.745172 + Penalty 2471.266840 = -224694.478332 nChanged 8 SP:Iteration 32Q (5524.000000 sec): 3 clusters Score: Raw -227170.116879 + Penalty 2471.266840 = -224698.850039 nChanged 8 SP:Iteration 33Q (5524.010000 sec): 3 clusters Score: Raw -227174.154820 + Penalty 2471.266840 = -224702.887980 nChanged 6 SP:Iteration 34Q (5524.010000 sec): 3 clusters Score: Raw -227175.424178 + Penalty 2471.266840 = -224704.157338 nChanged 4 SP:Iteration 35Q (5524.020000 sec): 3 clusters Score: Raw -227176.834865 + Penalty 2471.266840 = -224705.568026 nChanged 5 SP:Iteration 36Q (5524.030000 sec): 3 clusters Score: Raw -227178.836415 + Penalty 2471.266840 = -224707.569575 nChanged 4 SP:Iteration 37Q (5524.030000 sec): 3 clusters Score: Raw -227180.154053 + Penalty 2471.266840 = -224708.887214 nChanged 1 SP:Iteration 38Q (5524.040000 sec): 3 clusters Score: Raw -227180.408219 + Penalty 2471.266840 = -224709.141379 nChanged 1 SP:Iteration 39Q (5524.040000 sec): 3 clusters Score: Raw -227180.789556 + Penalty 2471.266840 = -224709.522716 nChanged 1 SP:Iteration 40F (5524.050000 sec): 3 clusters Score: Raw -227181.279251 + Penalty 2471.266840 = -224710.012412 nChanged 4 SP:Iteration 41Q (5524.050000 sec): 3 clusters Score: Raw -227183.484399 + Penalty 2471.266840 = -224712.217559 nChanged 2 SP:Iteration 42Q (5524.060000 sec): 3 clusters Score: Raw -227184.119857 + Penalty 2471.266840 = -224712.853017 nChanged 0 SP:Iteration 43F (5524.070000 sec): 3 clusters Score: Raw -227184.119857 + Penalty 2471.266840 = -224712.853017 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 8 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5524.070000 sec): 2 clusters Score: Raw -72471.786687 + Penalty 1050.242287 = -71421.544400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5524.070000 sec): 3 clusters Score: Raw -72340.177316 + Penalty 2100.484573 = -70239.692742 nChanged 176 SP:Iteration 1F (5524.070000 sec): 3 clusters Score: Raw -72579.017045 + Penalty 2100.484573 = -70478.532472 nChanged 48 SP:Iteration 2F (5524.080000 sec): 3 clusters Score: Raw -72668.696791 + Penalty 2100.484573 = -70568.212217 nChanged 25 SP:Iteration 3Q (5524.080000 sec): 3 clusters Score: Raw -72754.000983 + Penalty 2100.484573 = -70653.516410 nChanged 31 SP:Iteration 4Q (5524.080000 sec): 3 clusters Score: Raw -72825.483408 + Penalty 2100.484573 = -70724.998834 nChanged 16 SP:Iteration 5Q (5524.080000 sec): 3 clusters Score: Raw -72907.315311 + Penalty 2100.484573 = -70806.830737 nChanged 19 SP:Iteration 6Q (5524.090000 sec): 3 clusters Score: Raw -73006.691749 + Penalty 2100.484573 = -70906.207176 nChanged 25 SP:Iteration 7Q (5524.090000 sec): 3 clusters Score: Raw -73042.557144 + Penalty 2100.484573 = -70942.072570 nChanged 14 SP:Iteration 8Q (5524.090000 sec): 3 clusters Score: Raw -73061.544505 + Penalty 2100.484573 = -70961.059931 nChanged 9 SP:Iteration 9Q (5524.090000 sec): 3 clusters Score: Raw -73076.596724 + Penalty 2100.484573 = -70976.112151 nChanged 8 SP:Iteration 10Q (5524.090000 sec): 3 clusters Score: Raw -73084.584643 + Penalty 2100.484573 = -70984.100070 nChanged 6 SP:Iteration 11Q (5524.090000 sec): 3 clusters Score: Raw -73095.645170 + Penalty 2100.484573 = -70995.160597 nChanged 5 SP:Iteration 12Q (5524.090000 sec): 3 clusters Score: Raw -73103.085532 + Penalty 2100.484573 = -71002.600958 nChanged 2 SP:Iteration 13Q (5524.100000 sec): 3 clusters Score: Raw -73106.003814 + Penalty 2100.484573 = -71005.519240 nChanged 5 SP:Iteration 14Q (5524.100000 sec): 3 clusters Score: Raw -73113.040397 + Penalty 2100.484573 = -71012.555824 nChanged 3 SP:Iteration 15Q (5524.100000 sec): 3 clusters Score: Raw -73116.616969 + Penalty 2100.484573 = -71016.132395 nChanged 1 SP:Iteration 16Q (5524.100000 sec): 3 clusters Score: Raw -73117.368604 + Penalty 2100.484573 = -71016.884030 nChanged 1 SP:Iteration 17Q (5524.110000 sec): 3 clusters Score: Raw -73117.901428 + Penalty 2100.484573 = -71017.416854 nChanged 1 SP:Iteration 18Q (5524.110000 sec): 3 clusters Score: Raw -73119.171999 + Penalty 2100.484573 = -71018.687425 nChanged 2 SP:Iteration 19Q (5524.110000 sec): 3 clusters Score: Raw -73123.015747 + Penalty 2100.484573 = -71022.531173 nChanged 3 SP:Iteration 20F (5524.110000 sec): 3 clusters Score: Raw -73126.922306 + Penalty 2100.484573 = -71026.437732 nChanged 1 SP:Iteration 21Q (5524.110000 sec): 3 clusters Score: Raw -73127.906138 + Penalty 2100.484573 = -71027.421564 nChanged 0 SP:Iteration 22F (5524.110000 sec): 3 clusters Score: Raw -73127.906138 + Penalty 2100.484573 = -71027.421564 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (8106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5524.140000 sec): 2 clusters Score: Raw -961425.123361 + Penalty 1462.558469 = -959962.564892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5524.170000 sec): 3 clusters Score: Raw -956905.699885 + Penalty 2925.116937 = -953980.582948 nChanged 3410 SP:Iteration 1F (5524.190000 sec): 3 clusters Score: Raw -958740.897599 + Penalty 2925.116937 = -955815.780661 nChanged 498 SP:Iteration 2F (5524.210000 sec): 3 clusters Score: Raw -958923.912213 + Penalty 2925.116937 = -955998.795275 nChanged 354 SP:Iteration 3Q (5524.240000 sec): 3 clusters Score: Raw -959036.987978 + Penalty 2925.116937 = -956111.871041 nChanged 254 SP:Iteration 4Q (5524.260000 sec): 3 clusters Score: Raw -959114.869639 + Penalty 2925.116937 = -956189.752702 nChanged 234 SP:Iteration 5Q (5524.290000 sec): 3 clusters Score: Raw -959183.078919 + Penalty 2925.116937 = -956257.961981 nChanged 190 SP:Iteration 6Q (5524.310000 sec): 3 clusters Score: Raw -959241.455092 + Penalty 2925.116937 = -956316.338155 nChanged 185 SP:Iteration 7Q (5524.330000 sec): 3 clusters Score: Raw -959293.875981 + Penalty 2925.116937 = -956368.759044 nChanged 166 SP:Iteration 8Q (5524.360000 sec): 3 clusters Score: Raw -959338.043208 + Penalty 2925.116937 = -956412.926270 nChanged 161 SP:Iteration 9Q (5524.380000 sec): 3 clusters Score: Raw -959383.529714 + Penalty 2925.116937 = -956458.412776 nChanged 155 SP:Iteration 10Q (5524.410000 sec): 3 clusters Score: Raw -959423.769042 + Penalty 2925.116937 = -956498.652104 nChanged 153 SP:Iteration 11Q (5524.430000 sec): 3 clusters Score: Raw -959468.995254 + Penalty 2925.116937 = -956543.878316 nChanged 128 SP:Iteration 12Q (5524.460000 sec): 3 clusters Score: Raw -959522.138041 + Penalty 2925.116937 = -956597.021104 nChanged 163 SP:Iteration 13Q (5524.490000 sec): 3 clusters Score: Raw -959590.459199 + Penalty 2925.116937 = -956665.342262 nChanged 175 SP:Iteration 14Q (5524.510000 sec): 3 clusters Score: Raw -959684.538531 + Penalty 2925.116937 = -956759.421593 nChanged 210 SP:Iteration 15Q (5524.530000 sec): 3 clusters Score: Raw -959820.550640 + Penalty 2925.116937 = -956895.433702 nChanged 250 SP:Iteration 16Q (5524.560000 sec): 3 clusters Score: Raw -959985.859880 + Penalty 2925.116937 = -957060.742943 nChanged 249 SP:Iteration 17Q (5524.580000 sec): 3 clusters Score: Raw -960172.666868 + Penalty 2925.116937 = -957247.549931 nChanged 265 SP:Iteration 18Q (5524.610000 sec): 3 clusters Score: Raw -960358.592823 + Penalty 2925.116937 = -957433.475886 nChanged 252 SP:Iteration 19Q (5524.630000 sec): 3 clusters Score: Raw -960556.026202 + Penalty 2925.116937 = -957630.909264 nChanged 267 SP:Iteration 20F (5524.650000 sec): 3 clusters Score: Raw -960770.612655 + Penalty 2925.116937 = -957845.495718 nChanged 255 SP:Iteration 21Q (5524.670000 sec): 3 clusters Score: Raw -960930.295445 + Penalty 2925.116937 = -958005.178508 nChanged 224 SP:Iteration 22Q (5524.690000 sec): 3 clusters Score: Raw -961050.162809 + Penalty 2925.116937 = -958125.045872 nChanged 179 SP:Iteration 23Q (5524.720000 sec): 3 clusters Score: Raw -961141.286834 + Penalty 2925.116937 = -958216.169897 nChanged 159 SP:Iteration 24Q (5524.740000 sec): 3 clusters Score: Raw -961210.157740 + Penalty 2925.116937 = -958285.040802 nChanged 128 SP:Iteration 25Q (5524.760000 sec): 3 clusters Score: Raw -961264.364912 + Penalty 2925.116937 = -958339.247975 nChanged 106 SP:Iteration 26Q (5524.780000 sec): 3 clusters Score: Raw -961308.224422 + Penalty 2925.116937 = -958383.107485 nChanged 102 SP:Iteration 27Q (5524.800000 sec): 3 clusters Score: Raw -961345.002616 + Penalty 2925.116937 = -958419.885679 nChanged 94 SP:Iteration 28Q (5524.820000 sec): 3 clusters Score: Raw -961377.619623 + Penalty 2925.116937 = -958452.502686 nChanged 65 SP:Iteration 29Q (5524.840000 sec): 3 clusters Score: Raw -961394.723743 + Penalty 2925.116937 = -958469.606806 nChanged 49 SP:Iteration 30Q (5524.860000 sec): 3 clusters Score: Raw -961407.026053 + Penalty 2925.116937 = -958481.909116 nChanged 41 SP:Iteration 31Q (5524.880000 sec): 3 clusters Score: Raw -961418.255040 + Penalty 2925.116937 = -958493.138103 nChanged 42 SP:Iteration 32Q (5524.900000 sec): 3 clusters Score: Raw -961429.898217 + Penalty 2925.116937 = -958504.781280 nChanged 42 SP:Iteration 33Q (5524.920000 sec): 3 clusters Score: Raw -961443.639363 + Penalty 2925.116937 = -958518.522426 nChanged 56 SP:Iteration 34Q (5524.940000 sec): 3 clusters Score: Raw -961463.131676 + Penalty 2925.116937 = -958538.014739 nChanged 57 SP:Iteration 35Q (5524.970000 sec): 3 clusters Score: Raw -961481.320053 + Penalty 2925.116937 = -958556.203116 nChanged 58 SP:Iteration 36Q (5524.980000 sec): 3 clusters Score: Raw -961496.909769 + Penalty 2925.116937 = -958571.792831 nChanged 42 SP:Iteration 37Q (5525.000000 sec): 3 clusters Score: Raw -961507.379100 + Penalty 2925.116937 = -958582.262163 nChanged 32 SP:Iteration 38Q (5525.020000 sec): 3 clusters Score: Raw -961515.280650 + Penalty 2925.116937 = -958590.163713 nChanged 33 SP:Iteration 39Q (5525.040000 sec): 3 clusters Score: Raw -961522.828455 + Penalty 2925.116937 = -958597.711518 nChanged 19 SP:Iteration 40F (5525.070000 sec): 3 clusters Score: Raw -961527.243930 + Penalty 2925.116937 = -958602.126993 nChanged 18 SP:Iteration 41Q (5525.090000 sec): 3 clusters Score: Raw -961530.074004 + Penalty 2925.116937 = -958604.957066 nChanged 13 SP:Iteration 42Q (5525.110000 sec): 3 clusters Score: Raw -961533.086884 + Penalty 2925.116937 = -958607.969947 nChanged 17 SP:Iteration 43Q (5525.130000 sec): 3 clusters Score: Raw -961537.897592 + Penalty 2925.116937 = -958612.780654 nChanged 20 SP:Iteration 44Q (5525.150000 sec): 3 clusters Score: Raw -961541.630869 + Penalty 2925.116937 = -958616.513931 nChanged 19 SP:Iteration 45Q (5525.170000 sec): 3 clusters Score: Raw -961544.986475 + Penalty 2925.116937 = -958619.869538 nChanged 11 SP:Iteration 46Q (5525.190000 sec): 3 clusters Score: Raw -961546.813607 + Penalty 2925.116937 = -958621.696670 nChanged 13 SP:Iteration 47Q (5525.210000 sec): 3 clusters Score: Raw -961548.748654 + Penalty 2925.116937 = -958623.631717 nChanged 12 SP:Iteration 48Q (5525.230000 sec): 3 clusters Score: Raw -961552.395910 + Penalty 2925.116937 = -958627.278972 nChanged 17 SP:Iteration 49Q (5525.250000 sec): 3 clusters Score: Raw -961556.458968 + Penalty 2925.116937 = -958631.342030 nChanged 12 SP:Iteration 50Q (5525.270000 sec): 3 clusters Score: Raw -961558.642262 + Penalty 2925.116937 = -958633.525324 nChanged 7 SP:Iteration 51Q (5525.290000 sec): 3 clusters Score: Raw -961559.766671 + Penalty 2925.116937 = -958634.649733 nChanged 5 SP:Iteration 52Q (5525.310000 sec): 3 clusters Score: Raw -961561.198995 + Penalty 2925.116937 = -958636.082058 nChanged 8 SP:Iteration 53Q (5525.330000 sec): 3 clusters Score: Raw -961562.636958 + Penalty 2925.116937 = -958637.520021 nChanged 5 SP:Iteration 54Q (5525.350000 sec): 3 clusters Score: Raw -961563.168094 + Penalty 2925.116937 = -958638.051157 nChanged 3 SP:Iteration 55Q (5525.370000 sec): 3 clusters Score: Raw -961563.599286 + Penalty 2925.116937 = -958638.482349 nChanged 3 SP:Iteration 56Q (5525.390000 sec): 3 clusters Score: Raw -961563.996132 + Penalty 2925.116937 = -958638.879195 nChanged 4 SP:Iteration 57Q (5525.410000 sec): 3 clusters Score: Raw -961564.690418 + Penalty 2925.116937 = -958639.573481 nChanged 4 SP:Iteration 58Q (5525.430000 sec): 3 clusters Score: Raw -961565.298987 + Penalty 2925.116937 = -958640.182049 nChanged 4 SP:Iteration 59Q (5525.450000 sec): 3 clusters Score: Raw -961565.994481 + Penalty 2925.116937 = -958640.877543 nChanged 4 SP:Iteration 60F (5525.470000 sec): 3 clusters Score: Raw -961567.186286 + Penalty 2925.116937 = -958642.069349 nChanged 5 SP:Iteration 61Q (5525.490000 sec): 3 clusters Score: Raw -961568.049593 + Penalty 2925.116937 = -958642.932656 nChanged 4 SP:Iteration 62Q (5525.510000 sec): 3 clusters Score: Raw -961569.031151 + Penalty 2925.116937 = -958643.914214 nChanged 7 SP:Iteration 63Q (5525.530000 sec): 3 clusters Score: Raw -961569.993271 + Penalty 2925.116937 = -958644.876334 nChanged 5 SP:Iteration 64Q (5525.550000 sec): 3 clusters Score: Raw -961570.538266 + Penalty 2925.116937 = -958645.421329 nChanged 3 SP:Iteration 65Q (5525.570000 sec): 3 clusters Score: Raw -961571.150735 + Penalty 2925.116937 = -958646.033798 nChanged 0 SP:Iteration 66F (5525.590000 sec): 3 clusters Score: Raw -961571.150735 + Penalty 2925.116937 = -958646.033798 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5525.600000 sec): 2 clusters Score: Raw -75697.600789 + Penalty 1060.555415 = -74637.045374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5525.600000 sec): 3 clusters Score: Raw -75607.633193 + Penalty 2121.110829 = -73486.522363 nChanged 202 SP:Iteration 1F (5525.610000 sec): 3 clusters Score: Raw -75928.240747 + Penalty 2121.110829 = -73807.129918 nChanged 61 SP:Iteration 2F (5525.610000 sec): 3 clusters Score: Raw -76022.440953 + Penalty 2121.110829 = -73901.330123 nChanged 44 SP:Iteration 3F (5525.610000 sec): 3 clusters Score: Raw -76089.316329 + Penalty 2121.110829 = -73968.205500 nChanged 27 SP:Iteration 4Q (5525.610000 sec): 3 clusters Score: Raw -76121.469273 + Penalty 2121.110829 = -74000.358443 nChanged 16 SP:Iteration 5Q (5525.610000 sec): 3 clusters Score: Raw -76145.042450 + Penalty 2121.110829 = -74023.931620 nChanged 10 SP:Iteration 6Q (5525.610000 sec): 3 clusters Score: Raw -76198.307889 + Penalty 2121.110829 = -74077.197059 nChanged 9 SP:Iteration 7Q (5525.620000 sec): 3 clusters Score: Raw -76222.535940 + Penalty 2121.110829 = -74101.425111 nChanged 7 SP:Iteration 8Q (5525.620000 sec): 3 clusters Score: Raw -76235.478069 + Penalty 2121.110829 = -74114.367239 nChanged 11 SP:Iteration 9Q (5525.620000 sec): 3 clusters Score: Raw -76254.140172 + Penalty 2121.110829 = -74133.029343 nChanged 6 SP:Iteration 10Q (5525.620000 sec): 3 clusters Score: Raw -76264.820322 + Penalty 2121.110829 = -74143.709492 nChanged 7 SP:Iteration 11Q (5525.630000 sec): 3 clusters Score: Raw -76272.596632 + Penalty 2121.110829 = -74151.485803 nChanged 2 SP:Iteration 12Q (5525.630000 sec): 3 clusters Score: Raw -76275.918324 + Penalty 2121.110829 = -74154.807494 nChanged 3 SP:Iteration 13Q (5525.630000 sec): 3 clusters Score: Raw -76280.510563 + Penalty 2121.110829 = -74159.399734 nChanged 2 SP:Iteration 14Q (5525.630000 sec): 3 clusters Score: Raw -76283.889880 + Penalty 2121.110829 = -74162.779051 nChanged 2 SP:Iteration 15Q (5525.630000 sec): 3 clusters Score: Raw -76286.671196 + Penalty 2121.110829 = -74165.560367 nChanged 4 SP:Iteration 16Q (5525.630000 sec): 3 clusters Score: Raw -76301.396895 + Penalty 2121.110829 = -74180.286066 nChanged 10 SP:Iteration 17Q (5525.640000 sec): 3 clusters Score: Raw -76320.460695 + Penalty 2121.110829 = -74199.349866 nChanged 6 SP:Iteration 18Q (5525.640000 sec): 3 clusters Score: Raw -76333.127484 + Penalty 2121.110829 = -74212.016655 nChanged 1 SP:Iteration 19Q (5525.640000 sec): 3 clusters Score: Raw -76333.626594 + Penalty 2121.110829 = -74212.515765 nChanged 0 SP:Iteration 20F (5525.640000 sec): 3 clusters Score: Raw -76333.626594 + Penalty 2121.110829 = -74212.515765 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5525.670000 sec): 2 clusters Score: Raw -1072839.048372 + Penalty 1474.907156 = -1071364.141216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5525.700000 sec): 3 clusters Score: Raw -1067909.466463 + Penalty 2949.814313 = -1064959.652150 nChanged 3744 SP:Iteration 1F (5525.730000 sec): 3 clusters Score: Raw -1069978.926296 + Penalty 2949.814313 = -1067029.111983 nChanged 612 SP:Iteration 2F (5525.750000 sec): 3 clusters Score: Raw -1070250.872514 + Penalty 2949.814313 = -1067301.058201 nChanged 424 SP:Iteration 3Q (5525.780000 sec): 3 clusters Score: Raw -1070411.693893 + Penalty 2949.814313 = -1067461.879580 nChanged 315 SP:Iteration 4Q (5525.810000 sec): 3 clusters Score: Raw -1070529.013414 + Penalty 2949.814313 = -1067579.199102 nChanged 276 SP:Iteration 5Q (5525.830000 sec): 3 clusters Score: Raw -1070627.050406 + Penalty 2949.814313 = -1067677.236093 nChanged 254 SP:Iteration 6Q (5525.860000 sec): 3 clusters Score: Raw -1070717.327549 + Penalty 2949.814313 = -1067767.513237 nChanged 229 SP:Iteration 7Q (5525.890000 sec): 3 clusters Score: Raw -1070794.460631 + Penalty 2949.814313 = -1067844.646318 nChanged 226 SP:Iteration 8Q (5525.910000 sec): 3 clusters Score: Raw -1070890.253627 + Penalty 2949.814313 = -1067940.439314 nChanged 250 SP:Iteration 9Q (5525.940000 sec): 3 clusters Score: Raw -1070994.397537 + Penalty 2949.814313 = -1068044.583224 nChanged 245 SP:Iteration 10Q (5525.970000 sec): 3 clusters Score: Raw -1071091.759004 + Penalty 2949.814313 = -1068141.944691 nChanged 255 SP:Iteration 11Q (5525.990000 sec): 3 clusters Score: Raw -1071198.233964 + Penalty 2949.814313 = -1068248.419651 nChanged 247 SP:Iteration 12Q (5526.020000 sec): 3 clusters Score: Raw -1071322.950120 + Penalty 2949.814313 = -1068373.135807 nChanged 308 SP:Iteration 13Q (5526.050000 sec): 3 clusters Score: Raw -1071506.193298 + Penalty 2949.814313 = -1068556.378985 nChanged 290 SP:Iteration 14Q (5526.070000 sec): 3 clusters Score: Raw -1071682.963654 + Penalty 2949.814313 = -1068733.149341 nChanged 269 SP:Iteration 15Q (5526.090000 sec): 3 clusters Score: Raw -1071831.151018 + Penalty 2949.814313 = -1068881.336705 nChanged 209 SP:Iteration 16Q (5526.120000 sec): 3 clusters Score: Raw -1071942.121026 + Penalty 2949.814313 = -1068992.306713 nChanged 183 SP:Iteration 17Q (5526.140000 sec): 3 clusters Score: Raw -1072041.827986 + Penalty 2949.814313 = -1069092.013674 nChanged 169 SP:Iteration 18Q (5526.170000 sec): 3 clusters Score: Raw -1072134.372817 + Penalty 2949.814313 = -1069184.558504 nChanged 147 SP:Iteration 19Q (5526.190000 sec): 3 clusters Score: Raw -1072203.416054 + Penalty 2949.814313 = -1069253.601741 nChanged 126 SP:Iteration 20F (5526.210000 sec): 3 clusters Score: Raw -1072263.715314 + Penalty 2949.814313 = -1069313.901001 nChanged 120 SP:Iteration 21Q (5526.240000 sec): 3 clusters Score: Raw -1072320.218886 + Penalty 2949.814313 = -1069370.404573 nChanged 121 SP:Iteration 22Q (5526.260000 sec): 3 clusters Score: Raw -1072386.651242 + Penalty 2949.814313 = -1069436.836929 nChanged 144 SP:Iteration 23Q (5526.280000 sec): 3 clusters Score: Raw -1072469.417160 + Penalty 2949.814313 = -1069519.602847 nChanged 147 SP:Iteration 24Q (5526.310000 sec): 3 clusters Score: Raw -1072566.273501 + Penalty 2949.814313 = -1069616.459188 nChanged 142 SP:Iteration 25Q (5526.330000 sec): 3 clusters Score: Raw -1072652.570042 + Penalty 2949.814313 = -1069702.755729 nChanged 120 SP:Iteration 26Q (5526.350000 sec): 3 clusters Score: Raw -1072735.590499 + Penalty 2949.814313 = -1069785.776186 nChanged 118 SP:Iteration 27Q (5526.370000 sec): 3 clusters Score: Raw -1072830.676480 + Penalty 2949.814313 = -1069880.862167 nChanged 118 SP:Iteration 28Q (5526.390000 sec): 3 clusters Score: Raw -1072919.460143 + Penalty 2949.814313 = -1069969.645830 nChanged 91 SP:Iteration 29Q (5526.410000 sec): 3 clusters Score: Raw -1072986.923909 + Penalty 2949.814313 = -1070037.109596 nChanged 53 SP:Iteration 30Q (5526.430000 sec): 3 clusters Score: Raw -1073022.803887 + Penalty 2949.814313 = -1070072.989574 nChanged 43 SP:Iteration 31Q (5526.450000 sec): 3 clusters Score: Raw -1073050.842744 + Penalty 2949.814313 = -1070101.028432 nChanged 31 SP:Iteration 32Q (5526.470000 sec): 3 clusters Score: Raw -1073070.358837 + Penalty 2949.814313 = -1070120.544524 nChanged 21 SP:Iteration 33Q (5526.490000 sec): 3 clusters Score: Raw -1073084.179042 + Penalty 2949.814313 = -1070134.364729 nChanged 20 SP:Iteration 34Q (5526.510000 sec): 3 clusters Score: Raw -1073099.317091 + Penalty 2949.814313 = -1070149.502778 nChanged 12 SP:Iteration 35Q (5526.530000 sec): 3 clusters Score: Raw -1073111.284622 + Penalty 2949.814313 = -1070161.470309 nChanged 11 SP:Iteration 36Q (5526.550000 sec): 3 clusters Score: Raw -1073122.212283 + Penalty 2949.814313 = -1070172.397970 nChanged 13 SP:Iteration 37Q (5526.570000 sec): 3 clusters Score: Raw -1073133.720827 + Penalty 2949.814313 = -1070183.906514 nChanged 13 SP:Iteration 38Q (5526.590000 sec): 3 clusters Score: Raw -1073145.866362 + Penalty 2949.814313 = -1070196.052049 nChanged 7 SP:Iteration 39Q (5526.610000 sec): 3 clusters Score: Raw -1073150.477967 + Penalty 2949.814313 = -1070200.663654 nChanged 6 SP:Iteration 40F (5526.640000 sec): 3 clusters Score: Raw -1073155.885705 + Penalty 2949.814313 = -1070206.071392 nChanged 7 SP:Iteration 41Q (5526.660000 sec): 3 clusters Score: Raw -1073163.958237 + Penalty 2949.814313 = -1070214.143925 nChanged 9 SP:Iteration 42Q (5526.680000 sec): 3 clusters Score: Raw -1073173.257955 + Penalty 2949.814313 = -1070223.443642 nChanged 7 SP:Iteration 43Q (5526.700000 sec): 3 clusters Score: Raw -1073181.287985 + Penalty 2949.814313 = -1070231.473673 nChanged 6 SP:Iteration 44Q (5526.720000 sec): 3 clusters Score: Raw -1073185.025866 + Penalty 2949.814313 = -1070235.211553 nChanged 3 SP:Iteration 45Q (5526.740000 sec): 3 clusters Score: Raw -1073187.044565 + Penalty 2949.814313 = -1070237.230252 nChanged 2 SP:Iteration 46Q (5526.750000 sec): 3 clusters Score: Raw -1073187.939464 + Penalty 2949.814313 = -1070238.125151 nChanged 2 SP:Iteration 47Q (5526.770000 sec): 3 clusters Score: Raw -1073189.781663 + Penalty 2949.814313 = -1070239.967351 nChanged 1 SP:Iteration 48Q (5526.790000 sec): 3 clusters Score: Raw -1073191.445938 + Penalty 2949.814313 = -1070241.631625 nChanged 0 SP:Iteration 49F (5526.820000 sec): 3 clusters Score: Raw -1073191.445938 + Penalty 2949.814313 = -1070241.631625 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 12 (6557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5526.840000 sec): 2 clusters Score: Raw -742342.432272 + Penalty 1428.096875 = -740914.335397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5526.860000 sec): 3 clusters Score: Raw -738848.448838 + Penalty 2856.193750 = -735992.255089 nChanged 2693 SP:Iteration 1F (5526.880000 sec): 3 clusters Score: Raw -740410.529256 + Penalty 2856.193750 = -737554.335507 nChanged 430 SP:Iteration 2F (5526.900000 sec): 3 clusters Score: Raw -740598.221929 + Penalty 2856.193750 = -737742.028179 nChanged 319 SP:Iteration 3Q (5526.920000 sec): 3 clusters Score: Raw -740745.519061 + Penalty 2856.193750 = -737889.325311 nChanged 253 SP:Iteration 4Q (5526.940000 sec): 3 clusters Score: Raw -740850.058434 + Penalty 2856.193750 = -737993.864684 nChanged 212 SP:Iteration 5Q (5526.960000 sec): 3 clusters Score: Raw -740951.322580 + Penalty 2856.193750 = -738095.128830 nChanged 210 SP:Iteration 6Q (5526.980000 sec): 3 clusters Score: Raw -741096.825655 + Penalty 2856.193750 = -738240.631905 nChanged 262 SP:Iteration 7Q (5527.000000 sec): 3 clusters Score: Raw -741292.175868 + Penalty 2856.193750 = -738435.982118 nChanged 301 SP:Iteration 8Q (5527.020000 sec): 3 clusters Score: Raw -741512.743697 + Penalty 2856.193750 = -738656.549947 nChanged 325 SP:Iteration 9Q (5527.040000 sec): 3 clusters Score: Raw -741779.386634 + Penalty 2856.193750 = -738923.192885 nChanged 358 SP:Iteration 10F (5527.060000 sec): 3 clusters Score: Raw -742050.125170 + Penalty 2856.193750 = -739193.931420 nChanged 352 SP:Iteration 11F (5527.080000 sec): 3 clusters Score: Raw -742335.763552 + Penalty 2856.193750 = -739479.569803 nChanged 342 SP:Iteration 12F (5527.100000 sec): 3 clusters Score: Raw -742655.736489 + Penalty 2856.193750 = -739799.542740 nChanged 294 SP:Iteration 13Q (5527.120000 sec): 3 clusters Score: Raw -742945.477186 + Penalty 2856.193750 = -740089.283437 nChanged 245 SP:Iteration 14Q (5527.140000 sec): 3 clusters Score: Raw -743069.885702 + Penalty 2856.193750 = -740213.691953 nChanged 151 SP:Iteration 15Q (5527.160000 sec): 3 clusters Score: Raw -743126.259189 + Penalty 2856.193750 = -740270.065440 nChanged 94 SP:Iteration 16Q (5527.170000 sec): 3 clusters Score: Raw -743154.092235 + Penalty 2856.193750 = -740297.898486 nChanged 64 SP:Iteration 17Q (5527.190000 sec): 3 clusters Score: Raw -743169.217844 + Penalty 2856.193750 = -740313.024094 nChanged 42 SP:Iteration 18Q (5527.210000 sec): 3 clusters Score: Raw -743179.922282 + Penalty 2856.193750 = -740323.728532 nChanged 41 SP:Iteration 19Q (5527.230000 sec): 3 clusters Score: Raw -743188.429576 + Penalty 2856.193750 = -740332.235826 nChanged 25 SP:Iteration 20F (5527.250000 sec): 3 clusters Score: Raw -743193.223909 + Penalty 2856.193750 = -740337.030159 nChanged 15 SP:Iteration 21Q (5527.270000 sec): 3 clusters Score: Raw -743195.599752 + Penalty 2856.193750 = -740339.406003 nChanged 10 SP:Iteration 22Q (5527.290000 sec): 3 clusters Score: Raw -743197.368257 + Penalty 2856.193750 = -740341.174508 nChanged 9 SP:Iteration 23Q (5527.310000 sec): 3 clusters Score: Raw -743198.734011 + Penalty 2856.193750 = -740342.540262 nChanged 8 SP:Iteration 24Q (5527.330000 sec): 3 clusters Score: Raw -743200.230553 + Penalty 2856.193750 = -740344.036803 nChanged 11 SP:Iteration 25Q (5527.350000 sec): 3 clusters Score: Raw -743202.582843 + Penalty 2856.193750 = -740346.389093 nChanged 9 SP:Iteration 26Q (5527.370000 sec): 3 clusters Score: Raw -743203.953321 + Penalty 2856.193750 = -740347.759571 nChanged 9 SP:Iteration 27Q (5527.390000 sec): 3 clusters Score: Raw -743205.884937 + Penalty 2856.193750 = -740349.691187 nChanged 11 SP:Iteration 28Q (5527.400000 sec): 3 clusters Score: Raw -743208.309951 + Penalty 2856.193750 = -740352.116202 nChanged 12 SP:Iteration 29Q (5527.420000 sec): 3 clusters Score: Raw -743210.630355 + Penalty 2856.193750 = -740354.436605 nChanged 17 SP:Iteration 30Q (5527.440000 sec): 3 clusters Score: Raw -743213.484304 + Penalty 2856.193750 = -740357.290555 nChanged 7 SP:Iteration 31Q (5527.460000 sec): 3 clusters Score: Raw -743214.642088 + Penalty 2856.193750 = -740358.448338 nChanged 10 SP:Iteration 32Q (5527.480000 sec): 3 clusters Score: Raw -743216.031892 + Penalty 2856.193750 = -740359.838142 nChanged 5 SP:Iteration 33Q (5527.500000 sec): 3 clusters Score: Raw -743216.774383 + Penalty 2856.193750 = -740360.580633 nChanged 3 SP:Iteration 34Q (5527.510000 sec): 3 clusters Score: Raw -743217.153639 + Penalty 2856.193750 = -740360.959889 nChanged 6 SP:Iteration 35Q (5527.530000 sec): 3 clusters Score: Raw -743218.006205 + Penalty 2856.193750 = -740361.812456 nChanged 6 SP:Iteration 36Q (5527.550000 sec): 3 clusters Score: Raw -743219.029360 + Penalty 2856.193750 = -740362.835610 nChanged 1 SP:Iteration 37Q (5527.570000 sec): 3 clusters Score: Raw -743219.087046 + Penalty 2856.193750 = -740362.893296 nChanged 0 SP:Iteration 38F (5527.590000 sec): 3 clusters Score: Raw -743219.087046 + Penalty 2856.193750 = -740362.893296 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 13 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5527.600000 sec): 2 clusters Score: Raw -28463.956772 + Penalty 901.091335 = -27562.865438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5527.600000 sec): 3 clusters Score: Raw -28544.336229 + Penalty 1802.182669 = -26742.153560 nChanged 45 SP:Iteration 1F (5527.600000 sec): 3 clusters Score: Raw -28672.074952 + Penalty 1802.182669 = -26869.892282 nChanged 6 SP:Iteration 2Q (5527.600000 sec): 3 clusters Score: Raw -28689.784626 + Penalty 1802.182669 = -26887.601957 nChanged 3 SP:Iteration 3Q (5527.600000 sec): 3 clusters Score: Raw -28696.401050 + Penalty 1802.182669 = -26894.218381 nChanged 1 SP:Iteration 4Q (5527.600000 sec): 3 clusters Score: Raw -28704.421002 + Penalty 1802.182669 = -26902.238333 nChanged 0 SP:Iteration 5F (5527.600000 sec): 3 clusters Score: Raw -28704.421002 + Penalty 1802.182669 = -26902.238333 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 14 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5527.610000 sec): 2 clusters Score: Raw -19531.537797 + Penalty 850.055150 = -18681.482646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5527.610000 sec): 3 clusters Score: Raw -19655.250342 + Penalty 1700.110300 = -17955.140042 nChanged 25 SP:Iteration 1F (5527.610000 sec): 3 clusters Score: Raw -19747.383339 + Penalty 1700.110300 = -18047.273039 nChanged 6 SP:Iteration 2Q (5527.610000 sec): 3 clusters Score: Raw -19782.812098 + Penalty 1700.110300 = -18082.701797 nChanged 5 SP:Iteration 3Q (5527.610000 sec): 3 clusters Score: Raw -19812.688462 + Penalty 1700.110300 = -18112.578162 nChanged 1 SP:Iteration 4Q (5527.610000 sec): 3 clusters Score: Raw -19829.349170 + Penalty 1700.110300 = -18129.238870 nChanged 0 SP:Iteration 5F (5527.610000 sec): 3 clusters Score: Raw -19829.349170 + Penalty 1700.110300 = -18129.238870 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (27993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5527.700000 sec): 2 clusters Score: Raw -3419236.037091 + Penalty 1663.952836 = -3417572.084255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5527.790000 sec): 3 clusters Score: Raw -3402132.707136 + Penalty 3327.905671 = -3398804.801464 nChanged 12783 SP:Iteration 1F (5527.870000 sec): 3 clusters Score: Raw -3408991.163500 + Penalty 3327.905671 = -3405663.257829 nChanged 1210 SP:Iteration 2Q (5527.950000 sec): 3 clusters Score: Raw -3409372.641981 + Penalty 3327.905671 = -3406044.736310 nChanged 1196 SP:Iteration 3Q (5528.040000 sec): 3 clusters Score: Raw -3409771.693654 + Penalty 3327.905671 = -3406443.787983 nChanged 1109 SP:Iteration 4Q (5528.130000 sec): 3 clusters Score: Raw -3410170.512344 + Penalty 3327.905671 = -3406842.606672 nChanged 1150 SP:Iteration 5Q (5528.210000 sec): 3 clusters Score: Raw -3410646.226102 + Penalty 3327.905671 = -3407318.320430 nChanged 1279 SP:Iteration 6Q (5528.300000 sec): 3 clusters Score: Raw -3411243.162826 + Penalty 3327.905671 = -3407915.257155 nChanged 1365 SP:Iteration 7Q (5528.390000 sec): 3 clusters Score: Raw -3411951.563592 + Penalty 3327.905671 = -3408623.657920 nChanged 1443 SP:Iteration 8F (5528.480000 sec): 3 clusters Score: Raw -3412917.359216 + Penalty 3327.905671 = -3409589.453544 nChanged 1613 SP:Iteration 9F (5528.570000 sec): 3 clusters Score: Raw -3414205.096658 + Penalty 3327.905671 = -3410877.190987 nChanged 1514 SP:Iteration 10F (5528.650000 sec): 3 clusters Score: Raw -3415485.393379 + Penalty 3327.905671 = -3412157.487708 nChanged 1363 SP:Iteration 11Q (5528.730000 sec): 3 clusters Score: Raw -3416324.411767 + Penalty 3327.905671 = -3412996.506095 nChanged 922 SP:Iteration 12Q (5528.810000 sec): 3 clusters Score: Raw -3416703.586739 + Penalty 3327.905671 = -3413375.681067 nChanged 662 SP:Iteration 13Q (5528.890000 sec): 3 clusters Score: Raw -3416944.113864 + Penalty 3327.905671 = -3413616.208193 nChanged 526 SP:Iteration 14Q (5528.970000 sec): 3 clusters Score: Raw -3417129.523661 + Penalty 3327.905671 = -3413801.617990 nChanged 517 SP:Iteration 15Q (5529.050000 sec): 3 clusters Score: Raw -3417304.908347 + Penalty 3327.905671 = -3413977.002675 nChanged 489 SP:Iteration 16Q (5529.130000 sec): 3 clusters Score: Raw -3417478.609593 + Penalty 3327.905671 = -3414150.703922 nChanged 468 SP:Iteration 17Q (5529.200000 sec): 3 clusters Score: Raw -3417646.345301 + Penalty 3327.905671 = -3414318.439630 nChanged 444 SP:Iteration 18Q (5529.280000 sec): 3 clusters Score: Raw -3417800.871139 + Penalty 3327.905671 = -3414472.965468 nChanged 428 SP:Iteration 19Q (5529.350000 sec): 3 clusters Score: Raw -3417955.867019 + Penalty 3327.905671 = -3414627.961348 nChanged 415 SP:Iteration 20F (5529.440000 sec): 3 clusters Score: Raw -3418114.845632 + Penalty 3327.905671 = -3414786.939961 nChanged 391 SP:Iteration 21Q (5529.510000 sec): 3 clusters Score: Raw -3418265.849009 + Penalty 3327.905671 = -3414937.943338 nChanged 368 SP:Iteration 22Q (5529.590000 sec): 3 clusters Score: Raw -3418409.123631 + Penalty 3327.905671 = -3415081.217959 nChanged 321 SP:Iteration 23Q (5529.660000 sec): 3 clusters Score: Raw -3418533.212371 + Penalty 3327.905671 = -3415205.306700 nChanged 292 SP:Iteration 24Q (5529.730000 sec): 3 clusters Score: Raw -3418648.468696 + Penalty 3327.905671 = -3415320.563024 nChanged 273 SP:Iteration 25Q (5529.810000 sec): 3 clusters Score: Raw -3418769.655153 + Penalty 3327.905671 = -3415441.749482 nChanged 249 SP:Iteration 26Q (5529.870000 sec): 3 clusters Score: Raw -3418877.171423 + Penalty 3327.905671 = -3415549.265752 nChanged 215 SP:Iteration 27Q (5529.940000 sec): 3 clusters Score: Raw -3418963.792896 + Penalty 3327.905671 = -3415635.887225 nChanged 209 SP:Iteration 28Q (5530.010000 sec): 3 clusters Score: Raw -3419053.071707 + Penalty 3327.905671 = -3415725.166036 nChanged 180 SP:Iteration 29Q (5530.070000 sec): 3 clusters Score: Raw -3419129.952640 + Penalty 3327.905671 = -3415802.046969 nChanged 136 SP:Iteration 30Q (5530.140000 sec): 3 clusters Score: Raw -3419186.574082 + Penalty 3327.905671 = -3415858.668411 nChanged 106 SP:Iteration 31Q (5530.210000 sec): 3 clusters Score: Raw -3419231.388118 + Penalty 3327.905671 = -3415903.482446 nChanged 102 SP:Iteration 32Q (5530.270000 sec): 3 clusters Score: Raw -3419270.755242 + Penalty 3327.905671 = -3415942.849571 nChanged 68 SP:Iteration 33Q (5530.340000 sec): 3 clusters Score: Raw -3419293.585411 + Penalty 3327.905671 = -3415965.679740 nChanged 75 SP:Iteration 34Q (5530.400000 sec): 3 clusters Score: Raw -3419324.895067 + Penalty 3327.905671 = -3415996.989396 nChanged 72 SP:Iteration 35Q (5530.460000 sec): 3 clusters Score: Raw -3419356.091827 + Penalty 3327.905671 = -3416028.186155 nChanged 58 SP:Iteration 36Q (5530.530000 sec): 3 clusters Score: Raw -3419381.873104 + Penalty 3327.905671 = -3416053.967432 nChanged 53 SP:Iteration 37Q (5530.590000 sec): 3 clusters Score: Raw -3419408.222155 + Penalty 3327.905671 = -3416080.316484 nChanged 49 SP:Iteration 38Q (5530.650000 sec): 3 clusters Score: Raw -3419424.644406 + Penalty 3327.905671 = -3416096.738734 nChanged 36 SP:Iteration 39Q (5530.720000 sec): 3 clusters Score: Raw -3419438.404659 + Penalty 3327.905671 = -3416110.498987 nChanged 28 SP:Iteration 40F (5530.800000 sec): 3 clusters Score: Raw -3419448.810550 + Penalty 3327.905671 = -3416120.904879 nChanged 28 SP:Iteration 41Q (5530.860000 sec): 3 clusters Score: Raw -3419458.393055 + Penalty 3327.905671 = -3416130.487383 nChanged 25 SP:Iteration 42Q (5530.930000 sec): 3 clusters Score: Raw -3419467.784267 + Penalty 3327.905671 = -3416139.878596 nChanged 25 SP:Iteration 43Q (5530.990000 sec): 3 clusters Score: Raw -3419476.442444 + Penalty 3327.905671 = -3416148.536772 nChanged 16 SP:Iteration 44Q (5531.050000 sec): 3 clusters Score: Raw -3419481.710287 + Penalty 3327.905671 = -3416153.804616 nChanged 15 SP:Iteration 45Q (5531.120000 sec): 3 clusters Score: Raw -3419488.262174 + Penalty 3327.905671 = -3416160.356502 nChanged 20 SP:Iteration 46Q (5531.180000 sec): 3 clusters Score: Raw -3419494.979182 + Penalty 3327.905671 = -3416167.073510 nChanged 16 SP:Iteration 47Q (5531.240000 sec): 3 clusters Score: Raw -3419498.268408 + Penalty 3327.905671 = -3416170.362737 nChanged 5 SP:Iteration 48Q (5531.300000 sec): 3 clusters Score: Raw -3419500.159734 + Penalty 3327.905671 = -3416172.254063 nChanged 6 SP:Iteration 49Q (5531.370000 sec): 3 clusters Score: Raw -3419502.143799 + Penalty 3327.905671 = -3416174.238128 nChanged 8 SP:Iteration 50Q (5531.430000 sec): 3 clusters Score: Raw -3419505.047804 + Penalty 3327.905671 = -3416177.142133 nChanged 6 SP:Iteration 51Q (5531.490000 sec): 3 clusters Score: Raw -3419506.999669 + Penalty 3327.905671 = -3416179.093997 nChanged 3 SP:Iteration 52Q (5531.550000 sec): 3 clusters Score: Raw -3419508.054783 + Penalty 3327.905671 = -3416180.149111 nChanged 1 SP:Iteration 53Q (5531.610000 sec): 3 clusters Score: Raw -3419508.523156 + Penalty 3327.905671 = -3416180.617485 nChanged 1 SP:Iteration 54Q (5531.670000 sec): 3 clusters Score: Raw -3419508.796181 + Penalty 3327.905671 = -3416180.890510 nChanged 2 SP:Iteration 55Q (5531.730000 sec): 3 clusters Score: Raw -3419509.919351 + Penalty 3327.905671 = -3416182.013680 nChanged 1 SP:Iteration 56Q (5531.790000 sec): 3 clusters Score: Raw -3419510.099037 + Penalty 3327.905671 = -3416182.193366 nChanged 2 SP:Iteration 57Q (5531.850000 sec): 3 clusters Score: Raw -3419510.552684 + Penalty 3327.905671 = -3416182.647013 nChanged 1 SP:Iteration 58Q (5531.910000 sec): 3 clusters Score: Raw -3419510.829204 + Penalty 3327.905671 = -3416182.923532 nChanged 0 SP:Iteration 59F (5531.990000 sec): 3 clusters Score: Raw -3419510.829204 + Penalty 3327.905671 = -3416182.923532 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 16 (3927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5532.020000 sec): 2 clusters Score: Raw -457652.100840 + Penalty 1344.790046 = -456307.310793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5532.030000 sec): 3 clusters Score: Raw -455714.786396 + Penalty 2689.580093 = -453025.206303 nChanged 1549 SP:Iteration 1F (5532.050000 sec): 3 clusters Score: Raw -456648.004549 + Penalty 2689.580093 = -453958.424456 nChanged 285 SP:Iteration 2F (5532.060000 sec): 3 clusters Score: Raw -456827.317461 + Penalty 2689.580093 = -454137.737368 nChanged 203 SP:Iteration 3F (5532.070000 sec): 3 clusters Score: Raw -456952.296229 + Penalty 2689.580093 = -454262.716136 nChanged 173 SP:Iteration 4Q (5532.080000 sec): 3 clusters Score: Raw -457073.419355 + Penalty 2689.580093 = -454383.839262 nChanged 196 SP:Iteration 5Q (5532.090000 sec): 3 clusters Score: Raw -457228.193584 + Penalty 2689.580093 = -454538.613492 nChanged 192 SP:Iteration 6Q (5532.100000 sec): 3 clusters Score: Raw -457368.250043 + Penalty 2689.580093 = -454678.669950 nChanged 186 SP:Iteration 7Q (5532.110000 sec): 3 clusters Score: Raw -457514.739888 + Penalty 2689.580093 = -454825.159796 nChanged 162 SP:Iteration 8Q (5532.130000 sec): 3 clusters Score: Raw -457641.655495 + Penalty 2689.580093 = -454952.075402 nChanged 152 SP:Iteration 9Q (5532.140000 sec): 3 clusters Score: Raw -457761.924215 + Penalty 2689.580093 = -455072.344122 nChanged 115 SP:Iteration 10Q (5532.150000 sec): 3 clusters Score: Raw -457855.556487 + Penalty 2689.580093 = -455165.976394 nChanged 104 SP:Iteration 11Q (5532.160000 sec): 3 clusters Score: Raw -457950.235386 + Penalty 2689.580093 = -455260.655293 nChanged 87 SP:Iteration 12Q (5532.170000 sec): 3 clusters Score: Raw -458015.381356 + Penalty 2689.580093 = -455325.801263 nChanged 66 SP:Iteration 13Q (5532.180000 sec): 3 clusters Score: Raw -458068.475638 + Penalty 2689.580093 = -455378.895546 nChanged 56 SP:Iteration 14Q (5532.190000 sec): 3 clusters Score: Raw -458106.456339 + Penalty 2689.580093 = -455416.876246 nChanged 41 SP:Iteration 15Q (5532.200000 sec): 3 clusters Score: Raw -458128.598176 + Penalty 2689.580093 = -455439.018084 nChanged 20 SP:Iteration 16Q (5532.210000 sec): 3 clusters Score: Raw -458136.993140 + Penalty 2689.580093 = -455447.413047 nChanged 16 SP:Iteration 17Q (5532.230000 sec): 3 clusters Score: Raw -458142.332508 + Penalty 2689.580093 = -455452.752416 nChanged 9 SP:Iteration 18Q (5532.240000 sec): 3 clusters Score: Raw -458145.651536 + Penalty 2689.580093 = -455456.071443 nChanged 5 SP:Iteration 19Q (5532.250000 sec): 3 clusters Score: Raw -458147.257543 + Penalty 2689.580093 = -455457.677450 nChanged 5 SP:Iteration 20F (5532.260000 sec): 3 clusters Score: Raw -458148.981821 + Penalty 2689.580093 = -455459.401728 nChanged 4 SP:Iteration 21Q (5532.270000 sec): 3 clusters Score: Raw -458150.264118 + Penalty 2689.580093 = -455460.684025 nChanged 3 SP:Iteration 22Q (5532.290000 sec): 3 clusters Score: Raw -458151.084091 + Penalty 2689.580093 = -455461.503998 nChanged 2 SP:Iteration 23Q (5532.300000 sec): 3 clusters Score: Raw -458151.796892 + Penalty 2689.580093 = -455462.216799 nChanged 4 SP:Iteration 24Q (5532.310000 sec): 3 clusters Score: Raw -458153.312473 + Penalty 2689.580093 = -455463.732380 nChanged 6 SP:Iteration 25Q (5532.320000 sec): 3 clusters Score: Raw -458155.105652 + Penalty 2689.580093 = -455465.525559 nChanged 3 SP:Iteration 26Q (5532.330000 sec): 3 clusters Score: Raw -458155.830807 + Penalty 2689.580093 = -455466.250714 nChanged 3 SP:Iteration 27Q (5532.340000 sec): 3 clusters Score: Raw -458156.811360 + Penalty 2689.580093 = -455467.231267 nChanged 4 SP:Iteration 28Q (5532.350000 sec): 3 clusters Score: Raw -458157.511410 + Penalty 2689.580093 = -455467.931317 nChanged 0 SP:Iteration 29F (5532.370000 sec): 3 clusters Score: Raw -458157.511410 + Penalty 2689.580093 = -455467.931317 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 17 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5532.370000 sec): 2 clusters Score: Raw -162540.683986 + Penalty 1180.745927 = -161359.938060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5532.380000 sec): 3 clusters Score: Raw -161971.563260 + Penalty 2361.491853 = -159610.071407 nChanged 470 SP:Iteration 1F (5532.380000 sec): 3 clusters Score: Raw -162298.458482 + Penalty 2361.491853 = -159936.966628 nChanged 116 SP:Iteration 2F (5532.390000 sec): 3 clusters Score: Raw -162417.004034 + Penalty 2361.491853 = -160055.512180 nChanged 68 SP:Iteration 3Q (5532.390000 sec): 3 clusters Score: Raw -162485.801469 + Penalty 2361.491853 = -160124.309615 nChanged 49 SP:Iteration 4Q (5532.390000 sec): 3 clusters Score: Raw -162525.920326 + Penalty 2361.491853 = -160164.428473 nChanged 29 SP:Iteration 5Q (5532.400000 sec): 3 clusters Score: Raw -162556.875313 + Penalty 2361.491853 = -160195.383460 nChanged 28 SP:Iteration 6Q (5532.400000 sec): 3 clusters Score: Raw -162586.244970 + Penalty 2361.491853 = -160224.753117 nChanged 37 SP:Iteration 7Q (5532.410000 sec): 3 clusters Score: Raw -162633.109673 + Penalty 2361.491853 = -160271.617819 nChanged 37 SP:Iteration 8Q (5532.410000 sec): 3 clusters Score: Raw -162679.840043 + Penalty 2361.491853 = -160318.348189 nChanged 41 SP:Iteration 9Q (5532.410000 sec): 3 clusters Score: Raw -162747.200217 + Penalty 2361.491853 = -160385.708364 nChanged 46 SP:Iteration 10Q (5532.420000 sec): 3 clusters Score: Raw -162804.481170 + Penalty 2361.491853 = -160442.989317 nChanged 46 SP:Iteration 11Q (5532.420000 sec): 3 clusters Score: Raw -162868.169562 + Penalty 2361.491853 = -160506.677709 nChanged 43 SP:Iteration 12Q (5532.430000 sec): 3 clusters Score: Raw -162926.034753 + Penalty 2361.491853 = -160564.542899 nChanged 36 SP:Iteration 13Q (5532.430000 sec): 3 clusters Score: Raw -162978.747547 + Penalty 2361.491853 = -160617.255693 nChanged 34 SP:Iteration 14Q (5532.430000 sec): 3 clusters Score: Raw -163027.798678 + Penalty 2361.491853 = -160666.306824 nChanged 32 SP:Iteration 15Q (5532.440000 sec): 3 clusters Score: Raw -163072.111374 + Penalty 2361.491853 = -160710.619521 nChanged 34 SP:Iteration 16Q (5532.440000 sec): 3 clusters Score: Raw -163132.096495 + Penalty 2361.491853 = -160770.604641 nChanged 37 SP:Iteration 17Q (5532.450000 sec): 3 clusters Score: Raw -163207.184366 + Penalty 2361.491853 = -160845.692512 nChanged 33 SP:Iteration 18Q (5532.450000 sec): 3 clusters Score: Raw -163263.846027 + Penalty 2361.491853 = -160902.354173 nChanged 31 SP:Iteration 19Q (5532.450000 sec): 3 clusters Score: Raw -163325.214968 + Penalty 2361.491853 = -160963.723115 nChanged 22 SP:Iteration 20F (5532.460000 sec): 3 clusters Score: Raw -163370.441376 + Penalty 2361.491853 = -161008.949523 nChanged 15 SP:Iteration 21Q (5532.460000 sec): 3 clusters Score: Raw -163390.945677 + Penalty 2361.491853 = -161029.453824 nChanged 4 SP:Iteration 22Q (5532.470000 sec): 3 clusters Score: Raw -163394.474106 + Penalty 2361.491853 = -161032.982252 nChanged 1 SP:Iteration 23Q (5532.470000 sec): 3 clusters Score: Raw -163394.803210 + Penalty 2361.491853 = -161033.311357 nChanged 1 SP:Iteration 24Q (5532.470000 sec): 3 clusters Score: Raw -163395.184913 + Penalty 2361.491853 = -161033.693059 nChanged 0 SP:Iteration 25F (5532.470000 sec): 3 clusters Score: Raw -163395.184913 + Penalty 2361.491853 = -161033.693059 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 18 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5532.490000 sec): 2 clusters Score: Raw -220848.489042 + Penalty 1235.146650 = -219613.342392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5532.490000 sec): 3 clusters Score: Raw -220022.308287 + Penalty 2470.293299 = -217552.014988 nChanged 713 SP:Iteration 1F (5532.500000 sec): 3 clusters Score: Raw -220686.715279 + Penalty 2470.293299 = -218216.421980 nChanged 188 SP:Iteration 2F (5532.500000 sec): 3 clusters Score: Raw -221054.392848 + Penalty 2470.293299 = -218584.099548 nChanged 178 SP:Iteration 3F (5532.510000 sec): 3 clusters Score: Raw -221362.182108 + Penalty 2470.293299 = -218891.888808 nChanged 150 SP:Iteration 4F (5532.510000 sec): 3 clusters Score: Raw -221702.205708 + Penalty 2470.293299 = -219231.912409 nChanged 161 SP:Iteration 5F (5532.520000 sec): 3 clusters Score: Raw -222017.742821 + Penalty 2470.293299 = -219547.449522 nChanged 119 SP:Iteration 6F (5532.530000 sec): 3 clusters Score: Raw -222255.516323 + Penalty 2470.293299 = -219785.223023 nChanged 108 SP:Iteration 7F (5532.530000 sec): 3 clusters Score: Raw -222501.891073 + Penalty 2470.293299 = -220031.597774 nChanged 90 SP:Iteration 8Q (5532.540000 sec): 3 clusters Score: Raw -222667.525884 + Penalty 2470.293299 = -220197.232585 nChanged 64 SP:Iteration 9Q (5532.540000 sec): 3 clusters Score: Raw -222783.817682 + Penalty 2470.293299 = -220313.524383 nChanged 40 SP:Iteration 10Q (5532.550000 sec): 3 clusters Score: Raw -222869.178876 + Penalty 2470.293299 = -220398.885576 nChanged 31 SP:Iteration 11Q (5532.550000 sec): 3 clusters Score: Raw -222936.840711 + Penalty 2470.293299 = -220466.547412 nChanged 20 SP:Iteration 12Q (5532.560000 sec): 3 clusters Score: Raw -222967.308448 + Penalty 2470.293299 = -220497.015148 nChanged 8 SP:Iteration 13Q (5532.560000 sec): 3 clusters Score: Raw -222976.963974 + Penalty 2470.293299 = -220506.670675 nChanged 11 SP:Iteration 14Q (5532.570000 sec): 3 clusters Score: Raw -222986.249606 + Penalty 2470.293299 = -220515.956307 nChanged 5 SP:Iteration 15Q (5532.570000 sec): 3 clusters Score: Raw -222989.798606 + Penalty 2470.293299 = -220519.505306 nChanged 4 SP:Iteration 16Q (5532.570000 sec): 3 clusters Score: Raw -222991.759586 + Penalty 2470.293299 = -220521.466286 nChanged 2 SP:Iteration 17Q (5532.580000 sec): 3 clusters Score: Raw -222992.877885 + Penalty 2470.293299 = -220522.584586 nChanged 1 SP:Iteration 18Q (5532.580000 sec): 3 clusters Score: Raw -222993.437579 + Penalty 2470.293299 = -220523.144280 nChanged 1 SP:Iteration 19Q (5532.590000 sec): 3 clusters Score: Raw -222993.748536 + Penalty 2470.293299 = -220523.455237 nChanged 3 SP:Iteration 20F (5532.590000 sec): 3 clusters Score: Raw -222995.852447 + Penalty 2470.293299 = -220525.559147 nChanged 2 SP:Iteration 21Q (5532.600000 sec): 3 clusters Score: Raw -222997.044375 + Penalty 2470.293299 = -220526.751076 nChanged 1 SP:Iteration 22Q (5532.600000 sec): 3 clusters Score: Raw -222997.342729 + Penalty 2470.293299 = -220527.049430 nChanged 1 SP:Iteration 23Q (5532.610000 sec): 3 clusters Score: Raw -222997.728444 + Penalty 2470.293299 = -220527.435145 nChanged 0 SP:Iteration 24F (5532.610000 sec): 3 clusters Score: Raw -222997.728444 + Penalty 2470.293299 = -220527.435145 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 12.33 GB. Trying to split cluster 19 (144692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5533.120000 sec): 2 clusters Score: Raw -16991101.812383 + Penalty 1930.883926 = -16989170.928457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5533.610000 sec): 3 clusters Score: Raw -16896097.771324 + Penalty 3861.767853 = -16892236.003471 nChanged 69473 SP:Iteration 1F (5534.090000 sec): 3 clusters Score: Raw -16937028.060889 + Penalty 3861.767853 = -16933166.293036 nChanged 4002 SP:Iteration 2Q (5534.600000 sec): 3 clusters Score: Raw -16937915.868471 + Penalty 3861.767853 = -16934054.100619 nChanged 4827 SP:Iteration 3Q (5535.100000 sec): 3 clusters Score: Raw -16939288.980924 + Penalty 3861.767853 = -16935427.213071 nChanged 6155 SP:Iteration 4Q (5535.600000 sec): 3 clusters Score: Raw -16941676.314209 + Penalty 3861.767853 = -16937814.546357 nChanged 8232 SP:Iteration 5F (5536.070000 sec): 3 clusters Score: Raw -16946158.166466 + Penalty 3861.767853 = -16942296.398613 nChanged 11030 SP:Iteration 6F (5536.550000 sec): 3 clusters Score: Raw -16954154.573597 + Penalty 3861.767853 = -16950292.805744 nChanged 13072 SP:Iteration 7F (5537.010000 sec): 3 clusters Score: Raw -16965963.095802 + Penalty 3861.767853 = -16962101.327950 nChanged 12386 SP:Iteration 8F (5537.480000 sec): 3 clusters Score: Raw -16978726.794156 + Penalty 3861.767853 = -16974865.026303 nChanged 8121 SP:Iteration 9F (5537.950000 sec): 3 clusters Score: Raw -16987246.679856 + Penalty 3861.767853 = -16983384.912003 nChanged 3165 SP:Iteration 10Q (5538.380000 sec): 3 clusters Score: Raw -16990353.339780 + Penalty 3861.767853 = -16986491.571927 nChanged 775 SP:Iteration 11Q (5538.760000 sec): 3 clusters Score: Raw -16991089.046508 + Penalty 3861.767853 = -16987227.278655 nChanged 145 SP:Iteration 12Q (5539.130000 sec): 3 clusters Score: Raw -16991242.092390 + Penalty 3861.767853 = -16987380.324538 nChanged 42 SP:Iteration 13Q (5539.470000 sec): 3 clusters Score: Raw -16991294.443612 + Penalty 3861.767853 = -16987432.675759 nChanged 16 SP:Iteration 14Q (5539.810000 sec): 3 clusters Score: Raw -16991310.841635 + Penalty 3861.767853 = -16987449.073783 nChanged 7 SP:Iteration 15Q (5540.160000 sec): 3 clusters Score: Raw -16991319.982361 + Penalty 3861.767853 = -16987458.214508 nChanged 7 SP:Iteration 16Q (5540.510000 sec): 3 clusters Score: Raw -16991330.012420 + Penalty 3861.767853 = -16987468.244568 nChanged 7 SP:Iteration 17Q (5540.850000 sec): 3 clusters Score: Raw -16991339.167579 + Penalty 3861.767853 = -16987477.399726 nChanged 6 SP:Iteration 18Q (5541.190000 sec): 3 clusters Score: Raw -16991346.697092 + Penalty 3861.767853 = -16987484.929239 nChanged 4 SP:Iteration 19Q (5541.540000 sec): 3 clusters Score: Raw -16991351.182572 + Penalty 3861.767853 = -16987489.414720 nChanged 1 SP:Iteration 20F (5542.010000 sec): 3 clusters Score: Raw -16991351.753765 + Penalty 3861.767853 = -16987489.985912 nChanged 1 SP:Iteration 21Q (5542.350000 sec): 3 clusters Score: Raw -16991354.779490 + Penalty 3861.767853 = -16987493.011637 nChanged 1 SP:Iteration 22Q (5542.690000 sec): 3 clusters Score: Raw -16991355.348195 + Penalty 3861.767853 = -16987493.580342 nChanged 1 SP:Iteration 23Q (5543.040000 sec): 3 clusters Score: Raw -16991355.624006 + Penalty 3861.767853 = -16987493.856153 nChanged 0 SP:Iteration 24F (5543.510000 sec): 3 clusters Score: Raw -16991355.624006 + Penalty 3861.767853 = -16987493.856153 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 20 (30204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5543.650000 sec): 2 clusters Score: Raw -3603532.756200 + Penalty 1676.306067 = -3601856.450132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5543.740000 sec): 3 clusters Score: Raw -3584894.391099 + Penalty 3352.612135 = -3581541.778964 nChanged 13914 SP:Iteration 1F (5543.830000 sec): 3 clusters Score: Raw -3592505.372010 + Penalty 3352.612135 = -3589152.759875 nChanged 1225 SP:Iteration 2Q (5543.920000 sec): 3 clusters Score: Raw -3592826.132164 + Penalty 3352.612135 = -3589473.520029 nChanged 1101 SP:Iteration 3Q (5544.020000 sec): 3 clusters Score: Raw -3593151.156273 + Penalty 3352.612135 = -3589798.544138 nChanged 1113 SP:Iteration 4Q (5544.120000 sec): 3 clusters Score: Raw -3593517.963045 + Penalty 3352.612135 = -3590165.350911 nChanged 1116 SP:Iteration 5Q (5544.210000 sec): 3 clusters Score: Raw -3593975.132251 + Penalty 3352.612135 = -3590622.520116 nChanged 1220 SP:Iteration 6Q (5544.310000 sec): 3 clusters Score: Raw -3594649.164988 + Penalty 3352.612135 = -3591296.552854 nChanged 1370 SP:Iteration 7Q (5544.400000 sec): 3 clusters Score: Raw -3595707.481558 + Penalty 3352.612135 = -3592354.869423 nChanged 1608 SP:Iteration 8F (5544.490000 sec): 3 clusters Score: Raw -3597239.617571 + Penalty 3352.612135 = -3593887.005437 nChanged 1638 SP:Iteration 9F (5544.580000 sec): 3 clusters Score: Raw -3598780.468783 + Penalty 3352.612135 = -3595427.856649 nChanged 1530 SP:Iteration 10F (5544.670000 sec): 3 clusters Score: Raw -3599965.797077 + Penalty 3352.612135 = -3596613.184942 nChanged 1266 SP:Iteration 11Q (5544.760000 sec): 3 clusters Score: Raw -3600716.869447 + Penalty 3352.612135 = -3597364.257312 nChanged 957 SP:Iteration 12Q (5544.840000 sec): 3 clusters Score: Raw -3601158.186964 + Penalty 3352.612135 = -3597805.574829 nChanged 670 SP:Iteration 13Q (5544.930000 sec): 3 clusters Score: Raw -3601404.759067 + Penalty 3352.612135 = -3598052.146932 nChanged 504 SP:Iteration 14Q (5545.010000 sec): 3 clusters Score: Raw -3601576.880639 + Penalty 3352.612135 = -3598224.268504 nChanged 427 SP:Iteration 15Q (5545.090000 sec): 3 clusters Score: Raw -3601713.774334 + Penalty 3352.612135 = -3598361.162200 nChanged 372 SP:Iteration 16Q (5545.170000 sec): 3 clusters Score: Raw -3601825.405816 + Penalty 3352.612135 = -3598472.793681 nChanged 323 SP:Iteration 17Q (5545.250000 sec): 3 clusters Score: Raw -3601930.969461 + Penalty 3352.612135 = -3598578.357327 nChanged 335 SP:Iteration 18Q (5545.330000 sec): 3 clusters Score: Raw -3602040.292038 + Penalty 3352.612135 = -3598687.679904 nChanged 324 SP:Iteration 19Q (5545.410000 sec): 3 clusters Score: Raw -3602148.850992 + Penalty 3352.612135 = -3598796.238857 nChanged 312 SP:Iteration 20F (5545.510000 sec): 3 clusters Score: Raw -3602247.240922 + Penalty 3352.612135 = -3598894.628787 nChanged 300 SP:Iteration 21Q (5545.580000 sec): 3 clusters Score: Raw -3602344.606577 + Penalty 3352.612135 = -3598991.994442 nChanged 310 SP:Iteration 22Q (5545.660000 sec): 3 clusters Score: Raw -3602445.955330 + Penalty 3352.612135 = -3599093.343195 nChanged 280 SP:Iteration 23Q (5545.730000 sec): 3 clusters Score: Raw -3602531.478215 + Penalty 3352.612135 = -3599178.866081 nChanged 273 SP:Iteration 24Q (5545.810000 sec): 3 clusters Score: Raw -3602617.793670 + Penalty 3352.612135 = -3599265.181535 nChanged 282 SP:Iteration 25Q (5545.880000 sec): 3 clusters Score: Raw -3602714.929115 + Penalty 3352.612135 = -3599362.316980 nChanged 276 SP:Iteration 26Q (5545.950000 sec): 3 clusters Score: Raw -3602817.713620 + Penalty 3352.612135 = -3599465.101485 nChanged 251 SP:Iteration 27Q (5546.030000 sec): 3 clusters Score: Raw -3602914.628307 + Penalty 3352.612135 = -3599562.016173 nChanged 246 SP:Iteration 28Q (5546.100000 sec): 3 clusters Score: Raw -3603014.929565 + Penalty 3352.612135 = -3599662.317431 nChanged 228 SP:Iteration 29Q (5546.170000 sec): 3 clusters Score: Raw -3603118.208825 + Penalty 3352.612135 = -3599765.596690 nChanged 188 SP:Iteration 30Q (5546.250000 sec): 3 clusters Score: Raw -3603206.901092 + Penalty 3352.612135 = -3599854.288958 nChanged 175 SP:Iteration 31Q (5546.320000 sec): 3 clusters Score: Raw -3603289.078544 + Penalty 3352.612135 = -3599936.466409 nChanged 162 SP:Iteration 32Q (5546.390000 sec): 3 clusters Score: Raw -3603358.193604 + Penalty 3352.612135 = -3600005.581469 nChanged 126 SP:Iteration 33Q (5546.460000 sec): 3 clusters Score: Raw -3603406.571184 + Penalty 3352.612135 = -3600053.959050 nChanged 104 SP:Iteration 34Q (5546.530000 sec): 3 clusters Score: Raw -3603445.017883 + Penalty 3352.612135 = -3600092.405749 nChanged 90 SP:Iteration 35Q (5546.600000 sec): 3 clusters Score: Raw -3603480.683769 + Penalty 3352.612135 = -3600128.071635 nChanged 96 SP:Iteration 36Q (5546.670000 sec): 3 clusters Score: Raw -3603522.385870 + Penalty 3352.612135 = -3600169.773736 nChanged 101 SP:Iteration 37Q (5546.740000 sec): 3 clusters Score: Raw -3603559.120135 + Penalty 3352.612135 = -3600206.508000 nChanged 71 SP:Iteration 38Q (5546.810000 sec): 3 clusters Score: Raw -3603584.475495 + Penalty 3352.612135 = -3600231.863360 nChanged 62 SP:Iteration 39Q (5546.890000 sec): 3 clusters Score: Raw -3603614.715900 + Penalty 3352.612135 = -3600262.103766 nChanged 67 SP:Iteration 40F (5546.970000 sec): 3 clusters Score: Raw -3603645.591617 + Penalty 3352.612135 = -3600292.979483 nChanged 55 SP:Iteration 41Q (5547.040000 sec): 3 clusters Score: Raw -3603668.546059 + Penalty 3352.612135 = -3600315.933925 nChanged 46 SP:Iteration 42Q (5547.110000 sec): 3 clusters Score: Raw -3603686.663292 + Penalty 3352.612135 = -3600334.051158 nChanged 40 SP:Iteration 43Q (5547.180000 sec): 3 clusters Score: Raw -3603703.347590 + Penalty 3352.612135 = -3600350.735455 nChanged 42 SP:Iteration 44Q (5547.250000 sec): 3 clusters Score: Raw -3603721.806138 + Penalty 3352.612135 = -3600369.194003 nChanged 34 SP:Iteration 45Q (5547.310000 sec): 3 clusters Score: Raw -3603734.376405 + Penalty 3352.612135 = -3600381.764270 nChanged 41 SP:Iteration 46Q (5547.380000 sec): 3 clusters Score: Raw -3603751.024977 + Penalty 3352.612135 = -3600398.412842 nChanged 33 SP:Iteration 47Q (5547.450000 sec): 3 clusters Score: Raw -3603763.750141 + Penalty 3352.612135 = -3600411.138007 nChanged 29 SP:Iteration 48Q (5547.510000 sec): 3 clusters Score: Raw -3603775.507651 + Penalty 3352.612135 = -3600422.895517 nChanged 28 SP:Iteration 49Q (5547.580000 sec): 3 clusters Score: Raw -3603787.457529 + Penalty 3352.612135 = -3600434.845395 nChanged 25 SP:Iteration 50Q (5547.640000 sec): 3 clusters Score: Raw -3603799.933234 + Penalty 3352.612135 = -3600447.321099 nChanged 29 SP:Iteration 51Q (5547.710000 sec): 3 clusters Score: Raw -3603814.056269 + Penalty 3352.612135 = -3600461.444134 nChanged 26 SP:Iteration 52Q (5547.770000 sec): 3 clusters Score: Raw -3603824.724532 + Penalty 3352.612135 = -3600472.112397 nChanged 23 SP:Iteration 53Q (5547.840000 sec): 3 clusters Score: Raw -3603833.307510 + Penalty 3352.612135 = -3600480.695375 nChanged 12 SP:Iteration 54Q (5547.910000 sec): 3 clusters Score: Raw -3603837.645158 + Penalty 3352.612135 = -3600485.033024 nChanged 9 SP:Iteration 55Q (5547.980000 sec): 3 clusters Score: Raw -3603840.571377 + Penalty 3352.612135 = -3600487.959242 nChanged 3 SP:Iteration 56Q (5548.050000 sec): 3 clusters Score: Raw -3603841.362470 + Penalty 3352.612135 = -3600488.750336 nChanged 1 SP:Iteration 57Q (5548.110000 sec): 3 clusters Score: Raw -3603841.716606 + Penalty 3352.612135 = -3600489.104472 nChanged 2 SP:Iteration 58Q (5548.180000 sec): 3 clusters Score: Raw -3603842.691479 + Penalty 3352.612135 = -3600490.079344 nChanged 2 SP:Iteration 59Q (5548.240000 sec): 3 clusters Score: Raw -3603843.124355 + Penalty 3352.612135 = -3600490.512220 nChanged 5 SP:Iteration 60F (5548.330000 sec): 3 clusters Score: Raw -3603845.609505 + Penalty 3352.612135 = -3600492.997370 nChanged 9 SP:Iteration 61Q (5548.400000 sec): 3 clusters Score: Raw -3603851.394371 + Penalty 3352.612135 = -3600498.782236 nChanged 11 SP:Iteration 62Q (5548.470000 sec): 3 clusters Score: Raw -3603855.975740 + Penalty 3352.612135 = -3600503.363605 nChanged 7 SP:Iteration 63Q (5548.530000 sec): 3 clusters Score: Raw -3603858.602655 + Penalty 3352.612135 = -3600505.990520 nChanged 7 SP:Iteration 64Q (5548.600000 sec): 3 clusters Score: Raw -3603861.038201 + Penalty 3352.612135 = -3600508.426067 nChanged 7 SP:Iteration 65Q (5548.660000 sec): 3 clusters Score: Raw -3603863.080137 + Penalty 3352.612135 = -3600510.468003 nChanged 3 SP:Iteration 66Q (5548.730000 sec): 3 clusters Score: Raw -3603864.357270 + Penalty 3352.612135 = -3600511.745135 nChanged 2 SP:Iteration 67Q (5548.800000 sec): 3 clusters Score: Raw -3603865.759840 + Penalty 3352.612135 = -3600513.147705 nChanged 4 SP:Iteration 68Q (5548.860000 sec): 3 clusters Score: Raw -3603867.722783 + Penalty 3352.612135 = -3600515.110649 nChanged 6 SP:Iteration 69Q (5548.920000 sec): 3 clusters Score: Raw -3603870.607314 + Penalty 3352.612135 = -3600517.995179 nChanged 11 SP:Iteration 70Q (5548.990000 sec): 3 clusters Score: Raw -3603873.502863 + Penalty 3352.612135 = -3600520.890728 nChanged 5 SP:Iteration 71Q (5549.060000 sec): 3 clusters Score: Raw -3603876.650811 + Penalty 3352.612135 = -3600524.038676 nChanged 14 SP:Iteration 72Q (5549.120000 sec): 3 clusters Score: Raw -3603883.884887 + Penalty 3352.612135 = -3600531.272752 nChanged 12 SP:Iteration 73Q (5549.190000 sec): 3 clusters Score: Raw -3603889.136916 + Penalty 3352.612135 = -3600536.524781 nChanged 9 SP:Iteration 74Q (5549.260000 sec): 3 clusters Score: Raw -3603893.114956 + Penalty 3352.612135 = -3600540.502821 nChanged 3 SP:Iteration 75Q (5549.320000 sec): 3 clusters Score: Raw -3603893.849040 + Penalty 3352.612135 = -3600541.236905 nChanged 6 SP:Iteration 76Q (5549.390000 sec): 3 clusters Score: Raw -3603896.654019 + Penalty 3352.612135 = -3600544.041885 nChanged 7 SP:Iteration 77Q (5549.460000 sec): 3 clusters Score: Raw -3603900.189489 + Penalty 3352.612135 = -3600547.577354 nChanged 8 SP:Iteration 78Q (5549.520000 sec): 3 clusters Score: Raw -3603902.842071 + Penalty 3352.612135 = -3600550.229937 nChanged 5 SP:Iteration 79Q (5549.580000 sec): 3 clusters Score: Raw -3603904.287219 + Penalty 3352.612135 = -3600551.675084 nChanged 5 SP:Iteration 80F (5549.670000 sec): 3 clusters Score: Raw -3603906.350154 + Penalty 3352.612135 = -3600553.738020 nChanged 3 SP:Iteration 81Q (5549.740000 sec): 3 clusters Score: Raw -3603907.093616 + Penalty 3352.612135 = -3600554.481482 nChanged 5 SP:Iteration 82Q (5549.800000 sec): 3 clusters Score: Raw -3603908.900174 + Penalty 3352.612135 = -3600556.288039 nChanged 2 SP:Iteration 83Q (5549.860000 sec): 3 clusters Score: Raw -3603909.539478 + Penalty 3352.612135 = -3600556.927343 nChanged 3 SP:Iteration 84Q (5549.930000 sec): 3 clusters Score: Raw -3603910.398537 + Penalty 3352.612135 = -3600557.786402 nChanged 3 SP:Iteration 85Q (5550.000000 sec): 3 clusters Score: Raw -3603911.665728 + Penalty 3352.612135 = -3600559.053593 nChanged 2 SP:Iteration 86Q (5550.060000 sec): 3 clusters Score: Raw -3603912.635730 + Penalty 3352.612135 = -3600560.023596 nChanged 2 SP:Iteration 87Q (5550.120000 sec): 3 clusters Score: Raw -3603913.675355 + Penalty 3352.612135 = -3600561.063220 nChanged 4 SP:Iteration 88Q (5550.190000 sec): 3 clusters Score: Raw -3603915.579530 + Penalty 3352.612135 = -3600562.967395 nChanged 3 SP:Iteration 89Q (5550.260000 sec): 3 clusters Score: Raw -3603916.944771 + Penalty 3352.612135 = -3600564.332637 nChanged 2 SP:Iteration 90Q (5550.320000 sec): 3 clusters Score: Raw -3603917.844434 + Penalty 3352.612135 = -3600565.232300 nChanged 2 SP:Iteration 91Q (5550.380000 sec): 3 clusters Score: Raw -3603918.523863 + Penalty 3352.612135 = -3600565.911728 nChanged 4 SP:Iteration 92Q (5550.450000 sec): 3 clusters Score: Raw -3603919.611708 + Penalty 3352.612135 = -3600566.999574 nChanged 2 SP:Iteration 93Q (5550.510000 sec): 3 clusters Score: Raw -3603920.838662 + Penalty 3352.612135 = -3600568.226527 nChanged 4 SP:Iteration 94Q (5550.580000 sec): 3 clusters Score: Raw -3603922.231142 + Penalty 3352.612135 = -3600569.619007 nChanged 2 SP:Iteration 95Q (5550.640000 sec): 3 clusters Score: Raw -3603923.069851 + Penalty 3352.612135 = -3600570.457717 nChanged 1 SP:Iteration 96Q (5550.710000 sec): 3 clusters Score: Raw -3603923.307440 + Penalty 3352.612135 = -3600570.695305 nChanged 1 SP:Iteration 97Q (5550.780000 sec): 3 clusters Score: Raw -3603923.796891 + Penalty 3352.612135 = -3600571.184756 nChanged 1 SP:Iteration 98Q (5550.840000 sec): 3 clusters Score: Raw -3603924.320520 + Penalty 3352.612135 = -3600571.708385 nChanged 1 SP:Iteration 99Q (5550.910000 sec): 3 clusters Score: Raw -3603924.792898 + Penalty 3352.612135 = -3600572.180763 nChanged 0 SP:Iteration 100F (5551.000000 sec): 3 clusters Score: Raw -3603924.792898 + Penalty 3352.612135 = -3600572.180763 nChanged 0 Iteration 139Q (5559.260000 sec): 22 clusters Score: Raw -167703757.402954 + Penalty 48348.883724 = -167655408.519229 nChanged 115 Iteration 140F (5592.850000 sec): 22 clusters Score: Raw -167703772.819525 + Penalty 48348.883724 = -167655423.935801 nChanged 116 Iteration 141Q (5601.430000 sec): 22 clusters Score: Raw -167703781.460102 + Penalty 48348.883724 = -167655432.576377 nChanged 126 Iteration 142Q (5609.970000 sec): 22 clusters Score: Raw -167703794.072138 + Penalty 48348.883724 = -167655445.188414 nChanged 115 Iteration 143Q (5618.110000 sec): 22 clusters Score: Raw -167703803.351793 + Penalty 48348.883724 = -167655454.468069 nChanged 96 Iteration 144Q (5626.320000 sec): 22 clusters Score: Raw -167703812.801415 + Penalty 48348.883724 = -167655463.917691 nChanged 96 Iteration 145Q (5634.820000 sec): 22 clusters Score: Raw -167703834.028992 + Penalty 48348.883724 = -167655485.145267 nChanged 99 Iteration 146Q (5643.370000 sec): 22 clusters Score: Raw -167703849.805305 + Penalty 48348.883724 = -167655500.921580 nChanged 97 Iteration 147Q (5651.910000 sec): 22 clusters Score: Raw -167703857.778421 + Penalty 48348.883724 = -167655508.894697 nChanged 110 Iteration 148Q (5660.450000 sec): 22 clusters Score: Raw -167703867.399321 + Penalty 48348.883724 = -167655518.515596 nChanged 103 Iteration 149Q (5668.990000 sec): 22 clusters Score: Raw -167703872.536947 + Penalty 48348.883724 = -167655523.653223 nChanged 97 Iteration 150Q (5677.540000 sec): 22 clusters Score: Raw -167703876.013907 + Penalty 48348.883724 = -167655527.130182 nChanged 99 Iteration 151Q (5686.100000 sec): 22 clusters Score: Raw -167703879.625052 + Penalty 48348.883724 = -167655530.741327 nChanged 93 Iteration 152Q (5694.590000 sec): 22 clusters Score: Raw -167703882.798575 + Penalty 48348.883724 = -167655533.914850 nChanged 105 Iteration 153Q (5702.670000 sec): 22 clusters Score: Raw -167703885.630945 + Penalty 48348.883724 = -167655536.747221 nChanged 93 Iteration 154Q (5711.250000 sec): 22 clusters Score: Raw -167703888.415357 + Penalty 48348.883724 = -167655539.531633 nChanged 98 Iteration 155Q (5719.760000 sec): 22 clusters Score: Raw -167703890.952632 + Penalty 48348.883724 = -167655542.068908 nChanged 94 Iteration 156Q (5728.320000 sec): 22 clusters Score: Raw -167703892.968263 + Penalty 48348.883724 = -167655544.084539 nChanged 90 Iteration 157Q (5736.880000 sec): 22 clusters Score: Raw -167703895.187478 + Penalty 48348.883724 = -167655546.303753 nChanged 80 Iteration 158Q (5745.450000 sec): 22 clusters Score: Raw -167703896.981251 + Penalty 48348.883724 = -167655548.097527 nChanged 81 Iteration 159Q (5754.010000 sec): 22 clusters Score: Raw -167703898.872356 + Penalty 48348.883724 = -167655549.988631 nChanged 83 Iteration 160F (5787.310000 sec): 22 clusters Score: Raw -167703901.183825 + Penalty 48348.883724 = -167655552.300101 nChanged 93 Iteration 161Q (5795.780000 sec): 22 clusters Score: Raw -167703904.199252 + Penalty 48348.883724 = -167655555.315528 nChanged 88 Iteration 162Q (5804.290000 sec): 22 clusters Score: Raw -167703907.025157 + Penalty 48348.883724 = -167655558.141433 nChanged 81 Iteration 163Q (5812.800000 sec): 22 clusters Score: Raw -167703909.781321 + Penalty 48348.883724 = -167655560.897596 nChanged 79 Iteration 164Q (5821.320000 sec): 22 clusters Score: Raw -167703912.474502 + Penalty 48348.883724 = -167655563.590778 nChanged 82 Iteration 165Q (5829.850000 sec): 22 clusters Score: Raw -167703915.248720 + Penalty 48348.883724 = -167655566.364995 nChanged 106 Iteration 166Q (5838.420000 sec): 22 clusters Score: Raw -167703919.010264 + Penalty 48348.883724 = -167655570.126539 nChanged 99 Iteration 167Q (5846.960000 sec): 22 clusters Score: Raw -167703922.735520 + Penalty 48348.883724 = -167655573.851795 nChanged 105 Iteration 168Q (5855.520000 sec): 22 clusters Score: Raw -167703926.165511 + Penalty 48348.883724 = -167655577.281786 nChanged 99 Iteration 169Q (5864.090000 sec): 22 clusters Score: Raw -167703930.013029 + Penalty 48348.883724 = -167655581.129304 nChanged 94 Iteration 170Q (5872.640000 sec): 22 clusters Score: Raw -167703932.563895 + Penalty 48348.883724 = -167655583.680171 nChanged 93 Iteration 171Q (5881.200000 sec): 22 clusters Score: Raw -167703935.093383 + Penalty 48348.883724 = -167655586.209658 nChanged 91 Iteration 172Q (5889.730000 sec): 22 clusters Score: Raw -167703937.818169 + Penalty 48348.883724 = -167655588.934444 nChanged 104 Iteration 173Q (5898.300000 sec): 22 clusters Score: Raw -167703941.149966 + Penalty 48348.883724 = -167655592.266242 nChanged 91 Iteration 174Q (5906.620000 sec): 22 clusters Score: Raw -167703943.651690 + Penalty 48348.883724 = -167655594.767965 nChanged 80 Iteration 175Q (5914.860000 sec): 22 clusters Score: Raw -167703946.051362 + Penalty 48348.883724 = -167655597.167638 nChanged 87 Iteration 176Q (5923.170000 sec): 22 clusters Score: Raw -167703949.175161 + Penalty 48348.883724 = -167655600.291436 nChanged 75 Iteration 177Q (5931.420000 sec): 22 clusters Score: Raw -167703951.621465 + Penalty 48348.883724 = -167655602.737741 nChanged 59 Iteration 178Q (5939.710000 sec): 22 clusters Score: Raw -167703953.367171 + Penalty 48348.883724 = -167655604.483446 nChanged 51 Writing temp clu file Because OldScore, -167655602.737741, is greater than current (better) Score,-167655604.483446 Compute initial score before splitting: Score: Raw -167703953.367171 + Penalty 48348.883724 = -167655604.483446 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 1 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5939.950000 sec): 2 clusters Score: Raw -33891.034262 + Penalty 934.276360 = -32956.757902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5939.960000 sec): 3 clusters Score: Raw -33966.648242 + Penalty 1868.552720 = -32098.095522 nChanged 72 SP:Iteration 1F (5939.960000 sec): 3 clusters Score: Raw -34253.965806 + Penalty 1868.552720 = -32385.413085 nChanged 39 SP:Iteration 2F (5939.960000 sec): 3 clusters Score: Raw -34498.619953 + Penalty 1868.552720 = -32630.067232 nChanged 27 SP:Iteration 3F (5939.960000 sec): 3 clusters Score: Raw -34672.530078 + Penalty 1868.552720 = -32803.977357 nChanged 15 SP:Iteration 4Q (5939.960000 sec): 3 clusters Score: Raw -34788.136188 + Penalty 1868.552720 = -32919.583467 nChanged 11 SP:Iteration 5Q (5939.960000 sec): 3 clusters Score: Raw -34844.213475 + Penalty 1868.552720 = -32975.660755 nChanged 7 SP:Iteration 6Q (5939.960000 sec): 3 clusters Score: Raw -34890.129640 + Penalty 1868.552720 = -33021.576919 nChanged 3 SP:Iteration 7Q (5939.960000 sec): 3 clusters Score: Raw -34918.160508 + Penalty 1868.552720 = -33049.607787 nChanged 3 SP:Iteration 8Q (5939.960000 sec): 3 clusters Score: Raw -34928.558723 + Penalty 1868.552720 = -33060.006003 nChanged 4 SP:Iteration 9Q (5939.970000 sec): 3 clusters Score: Raw -34970.545334 + Penalty 1868.552720 = -33101.992614 nChanged 2 SP:Iteration 10Q (5939.970000 sec): 3 clusters Score: Raw -34993.306190 + Penalty 1868.552720 = -33124.753470 nChanged 3 SP:Iteration 11Q (5939.970000 sec): 3 clusters Score: Raw -35035.049151 + Penalty 1868.552720 = -33166.496431 nChanged 4 SP:Iteration 12Q (5939.970000 sec): 3 clusters Score: Raw -35078.367129 + Penalty 1868.552720 = -33209.814409 nChanged 1 SP:Iteration 13Q (5939.970000 sec): 3 clusters Score: Raw -35093.249762 + Penalty 1868.552720 = -33224.697041 nChanged 2 SP:Iteration 14Q (5939.970000 sec): 3 clusters Score: Raw -35121.000944 + Penalty 1868.552720 = -33252.448224 nChanged 2 SP:Iteration 15Q (5939.970000 sec): 3 clusters Score: Raw -35169.812397 + Penalty 1868.552720 = -33301.259676 nChanged 2 SP:Iteration 16Q (5939.970000 sec): 3 clusters Score: Raw -35271.639352 + Penalty 1868.552720 = -33403.086632 nChanged 0 SP:Iteration 17F (5939.970000 sec): 3 clusters Score: Raw -35271.639352 + Penalty 1868.552720 = -33403.086632 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 12.33 GB. Trying to split cluster 2 (1149104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5943.680000 sec): 2 clusters Score: Raw -136542784.890226 + Penalty 2267.605123 = -136540517.285103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5947.490000 sec): 3 clusters Score: Raw -135761506.467662 + Penalty 4535.210247 = -135756971.257416 nChanged 566943 SP:Iteration 1F (5951.270000 sec): 3 clusters Score: Raw -136113343.225651 + Penalty 4535.210247 = -136108808.015404 nChanged 42287 SP:Iteration 2Q (5955.270000 sec): 3 clusters Score: Raw -136127787.623227 + Penalty 4535.210247 = -136123252.412980 nChanged 63897 SP:Iteration 3F (5958.960000 sec): 3 clusters Score: Raw -136159641.669511 + Penalty 4535.210247 = -136155106.459264 nChanged 92368 SP:Iteration 4F (5962.940000 sec): 3 clusters Score: Raw -136225424.717703 + Penalty 4535.210247 = -136220889.507457 nChanged 117905 SP:Iteration 5F (5966.900000 sec): 3 clusters Score: Raw -136335504.345719 + Penalty 4535.210247 = -136330969.135473 nChanged 110928 SP:Iteration 6F (5970.860000 sec): 3 clusters Score: Raw -136453427.275503 + Penalty 4535.210247 = -136448892.065257 nChanged 62926 SP:Iteration 7F (5974.720000 sec): 3 clusters Score: Raw -136519896.309757 + Penalty 4535.210247 = -136515361.099511 nChanged 19319 SP:Iteration 8Q (5978.180000 sec): 3 clusters Score: Raw -136538932.399738 + Penalty 4535.210247 = -136534397.189492 nChanged 3537 SP:Iteration 9Q (5981.150000 sec): 3 clusters Score: Raw -136542216.110626 + Penalty 4535.210247 = -136537680.900379 nChanged 535 SP:Iteration 10Q (5983.960000 sec): 3 clusters Score: Raw -136542779.216682 + Penalty 4535.210247 = -136538244.006436 nChanged 109 SP:Iteration 11Q (5986.740000 sec): 3 clusters Score: Raw -136542917.127077 + Penalty 4535.210247 = -136538381.916830 nChanged 32 SP:Iteration 12Q (5989.510000 sec): 3 clusters Score: Raw -136542957.815436 + Penalty 4535.210247 = -136538422.605189 nChanged 15 SP:Iteration 13Q (5992.270000 sec): 3 clusters Score: Raw -136542985.902426 + Penalty 4535.210247 = -136538450.692179 nChanged 8 SP:Iteration 14Q (5995.040000 sec): 3 clusters Score: Raw -136542993.053220 + Penalty 4535.210247 = -136538457.842973 nChanged 6 SP:Iteration 15Q (5997.810000 sec): 3 clusters Score: Raw -136542998.668545 + Penalty 4535.210247 = -136538463.458298 nChanged 6 SP:Iteration 16Q (6000.570000 sec): 3 clusters Score: Raw -136543006.428894 + Penalty 4535.210247 = -136538471.218648 nChanged 2 SP:Iteration 17Q (6003.330000 sec): 3 clusters Score: Raw -136543008.689196 + Penalty 4535.210247 = -136538473.478949 nChanged 4 SP:Iteration 18Q (6006.080000 sec): 3 clusters Score: Raw -136543013.923019 + Penalty 4535.210247 = -136538478.712773 nChanged 1 SP:Iteration 19Q (6008.700000 sec): 3 clusters Score: Raw -136543014.498206 + Penalty 4535.210247 = -136538479.287960 nChanged 2 SP:Iteration 20F (6012.340000 sec): 3 clusters Score: Raw -136543018.019168 + Penalty 4535.210247 = -136538482.808921 nChanged 2 SP:Iteration 21Q (6014.930000 sec): 3 clusters Score: Raw -136543022.413836 + Penalty 4535.210247 = -136538487.203590 nChanged 2 SP:Iteration 22Q (6017.530000 sec): 3 clusters Score: Raw -136543026.989953 + Penalty 4535.210247 = -136538491.779707 nChanged 3 SP:Iteration 23Q (6020.250000 sec): 3 clusters Score: Raw -136543032.289581 + Penalty 4535.210247 = -136538497.079335 nChanged 4 SP:Iteration 24Q (6023.080000 sec): 3 clusters Score: Raw -136543037.393134 + Penalty 4535.210247 = -136538502.182888 nChanged 5 SP:Iteration 25Q (6025.900000 sec): 3 clusters Score: Raw -136543044.947103 + Penalty 4535.210247 = -136538509.736857 nChanged 2 SP:Iteration 26Q (6028.770000 sec): 3 clusters Score: Raw -136543047.269683 + Penalty 4535.210247 = -136538512.059436 nChanged 0 SP:Iteration 27F (6032.650000 sec): 3 clusters Score: Raw -136543047.269683 + Penalty 4535.210247 = -136538512.059436 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.270000 sec): 2 clusters Score: Raw -26233.129030 + Penalty 909.743568 = -25323.385461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.270000 sec): 3 clusters Score: Raw -26445.328141 + Penalty 1819.487137 = -24625.841004 nChanged 62 SP:Iteration 1F (6033.270000 sec): 3 clusters Score: Raw -26625.839129 + Penalty 1819.487137 = -24806.351993 nChanged 18 SP:Iteration 2F (6033.270000 sec): 3 clusters Score: Raw -26709.003092 + Penalty 1819.487137 = -24889.515956 nChanged 9 SP:Iteration 3Q (6033.270000 sec): 3 clusters Score: Raw -26722.675206 + Penalty 1819.487137 = -24903.188070 nChanged 5 SP:Iteration 4Q (6033.270000 sec): 3 clusters Score: Raw -26741.122938 + Penalty 1819.487137 = -24921.635802 nChanged 5 SP:Iteration 5Q (6033.270000 sec): 3 clusters Score: Raw -26759.486104 + Penalty 1819.487137 = -24939.998967 nChanged 2 SP:Iteration 6Q (6033.270000 sec): 3 clusters Score: Raw -26766.431206 + Penalty 1819.487137 = -24946.944069 nChanged 3 SP:Iteration 7Q (6033.270000 sec): 3 clusters Score: Raw -26780.186608 + Penalty 1819.487137 = -24960.699472 nChanged 1 SP:Iteration 8Q (6033.270000 sec): 3 clusters Score: Raw -26781.653757 + Penalty 1819.487137 = -24962.166621 nChanged 2 SP:Iteration 9Q (6033.280000 sec): 3 clusters Score: Raw -26795.663527 + Penalty 1819.487137 = -24976.176391 nChanged 1 SP:Iteration 10Q (6033.280000 sec): 3 clusters Score: Raw -26796.766117 + Penalty 1819.487137 = -24977.278980 nChanged 0 SP:Iteration 11F (6033.280000 sec): 3 clusters Score: Raw -26796.766117 + Penalty 1819.487137 = -24977.278980 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.310000 sec): 2 clusters Score: Raw -913679.887506 + Penalty 1448.801383 = -912231.086123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.330000 sec): 3 clusters Score: Raw -909580.429298 + Penalty 2897.602766 = -906682.826532 nChanged 3195 SP:Iteration 1F (6033.350000 sec): 3 clusters Score: Raw -911186.977240 + Penalty 2897.602766 = -908289.374473 nChanged 465 SP:Iteration 2F (6033.380000 sec): 3 clusters Score: Raw -911416.727667 + Penalty 2897.602766 = -908519.124901 nChanged 360 SP:Iteration 3Q (6033.400000 sec): 3 clusters Score: Raw -911574.914647 + Penalty 2897.602766 = -908677.311881 nChanged 324 SP:Iteration 4Q (6033.420000 sec): 3 clusters Score: Raw -911721.497275 + Penalty 2897.602766 = -908823.894508 nChanged 309 SP:Iteration 5Q (6033.450000 sec): 3 clusters Score: Raw -911860.568489 + Penalty 2897.602766 = -908962.965722 nChanged 261 SP:Iteration 6Q (6033.470000 sec): 3 clusters Score: Raw -911975.411689 + Penalty 2897.602766 = -909077.808923 nChanged 242 SP:Iteration 7Q (6033.500000 sec): 3 clusters Score: Raw -912095.730074 + Penalty 2897.602766 = -909198.127308 nChanged 276 SP:Iteration 8Q (6033.520000 sec): 3 clusters Score: Raw -912248.246338 + Penalty 2897.602766 = -909350.643572 nChanged 310 SP:Iteration 9Q (6033.540000 sec): 3 clusters Score: Raw -912453.972067 + Penalty 2897.602766 = -909556.369301 nChanged 339 SP:Iteration 10Q (6033.560000 sec): 3 clusters Score: Raw -912693.139519 + Penalty 2897.602766 = -909795.536753 nChanged 324 SP:Iteration 11Q (6033.590000 sec): 3 clusters Score: Raw -912933.911324 + Penalty 2897.602766 = -910036.308558 nChanged 300 SP:Iteration 12Q (6033.610000 sec): 3 clusters Score: Raw -913177.714085 + Penalty 2897.602766 = -910280.111318 nChanged 240 SP:Iteration 13Q (6033.630000 sec): 3 clusters Score: Raw -913381.851793 + Penalty 2897.602766 = -910484.249027 nChanged 175 SP:Iteration 14Q (6033.650000 sec): 3 clusters Score: Raw -913526.310150 + Penalty 2897.602766 = -910628.707384 nChanged 136 SP:Iteration 15Q (6033.670000 sec): 3 clusters Score: Raw -913644.711622 + Penalty 2897.602766 = -910747.108856 nChanged 86 SP:Iteration 16Q (6033.690000 sec): 3 clusters Score: Raw -913731.841572 + Penalty 2897.602766 = -910834.238806 nChanged 49 SP:Iteration 17Q (6033.710000 sec): 3 clusters Score: Raw -913770.165901 + Penalty 2897.602766 = -910872.563135 nChanged 29 SP:Iteration 18Q (6033.720000 sec): 3 clusters Score: Raw -913795.744812 + Penalty 2897.602766 = -910898.142045 nChanged 18 SP:Iteration 19Q (6033.740000 sec): 3 clusters Score: Raw -913809.323891 + Penalty 2897.602766 = -910911.721125 nChanged 13 SP:Iteration 20F (6033.770000 sec): 3 clusters Score: Raw -913820.136610 + Penalty 2897.602766 = -910922.533844 nChanged 11 SP:Iteration 21Q (6033.780000 sec): 3 clusters Score: Raw -913829.995695 + Penalty 2897.602766 = -910932.392929 nChanged 10 SP:Iteration 22Q (6033.800000 sec): 3 clusters Score: Raw -913839.538338 + Penalty 2897.602766 = -910941.935571 nChanged 9 SP:Iteration 23Q (6033.820000 sec): 3 clusters Score: Raw -913848.816996 + Penalty 2897.602766 = -910951.214230 nChanged 7 SP:Iteration 24Q (6033.840000 sec): 3 clusters Score: Raw -913857.290300 + Penalty 2897.602766 = -910959.687534 nChanged 4 SP:Iteration 25Q (6033.850000 sec): 3 clusters Score: Raw -913860.001962 + Penalty 2897.602766 = -910962.399196 nChanged 3 SP:Iteration 26Q (6033.870000 sec): 3 clusters Score: Raw -913862.226500 + Penalty 2897.602766 = -910964.623733 nChanged 1 SP:Iteration 27Q (6033.890000 sec): 3 clusters Score: Raw -913863.348071 + Penalty 2897.602766 = -910965.745305 nChanged 0 SP:Iteration 28F (6033.910000 sec): 3 clusters Score: Raw -913863.348071 + Penalty 2897.602766 = -910965.745305 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.920000 sec): 2 clusters Score: Raw -64706.701435 + Penalty 1032.302277 = -63674.399159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.920000 sec): 3 clusters Score: Raw -64590.525657 + Penalty 2064.604554 = -62525.921103 nChanged 133 SP:Iteration 1F (6033.920000 sec): 3 clusters Score: Raw -64758.645575 + Penalty 2064.604554 = -62694.041021 nChanged 41 SP:Iteration 2F (6033.920000 sec): 3 clusters Score: Raw -64838.931971 + Penalty 2064.604554 = -62774.327418 nChanged 34 SP:Iteration 3F (6033.930000 sec): 3 clusters Score: Raw -64926.610512 + Penalty 2064.604554 = -62862.005958 nChanged 30 SP:Iteration 4F (6033.930000 sec): 3 clusters Score: Raw -65077.530649 + Penalty 2064.604554 = -63012.926096 nChanged 20 SP:Iteration 5Q (6033.930000 sec): 3 clusters Score: Raw -65199.319887 + Penalty 2064.604554 = -63134.715333 nChanged 24 SP:Iteration 6Q (6033.930000 sec): 3 clusters Score: Raw -65241.467846 + Penalty 2064.604554 = -63176.863292 nChanged 16 SP:Iteration 7Q (6033.940000 sec): 3 clusters Score: Raw -65276.173787 + Penalty 2064.604554 = -63211.569234 nChanged 9 SP:Iteration 8Q (6033.940000 sec): 3 clusters Score: Raw -65291.831258 + Penalty 2064.604554 = -63227.226704 nChanged 4 SP:Iteration 9Q (6033.940000 sec): 3 clusters Score: Raw -65299.616500 + Penalty 2064.604554 = -63235.011946 nChanged 2 SP:Iteration 10Q (6033.940000 sec): 3 clusters Score: Raw -65303.669147 + Penalty 2064.604554 = -63239.064593 nChanged 3 SP:Iteration 11Q (6033.940000 sec): 3 clusters Score: Raw -65308.369597 + Penalty 2064.604554 = -63243.765043 nChanged 2 SP:Iteration 12Q (6033.940000 sec): 3 clusters Score: Raw -65311.546530 + Penalty 2064.604554 = -63246.941976 nChanged 1 SP:Iteration 13Q (6033.940000 sec): 3 clusters Score: Raw -65312.921843 + Penalty 2064.604554 = -63248.317289 nChanged 2 SP:Iteration 14Q (6033.940000 sec): 3 clusters Score: Raw -65316.206852 + Penalty 2064.604554 = -63251.602298 nChanged 1 SP:Iteration 15Q (6033.950000 sec): 3 clusters Score: Raw -65317.712021 + Penalty 2064.604554 = -63253.107468 nChanged 0 SP:Iteration 16F (6033.950000 sec): 3 clusters Score: Raw -65317.712021 + Penalty 2064.604554 = -63253.107468 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 6 (27133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.050000 sec): 2 clusters Score: Raw -3154485.682947 + Penalty 1658.882221 = -3152826.800725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.140000 sec): 3 clusters Score: Raw -3137845.444886 + Penalty 3317.764443 = -3134527.680444 nChanged 12398 SP:Iteration 1F (6034.220000 sec): 3 clusters Score: Raw -3144510.938978 + Penalty 3317.764443 = -3141193.174535 nChanged 1133 SP:Iteration 2Q (6034.310000 sec): 3 clusters Score: Raw -3144857.037608 + Penalty 3317.764443 = -3141539.273165 nChanged 1091 SP:Iteration 3Q (6034.400000 sec): 3 clusters Score: Raw -3145203.296704 + Penalty 3317.764443 = -3141885.532262 nChanged 1059 SP:Iteration 4Q (6034.490000 sec): 3 clusters Score: Raw -3145614.585752 + Penalty 3317.764443 = -3142296.821309 nChanged 1130 SP:Iteration 5Q (6034.580000 sec): 3 clusters Score: Raw -3146188.343597 + Penalty 3317.764443 = -3142870.579155 nChanged 1287 SP:Iteration 6Q (6034.680000 sec): 3 clusters Score: Raw -3147012.715148 + Penalty 3317.764443 = -3143694.950705 nChanged 1365 SP:Iteration 7F (6034.760000 sec): 3 clusters Score: Raw -3148056.396420 + Penalty 3317.764443 = -3144738.631977 nChanged 1496 SP:Iteration 8F (6034.850000 sec): 3 clusters Score: Raw -3149319.450570 + Penalty 3317.764443 = -3146001.686127 nChanged 1420 SP:Iteration 9F (6034.930000 sec): 3 clusters Score: Raw -3150567.239767 + Penalty 3317.764443 = -3147249.475325 nChanged 1331 SP:Iteration 10Q (6035.020000 sec): 3 clusters Score: Raw -3151700.130229 + Penalty 3317.764443 = -3148382.365786 nChanged 1060 SP:Iteration 11Q (6035.100000 sec): 3 clusters Score: Raw -3152530.701684 + Penalty 3317.764443 = -3149212.937241 nChanged 834 SP:Iteration 12Q (6035.180000 sec): 3 clusters Score: Raw -3153141.925954 + Penalty 3317.764443 = -3149824.161511 nChanged 657 SP:Iteration 13Q (6035.250000 sec): 3 clusters Score: Raw -3153605.287130 + Penalty 3317.764443 = -3150287.522687 nChanged 503 SP:Iteration 14Q (6035.320000 sec): 3 clusters Score: Raw -3153970.412538 + Penalty 3317.764443 = -3150652.648095 nChanged 352 SP:Iteration 15Q (6035.390000 sec): 3 clusters Score: Raw -3154200.565518 + Penalty 3317.764443 = -3150882.801075 nChanged 240 SP:Iteration 16Q (6035.460000 sec): 3 clusters Score: Raw -3154345.432071 + Penalty 3317.764443 = -3151027.667628 nChanged 187 SP:Iteration 17Q (6035.530000 sec): 3 clusters Score: Raw -3154460.019550 + Penalty 3317.764443 = -3151142.255107 nChanged 117 SP:Iteration 18Q (6035.590000 sec): 3 clusters Score: Raw -3154526.514450 + Penalty 3317.764443 = -3151208.750007 nChanged 92 SP:Iteration 19Q (6035.660000 sec): 3 clusters Score: Raw -3154578.155473 + Penalty 3317.764443 = -3151260.391030 nChanged 61 SP:Iteration 20F (6035.740000 sec): 3 clusters Score: Raw -3154614.513620 + Penalty 3317.764443 = -3151296.749177 nChanged 56 SP:Iteration 21Q (6035.810000 sec): 3 clusters Score: Raw -3154643.564504 + Penalty 3317.764443 = -3151325.800061 nChanged 36 SP:Iteration 22Q (6035.870000 sec): 3 clusters Score: Raw -3154665.877226 + Penalty 3317.764443 = -3151348.112783 nChanged 36 SP:Iteration 23Q (6035.940000 sec): 3 clusters Score: Raw -3154683.473581 + Penalty 3317.764443 = -3151365.709139 nChanged 20 SP:Iteration 24Q (6036.000000 sec): 3 clusters Score: Raw -3154696.001081 + Penalty 3317.764443 = -3151378.236638 nChanged 17 SP:Iteration 25Q (6036.070000 sec): 3 clusters Score: Raw -3154707.336935 + Penalty 3317.764443 = -3151389.572492 nChanged 17 SP:Iteration 26Q (6036.130000 sec): 3 clusters Score: Raw -3154716.116442 + Penalty 3317.764443 = -3151398.352000 nChanged 15 SP:Iteration 27Q (6036.200000 sec): 3 clusters Score: Raw -3154729.562011 + Penalty 3317.764443 = -3151411.797568 nChanged 23 SP:Iteration 28Q (6036.260000 sec): 3 clusters Score: Raw -3154743.891357 + Penalty 3317.764443 = -3151426.126914 nChanged 12 SP:Iteration 29Q (6036.330000 sec): 3 clusters Score: Raw -3154752.014980 + Penalty 3317.764443 = -3151434.250537 nChanged 10 SP:Iteration 30Q (6036.390000 sec): 3 clusters Score: Raw -3154756.680723 + Penalty 3317.764443 = -3151438.916280 nChanged 3 SP:Iteration 31Q (6036.450000 sec): 3 clusters Score: Raw -3154758.053470 + Penalty 3317.764443 = -3151440.289027 nChanged 4 SP:Iteration 32Q (6036.510000 sec): 3 clusters Score: Raw -3154760.197642 + Penalty 3317.764443 = -3151442.433199 nChanged 4 SP:Iteration 33Q (6036.580000 sec): 3 clusters Score: Raw -3154763.592973 + Penalty 3317.764443 = -3151445.828530 nChanged 6 SP:Iteration 34Q (6036.640000 sec): 3 clusters Score: Raw -3154767.659581 + Penalty 3317.764443 = -3151449.895138 nChanged 1 SP:Iteration 35Q (6036.700000 sec): 3 clusters Score: Raw -3154768.117231 + Penalty 3317.764443 = -3151450.352788 nChanged 1 SP:Iteration 36Q (6036.760000 sec): 3 clusters Score: Raw -3154769.221669 + Penalty 3317.764443 = -3151451.457226 nChanged 0 SP:Iteration 37F (6036.850000 sec): 3 clusters Score: Raw -3154769.221669 + Penalty 3317.764443 = -3151451.457226 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (2009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.870000 sec): 2 clusters Score: Raw -227389.841359 + Penalty 1235.876259 = -226153.965099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6036.880000 sec): 3 clusters Score: Raw -226563.309135 + Penalty 2471.752519 = -224091.556616 nChanged 711 SP:Iteration 1F (6036.880000 sec): 3 clusters Score: Raw -227063.217669 + Penalty 2471.752519 = -224591.465150 nChanged 167 SP:Iteration 2F (6036.890000 sec): 3 clusters Score: Raw -227216.584082 + Penalty 2471.752519 = -224744.831563 nChanged 129 SP:Iteration 3F (6036.900000 sec): 3 clusters Score: Raw -227340.012409 + Penalty 2471.752519 = -224868.259891 nChanged 113 SP:Iteration 4F (6036.900000 sec): 3 clusters Score: Raw -227434.285381 + Penalty 2471.752519 = -224962.532862 nChanged 73 SP:Iteration 5Q (6036.910000 sec): 3 clusters Score: Raw -227483.366142 + Penalty 2471.752519 = -225011.613623 nChanged 51 SP:Iteration 6Q (6036.910000 sec): 3 clusters Score: Raw -227516.763831 + Penalty 2471.752519 = -225045.011312 nChanged 38 SP:Iteration 7Q (6036.920000 sec): 3 clusters Score: Raw -227544.717258 + Penalty 2471.752519 = -225072.964739 nChanged 40 SP:Iteration 8Q (6036.920000 sec): 3 clusters Score: Raw -227571.261816 + Penalty 2471.752519 = -225099.509298 nChanged 29 SP:Iteration 9Q (6036.930000 sec): 3 clusters Score: Raw -227591.792233 + Penalty 2471.752519 = -225120.039714 nChanged 36 SP:Iteration 10Q (6036.940000 sec): 3 clusters Score: Raw -227615.107801 + Penalty 2471.752519 = -225143.355282 nChanged 35 SP:Iteration 11Q (6036.940000 sec): 3 clusters Score: Raw -227640.148531 + Penalty 2471.752519 = -225168.396012 nChanged 36 SP:Iteration 12Q (6036.950000 sec): 3 clusters Score: Raw -227658.298083 + Penalty 2471.752519 = -225186.545565 nChanged 25 SP:Iteration 13Q (6036.960000 sec): 3 clusters Score: Raw -227674.151237 + Penalty 2471.752519 = -225202.398718 nChanged 18 SP:Iteration 14Q (6036.960000 sec): 3 clusters Score: Raw -227683.220673 + Penalty 2471.752519 = -225211.468155 nChanged 19 SP:Iteration 15Q (6036.970000 sec): 3 clusters Score: Raw -227696.507337 + Penalty 2471.752519 = -225224.754818 nChanged 22 SP:Iteration 16Q (6036.970000 sec): 3 clusters Score: Raw -227710.447557 + Penalty 2471.752519 = -225238.695039 nChanged 19 SP:Iteration 17Q (6036.980000 sec): 3 clusters Score: Raw -227723.649204 + Penalty 2471.752519 = -225251.896685 nChanged 24 SP:Iteration 18Q (6036.980000 sec): 3 clusters Score: Raw -227737.758726 + Penalty 2471.752519 = -225266.006207 nChanged 17 SP:Iteration 19Q (6036.990000 sec): 3 clusters Score: Raw -227751.833685 + Penalty 2471.752519 = -225280.081166 nChanged 14 SP:Iteration 20F (6037.000000 sec): 3 clusters Score: Raw -227762.454140 + Penalty 2471.752519 = -225290.701621 nChanged 15 SP:Iteration 21Q (6037.000000 sec): 3 clusters Score: Raw -227773.442321 + Penalty 2471.752519 = -225301.689803 nChanged 10 SP:Iteration 22Q (6037.010000 sec): 3 clusters Score: Raw -227782.663973 + Penalty 2471.752519 = -225310.911455 nChanged 12 SP:Iteration 23Q (6037.010000 sec): 3 clusters Score: Raw -227796.226060 + Penalty 2471.752519 = -225324.473541 nChanged 13 SP:Iteration 24Q (6037.020000 sec): 3 clusters Score: Raw -227813.711111 + Penalty 2471.752519 = -225341.958593 nChanged 18 SP:Iteration 25Q (6037.020000 sec): 3 clusters Score: Raw -227827.344280 + Penalty 2471.752519 = -225355.591762 nChanged 13 SP:Iteration 26Q (6037.030000 sec): 3 clusters Score: Raw -227838.092272 + Penalty 2471.752519 = -225366.339753 nChanged 8 SP:Iteration 27Q (6037.040000 sec): 3 clusters Score: Raw -227844.158357 + Penalty 2471.752519 = -225372.405839 nChanged 8 SP:Iteration 28Q (6037.040000 sec): 3 clusters Score: Raw -227850.623548 + Penalty 2471.752519 = -225378.871030 nChanged 5 SP:Iteration 29Q (6037.050000 sec): 3 clusters Score: Raw -227853.447241 + Penalty 2471.752519 = -225381.694723 nChanged 3 SP:Iteration 30Q (6037.050000 sec): 3 clusters Score: Raw -227855.054374 + Penalty 2471.752519 = -225383.301856 nChanged 5 SP:Iteration 31Q (6037.060000 sec): 3 clusters Score: Raw -227858.003078 + Penalty 2471.752519 = -225386.250559 nChanged 4 SP:Iteration 32Q (6037.060000 sec): 3 clusters Score: Raw -227860.467398 + Penalty 2471.752519 = -225388.714879 nChanged 1 SP:Iteration 33Q (6037.070000 sec): 3 clusters Score: Raw -227862.043371 + Penalty 2471.752519 = -225390.290852 nChanged 0 SP:Iteration 34F (6037.080000 sec): 3 clusters Score: Raw -227862.043371 + Penalty 2471.752519 = -225390.290852 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 8 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.080000 sec): 2 clusters Score: Raw -72294.156059 + Penalty 1049.734474 = -71244.421585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.090000 sec): 3 clusters Score: Raw -72259.539140 + Penalty 2099.468948 = -70160.070192 nChanged 184 SP:Iteration 1F (6037.090000 sec): 3 clusters Score: Raw -72540.298128 + Penalty 2099.468948 = -70440.829180 nChanged 48 SP:Iteration 2F (6037.090000 sec): 3 clusters Score: Raw -72632.077732 + Penalty 2099.468948 = -70532.608784 nChanged 34 SP:Iteration 3F (6037.090000 sec): 3 clusters Score: Raw -72717.372165 + Penalty 2099.468948 = -70617.903217 nChanged 36 SP:Iteration 4F (6037.100000 sec): 3 clusters Score: Raw -72824.464442 + Penalty 2099.468948 = -70724.995495 nChanged 25 SP:Iteration 5Q (6037.100000 sec): 3 clusters Score: Raw -72886.187150 + Penalty 2099.468948 = -70786.718202 nChanged 8 SP:Iteration 6Q (6037.100000 sec): 3 clusters Score: Raw -72898.839724 + Penalty 2099.468948 = -70799.370776 nChanged 7 SP:Iteration 7Q (6037.100000 sec): 3 clusters Score: Raw -72918.235879 + Penalty 2099.468948 = -70818.766932 nChanged 6 SP:Iteration 8Q (6037.100000 sec): 3 clusters Score: Raw -72927.000516 + Penalty 2099.468948 = -70827.531568 nChanged 2 SP:Iteration 9Q (6037.100000 sec): 3 clusters Score: Raw -72929.539686 + Penalty 2099.468948 = -70830.070738 nChanged 2 SP:Iteration 10Q (6037.100000 sec): 3 clusters Score: Raw -72932.353128 + Penalty 2099.468948 = -70832.884181 nChanged 1 SP:Iteration 11Q (6037.110000 sec): 3 clusters Score: Raw -72933.581862 + Penalty 2099.468948 = -70834.112915 nChanged 0 SP:Iteration 12F (6037.110000 sec): 3 clusters Score: Raw -72933.581862 + Penalty 2099.468948 = -70834.112915 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (8712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.140000 sec): 2 clusters Score: Raw -1033149.117759 + Penalty 1474.274208 = -1031674.843551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.170000 sec): 3 clusters Score: Raw -1028296.570536 + Penalty 2948.548416 = -1025348.022120 nChanged 3673 SP:Iteration 1F (6037.200000 sec): 3 clusters Score: Raw -1030260.218868 + Penalty 2948.548416 = -1027311.670452 nChanged 537 SP:Iteration 2F (6037.220000 sec): 3 clusters Score: Raw -1030516.189199 + Penalty 2948.548416 = -1027567.640783 nChanged 477 SP:Iteration 3F (6037.250000 sec): 3 clusters Score: Raw -1030762.988623 + Penalty 2948.548416 = -1027814.440207 nChanged 452 SP:Iteration 4F (6037.280000 sec): 3 clusters Score: Raw -1031014.762395 + Penalty 2948.548416 = -1028066.213979 nChanged 445 SP:Iteration 5F (6037.300000 sec): 3 clusters Score: Raw -1031292.258083 + Penalty 2948.548416 = -1028343.709667 nChanged 446 SP:Iteration 6F (6037.330000 sec): 3 clusters Score: Raw -1031594.015146 + Penalty 2948.548416 = -1028645.466730 nChanged 462 SP:Iteration 7F (6037.360000 sec): 3 clusters Score: Raw -1031957.444318 + Penalty 2948.548416 = -1029008.895902 nChanged 444 SP:Iteration 8F (6037.380000 sec): 3 clusters Score: Raw -1032352.082720 + Penalty 2948.548416 = -1029403.534304 nChanged 367 SP:Iteration 9Q (6037.410000 sec): 3 clusters Score: Raw -1032688.565124 + Penalty 2948.548416 = -1029740.016708 nChanged 245 SP:Iteration 10Q (6037.440000 sec): 3 clusters Score: Raw -1032917.497307 + Penalty 2948.548416 = -1029968.948891 nChanged 158 SP:Iteration 11Q (6037.460000 sec): 3 clusters Score: Raw -1033077.287161 + Penalty 2948.548416 = -1030128.738745 nChanged 90 SP:Iteration 12Q (6037.480000 sec): 3 clusters Score: Raw -1033171.121143 + Penalty 2948.548416 = -1030222.572727 nChanged 50 SP:Iteration 13Q (6037.500000 sec): 3 clusters Score: Raw -1033220.515841 + Penalty 2948.548416 = -1030271.967425 nChanged 35 SP:Iteration 14Q (6037.520000 sec): 3 clusters Score: Raw -1033250.903694 + Penalty 2948.548416 = -1030302.355278 nChanged 20 SP:Iteration 15Q (6037.540000 sec): 3 clusters Score: Raw -1033269.498676 + Penalty 2948.548416 = -1030320.950260 nChanged 17 SP:Iteration 16Q (6037.560000 sec): 3 clusters Score: Raw -1033290.107800 + Penalty 2948.548416 = -1030341.559384 nChanged 13 SP:Iteration 17Q (6037.580000 sec): 3 clusters Score: Raw -1033305.847389 + Penalty 2948.548416 = -1030357.298973 nChanged 6 SP:Iteration 18Q (6037.600000 sec): 3 clusters Score: Raw -1033311.895722 + Penalty 2948.548416 = -1030363.347306 nChanged 3 SP:Iteration 19Q (6037.620000 sec): 3 clusters Score: Raw -1033314.948881 + Penalty 2948.548416 = -1030366.400465 nChanged 3 SP:Iteration 20F (6037.650000 sec): 3 clusters Score: Raw -1033318.201484 + Penalty 2948.548416 = -1030369.653068 nChanged 2 SP:Iteration 21Q (6037.670000 sec): 3 clusters Score: Raw -1033320.510775 + Penalty 2948.548416 = -1030371.962359 nChanged 4 SP:Iteration 22Q (6037.690000 sec): 3 clusters Score: Raw -1033325.462217 + Penalty 2948.548416 = -1030376.913801 nChanged 6 SP:Iteration 23Q (6037.710000 sec): 3 clusters Score: Raw -1033331.900106 + Penalty 2948.548416 = -1030383.351690 nChanged 4 SP:Iteration 24Q (6037.730000 sec): 3 clusters Score: Raw -1033335.745832 + Penalty 2948.548416 = -1030387.197416 nChanged 2 SP:Iteration 25Q (6037.750000 sec): 3 clusters Score: Raw -1033337.282389 + Penalty 2948.548416 = -1030388.733973 nChanged 1 SP:Iteration 26Q (6037.770000 sec): 3 clusters Score: Raw -1033337.404805 + Penalty 2948.548416 = -1030388.856389 nChanged 0 SP:Iteration 27F (6037.800000 sec): 3 clusters Score: Raw -1033337.404805 + Penalty 2948.548416 = -1030388.856389 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.800000 sec): 2 clusters Score: Raw -75697.600789 + Penalty 1060.555415 = -74637.045374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.810000 sec): 3 clusters Score: Raw -75610.945778 + Penalty 2121.110829 = -73489.834948 nChanged 183 SP:Iteration 1F (6037.810000 sec): 3 clusters Score: Raw -75884.307444 + Penalty 2121.110829 = -73763.196615 nChanged 66 SP:Iteration 2F (6037.810000 sec): 3 clusters Score: Raw -76010.641526 + Penalty 2121.110829 = -73889.530697 nChanged 53 SP:Iteration 3F (6037.820000 sec): 3 clusters Score: Raw -76144.903212 + Penalty 2121.110829 = -74023.792383 nChanged 51 SP:Iteration 4F (6037.820000 sec): 3 clusters Score: Raw -76253.839467 + Penalty 2121.110829 = -74132.728638 nChanged 34 SP:Iteration 5Q (6037.820000 sec): 3 clusters Score: Raw -76344.225050 + Penalty 2121.110829 = -74223.114221 nChanged 26 SP:Iteration 6Q (6037.820000 sec): 3 clusters Score: Raw -76429.075960 + Penalty 2121.110829 = -74307.965131 nChanged 18 SP:Iteration 7Q (6037.820000 sec): 3 clusters Score: Raw -76464.980928 + Penalty 2121.110829 = -74343.870098 nChanged 4 SP:Iteration 8Q (6037.820000 sec): 3 clusters Score: Raw -76472.252958 + Penalty 2121.110829 = -74351.142128 nChanged 4 SP:Iteration 9Q (6037.830000 sec): 3 clusters Score: Raw -76479.594904 + Penalty 2121.110829 = -74358.484075 nChanged 2 SP:Iteration 10Q (6037.830000 sec): 3 clusters Score: Raw -76482.341680 + Penalty 2121.110829 = -74361.230851 nChanged 3 SP:Iteration 11Q (6037.830000 sec): 3 clusters Score: Raw -76485.712138 + Penalty 2121.110829 = -74364.601308 nChanged 1 SP:Iteration 12Q (6037.830000 sec): 3 clusters Score: Raw -76486.173701 + Penalty 2121.110829 = -74365.062872 nChanged 1 SP:Iteration 13Q (6037.830000 sec): 3 clusters Score: Raw -76486.664392 + Penalty 2121.110829 = -74365.553562 nChanged 0 SP:Iteration 14F (6037.840000 sec): 3 clusters Score: Raw -76489.931184 + Penalty 2121.110829 = -74368.820354 nChanged 1 SP:Iteration 15Q (6037.840000 sec): 3 clusters Score: Raw -76496.307917 + Penalty 2121.110829 = -74375.197088 nChanged 2 SP:Iteration 16Q (6037.840000 sec): 3 clusters Score: Raw -76505.247908 + Penalty 2121.110829 = -74384.137078 nChanged 3 SP:Iteration 17Q (6037.840000 sec): 3 clusters Score: Raw -76510.539612 + Penalty 2121.110829 = -74389.428783 nChanged 1 SP:Iteration 18Q (6037.840000 sec): 3 clusters Score: Raw -76511.680748 + Penalty 2121.110829 = -74390.569918 nChanged 0 SP:Iteration 19F (6037.840000 sec): 3 clusters Score: Raw -76511.680748 + Penalty 2121.110829 = -74390.569918 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.880000 sec): 2 clusters Score: Raw -1072839.048372 + Penalty 1474.907156 = -1071364.141216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.910000 sec): 3 clusters Score: Raw -1067980.133231 + Penalty 2949.814313 = -1065030.318918 nChanged 3764 SP:Iteration 1F (6037.930000 sec): 3 clusters Score: Raw -1070012.770342 + Penalty 2949.814313 = -1067062.956030 nChanged 578 SP:Iteration 2F (6037.960000 sec): 3 clusters Score: Raw -1070243.962482 + Penalty 2949.814313 = -1067294.148169 nChanged 424 SP:Iteration 3Q (6037.990000 sec): 3 clusters Score: Raw -1070382.249104 + Penalty 2949.814313 = -1067432.434791 nChanged 287 SP:Iteration 4Q (6038.020000 sec): 3 clusters Score: Raw -1070495.215204 + Penalty 2949.814313 = -1067545.400892 nChanged 286 SP:Iteration 5Q (6038.040000 sec): 3 clusters Score: Raw -1070625.604850 + Penalty 2949.814313 = -1067675.790538 nChanged 288 SP:Iteration 6Q (6038.070000 sec): 3 clusters Score: Raw -1070791.340426 + Penalty 2949.814313 = -1067841.526113 nChanged 329 SP:Iteration 7Q (6038.100000 sec): 3 clusters Score: Raw -1071018.337621 + Penalty 2949.814313 = -1068068.523308 nChanged 343 SP:Iteration 8Q (6038.120000 sec): 3 clusters Score: Raw -1071249.531141 + Penalty 2949.814313 = -1068299.716828 nChanged 357 SP:Iteration 9Q (6038.150000 sec): 3 clusters Score: Raw -1071492.879758 + Penalty 2949.814313 = -1068543.065445 nChanged 373 SP:Iteration 10Q (6038.180000 sec): 3 clusters Score: Raw -1071715.825986 + Penalty 2949.814313 = -1068766.011673 nChanged 301 SP:Iteration 11Q (6038.200000 sec): 3 clusters Score: Raw -1071916.649664 + Penalty 2949.814313 = -1068966.835351 nChanged 255 SP:Iteration 12Q (6038.220000 sec): 3 clusters Score: Raw -1072054.221180 + Penalty 2949.814313 = -1069104.406867 nChanged 201 SP:Iteration 13Q (6038.250000 sec): 3 clusters Score: Raw -1072140.554951 + Penalty 2949.814313 = -1069190.740639 nChanged 156 SP:Iteration 14Q (6038.280000 sec): 3 clusters Score: Raw -1072205.929353 + Penalty 2949.814313 = -1069256.115040 nChanged 137 SP:Iteration 15Q (6038.300000 sec): 3 clusters Score: Raw -1072256.269773 + Penalty 2949.814313 = -1069306.455461 nChanged 112 SP:Iteration 16Q (6038.320000 sec): 3 clusters Score: Raw -1072293.553405 + Penalty 2949.814313 = -1069343.739092 nChanged 97 SP:Iteration 17Q (6038.350000 sec): 3 clusters Score: Raw -1072324.689497 + Penalty 2949.814313 = -1069374.875184 nChanged 90 SP:Iteration 18Q (6038.380000 sec): 3 clusters Score: Raw -1072355.676923 + Penalty 2949.814313 = -1069405.862610 nChanged 83 SP:Iteration 19Q (6038.400000 sec): 3 clusters Score: Raw -1072382.193280 + Penalty 2949.814313 = -1069432.378967 nChanged 66 SP:Iteration 20F (6038.430000 sec): 3 clusters Score: Raw -1072403.596075 + Penalty 2949.814313 = -1069453.781762 nChanged 81 SP:Iteration 21Q (6038.450000 sec): 3 clusters Score: Raw -1072432.567500 + Penalty 2949.814313 = -1069482.753187 nChanged 80 SP:Iteration 22Q (6038.480000 sec): 3 clusters Score: Raw -1072462.304658 + Penalty 2949.814313 = -1069512.490345 nChanged 92 SP:Iteration 23Q (6038.500000 sec): 3 clusters Score: Raw -1072497.149088 + Penalty 2949.814313 = -1069547.334775 nChanged 78 SP:Iteration 24Q (6038.520000 sec): 3 clusters Score: Raw -1072524.817114 + Penalty 2949.814313 = -1069575.002801 nChanged 70 SP:Iteration 25Q (6038.540000 sec): 3 clusters Score: Raw -1072552.804629 + Penalty 2949.814313 = -1069602.990316 nChanged 70 SP:Iteration 26Q (6038.560000 sec): 3 clusters Score: Raw -1072577.939890 + Penalty 2949.814313 = -1069628.125577 nChanged 75 SP:Iteration 27Q (6038.590000 sec): 3 clusters Score: Raw -1072610.174473 + Penalty 2949.814313 = -1069660.360160 nChanged 69 SP:Iteration 28Q (6038.610000 sec): 3 clusters Score: Raw -1072635.855218 + Penalty 2949.814313 = -1069686.040905 nChanged 59 SP:Iteration 29Q (6038.630000 sec): 3 clusters Score: Raw -1072660.431692 + Penalty 2949.814313 = -1069710.617379 nChanged 54 SP:Iteration 30Q (6038.660000 sec): 3 clusters Score: Raw -1072681.539341 + Penalty 2949.814313 = -1069731.725028 nChanged 53 SP:Iteration 31Q (6038.680000 sec): 3 clusters Score: Raw -1072702.781646 + Penalty 2949.814313 = -1069752.967333 nChanged 50 SP:Iteration 32Q (6038.700000 sec): 3 clusters Score: Raw -1072723.624326 + Penalty 2949.814313 = -1069773.810014 nChanged 42 SP:Iteration 33Q (6038.720000 sec): 3 clusters Score: Raw -1072740.314259 + Penalty 2949.814313 = -1069790.499946 nChanged 45 SP:Iteration 34Q (6038.740000 sec): 3 clusters Score: Raw -1072758.855118 + Penalty 2949.814313 = -1069809.040806 nChanged 40 SP:Iteration 35Q (6038.760000 sec): 3 clusters Score: Raw -1072776.249437 + Penalty 2949.814313 = -1069826.435124 nChanged 48 SP:Iteration 36Q (6038.790000 sec): 3 clusters Score: Raw -1072796.987066 + Penalty 2949.814313 = -1069847.172753 nChanged 37 SP:Iteration 37Q (6038.810000 sec): 3 clusters Score: Raw -1072813.137811 + Penalty 2949.814313 = -1069863.323499 nChanged 32 SP:Iteration 38Q (6038.830000 sec): 3 clusters Score: Raw -1072825.635085 + Penalty 2949.814313 = -1069875.820772 nChanged 29 SP:Iteration 39Q (6038.850000 sec): 3 clusters Score: Raw -1072838.573613 + Penalty 2949.814313 = -1069888.759300 nChanged 25 SP:Iteration 40F (6038.880000 sec): 3 clusters Score: Raw -1072848.942743 + Penalty 2949.814313 = -1069899.128430 nChanged 23 SP:Iteration 41Q (6038.900000 sec): 3 clusters Score: Raw -1072859.373788 + Penalty 2949.814313 = -1069909.559475 nChanged 25 SP:Iteration 42Q (6038.920000 sec): 3 clusters Score: Raw -1072873.966124 + Penalty 2949.814313 = -1069924.151811 nChanged 31 SP:Iteration 43Q (6038.940000 sec): 3 clusters Score: Raw -1072889.856213 + Penalty 2949.814313 = -1069940.041900 nChanged 27 SP:Iteration 44Q (6038.960000 sec): 3 clusters Score: Raw -1072902.536014 + Penalty 2949.814313 = -1069952.721701 nChanged 24 SP:Iteration 45Q (6038.980000 sec): 3 clusters Score: Raw -1072914.082863 + Penalty 2949.814313 = -1069964.268550 nChanged 19 SP:Iteration 46Q (6039.000000 sec): 3 clusters Score: Raw -1072928.464715 + Penalty 2949.814313 = -1069978.650402 nChanged 23 SP:Iteration 47Q (6039.020000 sec): 3 clusters Score: Raw -1072944.104953 + Penalty 2949.814313 = -1069994.290640 nChanged 30 SP:Iteration 48Q (6039.050000 sec): 3 clusters Score: Raw -1072963.260127 + Penalty 2949.814313 = -1070013.445814 nChanged 24 SP:Iteration 49Q (6039.070000 sec): 3 clusters Score: Raw -1072974.260883 + Penalty 2949.814313 = -1070024.446570 nChanged 10 SP:Iteration 50Q (6039.090000 sec): 3 clusters Score: Raw -1072977.665408 + Penalty 2949.814313 = -1070027.851096 nChanged 10 SP:Iteration 51Q (6039.110000 sec): 3 clusters Score: Raw -1072982.054564 + Penalty 2949.814313 = -1070032.240252 nChanged 15 SP:Iteration 52Q (6039.130000 sec): 3 clusters Score: Raw -1072988.507190 + Penalty 2949.814313 = -1070038.692877 nChanged 20 SP:Iteration 53Q (6039.150000 sec): 3 clusters Score: Raw -1073001.387074 + Penalty 2949.814313 = -1070051.572761 nChanged 18 SP:Iteration 54Q (6039.170000 sec): 3 clusters Score: Raw -1073009.266437 + Penalty 2949.814313 = -1070059.452124 nChanged 14 SP:Iteration 55Q (6039.190000 sec): 3 clusters Score: Raw -1073016.614821 + Penalty 2949.814313 = -1070066.800508 nChanged 19 SP:Iteration 56Q (6039.210000 sec): 3 clusters Score: Raw -1073026.520219 + Penalty 2949.814313 = -1070076.705906 nChanged 8 SP:Iteration 57Q (6039.230000 sec): 3 clusters Score: Raw -1073029.769040 + Penalty 2949.814313 = -1070079.954727 nChanged 6 SP:Iteration 58Q (6039.250000 sec): 3 clusters Score: Raw -1073031.311234 + Penalty 2949.814313 = -1070081.496921 nChanged 5 SP:Iteration 59Q (6039.270000 sec): 3 clusters Score: Raw -1073032.943800 + Penalty 2949.814313 = -1070083.129487 nChanged 4 SP:Iteration 60F (6039.300000 sec): 3 clusters Score: Raw -1073035.148564 + Penalty 2949.814313 = -1070085.334251 nChanged 6 SP:Iteration 61Q (6039.320000 sec): 3 clusters Score: Raw -1073037.179610 + Penalty 2949.814313 = -1070087.365297 nChanged 3 SP:Iteration 62Q (6039.340000 sec): 3 clusters Score: Raw -1073038.320024 + Penalty 2949.814313 = -1070088.505712 nChanged 5 SP:Iteration 63Q (6039.360000 sec): 3 clusters Score: Raw -1073041.980426 + Penalty 2949.814313 = -1070092.166114 nChanged 4 SP:Iteration 64Q (6039.380000 sec): 3 clusters Score: Raw -1073043.436057 + Penalty 2949.814313 = -1070093.621744 nChanged 4 SP:Iteration 65Q (6039.400000 sec): 3 clusters Score: Raw -1073045.400119 + Penalty 2949.814313 = -1070095.585806 nChanged 4 SP:Iteration 66Q (6039.420000 sec): 3 clusters Score: Raw -1073047.614787 + Penalty 2949.814313 = -1070097.800474 nChanged 9 SP:Iteration 67Q (6039.440000 sec): 3 clusters Score: Raw -1073053.654973 + Penalty 2949.814313 = -1070103.840660 nChanged 6 SP:Iteration 68Q (6039.460000 sec): 3 clusters Score: Raw -1073055.428000 + Penalty 2949.814313 = -1070105.613688 nChanged 2 SP:Iteration 69Q (6039.480000 sec): 3 clusters Score: Raw -1073056.267812 + Penalty 2949.814313 = -1070106.453499 nChanged 3 SP:Iteration 70Q (6039.500000 sec): 3 clusters Score: Raw -1073057.860187 + Penalty 2949.814313 = -1070108.045874 nChanged 5 SP:Iteration 71Q (6039.520000 sec): 3 clusters Score: Raw -1073061.067940 + Penalty 2949.814313 = -1070111.253627 nChanged 6 SP:Iteration 72Q (6039.540000 sec): 3 clusters Score: Raw -1073066.568384 + Penalty 2949.814313 = -1070116.754071 nChanged 12 SP:Iteration 73Q (6039.560000 sec): 3 clusters Score: Raw -1073072.851921 + Penalty 2949.814313 = -1070123.037608 nChanged 7 SP:Iteration 74Q (6039.580000 sec): 3 clusters Score: Raw -1073077.501481 + Penalty 2949.814313 = -1070127.687168 nChanged 4 SP:Iteration 75Q (6039.600000 sec): 3 clusters Score: Raw -1073082.886704 + Penalty 2949.814313 = -1070133.072391 nChanged 10 SP:Iteration 76Q (6039.620000 sec): 3 clusters Score: Raw -1073094.503404 + Penalty 2949.814313 = -1070144.689091 nChanged 7 SP:Iteration 77Q (6039.640000 sec): 3 clusters Score: Raw -1073097.879144 + Penalty 2949.814313 = -1070148.064832 nChanged 5 SP:Iteration 78Q (6039.660000 sec): 3 clusters Score: Raw -1073100.999643 + Penalty 2949.814313 = -1070151.185330 nChanged 1 SP:Iteration 79Q (6039.680000 sec): 3 clusters Score: Raw -1073101.711676 + Penalty 2949.814313 = -1070151.897363 nChanged 3 SP:Iteration 80F (6039.710000 sec): 3 clusters Score: Raw -1073103.070470 + Penalty 2949.814313 = -1070153.256157 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 12 (7053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6039.740000 sec): 2 clusters Score: Raw -799072.452825 + Penalty 1439.946355 = -797632.506471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6039.760000 sec): 3 clusters Score: Raw -795257.812451 + Penalty 2879.892710 = -792377.919741 nChanged 3002 SP:Iteration 1F (6039.780000 sec): 3 clusters Score: Raw -797161.250757 + Penalty 2879.892710 = -794281.358048 nChanged 612 SP:Iteration 2F (6039.810000 sec): 3 clusters Score: Raw -797652.953744 + Penalty 2879.892710 = -794773.061034 nChanged 578 SP:Iteration 3F (6039.830000 sec): 3 clusters Score: Raw -798198.630733 + Penalty 2879.892710 = -795318.738023 nChanged 536 SP:Iteration 4F (6039.850000 sec): 3 clusters Score: Raw -798673.310738 + Penalty 2879.892710 = -795793.418029 nChanged 509 SP:Iteration 5F (6039.870000 sec): 3 clusters Score: Raw -799085.258004 + Penalty 2879.892710 = -796205.365295 nChanged 366 SP:Iteration 6F (6039.890000 sec): 3 clusters Score: Raw -799374.121150 + Penalty 2879.892710 = -796494.228440 nChanged 278 SP:Iteration 7Q (6039.920000 sec): 3 clusters Score: Raw -799634.617533 + Penalty 2879.892710 = -796754.724823 nChanged 215 SP:Iteration 8Q (6039.940000 sec): 3 clusters Score: Raw -799853.941010 + Penalty 2879.892710 = -796974.048301 nChanged 167 SP:Iteration 9Q (6039.960000 sec): 3 clusters Score: Raw -799943.006264 + Penalty 2879.892710 = -797063.113555 nChanged 131 SP:Iteration 10Q (6039.980000 sec): 3 clusters Score: Raw -799992.470091 + Penalty 2879.892710 = -797112.577381 nChanged 93 SP:Iteration 11Q (6040.000000 sec): 3 clusters Score: Raw -800021.907801 + Penalty 2879.892710 = -797142.015091 nChanged 60 SP:Iteration 12Q (6040.020000 sec): 3 clusters Score: Raw -800039.370099 + Penalty 2879.892710 = -797159.477389 nChanged 50 SP:Iteration 13Q (6040.040000 sec): 3 clusters Score: Raw -800051.858554 + Penalty 2879.892710 = -797171.965844 nChanged 33 SP:Iteration 14Q (6040.060000 sec): 3 clusters Score: Raw -800058.738382 + Penalty 2879.892710 = -797178.845673 nChanged 25 SP:Iteration 15Q (6040.080000 sec): 3 clusters Score: Raw -800063.389140 + Penalty 2879.892710 = -797183.496431 nChanged 21 SP:Iteration 16Q (6040.100000 sec): 3 clusters Score: Raw -800067.556557 + Penalty 2879.892710 = -797187.663848 nChanged 15 SP:Iteration 17Q (6040.120000 sec): 3 clusters Score: Raw -800070.727232 + Penalty 2879.892710 = -797190.834522 nChanged 10 SP:Iteration 18Q (6040.140000 sec): 3 clusters Score: Raw -800072.895844 + Penalty 2879.892710 = -797193.003135 nChanged 10 SP:Iteration 19Q (6040.160000 sec): 3 clusters Score: Raw -800074.707301 + Penalty 2879.892710 = -797194.814591 nChanged 8 SP:Iteration 20F (6040.190000 sec): 3 clusters Score: Raw -800076.014130 + Penalty 2879.892710 = -797196.121420 nChanged 9 SP:Iteration 21Q (6040.210000 sec): 3 clusters Score: Raw -800077.682534 + Penalty 2879.892710 = -797197.789824 nChanged 12 SP:Iteration 22Q (6040.230000 sec): 3 clusters Score: Raw -800079.600782 + Penalty 2879.892710 = -797199.708072 nChanged 6 SP:Iteration 23Q (6040.250000 sec): 3 clusters Score: Raw -800080.538332 + Penalty 2879.892710 = -797200.645622 nChanged 6 SP:Iteration 24Q (6040.270000 sec): 3 clusters Score: Raw -800081.463196 + Penalty 2879.892710 = -797201.570486 nChanged 7 SP:Iteration 25Q (6040.290000 sec): 3 clusters Score: Raw -800082.529785 + Penalty 2879.892710 = -797202.637076 nChanged 7 SP:Iteration 26Q (6040.320000 sec): 3 clusters Score: Raw -800083.922355 + Penalty 2879.892710 = -797204.029646 nChanged 9 SP:Iteration 27Q (6040.340000 sec): 3 clusters Score: Raw -800085.453062 + Penalty 2879.892710 = -797205.560352 nChanged 11 SP:Iteration 28Q (6040.360000 sec): 3 clusters Score: Raw -800087.707486 + Penalty 2879.892710 = -797207.814777 nChanged 9 SP:Iteration 29Q (6040.380000 sec): 3 clusters Score: Raw -800089.153058 + Penalty 2879.892710 = -797209.260348 nChanged 7 SP:Iteration 30Q (6040.400000 sec): 3 clusters Score: Raw -800090.182437 + Penalty 2879.892710 = -797210.289727 nChanged 3 SP:Iteration 31Q (6040.420000 sec): 3 clusters Score: Raw -800090.668659 + Penalty 2879.892710 = -797210.775950 nChanged 3 SP:Iteration 32Q (6040.440000 sec): 3 clusters Score: Raw -800091.034855 + Penalty 2879.892710 = -797211.142145 nChanged 4 SP:Iteration 33Q (6040.460000 sec): 3 clusters Score: Raw -800091.538581 + Penalty 2879.892710 = -797211.645872 nChanged 3 SP:Iteration 34Q (6040.480000 sec): 3 clusters Score: Raw -800091.957139 + Penalty 2879.892710 = -797212.064429 nChanged 1 SP:Iteration 35Q (6040.500000 sec): 3 clusters Score: Raw -800091.995802 + Penalty 2879.892710 = -797212.103092 nChanged 0 SP:Iteration 36F (6040.520000 sec): 3 clusters Score: Raw -800091.995802 + Penalty 2879.892710 = -797212.103092 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 13 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6040.530000 sec): 2 clusters Score: Raw -28580.482408 + Penalty 901.724864 = -27678.757544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.540000 sec): 3 clusters Score: Raw -28677.613978 + Penalty 1803.449728 = -26874.164251 nChanged 43 SP:Iteration 1F (6040.540000 sec): 3 clusters Score: Raw -28775.481035 + Penalty 1803.449728 = -26972.031307 nChanged 12 SP:Iteration 2Q (6040.540000 sec): 3 clusters Score: Raw -28800.153359 + Penalty 1803.449728 = -26996.703631 nChanged 2 SP:Iteration 3Q (6040.540000 sec): 3 clusters Score: Raw -28802.821432 + Penalty 1803.449728 = -26999.371704 nChanged 1 SP:Iteration 4Q (6040.540000 sec): 3 clusters Score: Raw -28803.428226 + Penalty 1803.449728 = -26999.978498 nChanged 0 SP:Iteration 5F (6040.540000 sec): 3 clusters Score: Raw -28803.428226 + Penalty 1803.449728 = -26999.978498 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 14 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6040.540000 sec): 2 clusters Score: Raw -17823.375715 + Penalty 834.567246 = -16988.808469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.540000 sec): 3 clusters Score: Raw -17966.647809 + Penalty 1669.134492 = -16297.513317 nChanged 18 SP:Iteration 1F (6040.540000 sec): 3 clusters Score: Raw -18051.772823 + Penalty 1669.134492 = -16382.638331 nChanged 4 SP:Iteration 2Q (6040.540000 sec): 3 clusters Score: Raw -18071.108728 + Penalty 1669.134492 = -16401.974236 nChanged 3 SP:Iteration 3Q (6040.550000 sec): 3 clusters Score: Raw -18093.445400 + Penalty 1669.134492 = -16424.310908 nChanged 2 SP:Iteration 4Q (6040.550000 sec): 3 clusters Score: Raw -18115.161012 + Penalty 1669.134492 = -16446.026520 nChanged 3 SP:Iteration 5Q (6040.550000 sec): 3 clusters Score: Raw -18126.776835 + Penalty 1669.134492 = -16457.642343 nChanged 4 SP:Iteration 6Q (6040.550000 sec): 3 clusters Score: Raw -18157.194781 + Penalty 1669.134492 = -16488.060289 nChanged 4 SP:Iteration 7Q (6040.550000 sec): 3 clusters Score: Raw -18173.228179 + Penalty 1669.134492 = -16504.093687 nChanged 2 SP:Iteration 8Q (6040.550000 sec): 3 clusters Score: Raw -18192.951797 + Penalty 1669.134492 = -16523.817305 nChanged 4 SP:Iteration 9Q (6040.550000 sec): 3 clusters Score: Raw -18214.860447 + Penalty 1669.134492 = -16545.725955 nChanged 2 SP:Iteration 10Q (6040.550000 sec): 3 clusters Score: Raw -18226.697635 + Penalty 1669.134492 = -16557.563143 nChanged 1 SP:Iteration 11Q (6040.550000 sec): 3 clusters Score: Raw -18231.956914 + Penalty 1669.134492 = -16562.822422 nChanged 0 SP:Iteration 12F (6040.550000 sec): 3 clusters Score: Raw -18231.956914 + Penalty 1669.134492 = -16562.822422 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (27971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6040.650000 sec): 2 clusters Score: Raw -3416531.878389 + Penalty 1663.825075 = -3414868.053314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6040.740000 sec): 3 clusters Score: Raw -3399380.000448 + Penalty 3327.650150 = -3396052.350298 nChanged 12805 SP:Iteration 1F (6040.830000 sec): 3 clusters Score: Raw -3406346.650403 + Penalty 3327.650150 = -3403019.000253 nChanged 1144 SP:Iteration 2Q (6040.930000 sec): 3 clusters Score: Raw -3406701.397435 + Penalty 3327.650150 = -3403373.747285 nChanged 1103 SP:Iteration 3Q (6041.020000 sec): 3 clusters Score: Raw -3407088.059635 + Penalty 3327.650150 = -3403760.409485 nChanged 1151 SP:Iteration 4Q (6041.110000 sec): 3 clusters Score: Raw -3407532.469550 + Penalty 3327.650150 = -3404204.819400 nChanged 1210 SP:Iteration 5Q (6041.200000 sec): 3 clusters Score: Raw -3408062.552436 + Penalty 3327.650150 = -3404734.902286 nChanged 1289 SP:Iteration 6Q (6041.290000 sec): 3 clusters Score: Raw -3408699.184875 + Penalty 3327.650150 = -3405371.534725 nChanged 1353 SP:Iteration 7Q (6041.380000 sec): 3 clusters Score: Raw -3409463.253199 + Penalty 3327.650150 = -3406135.603049 nChanged 1421 SP:Iteration 8F (6041.470000 sec): 3 clusters Score: Raw -3410374.991290 + Penalty 3327.650150 = -3407047.341140 nChanged 1564 SP:Iteration 9F (6041.560000 sec): 3 clusters Score: Raw -3411446.154980 + Penalty 3327.650150 = -3408118.504830 nChanged 1527 SP:Iteration 10F (6041.650000 sec): 3 clusters Score: Raw -3412401.143262 + Penalty 3327.650150 = -3409073.493112 nChanged 1245 SP:Iteration 11Q (6041.740000 sec): 3 clusters Score: Raw -3412943.439616 + Penalty 3327.650150 = -3409615.789466 nChanged 862 SP:Iteration 12Q (6041.830000 sec): 3 clusters Score: Raw -3413197.190758 + Penalty 3327.650150 = -3409869.540608 nChanged 596 SP:Iteration 13Q (6041.910000 sec): 3 clusters Score: Raw -3413319.067425 + Penalty 3327.650150 = -3409991.417275 nChanged 342 SP:Iteration 14Q (6042.000000 sec): 3 clusters Score: Raw -3413376.201349 + Penalty 3327.650150 = -3410048.551199 nChanged 278 SP:Iteration 15Q (6042.090000 sec): 3 clusters Score: Raw -3413422.218421 + Penalty 3327.650150 = -3410094.568272 nChanged 254 SP:Iteration 16Q (6042.170000 sec): 3 clusters Score: Raw -3413467.551189 + Penalty 3327.650150 = -3410139.901039 nChanged 250 SP:Iteration 17Q (6042.260000 sec): 3 clusters Score: Raw -3413512.176944 + Penalty 3327.650150 = -3410184.526794 nChanged 241 SP:Iteration 18Q (6042.350000 sec): 3 clusters Score: Raw -3413553.254751 + Penalty 3327.650150 = -3410225.604602 nChanged 218 SP:Iteration 19Q (6042.440000 sec): 3 clusters Score: Raw -3413584.858603 + Penalty 3327.650150 = -3410257.208453 nChanged 217 SP:Iteration 20F (6042.520000 sec): 3 clusters Score: Raw -3413615.956722 + Penalty 3327.650150 = -3410288.306572 nChanged 222 SP:Iteration 21Q (6042.610000 sec): 3 clusters Score: Raw -3413651.360905 + Penalty 3327.650150 = -3410323.710755 nChanged 223 SP:Iteration 22Q (6042.700000 sec): 3 clusters Score: Raw -3413683.732151 + Penalty 3327.650150 = -3410356.082001 nChanged 212 SP:Iteration 23Q (6042.790000 sec): 3 clusters Score: Raw -3413715.984760 + Penalty 3327.650150 = -3410388.334610 nChanged 221 SP:Iteration 24Q (6042.870000 sec): 3 clusters Score: Raw -3413748.234173 + Penalty 3327.650150 = -3410420.584023 nChanged 199 SP:Iteration 25Q (6042.960000 sec): 3 clusters Score: Raw -3413775.478532 + Penalty 3327.650150 = -3410447.828382 nChanged 195 SP:Iteration 26Q (6043.050000 sec): 3 clusters Score: Raw -3413800.417081 + Penalty 3327.650150 = -3410472.766931 nChanged 184 SP:Iteration 27Q (6043.130000 sec): 3 clusters Score: Raw -3413826.907224 + Penalty 3327.650150 = -3410499.257074 nChanged 202 SP:Iteration 28Q (6043.220000 sec): 3 clusters Score: Raw -3413857.335573 + Penalty 3327.650150 = -3410529.685423 nChanged 230 SP:Iteration 29Q (6043.310000 sec): 3 clusters Score: Raw -3413892.112678 + Penalty 3327.650150 = -3410564.462528 nChanged 247 SP:Iteration 30Q (6043.400000 sec): 3 clusters Score: Raw -3413933.307891 + Penalty 3327.650150 = -3410605.657741 nChanged 266 SP:Iteration 31Q (6043.480000 sec): 3 clusters Score: Raw -3413979.964153 + Penalty 3327.650150 = -3410652.314003 nChanged 261 SP:Iteration 32Q (6043.560000 sec): 3 clusters Score: Raw -3414024.590294 + Penalty 3327.650150 = -3410696.940144 nChanged 277 SP:Iteration 33Q (6043.650000 sec): 3 clusters Score: Raw -3414071.826566 + Penalty 3327.650150 = -3410744.176416 nChanged 290 SP:Iteration 34Q (6043.730000 sec): 3 clusters Score: Raw -3414121.239237 + Penalty 3327.650150 = -3410793.589087 nChanged 298 SP:Iteration 35Q (6043.810000 sec): 3 clusters Score: Raw -3414177.648520 + Penalty 3327.650150 = -3410849.998370 nChanged 290 SP:Iteration 36Q (6043.890000 sec): 3 clusters Score: Raw -3414238.436197 + Penalty 3327.650150 = -3410910.786047 nChanged 320 SP:Iteration 37Q (6043.970000 sec): 3 clusters Score: Raw -3414314.392082 + Penalty 3327.650150 = -3410986.741932 nChanged 340 SP:Iteration 38Q (6044.050000 sec): 3 clusters Score: Raw -3414400.207075 + Penalty 3327.650150 = -3411072.556925 nChanged 340 SP:Iteration 39Q (6044.140000 sec): 3 clusters Score: Raw -3414485.768563 + Penalty 3327.650150 = -3411158.118413 nChanged 351 SP:Iteration 40F (6044.220000 sec): 3 clusters Score: Raw -3414575.141100 + Penalty 3327.650150 = -3411247.490950 nChanged 344 SP:Iteration 41Q (6044.300000 sec): 3 clusters Score: Raw -3414666.711947 + Penalty 3327.650150 = -3411339.061797 nChanged 371 SP:Iteration 42Q (6044.380000 sec): 3 clusters Score: Raw -3414781.978803 + Penalty 3327.650150 = -3411454.328653 nChanged 374 SP:Iteration 43Q (6044.460000 sec): 3 clusters Score: Raw -3414908.847721 + Penalty 3327.650150 = -3411581.197571 nChanged 398 SP:Iteration 44Q (6044.540000 sec): 3 clusters Score: Raw -3415048.589066 + Penalty 3327.650150 = -3411720.938916 nChanged 395 SP:Iteration 45Q (6044.610000 sec): 3 clusters Score: Raw -3415185.553894 + Penalty 3327.650150 = -3411857.903744 nChanged 389 SP:Iteration 46Q (6044.690000 sec): 3 clusters Score: Raw -3415327.288607 + Penalty 3327.650150 = -3411999.638457 nChanged 377 SP:Iteration 47Q (6044.770000 sec): 3 clusters Score: Raw -3415476.541242 + Penalty 3327.650150 = -3412148.891092 nChanged 349 SP:Iteration 48Q (6044.840000 sec): 3 clusters Score: Raw -3415607.656337 + Penalty 3327.650150 = -3412280.006187 nChanged 313 SP:Iteration 49Q (6044.920000 sec): 3 clusters Score: Raw -3415716.879722 + Penalty 3327.650150 = -3412389.229573 nChanged 264 SP:Iteration 50Q (6044.990000 sec): 3 clusters Score: Raw -3415818.642085 + Penalty 3327.650150 = -3412490.991935 nChanged 279 SP:Iteration 51Q (6045.060000 sec): 3 clusters Score: Raw -3415932.496472 + Penalty 3327.650150 = -3412604.846322 nChanged 260 SP:Iteration 52Q (6045.140000 sec): 3 clusters Score: Raw -3416046.323688 + Penalty 3327.650150 = -3412718.673538 nChanged 233 SP:Iteration 53Q (6045.210000 sec): 3 clusters Score: Raw -3416137.293795 + Penalty 3327.650150 = -3412809.643645 nChanged 180 SP:Iteration 54Q (6045.280000 sec): 3 clusters Score: Raw -3416208.940537 + Penalty 3327.650150 = -3412881.290387 nChanged 178 SP:Iteration 55Q (6045.350000 sec): 3 clusters Score: Raw -3416293.960121 + Penalty 3327.650150 = -3412966.309971 nChanged 174 SP:Iteration 56Q (6045.420000 sec): 3 clusters Score: Raw -3416372.092091 + Penalty 3327.650150 = -3413044.441941 nChanged 152 SP:Iteration 57Q (6045.480000 sec): 3 clusters Score: Raw -3416441.795573 + Penalty 3327.650150 = -3413114.145423 nChanged 132 SP:Iteration 58Q (6045.550000 sec): 3 clusters Score: Raw -3416497.258544 + Penalty 3327.650150 = -3413169.608394 nChanged 119 SP:Iteration 59Q (6045.620000 sec): 3 clusters Score: Raw -3416550.662870 + Penalty 3327.650150 = -3413223.012720 nChanged 96 SP:Iteration 60F (6045.710000 sec): 3 clusters Score: Raw -3416596.887621 + Penalty 3327.650150 = -3413269.237472 nChanged 82 SP:Iteration 61Q (6045.780000 sec): 3 clusters Score: Raw -3416638.063446 + Penalty 3327.650150 = -3413310.413296 nChanged 69 SP:Iteration 62Q (6045.840000 sec): 3 clusters Score: Raw -3416666.967283 + Penalty 3327.650150 = -3413339.317133 nChanged 56 SP:Iteration 63Q (6045.910000 sec): 3 clusters Score: Raw -3416690.036708 + Penalty 3327.650150 = -3413362.386558 nChanged 48 SP:Iteration 64Q (6045.980000 sec): 3 clusters Score: Raw -3416707.777364 + Penalty 3327.650150 = -3413380.127214 nChanged 41 SP:Iteration 65Q (6046.040000 sec): 3 clusters Score: Raw -3416722.458624 + Penalty 3327.650150 = -3413394.808474 nChanged 32 SP:Iteration 66Q (6046.100000 sec): 3 clusters Score: Raw -3416738.861454 + Penalty 3327.650150 = -3413411.211304 nChanged 34 SP:Iteration 67Q (6046.170000 sec): 3 clusters Score: Raw -3416754.423975 + Penalty 3327.650150 = -3413426.773825 nChanged 26 SP:Iteration 68Q (6046.230000 sec): 3 clusters Score: Raw -3416762.211572 + Penalty 3327.650150 = -3413434.561422 nChanged 15 SP:Iteration 69Q (6046.300000 sec): 3 clusters Score: Raw -3416766.637175 + Penalty 3327.650150 = -3413438.987025 nChanged 15 SP:Iteration 70Q (6046.360000 sec): 3 clusters Score: Raw -3416770.759126 + Penalty 3327.650150 = -3413443.108976 nChanged 16 SP:Iteration 71Q (6046.420000 sec): 3 clusters Score: Raw -3416775.566459 + Penalty 3327.650150 = -3413447.916309 nChanged 13 SP:Iteration 72Q (6046.490000 sec): 3 clusters Score: Raw -3416780.438807 + Penalty 3327.650150 = -3413452.788657 nChanged 15 SP:Iteration 73Q (6046.550000 sec): 3 clusters Score: Raw -3416786.334125 + Penalty 3327.650150 = -3413458.683975 nChanged 12 SP:Iteration 74Q (6046.620000 sec): 3 clusters Score: Raw -3416789.826736 + Penalty 3327.650150 = -3413462.176586 nChanged 9 SP:Iteration 75Q (6046.680000 sec): 3 clusters Score: Raw -3416792.688354 + Penalty 3327.650150 = -3413465.038204 nChanged 4 SP:Iteration 76Q (6046.740000 sec): 3 clusters Score: Raw -3416794.931719 + Penalty 3327.650150 = -3413467.281569 nChanged 3 SP:Iteration 77Q (6046.810000 sec): 3 clusters Score: Raw -3416796.333033 + Penalty 3327.650150 = -3413468.682883 nChanged 3 SP:Iteration 78Q (6046.880000 sec): 3 clusters Score: Raw -3416797.226748 + Penalty 3327.650150 = -3413469.576598 nChanged 3 SP:Iteration 79Q (6046.940000 sec): 3 clusters Score: Raw -3416798.548187 + Penalty 3327.650150 = -3413470.898037 nChanged 2 SP:Iteration 80F (6047.030000 sec): 3 clusters Score: Raw -3416799.480782 + Penalty 3327.650150 = -3413471.830632 nChanged 4 SP:Iteration 81Q (6047.090000 sec): 3 clusters Score: Raw -3416800.732936 + Penalty 3327.650150 = -3413473.082786 nChanged 4 SP:Iteration 82Q (6047.160000 sec): 3 clusters Score: Raw -3416802.277365 + Penalty 3327.650150 = -3413474.627215 nChanged 6 SP:Iteration 83Q (6047.220000 sec): 3 clusters Score: Raw -3416804.758920 + Penalty 3327.650150 = -3413477.108770 nChanged 7 SP:Iteration 84Q (6047.290000 sec): 3 clusters Score: Raw -3416807.341087 + Penalty 3327.650150 = -3413479.690937 nChanged 5 SP:Iteration 85Q (6047.350000 sec): 3 clusters Score: Raw -3416808.378817 + Penalty 3327.650150 = -3413480.728667 nChanged 4 SP:Iteration 86Q (6047.420000 sec): 3 clusters Score: Raw -3416810.323924 + Penalty 3327.650150 = -3413482.673774 nChanged 6 SP:Iteration 87Q (6047.480000 sec): 3 clusters Score: Raw -3416812.207717 + Penalty 3327.650150 = -3413484.557567 nChanged 5 SP:Iteration 88Q (6047.540000 sec): 3 clusters Score: Raw -3416815.258753 + Penalty 3327.650150 = -3413487.608603 nChanged 7 SP:Iteration 89Q (6047.610000 sec): 3 clusters Score: Raw -3416817.341989 + Penalty 3327.650150 = -3413489.691839 nChanged 9 SP:Iteration 90Q (6047.670000 sec): 3 clusters Score: Raw -3416819.873426 + Penalty 3327.650150 = -3413492.223276 nChanged 6 SP:Iteration 91Q (6047.740000 sec): 3 clusters Score: Raw -3416821.412401 + Penalty 3327.650150 = -3413493.762251 nChanged 4 SP:Iteration 92Q (6047.800000 sec): 3 clusters Score: Raw -3416823.632760 + Penalty 3327.650150 = -3413495.982610 nChanged 5 SP:Iteration 93Q (6047.860000 sec): 3 clusters Score: Raw -3416825.857738 + Penalty 3327.650150 = -3413498.207588 nChanged 5 SP:Iteration 94Q (6047.930000 sec): 3 clusters Score: Raw -3416828.275361 + Penalty 3327.650150 = -3413500.625211 nChanged 3 SP:Iteration 95Q (6047.990000 sec): 3 clusters Score: Raw -3416829.137219 + Penalty 3327.650150 = -3413501.487069 nChanged 0 SP:Iteration 96F (6048.080000 sec): 3 clusters Score: Raw -3416829.137219 + Penalty 3327.650150 = -3413501.487069 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 16 (3971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6048.110000 sec): 2 clusters Score: Raw -462678.324579 + Penalty 1346.600650 = -461331.723929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6048.120000 sec): 3 clusters Score: Raw -460638.278718 + Penalty 2693.201300 = -457945.077418 nChanged 1558 SP:Iteration 1F (6048.130000 sec): 3 clusters Score: Raw -461503.791555 + Penalty 2693.201300 = -458810.590254 nChanged 325 SP:Iteration 2F (6048.140000 sec): 3 clusters Score: Raw -461697.650610 + Penalty 2693.201300 = -459004.449310 nChanged 221 SP:Iteration 3F (6048.160000 sec): 3 clusters Score: Raw -461833.539738 + Penalty 2693.201300 = -459140.338438 nChanged 172 SP:Iteration 4Q (6048.170000 sec): 3 clusters Score: Raw -461968.437424 + Penalty 2693.201300 = -459275.236124 nChanged 166 SP:Iteration 5Q (6048.180000 sec): 3 clusters Score: Raw -462091.799688 + Penalty 2693.201300 = -459398.598388 nChanged 147 SP:Iteration 6Q (6048.200000 sec): 3 clusters Score: Raw -462202.462521 + Penalty 2693.201300 = -459509.261221 nChanged 132 SP:Iteration 7Q (6048.210000 sec): 3 clusters Score: Raw -462289.809484 + Penalty 2693.201300 = -459596.608184 nChanged 122 SP:Iteration 8Q (6048.220000 sec): 3 clusters Score: Raw -462371.349334 + Penalty 2693.201300 = -459678.148034 nChanged 121 SP:Iteration 9Q (6048.230000 sec): 3 clusters Score: Raw -462443.179289 + Penalty 2693.201300 = -459749.977989 nChanged 107 SP:Iteration 10Q (6048.240000 sec): 3 clusters Score: Raw -462509.487924 + Penalty 2693.201300 = -459816.286624 nChanged 105 SP:Iteration 11Q (6048.250000 sec): 3 clusters Score: Raw -462579.499092 + Penalty 2693.201300 = -459886.297792 nChanged 94 SP:Iteration 12Q (6048.260000 sec): 3 clusters Score: Raw -462638.397702 + Penalty 2693.201300 = -459945.196402 nChanged 78 SP:Iteration 13Q (6048.280000 sec): 3 clusters Score: Raw -462686.449017 + Penalty 2693.201300 = -459993.247717 nChanged 71 SP:Iteration 14Q (6048.290000 sec): 3 clusters Score: Raw -462719.622810 + Penalty 2693.201300 = -460026.421510 nChanged 59 SP:Iteration 15Q (6048.300000 sec): 3 clusters Score: Raw -462742.606503 + Penalty 2693.201300 = -460049.405203 nChanged 58 SP:Iteration 16Q (6048.310000 sec): 3 clusters Score: Raw -462767.105927 + Penalty 2693.201300 = -460073.904627 nChanged 49 SP:Iteration 17Q (6048.320000 sec): 3 clusters Score: Raw -462785.271033 + Penalty 2693.201300 = -460092.069733 nChanged 35 SP:Iteration 18Q (6048.330000 sec): 3 clusters Score: Raw -462797.686512 + Penalty 2693.201300 = -460104.485212 nChanged 29 SP:Iteration 19Q (6048.340000 sec): 3 clusters Score: Raw -462806.324634 + Penalty 2693.201300 = -460113.123334 nChanged 19 SP:Iteration 20F (6048.360000 sec): 3 clusters Score: Raw -462814.216247 + Penalty 2693.201300 = -460121.014947 nChanged 17 SP:Iteration 21Q (6048.370000 sec): 3 clusters Score: Raw -462819.006795 + Penalty 2693.201300 = -460125.805495 nChanged 9 SP:Iteration 22Q (6048.380000 sec): 3 clusters Score: Raw -462821.165658 + Penalty 2693.201300 = -460127.964358 nChanged 7 SP:Iteration 23Q (6048.390000 sec): 3 clusters Score: Raw -462823.052502 + Penalty 2693.201300 = -460129.851202 nChanged 11 SP:Iteration 24Q (6048.400000 sec): 3 clusters Score: Raw -462825.845982 + Penalty 2693.201300 = -460132.644681 nChanged 18 SP:Iteration 25Q (6048.410000 sec): 3 clusters Score: Raw -462831.607483 + Penalty 2693.201300 = -460138.406183 nChanged 17 SP:Iteration 26Q (6048.420000 sec): 3 clusters Score: Raw -462838.151013 + Penalty 2693.201300 = -460144.949713 nChanged 19 SP:Iteration 27Q (6048.440000 sec): 3 clusters Score: Raw -462843.581022 + Penalty 2693.201300 = -460150.379722 nChanged 11 SP:Iteration 28Q (6048.450000 sec): 3 clusters Score: Raw -462847.114762 + Penalty 2693.201300 = -460153.913462 nChanged 11 SP:Iteration 29Q (6048.460000 sec): 3 clusters Score: Raw -462850.003721 + Penalty 2693.201300 = -460156.802421 nChanged 17 SP:Iteration 30Q (6048.470000 sec): 3 clusters Score: Raw -462855.332897 + Penalty 2693.201300 = -460162.131597 nChanged 10 SP:Iteration 31Q (6048.480000 sec): 3 clusters Score: Raw -462858.130061 + Penalty 2693.201300 = -460164.928761 nChanged 8 SP:Iteration 32Q (6048.490000 sec): 3 clusters Score: Raw -462861.113938 + Penalty 2693.201300 = -460167.912637 nChanged 12 SP:Iteration 33Q (6048.500000 sec): 3 clusters Score: Raw -462864.592069 + Penalty 2693.201300 = -460171.390768 nChanged 10 SP:Iteration 34Q (6048.520000 sec): 3 clusters Score: Raw -462868.006116 + Penalty 2693.201300 = -460174.804816 nChanged 11 SP:Iteration 35Q (6048.520000 sec): 3 clusters Score: Raw -462872.447256 + Penalty 2693.201300 = -460179.245956 nChanged 17 SP:Iteration 36Q (6048.540000 sec): 3 clusters Score: Raw -462878.323540 + Penalty 2693.201300 = -460185.122240 nChanged 19 SP:Iteration 37Q (6048.550000 sec): 3 clusters Score: Raw -462884.991710 + Penalty 2693.201300 = -460191.790409 nChanged 24 SP:Iteration 38Q (6048.560000 sec): 3 clusters Score: Raw -462892.516735 + Penalty 2693.201300 = -460199.315435 nChanged 25 SP:Iteration 39Q (6048.570000 sec): 3 clusters Score: Raw -462900.144406 + Penalty 2693.201300 = -460206.943106 nChanged 20 SP:Iteration 40F (6048.580000 sec): 3 clusters Score: Raw -462906.252436 + Penalty 2693.201300 = -460213.051136 nChanged 15 SP:Iteration 41Q (6048.600000 sec): 3 clusters Score: Raw -462910.752170 + Penalty 2693.201300 = -460217.550870 nChanged 15 SP:Iteration 42Q (6048.600000 sec): 3 clusters Score: Raw -462916.216457 + Penalty 2693.201300 = -460223.015157 nChanged 16 SP:Iteration 43Q (6048.620000 sec): 3 clusters Score: Raw -462920.676135 + Penalty 2693.201300 = -460227.474835 nChanged 14 SP:Iteration 44Q (6048.630000 sec): 3 clusters Score: Raw -462924.481738 + Penalty 2693.201300 = -460231.280438 nChanged 11 SP:Iteration 45Q (6048.640000 sec): 3 clusters Score: Raw -462926.912902 + Penalty 2693.201300 = -460233.711602 nChanged 12 SP:Iteration 46Q (6048.650000 sec): 3 clusters Score: Raw -462930.339110 + Penalty 2693.201300 = -460237.137810 nChanged 13 SP:Iteration 47Q (6048.660000 sec): 3 clusters Score: Raw -462933.544189 + Penalty 2693.201300 = -460240.342889 nChanged 10 SP:Iteration 48Q (6048.670000 sec): 3 clusters Score: Raw -462936.566111 + Penalty 2693.201300 = -460243.364811 nChanged 11 SP:Iteration 49Q (6048.680000 sec): 3 clusters Score: Raw -462939.591095 + Penalty 2693.201300 = -460246.389795 nChanged 10 SP:Iteration 50Q (6048.700000 sec): 3 clusters Score: Raw -462942.109525 + Penalty 2693.201300 = -460248.908225 nChanged 9 SP:Iteration 51Q (6048.710000 sec): 3 clusters Score: Raw -462945.069922 + Penalty 2693.201300 = -460251.868622 nChanged 16 SP:Iteration 52Q (6048.720000 sec): 3 clusters Score: Raw -462949.960065 + Penalty 2693.201300 = -460256.758765 nChanged 13 SP:Iteration 53Q (6048.730000 sec): 3 clusters Score: Raw -462954.707321 + Penalty 2693.201300 = -460261.506021 nChanged 13 SP:Iteration 54Q (6048.740000 sec): 3 clusters Score: Raw -462958.007310 + Penalty 2693.201300 = -460264.806010 nChanged 9 SP:Iteration 55Q (6048.750000 sec): 3 clusters Score: Raw -462960.966756 + Penalty 2693.201300 = -460267.765456 nChanged 13 SP:Iteration 56Q (6048.760000 sec): 3 clusters Score: Raw -462964.249720 + Penalty 2693.201300 = -460271.048420 nChanged 11 SP:Iteration 57Q (6048.770000 sec): 3 clusters Score: Raw -462967.418698 + Penalty 2693.201300 = -460274.217398 nChanged 8 SP:Iteration 58Q (6048.780000 sec): 3 clusters Score: Raw -462969.813869 + Penalty 2693.201300 = -460276.612569 nChanged 9 SP:Iteration 59Q (6048.800000 sec): 3 clusters Score: Raw -462971.969861 + Penalty 2693.201300 = -460278.768560 nChanged 11 SP:Iteration 60F (6048.810000 sec): 3 clusters Score: Raw -462975.133762 + Penalty 2693.201300 = -460281.932462 nChanged 13 SP:Iteration 61Q (6048.820000 sec): 3 clusters Score: Raw -462978.794442 + Penalty 2693.201300 = -460285.593142 nChanged 9 SP:Iteration 62Q (6048.830000 sec): 3 clusters Score: Raw -462980.389459 + Penalty 2693.201300 = -460287.188159 nChanged 5 SP:Iteration 63Q (6048.840000 sec): 3 clusters Score: Raw -462981.531831 + Penalty 2693.201300 = -460288.330531 nChanged 4 SP:Iteration 64Q (6048.850000 sec): 3 clusters Score: Raw -462982.891145 + Penalty 2693.201300 = -460289.689845 nChanged 7 SP:Iteration 65Q (6048.860000 sec): 3 clusters Score: Raw -462984.271080 + Penalty 2693.201300 = -460291.069779 nChanged 3 SP:Iteration 66Q (6048.880000 sec): 3 clusters Score: Raw -462985.103331 + Penalty 2693.201300 = -460291.902031 nChanged 4 SP:Iteration 67Q (6048.890000 sec): 3 clusters Score: Raw -462986.221586 + Penalty 2693.201300 = -460293.020286 nChanged 4 SP:Iteration 68Q (6048.900000 sec): 3 clusters Score: Raw -462987.755020 + Penalty 2693.201300 = -460294.553720 nChanged 4 SP:Iteration 69Q (6048.910000 sec): 3 clusters Score: Raw -462989.002358 + Penalty 2693.201300 = -460295.801058 nChanged 6 SP:Iteration 70Q (6048.920000 sec): 3 clusters Score: Raw -462990.320841 + Penalty 2693.201300 = -460297.119541 nChanged 4 SP:Iteration 71Q (6048.930000 sec): 3 clusters Score: Raw -462991.565075 + Penalty 2693.201300 = -460298.363775 nChanged 8 SP:Iteration 72Q (6048.940000 sec): 3 clusters Score: Raw -462994.793004 + Penalty 2693.201300 = -460301.591704 nChanged 10 SP:Iteration 73Q (6048.960000 sec): 3 clusters Score: Raw -462998.118829 + Penalty 2693.201300 = -460304.917529 nChanged 7 SP:Iteration 74Q (6048.970000 sec): 3 clusters Score: Raw -463000.255536 + Penalty 2693.201300 = -460307.054236 nChanged 5 SP:Iteration 75Q (6048.980000 sec): 3 clusters Score: Raw -463001.649456 + Penalty 2693.201300 = -460308.448156 nChanged 2 SP:Iteration 76Q (6048.990000 sec): 3 clusters Score: Raw -463001.985135 + Penalty 2693.201300 = -460308.783835 nChanged 2 SP:Iteration 77Q (6049.000000 sec): 3 clusters Score: Raw -463002.482467 + Penalty 2693.201300 = -460309.281167 nChanged 7 SP:Iteration 78Q (6049.010000 sec): 3 clusters Score: Raw -463004.756409 + Penalty 2693.201300 = -460311.555109 nChanged 9 SP:Iteration 79Q (6049.020000 sec): 3 clusters Score: Raw -463006.693488 + Penalty 2693.201300 = -460313.492188 nChanged 8 SP:Iteration 80F (6049.040000 sec): 3 clusters Score: Raw -463009.086933 + Penalty 2693.201300 = -460315.885633 nChanged 11 SP:Iteration 81Q (6049.040000 sec): 3 clusters Score: Raw -463012.981440 + Penalty 2693.201300 = -460319.780140 nChanged 12 SP:Iteration 82Q (6049.060000 sec): 3 clusters Score: Raw -463016.190989 + Penalty 2693.201300 = -460322.989688 nChanged 13 SP:Iteration 83Q (6049.070000 sec): 3 clusters Score: Raw -463019.299357 + Penalty 2693.201300 = -460326.098057 nChanged 13 SP:Iteration 84Q (6049.080000 sec): 3 clusters Score: Raw -463023.819105 + Penalty 2693.201300 = -460330.617805 nChanged 18 SP:Iteration 85Q (6049.090000 sec): 3 clusters Score: Raw -463031.083488 + Penalty 2693.201300 = -460337.882188 nChanged 15 SP:Iteration 86Q (6049.100000 sec): 3 clusters Score: Raw -463036.534688 + Penalty 2693.201300 = -460343.333388 nChanged 14 SP:Iteration 87Q (6049.110000 sec): 3 clusters Score: Raw -463041.559912 + Penalty 2693.201300 = -460348.358612 nChanged 14 SP:Iteration 88Q (6049.120000 sec): 3 clusters Score: Raw -463046.696756 + Penalty 2693.201300 = -460353.495456 nChanged 11 SP:Iteration 89Q (6049.140000 sec): 3 clusters Score: Raw -463050.359653 + Penalty 2693.201300 = -460357.158353 nChanged 16 SP:Iteration 90Q (6049.150000 sec): 3 clusters Score: Raw -463055.498641 + Penalty 2693.201300 = -460362.297341 nChanged 17 SP:Iteration 91Q (6049.160000 sec): 3 clusters Score: Raw -463061.410099 + Penalty 2693.201300 = -460368.208799 nChanged 17 SP:Iteration 92Q (6049.170000 sec): 3 clusters Score: Raw -463066.919528 + Penalty 2693.201300 = -460373.718228 nChanged 12 SP:Iteration 93Q (6049.180000 sec): 3 clusters Score: Raw -463070.945635 + Penalty 2693.201300 = -460377.744335 nChanged 15 SP:Iteration 94Q (6049.200000 sec): 3 clusters Score: Raw -463076.689124 + Penalty 2693.201300 = -460383.487824 nChanged 13 SP:Iteration 95Q (6049.200000 sec): 3 clusters Score: Raw -463082.839285 + Penalty 2693.201300 = -460389.637985 nChanged 12 SP:Iteration 96Q (6049.220000 sec): 3 clusters Score: Raw -463086.647798 + Penalty 2693.201300 = -460393.446498 nChanged 10 SP:Iteration 97Q (6049.230000 sec): 3 clusters Score: Raw -463089.474009 + Penalty 2693.201300 = -460396.272709 nChanged 12 SP:Iteration 98Q (6049.240000 sec): 3 clusters Score: Raw -463093.715018 + Penalty 2693.201300 = -460400.513718 nChanged 11 SP:Iteration 99Q (6049.250000 sec): 3 clusters Score: Raw -463098.319077 + Penalty 2693.201300 = -460405.117777 nChanged 11 SP:Iteration 100F (6049.260000 sec): 3 clusters Score: Raw -463100.743927 + Penalty 2693.201300 = -460407.542627 nChanged 6 SP:Iteration 101Q (6049.280000 sec): 3 clusters Score: Raw -463101.650733 + Penalty 2693.201300 = -460408.449433 nChanged 2 SP:Iteration 102Q (6049.290000 sec): 3 clusters Score: Raw -463101.919372 + Penalty 2693.201300 = -460408.718072 nChanged 0 SP:Iteration 103F (6049.300000 sec): 3 clusters Score: Raw -463101.919372 + Penalty 2693.201300 = -460408.718072 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 17 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6049.310000 sec): 2 clusters Score: Raw -162540.683986 + Penalty 1180.745927 = -161359.938060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6049.310000 sec): 3 clusters Score: Raw -162010.500518 + Penalty 2361.491853 = -159649.008665 nChanged 448 SP:Iteration 1F (6049.320000 sec): 3 clusters Score: Raw -162336.338310 + Penalty 2361.491853 = -159974.846457 nChanged 99 SP:Iteration 2F (6049.320000 sec): 3 clusters Score: Raw -162434.916916 + Penalty 2361.491853 = -160073.425063 nChanged 69 SP:Iteration 3Q (6049.330000 sec): 3 clusters Score: Raw -162499.765532 + Penalty 2361.491853 = -160138.273679 nChanged 48 SP:Iteration 4Q (6049.330000 sec): 3 clusters Score: Raw -162541.238719 + Penalty 2361.491853 = -160179.746865 nChanged 43 SP:Iteration 5Q (6049.340000 sec): 3 clusters Score: Raw -162572.750212 + Penalty 2361.491853 = -160211.258359 nChanged 31 SP:Iteration 6Q (6049.340000 sec): 3 clusters Score: Raw -162600.855452 + Penalty 2361.491853 = -160239.363598 nChanged 23 SP:Iteration 7Q (6049.340000 sec): 3 clusters Score: Raw -162619.492143 + Penalty 2361.491853 = -160258.000290 nChanged 25 SP:Iteration 8Q (6049.350000 sec): 3 clusters Score: Raw -162640.507874 + Penalty 2361.491853 = -160279.016020 nChanged 18 SP:Iteration 9Q (6049.350000 sec): 3 clusters Score: Raw -162653.355956 + Penalty 2361.491853 = -160291.864103 nChanged 22 SP:Iteration 10Q (6049.360000 sec): 3 clusters Score: Raw -162671.754674 + Penalty 2361.491853 = -160310.262820 nChanged 31 SP:Iteration 11Q (6049.360000 sec): 3 clusters Score: Raw -162698.121935 + Penalty 2361.491853 = -160336.630082 nChanged 27 SP:Iteration 12Q (6049.360000 sec): 3 clusters Score: Raw -162714.409282 + Penalty 2361.491853 = -160352.917428 nChanged 21 SP:Iteration 13Q (6049.370000 sec): 3 clusters Score: Raw -162728.026515 + Penalty 2361.491853 = -160366.534662 nChanged 19 SP:Iteration 14Q (6049.370000 sec): 3 clusters Score: Raw -162745.199176 + Penalty 2361.491853 = -160383.707323 nChanged 14 SP:Iteration 15Q (6049.380000 sec): 3 clusters Score: Raw -162755.461359 + Penalty 2361.491853 = -160393.969506 nChanged 21 SP:Iteration 16Q (6049.380000 sec): 3 clusters Score: Raw -162775.817503 + Penalty 2361.491853 = -160414.325650 nChanged 28 SP:Iteration 17Q (6049.380000 sec): 3 clusters Score: Raw -162801.344833 + Penalty 2361.491853 = -160439.852980 nChanged 22 SP:Iteration 18Q (6049.390000 sec): 3 clusters Score: Raw -162824.817468 + Penalty 2361.491853 = -160463.325614 nChanged 24 SP:Iteration 19Q (6049.390000 sec): 3 clusters Score: Raw -162847.153915 + Penalty 2361.491853 = -160485.662062 nChanged 14 SP:Iteration 20F (6049.400000 sec): 3 clusters Score: Raw -162860.680819 + Penalty 2361.491853 = -160499.188966 nChanged 14 SP:Iteration 21Q (6049.400000 sec): 3 clusters Score: Raw -162872.823819 + Penalty 2361.491853 = -160511.331966 nChanged 12 SP:Iteration 22Q (6049.410000 sec): 3 clusters Score: Raw -162887.245396 + Penalty 2361.491853 = -160525.753542 nChanged 18 SP:Iteration 23Q (6049.410000 sec): 3 clusters Score: Raw -162904.024208 + Penalty 2361.491853 = -160542.532355 nChanged 11 SP:Iteration 24Q (6049.420000 sec): 3 clusters Score: Raw -162917.121308 + Penalty 2361.491853 = -160555.629455 nChanged 8 SP:Iteration 25Q (6049.420000 sec): 3 clusters Score: Raw -162921.763011 + Penalty 2361.491853 = -160560.271158 nChanged 3 SP:Iteration 26Q (6049.420000 sec): 3 clusters Score: Raw -162924.265535 + Penalty 2361.491853 = -160562.773681 nChanged 1 SP:Iteration 27Q (6049.430000 sec): 3 clusters Score: Raw -162924.698105 + Penalty 2361.491853 = -160563.206251 nChanged 0 SP:Iteration 28F (6049.430000 sec): 3 clusters Score: Raw -162924.698105 + Penalty 2361.491853 = -160563.206251 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 18 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6049.440000 sec): 2 clusters Score: Raw -72316.846975 + Penalty 1053.504945 = -71263.342031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6049.440000 sec): 3 clusters Score: Raw -72190.464844 + Penalty 2107.009889 = -70083.454955 nChanged 162 SP:Iteration 1F (6049.440000 sec): 3 clusters Score: Raw -72400.926020 + Penalty 2107.009889 = -70293.916131 nChanged 48 SP:Iteration 2F (6049.440000 sec): 3 clusters Score: Raw -72543.971700 + Penalty 2107.009889 = -70436.961811 nChanged 42 SP:Iteration 3F (6049.450000 sec): 3 clusters Score: Raw -72714.042283 + Penalty 2107.009889 = -70607.032394 nChanged 40 SP:Iteration 4F (6049.450000 sec): 3 clusters Score: Raw -72798.911235 + Penalty 2107.009889 = -70691.901346 nChanged 25 SP:Iteration 5Q (6049.450000 sec): 3 clusters Score: Raw -72848.094797 + Penalty 2107.009889 = -70741.084908 nChanged 21 SP:Iteration 6Q (6049.450000 sec): 3 clusters Score: Raw -72902.117172 + Penalty 2107.009889 = -70795.107283 nChanged 20 SP:Iteration 7Q (6049.450000 sec): 3 clusters Score: Raw -72939.324652 + Penalty 2107.009889 = -70832.314762 nChanged 12 SP:Iteration 8Q (6049.460000 sec): 3 clusters Score: Raw -72958.125066 + Penalty 2107.009889 = -70851.115177 nChanged 6 SP:Iteration 9Q (6049.460000 sec): 3 clusters Score: Raw -72965.653745 + Penalty 2107.009889 = -70858.643855 nChanged 4 SP:Iteration 10Q (6049.460000 sec): 3 clusters Score: Raw -72971.452922 + Penalty 2107.009889 = -70864.443033 nChanged 2 SP:Iteration 11Q (6049.460000 sec): 3 clusters Score: Raw -72973.123281 + Penalty 2107.009889 = -70866.113391 nChanged 0 SP:Iteration 12F (6049.460000 sec): 3 clusters Score: Raw -72973.123281 + Penalty 2107.009889 = -70866.113391 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (145147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6049.970000 sec): 2 clusters Score: Raw -17045223.538059 + Penalty 1931.394124 = -17043292.143935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6050.460000 sec): 3 clusters Score: Raw -16949678.940863 + Penalty 3862.788248 = -16945816.152616 nChanged 69908 SP:Iteration 1F (6050.940000 sec): 3 clusters Score: Raw -16990395.939094 + Penalty 3862.788248 = -16986533.150846 nChanged 3487 SP:Iteration 2Q (6051.460000 sec): 3 clusters Score: Raw -16991028.582308 + Penalty 3862.788248 = -16987165.794061 nChanged 4027 SP:Iteration 3Q (6051.980000 sec): 3 clusters Score: Raw -16991981.656277 + Penalty 3862.788248 = -16988118.868029 nChanged 5309 SP:Iteration 4Q (6052.470000 sec): 3 clusters Score: Raw -16993749.524720 + Penalty 3862.788248 = -16989886.736472 nChanged 7504 SP:Iteration 5F (6052.960000 sec): 3 clusters Score: Raw -16997314.757016 + Penalty 3862.788248 = -16993451.968768 nChanged 10451 SP:Iteration 6F (6053.450000 sec): 3 clusters Score: Raw -17004275.725497 + Penalty 3862.788248 = -17000412.937249 nChanged 13278 SP:Iteration 7F (6053.940000 sec): 3 clusters Score: Raw -17015807.425898 + Penalty 3862.788248 = -17011944.637650 nChanged 13715 SP:Iteration 8F (6054.420000 sec): 3 clusters Score: Raw -17029917.245438 + Penalty 3862.788248 = -17026054.457191 nChanged 9673 SP:Iteration 9F (6054.920000 sec): 3 clusters Score: Raw -17040284.869790 + Penalty 3862.788248 = -17036422.081542 nChanged 3914 SP:Iteration 10Q (6055.390000 sec): 3 clusters Score: Raw -17044296.766501 + Penalty 3862.788248 = -17040433.978253 nChanged 869 SP:Iteration 11Q (6055.790000 sec): 3 clusters Score: Raw -17045177.546399 + Penalty 3862.788248 = -17041314.758151 nChanged 101 SP:Iteration 12Q (6056.160000 sec): 3 clusters Score: Raw -17045323.578209 + Penalty 3862.788248 = -17041460.789961 nChanged 20 SP:Iteration 13Q (6056.510000 sec): 3 clusters Score: Raw -17045363.210844 + Penalty 3862.788248 = -17041500.422597 nChanged 11 SP:Iteration 14Q (6056.870000 sec): 3 clusters Score: Raw -17045394.655519 + Penalty 3862.788248 = -17041531.867271 nChanged 5 SP:Iteration 15Q (6057.220000 sec): 3 clusters Score: Raw -17045405.120475 + Penalty 3862.788248 = -17041542.332227 nChanged 2 SP:Iteration 16Q (6057.580000 sec): 3 clusters Score: Raw -17045411.301986 + Penalty 3862.788248 = -17041548.513739 nChanged 1 SP:Iteration 17Q (6057.940000 sec): 3 clusters Score: Raw -17045413.572816 + Penalty 3862.788248 = -17041550.784568 nChanged 1 SP:Iteration 18Q (6058.300000 sec): 3 clusters Score: Raw -17045421.708273 + Penalty 3862.788248 = -17041558.920025 nChanged 2 SP:Iteration 19Q (6058.670000 sec): 3 clusters Score: Raw -17045425.020949 + Penalty 3862.788248 = -17041562.232701 nChanged 1 SP:Iteration 20F (6059.160000 sec): 3 clusters Score: Raw -17045427.207038 + Penalty 3862.788248 = -17041564.418790 nChanged 2 SP:Iteration 21Q (6059.520000 sec): 3 clusters Score: Raw -17045435.190224 + Penalty 3862.788248 = -17041572.401977 nChanged 2 SP:Iteration 22Q (6059.880000 sec): 3 clusters Score: Raw -17045440.640565 + Penalty 3862.788248 = -17041577.852317 nChanged 0 SP:Iteration 23F (6060.370000 sec): 3 clusters Score: Raw -17045440.640565 + Penalty 3862.788248 = -17041577.852317 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 20 (29209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6060.520000 sec): 2 clusters Score: Raw -3487412.691309 + Penalty 1670.862726 = -3485741.828583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6060.620000 sec): 3 clusters Score: Raw -3469461.010967 + Penalty 3341.725452 = -3466119.285515 nChanged 13561 SP:Iteration 1F (6060.710000 sec): 3 clusters Score: Raw -3476796.743112 + Penalty 3341.725452 = -3473455.017660 nChanged 1161 SP:Iteration 2Q (6060.800000 sec): 3 clusters Score: Raw -3477104.981589 + Penalty 3341.725452 = -3473763.256137 nChanged 1044 SP:Iteration 3Q (6060.900000 sec): 3 clusters Score: Raw -3477375.802389 + Penalty 3341.725452 = -3474034.076937 nChanged 1017 SP:Iteration 4Q (6061.000000 sec): 3 clusters Score: Raw -3477639.434736 + Penalty 3341.725452 = -3474297.709284 nChanged 987 SP:Iteration 5Q (6061.090000 sec): 3 clusters Score: Raw -3477931.915377 + Penalty 3341.725452 = -3474590.189925 nChanged 1057 SP:Iteration 6Q (6061.190000 sec): 3 clusters Score: Raw -3478300.409154 + Penalty 3341.725452 = -3474958.683702 nChanged 1236 SP:Iteration 7Q (6061.290000 sec): 3 clusters Score: Raw -3478872.884894 + Penalty 3341.725452 = -3475531.159442 nChanged 1549 SP:Iteration 8F (6061.390000 sec): 3 clusters Score: Raw -3479818.093203 + Penalty 3341.725452 = -3476476.367751 nChanged 1966 SP:Iteration 9F (6061.480000 sec): 3 clusters Score: Raw -3481282.888422 + Penalty 3341.725452 = -3477941.162970 nChanged 2051 SP:Iteration 10F (6061.570000 sec): 3 clusters Score: Raw -3483056.826059 + Penalty 3341.725452 = -3479715.100607 nChanged 1826 SP:Iteration 11F (6061.670000 sec): 3 clusters Score: Raw -3484767.228351 + Penalty 3341.725452 = -3481425.502899 nChanged 1316 SP:Iteration 12Q (6061.760000 sec): 3 clusters Score: Raw -3486038.176733 + Penalty 3341.725452 = -3482696.451281 nChanged 769 SP:Iteration 13Q (6061.840000 sec): 3 clusters Score: Raw -3486759.450156 + Penalty 3341.725452 = -3483417.724704 nChanged 415 SP:Iteration 14Q (6061.920000 sec): 3 clusters Score: Raw -3487135.748374 + Penalty 3341.725452 = -3483794.022922 nChanged 194 SP:Iteration 15Q (6061.990000 sec): 3 clusters Score: Raw -3487295.805363 + Penalty 3341.725452 = -3483954.079911 nChanged 109 SP:Iteration 16Q (6062.060000 sec): 3 clusters Score: Raw -3487396.603905 + Penalty 3341.725452 = -3484054.878453 nChanged 60 SP:Iteration 17Q (6062.130000 sec): 3 clusters Score: Raw -3487457.571457 + Penalty 3341.725452 = -3484115.846005 nChanged 43 SP:Iteration 18Q (6062.190000 sec): 3 clusters Score: Raw -3487506.042530 + Penalty 3341.725452 = -3484164.317078 nChanged 27 SP:Iteration 19Q (6062.260000 sec): 3 clusters Score: Raw -3487530.139726 + Penalty 3341.725452 = -3484188.414274 nChanged 17 SP:Iteration 20F (6062.350000 sec): 3 clusters Score: Raw -3487546.633131 + Penalty 3341.725452 = -3484204.907679 nChanged 6 SP:Iteration 21Q (6062.420000 sec): 3 clusters Score: Raw -3487552.087816 + Penalty 3341.725452 = -3484210.362364 nChanged 2 SP:Iteration 22Q (6062.490000 sec): 3 clusters Score: Raw -3487553.852625 + Penalty 3341.725452 = -3484212.127173 nChanged 1 SP:Iteration 23Q (6062.550000 sec): 3 clusters Score: Raw -3487555.189057 + Penalty 3341.725452 = -3484213.463605 nChanged 2 SP:Iteration 24Q (6062.620000 sec): 3 clusters Score: Raw -3487557.747331 + Penalty 3341.725452 = -3484216.021879 nChanged 3 SP:Iteration 25Q (6062.680000 sec): 3 clusters Score: Raw -3487562.646435 + Penalty 3341.725452 = -3484220.920983 nChanged 3 SP:Iteration 26Q (6062.750000 sec): 3 clusters Score: Raw -3487565.916498 + Penalty 3341.725452 = -3484224.191046 nChanged 3 SP:Iteration 27Q (6062.810000 sec): 3 clusters Score: Raw -3487567.662187 + Penalty 3341.725452 = -3484225.936735 nChanged 0 SP:Iteration 28F (6062.900000 sec): 3 clusters Score: Raw -3487567.662187 + Penalty 3341.725452 = -3484225.936735 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 21 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6062.930000 sec): 2 clusters Score: Raw -152021.271556 + Penalty 1170.915716 = -150850.355840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6062.930000 sec): 3 clusters Score: Raw -151536.043853 + Penalty 2341.831432 = -149194.212421 nChanged 407 SP:Iteration 1F (6062.940000 sec): 3 clusters Score: Raw -151875.512994 + Penalty 2341.831432 = -149533.681562 nChanged 119 SP:Iteration 2F (6062.940000 sec): 3 clusters Score: Raw -151996.811573 + Penalty 2341.831432 = -149654.980140 nChanged 60 SP:Iteration 3Q (6062.940000 sec): 3 clusters Score: Raw -152049.205320 + Penalty 2341.831432 = -149707.373888 nChanged 39 SP:Iteration 4Q (6062.950000 sec): 3 clusters Score: Raw -152082.372224 + Penalty 2341.831432 = -149740.540791 nChanged 24 SP:Iteration 5Q (6062.950000 sec): 3 clusters Score: Raw -152098.615778 + Penalty 2341.831432 = -149756.784346 nChanged 15 SP:Iteration 6Q (6062.960000 sec): 3 clusters Score: Raw -152112.568799 + Penalty 2341.831432 = -149770.737367 nChanged 17 SP:Iteration 7Q (6062.960000 sec): 3 clusters Score: Raw -152129.020383 + Penalty 2341.831432 = -149787.188951 nChanged 19 SP:Iteration 8Q (6062.960000 sec): 3 clusters Score: Raw -152143.834932 + Penalty 2341.831432 = -149802.003500 nChanged 15 SP:Iteration 9Q (6062.970000 sec): 3 clusters Score: Raw -152156.620546 + Penalty 2341.831432 = -149814.789113 nChanged 15 SP:Iteration 10Q (6062.970000 sec): 3 clusters Score: Raw -152167.332392 + Penalty 2341.831432 = -149825.500960 nChanged 10 SP:Iteration 11Q (6062.980000 sec): 3 clusters Score: Raw -152173.060771 + Penalty 2341.831432 = -149831.229338 nChanged 7 SP:Iteration 12Q (6062.980000 sec): 3 clusters Score: Raw -152176.893840 + Penalty 2341.831432 = -149835.062407 nChanged 4 SP:Iteration 13Q (6062.980000 sec): 3 clusters Score: Raw -152180.210194 + Penalty 2341.831432 = -149838.378762 nChanged 4 SP:Iteration 14Q (6062.990000 sec): 3 clusters Score: Raw -152183.089207 + Penalty 2341.831432 = -149841.257775 nChanged 3 SP:Iteration 15Q (6062.990000 sec): 3 clusters Score: Raw -152185.958973 + Penalty 2341.831432 = -149844.127541 nChanged 10 SP:Iteration 16Q (6063.000000 sec): 3 clusters Score: Raw -152191.744369 + Penalty 2341.831432 = -149849.912937 nChanged 6 SP:Iteration 17Q (6063.000000 sec): 3 clusters Score: Raw -152195.313507 + Penalty 2341.831432 = -149853.482075 nChanged 6 SP:Iteration 18Q (6063.000000 sec): 3 clusters Score: Raw -152200.705528 + Penalty 2341.831432 = -149858.874096 nChanged 10 SP:Iteration 19Q (6063.010000 sec): 3 clusters Score: Raw -152207.141447 + Penalty 2341.831432 = -149865.310015 nChanged 9 SP:Iteration 20F (6063.010000 sec): 3 clusters Score: Raw -152211.686779 + Penalty 2341.831432 = -149869.855347 nChanged 5 SP:Iteration 21Q (6063.020000 sec): 3 clusters Score: Raw -152213.865386 + Penalty 2341.831432 = -149872.033953 nChanged 2 SP:Iteration 22Q (6063.020000 sec): 3 clusters Score: Raw -152214.415459 + Penalty 2341.831432 = -149872.584027 nChanged 0 SP:Iteration 23F (6063.020000 sec): 3 clusters Score: Raw -152214.415459 + Penalty 2341.831432 = -149872.584027 nChanged 0 Iteration 179Q (6073.600000 sec): 23 clusters Score: Raw -167705504.387021 + Penalty 50651.211521 = -167654853.175500 nChanged 91 Iteration 180F (6110.220000 sec): 23 clusters Score: Raw -167705649.264427 + Penalty 50651.211521 = -167654998.052906 nChanged 111 Iteration 181Q (6120.760000 sec): 23 clusters Score: Raw -167705765.424798 + Penalty 50651.211521 = -167655114.213277 nChanged 89 Iteration 182Q (6131.320000 sec): 23 clusters Score: Raw -167705824.671061 + Penalty 50651.211521 = -167655173.459540 nChanged 69 Iteration 183Q (6141.880000 sec): 23 clusters Score: Raw -167705854.592840 + Penalty 50651.211521 = -167655203.381319 nChanged 61 Iteration 184Q (6152.460000 sec): 23 clusters Score: Raw -167705862.006238 + Penalty 50651.211521 = -167655210.794718 nChanged 63 Iteration 185Q (6163.010000 sec): 23 clusters Score: Raw -167705869.939858 + Penalty 50651.211521 = -167655218.728337 nChanged 51 Iteration 186Q (6173.580000 sec): 23 clusters Score: Raw -167705873.468076 + Penalty 50651.211521 = -167655222.256555 nChanged 63 Iteration 187Q (6184.100000 sec): 23 clusters Score: Raw -167705877.436038 + Penalty 50651.211521 = -167655226.224517 nChanged 65 Iteration 188Q (6194.640000 sec): 23 clusters Score: Raw -167705893.311860 + Penalty 50651.211521 = -167655242.100339 nChanged 67 Iteration 189Q (6205.180000 sec): 23 clusters Score: Raw -167705899.251024 + Penalty 50651.211521 = -167655248.039503 nChanged 61 Iteration 190Q (6215.710000 sec): 23 clusters Score: Raw -167705902.643293 + Penalty 50651.211521 = -167655251.431772 nChanged 62 Iteration 191Q (6226.240000 sec): 23 clusters Score: Raw -167705904.196363 + Penalty 50651.211521 = -167655252.984842 nChanged 65 Iteration 192Q (6236.790000 sec): 23 clusters Score: Raw -167705905.804774 + Penalty 50651.211521 = -167655254.593254 nChanged 56 Iteration 193Q (6247.230000 sec): 23 clusters Score: Raw -167705906.785602 + Penalty 50651.211521 = -167655255.574081 nChanged 53 Iteration 194Q (6257.340000 sec): 23 clusters Score: Raw -167705907.815956 + Penalty 50651.211521 = -167655256.604435 nChanged 43 Iteration 195Q (6267.500000 sec): 23 clusters Score: Raw -167705908.772769 + Penalty 50651.211521 = -167655257.561248 nChanged 48 Iteration 196Q (6277.660000 sec): 23 clusters Score: Raw -167705909.840533 + Penalty 50651.211521 = -167655258.629012 nChanged 47 Iteration 197Q (6287.870000 sec): 23 clusters Score: Raw -167705911.167468 + Penalty 50651.211521 = -167655259.955947 nChanged 44 Iteration 198Q (6298.010000 sec): 23 clusters Score: Raw -167705912.028713 + Penalty 50651.211521 = -167655260.817192 nChanged 38 Iteration 199Q (6308.150000 sec): 23 clusters Score: Raw -167705912.861703 + Penalty 50651.211521 = -167655261.650183 nChanged 46 Iteration 200F (6343.340000 sec): 23 clusters Score: Raw -167705913.802176 + Penalty 50651.211521 = -167655262.590655 nChanged 45 Iteration 201Q (6353.500000 sec): 23 clusters Score: Raw -167705914.989975 + Penalty 50651.211521 = -167655263.778455 nChanged 33 Iteration 202Q (6363.620000 sec): 23 clusters Score: Raw -167705915.558928 + Penalty 50651.211521 = -167655264.347407 nChanged 29 Iteration 203Q (6373.750000 sec): 23 clusters Score: Raw -167705916.241256 + Penalty 50651.211521 = -167655265.029735 nChanged 26 Iteration 204Q (6383.930000 sec): 23 clusters Score: Raw -167705916.797882 + Penalty 50651.211521 = -167655265.586361 nChanged 22 Iteration 205Q (6394.190000 sec): 23 clusters Score: Raw -167705917.346372 + Penalty 50651.211521 = -167655266.134851 nChanged 28 Iteration 206Q (6404.400000 sec): 23 clusters Score: Raw -167705917.785547 + Penalty 50651.211521 = -167655266.574026 nChanged 22 Iteration 207Q (6414.600000 sec): 23 clusters Score: Raw -167705918.192813 + Penalty 50651.211521 = -167655266.981292 nChanged 15 Iteration 208Q (6425.210000 sec): 23 clusters Score: Raw -167705918.715637 + Penalty 50651.211521 = -167655267.504116 nChanged 15 Iteration 209Q (6435.790000 sec): 23 clusters Score: Raw -167705919.183115 + Penalty 50651.211521 = -167655267.971594 nChanged 12 Iteration 210Q (6446.380000 sec): 23 clusters Score: Raw -167705919.541403 + Penalty 50651.211521 = -167655268.329882 nChanged 13 Iteration 211Q (6456.990000 sec): 23 clusters Score: Raw -167705919.802892 + Penalty 50651.211521 = -167655268.591371 nChanged 15 Iteration 212Q (6467.600000 sec): 23 clusters Score: Raw -167705920.149707 + Penalty 50651.211521 = -167655268.938186 nChanged 10 Iteration 213Q (6478.190000 sec): 23 clusters Score: Raw -167705920.241471 + Penalty 50651.211521 = -167655269.029950 nChanged 11 Iteration 214Q (6488.820000 sec): 23 clusters Score: Raw -167705920.372418 + Penalty 50651.211521 = -167655269.160897 nChanged 13 Iteration 215Q (6499.440000 sec): 23 clusters Score: Raw -167705920.476597 + Penalty 50651.211521 = -167655269.265076 nChanged 12 Iteration 216Q (6510.030000 sec): 23 clusters Score: Raw -167705920.758331 + Penalty 50651.211521 = -167655269.546810 nChanged 14 Iteration 217Q (6520.640000 sec): 23 clusters Score: Raw -167705920.896219 + Penalty 50651.211521 = -167655269.684698 nChanged 11 Iteration 218Q (6531.260000 sec): 23 clusters Score: Raw -167705921.130201 + Penalty 50651.211521 = -167655269.918680 nChanged 6 Writing temp clu file Because OldScore, -167655269.684698, is greater than current (better) Score,-167655269.918680 Compute initial score before splitting: Score: Raw -167705921.130201 + Penalty 50651.211521 = -167655269.918680 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 1 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6531.520000 sec): 2 clusters Score: Raw -31486.915126 + Penalty 897.886103 = -30589.029024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.520000 sec): 3 clusters Score: Raw -31733.474353 + Penalty 1795.772205 = -29937.702148 nChanged 59 SP:Iteration 1F (6531.520000 sec): 3 clusters Score: Raw -31923.913471 + Penalty 1795.772205 = -30128.141266 nChanged 14 SP:Iteration 2F (6531.520000 sec): 3 clusters Score: Raw -31959.984126 + Penalty 1795.772205 = -30164.211921 nChanged 4 SP:Iteration 3Q (6531.520000 sec): 3 clusters Score: Raw -31965.449001 + Penalty 1795.772205 = -30169.676796 nChanged 2 SP:Iteration 4Q (6531.520000 sec): 3 clusters Score: Raw -31968.058633 + Penalty 1795.772205 = -30172.286428 nChanged 1 SP:Iteration 5Q (6531.530000 sec): 3 clusters Score: Raw -31968.919021 + Penalty 1795.772205 = -30173.146816 nChanged 1 SP:Iteration 6Q (6531.530000 sec): 3 clusters Score: Raw -31970.042634 + Penalty 1795.772205 = -30174.270429 nChanged 0 SP:Iteration 7F (6531.530000 sec): 3 clusters Score: Raw -31970.042634 + Penalty 1795.772205 = -30174.270429 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1148908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6535.430000 sec): 2 clusters Score: Raw -136519895.587058 + Penalty 2267.577404 = -136517628.009654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6539.330000 sec): 3 clusters Score: Raw -135738120.771034 + Penalty 4535.154807 = -135733585.616227 nChanged 567776 SP:Iteration 1F (6543.190000 sec): 3 clusters Score: Raw -136086641.509803 + Penalty 4535.154807 = -136082106.354996 nChanged 29091 SP:Iteration 2Q (6547.120000 sec): 3 clusters Score: Raw -136093592.983138 + Penalty 4535.154807 = -136089057.828330 nChanged 36999 SP:Iteration 3Q (6550.990000 sec): 3 clusters Score: Raw -136105504.025132 + Penalty 4535.154807 = -136100968.870325 nChanged 48217 SP:Iteration 4Q (6554.800000 sec): 3 clusters Score: Raw -136126801.527438 + Penalty 4535.154807 = -136122266.372631 nChanged 62167 SP:Iteration 5F (6558.460000 sec): 3 clusters Score: Raw -136163374.381821 + Penalty 4535.154807 = -136158839.227014 nChanged 74411 SP:Iteration 6F (6562.330000 sec): 3 clusters Score: Raw -136218187.815410 + Penalty 4535.154807 = -136213652.660603 nChanged 78336 SP:Iteration 7F (6566.150000 sec): 3 clusters Score: Raw -136284599.298868 + Penalty 4535.154807 = -136280064.144061 nChanged 69564 SP:Iteration 8F (6569.990000 sec): 3 clusters Score: Raw -136345999.405411 + Penalty 4535.154807 = -136341464.250603 nChanged 53015 SP:Iteration 9Q (6573.740000 sec): 3 clusters Score: Raw -136389179.849271 + Penalty 4535.154807 = -136384644.694464 nChanged 37438 SP:Iteration 10Q (6577.280000 sec): 3 clusters Score: Raw -136415260.859912 + Penalty 4535.154807 = -136410725.705105 nChanged 28220 SP:Iteration 11Q (6580.650000 sec): 3 clusters Score: Raw -136433430.102889 + Penalty 4535.154807 = -136428894.948082 nChanged 24284 SP:Iteration 12Q (6583.840000 sec): 3 clusters Score: Raw -136449012.549430 + Penalty 4535.154807 = -136444477.394622 nChanged 21686 SP:Iteration 13Q (6587.020000 sec): 3 clusters Score: Raw -136463344.438066 + Penalty 4535.154807 = -136458809.283258 nChanged 18708 SP:Iteration 14Q (6590.130000 sec): 3 clusters Score: Raw -136476294.111253 + Penalty 4535.154807 = -136471758.956446 nChanged 15737 SP:Iteration 15Q (6593.190000 sec): 3 clusters Score: Raw -136487664.297759 + Penalty 4535.154807 = -136483129.142952 nChanged 12684 SP:Iteration 16Q (6596.140000 sec): 3 clusters Score: Raw -136497070.542255 + Penalty 4535.154807 = -136492535.387447 nChanged 9729 SP:Iteration 17Q (6599.050000 sec): 3 clusters Score: Raw -136504435.286150 + Penalty 4535.154807 = -136499900.131343 nChanged 7395 SP:Iteration 18Q (6601.640000 sec): 3 clusters Score: Raw -136510173.538362 + Penalty 4535.154807 = -136505638.383555 nChanged 5301 SP:Iteration 19Q (6604.160000 sec): 3 clusters Score: Raw -136514297.071250 + Penalty 4535.154807 = -136509761.916442 nChanged 3498 SP:Iteration 20F (6607.660000 sec): 3 clusters Score: Raw -136516867.308627 + Penalty 4535.154807 = -136512332.153820 nChanged 2003 SP:Iteration 21Q (6610.100000 sec): 3 clusters Score: Raw -136518209.566453 + Penalty 4535.154807 = -136513674.411645 nChanged 1203 SP:Iteration 22Q (6612.540000 sec): 3 clusters Score: Raw -136518962.307261 + Penalty 4535.154807 = -136514427.152454 nChanged 710 SP:Iteration 23Q (6614.990000 sec): 3 clusters Score: Raw -136519370.522342 + Penalty 4535.154807 = -136514835.367535 nChanged 470 SP:Iteration 24Q (6617.430000 sec): 3 clusters Score: Raw -136519624.741906 + Penalty 4535.154807 = -136515089.587099 nChanged 314 SP:Iteration 25Q (6619.870000 sec): 3 clusters Score: Raw -136519795.622354 + Penalty 4535.154807 = -136515260.467546 nChanged 224 SP:Iteration 26Q (6622.300000 sec): 3 clusters Score: Raw -136519908.052355 + Penalty 4535.154807 = -136515372.897548 nChanged 145 SP:Iteration 27Q (6624.730000 sec): 3 clusters Score: Raw -136519981.264116 + Penalty 4535.154807 = -136515446.109309 nChanged 110 SP:Iteration 28Q (6627.160000 sec): 3 clusters Score: Raw -136520031.352341 + Penalty 4535.154807 = -136515496.197534 nChanged 82 SP:Iteration 29Q (6629.580000 sec): 3 clusters Score: Raw -136520067.387845 + Penalty 4535.154807 = -136515532.233037 nChanged 56 SP:Iteration 30Q (6632.010000 sec): 3 clusters Score: Raw -136520091.433902 + Penalty 4535.154807 = -136515556.279094 nChanged 44 SP:Iteration 31Q (6634.440000 sec): 3 clusters Score: Raw -136520107.300972 + Penalty 4535.154807 = -136515572.146165 nChanged 37 SP:Iteration 32Q (6636.870000 sec): 3 clusters Score: Raw -136520121.843679 + Penalty 4535.154807 = -136515586.688871 nChanged 35 SP:Iteration 33Q (6639.300000 sec): 3 clusters Score: Raw -136520134.872989 + Penalty 4535.154807 = -136515599.718182 nChanged 23 SP:Iteration 34Q (6641.730000 sec): 3 clusters Score: Raw -136520145.553451 + Penalty 4535.154807 = -136515610.398644 nChanged 20 SP:Iteration 35Q (6644.170000 sec): 3 clusters Score: Raw -136520153.967555 + Penalty 4535.154807 = -136515618.812748 nChanged 16 SP:Iteration 36Q (6646.590000 sec): 3 clusters Score: Raw -136520159.588991 + Penalty 4535.154807 = -136515624.434183 nChanged 16 SP:Iteration 37Q (6649.020000 sec): 3 clusters Score: Raw -136520166.701454 + Penalty 4535.154807 = -136515631.546647 nChanged 12 SP:Iteration 38Q (6651.440000 sec): 3 clusters Score: Raw -136520171.550838 + Penalty 4535.154807 = -136515636.396031 nChanged 8 SP:Iteration 39Q (6653.870000 sec): 3 clusters Score: Raw -136520174.110026 + Penalty 4535.154807 = -136515638.955219 nChanged 2 SP:Iteration 40F (6657.360000 sec): 3 clusters Score: Raw -136520174.738107 + Penalty 4535.154807 = -136515639.583300 nChanged 4 SP:Iteration 41Q (6659.760000 sec): 3 clusters Score: Raw -136520175.970805 + Penalty 4535.154807 = -136515640.815997 nChanged 7 SP:Iteration 42Q (6662.240000 sec): 3 clusters Score: Raw -136520179.180514 + Penalty 4535.154807 = -136515644.025707 nChanged 8 SP:Iteration 43Q (6664.710000 sec): 3 clusters Score: Raw -136520183.251970 + Penalty 4535.154807 = -136515648.097163 nChanged 8 SP:Iteration 44Q (6667.110000 sec): 3 clusters Score: Raw -136520188.279164 + Penalty 4535.154807 = -136515653.124356 nChanged 12 SP:Iteration 45Q (6669.520000 sec): 3 clusters Score: Raw -136520195.411780 + Penalty 4535.154807 = -136515660.256972 nChanged 15 SP:Iteration 46Q (6671.930000 sec): 3 clusters Score: Raw -136520200.650340 + Penalty 4535.154807 = -136515665.495533 nChanged 8 SP:Iteration 47Q (6674.340000 sec): 3 clusters Score: Raw -136520203.521160 + Penalty 4535.154807 = -136515668.366352 nChanged 6 SP:Iteration 48Q (6676.750000 sec): 3 clusters Score: Raw -136520205.327310 + Penalty 4535.154807 = -136515670.172502 nChanged 7 SP:Iteration 49Q (6679.160000 sec): 3 clusters Score: Raw -136520208.096378 + Penalty 4535.154807 = -136515672.941571 nChanged 9 SP:Iteration 50Q (6681.570000 sec): 3 clusters Score: Raw -136520211.448296 + Penalty 4535.154807 = -136515676.293489 nChanged 6 SP:Iteration 51Q (6683.960000 sec): 3 clusters Score: Raw -136520213.111235 + Penalty 4535.154807 = -136515677.956428 nChanged 2 SP:Iteration 52Q (6686.360000 sec): 3 clusters Score: Raw -136520213.607851 + Penalty 4535.154807 = -136515678.453044 nChanged 1 SP:Iteration 53Q (6688.770000 sec): 3 clusters Score: Raw -136520213.687899 + Penalty 4535.154807 = -136515678.533091 nChanged 0 SP:Iteration 54F (6692.190000 sec): 3 clusters Score: Raw -136520213.687899 + Penalty 4535.154807 = -136515678.533091 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.620000 sec): 2 clusters Score: Raw -26346.274722 + Penalty 910.344308 = -25435.930414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.620000 sec): 3 clusters Score: Raw -26533.021725 + Penalty 1820.688617 = -24712.333108 nChanged 58 SP:Iteration 1F (6692.620000 sec): 3 clusters Score: Raw -26757.245619 + Penalty 1820.688617 = -24936.557003 nChanged 20 SP:Iteration 2F (6692.620000 sec): 3 clusters Score: Raw -26824.281397 + Penalty 1820.688617 = -25003.592780 nChanged 14 SP:Iteration 3F (6692.620000 sec): 3 clusters Score: Raw -26917.260187 + Penalty 1820.688617 = -25096.571570 nChanged 8 SP:Iteration 4Q (6692.620000 sec): 3 clusters Score: Raw -26991.072227 + Penalty 1820.688617 = -25170.383610 nChanged 5 SP:Iteration 5Q (6692.620000 sec): 3 clusters Score: Raw -27031.082927 + Penalty 1820.688617 = -25210.394310 nChanged 9 SP:Iteration 6Q (6692.620000 sec): 3 clusters Score: Raw -27086.939702 + Penalty 1820.688617 = -25266.251085 nChanged 5 SP:Iteration 7Q (6692.620000 sec): 3 clusters Score: Raw -27140.860108 + Penalty 1820.688617 = -25320.171491 nChanged 7 SP:Iteration 8Q (6692.620000 sec): 3 clusters Score: Raw -27175.835512 + Penalty 1820.688617 = -25355.146895 nChanged 2 SP:Iteration 9Q (6692.620000 sec): 3 clusters Score: Raw -27206.512865 + Penalty 1820.688617 = -25385.824248 nChanged 1 SP:Iteration 10Q (6692.620000 sec): 3 clusters Score: Raw -27219.673532 + Penalty 1820.688617 = -25398.984915 nChanged 2 SP:Iteration 11Q (6692.620000 sec): 3 clusters Score: Raw -27253.210690 + Penalty 1820.688617 = -25432.522073 nChanged 0 SP:Iteration 12F (6692.620000 sec): 3 clusters Score: Raw -27253.210690 + Penalty 1820.688617 = -25432.522073 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.650000 sec): 2 clusters Score: Raw -913679.887506 + Penalty 1448.801383 = -912231.086123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.670000 sec): 3 clusters Score: Raw -909597.403580 + Penalty 2897.602766 = -906699.800814 nChanged 3169 SP:Iteration 1F (6692.690000 sec): 3 clusters Score: Raw -911240.230876 + Penalty 2897.602766 = -908342.628110 nChanged 492 SP:Iteration 2F (6692.710000 sec): 3 clusters Score: Raw -911511.490469 + Penalty 2897.602766 = -908613.887703 nChanged 443 SP:Iteration 3F (6692.730000 sec): 3 clusters Score: Raw -911746.179310 + Penalty 2897.602766 = -908848.576543 nChanged 398 SP:Iteration 4F (6692.750000 sec): 3 clusters Score: Raw -911977.695787 + Penalty 2897.602766 = -909080.093020 nChanged 437 SP:Iteration 5F (6692.770000 sec): 3 clusters Score: Raw -912282.324268 + Penalty 2897.602766 = -909384.721502 nChanged 460 SP:Iteration 6F (6692.800000 sec): 3 clusters Score: Raw -912633.149679 + Penalty 2897.602766 = -909735.546912 nChanged 468 SP:Iteration 7F (6692.820000 sec): 3 clusters Score: Raw -913012.957964 + Penalty 2897.602766 = -910115.355198 nChanged 408 SP:Iteration 8F (6692.840000 sec): 3 clusters Score: Raw -913342.976127 + Penalty 2897.602766 = -910445.373361 nChanged 303 SP:Iteration 9Q (6692.860000 sec): 3 clusters Score: Raw -913571.021127 + Penalty 2897.602766 = -910673.418361 nChanged 216 SP:Iteration 10Q (6692.880000 sec): 3 clusters Score: Raw -913733.833771 + Penalty 2897.602766 = -910836.231005 nChanged 164 SP:Iteration 11Q (6692.900000 sec): 3 clusters Score: Raw -913868.787709 + Penalty 2897.602766 = -910971.184943 nChanged 95 SP:Iteration 12Q (6692.920000 sec): 3 clusters Score: Raw -913932.918845 + Penalty 2897.602766 = -911035.316079 nChanged 61 SP:Iteration 13Q (6692.940000 sec): 3 clusters Score: Raw -913975.033057 + Penalty 2897.602766 = -911077.430291 nChanged 40 SP:Iteration 14Q (6692.960000 sec): 3 clusters Score: Raw -914005.140221 + Penalty 2897.602766 = -911107.537455 nChanged 29 SP:Iteration 15Q (6692.980000 sec): 3 clusters Score: Raw -914027.700827 + Penalty 2897.602766 = -911130.098061 nChanged 25 SP:Iteration 16Q (6693.000000 sec): 3 clusters Score: Raw -914044.987797 + Penalty 2897.602766 = -911147.385031 nChanged 24 SP:Iteration 17Q (6693.020000 sec): 3 clusters Score: Raw -914061.500472 + Penalty 2897.602766 = -911163.897706 nChanged 21 SP:Iteration 18Q (6693.030000 sec): 3 clusters Score: Raw -914072.251132 + Penalty 2897.602766 = -911174.648366 nChanged 19 SP:Iteration 19Q (6693.050000 sec): 3 clusters Score: Raw -914081.745758 + Penalty 2897.602766 = -911184.142992 nChanged 11 SP:Iteration 20F (6693.070000 sec): 3 clusters Score: Raw -914086.459026 + Penalty 2897.602766 = -911188.856260 nChanged 4 SP:Iteration 21Q (6693.090000 sec): 3 clusters Score: Raw -914089.030500 + Penalty 2897.602766 = -911191.427734 nChanged 6 SP:Iteration 22Q (6693.110000 sec): 3 clusters Score: Raw -914091.803606 + Penalty 2897.602766 = -911194.200839 nChanged 2 SP:Iteration 23Q (6693.130000 sec): 3 clusters Score: Raw -914092.500204 + Penalty 2897.602766 = -911194.897438 nChanged 2 SP:Iteration 24Q (6693.150000 sec): 3 clusters Score: Raw -914093.643957 + Penalty 2897.602766 = -911196.041191 nChanged 1 SP:Iteration 25Q (6693.160000 sec): 3 clusters Score: Raw -914094.047543 + Penalty 2897.602766 = -911196.444777 nChanged 1 SP:Iteration 26Q (6693.180000 sec): 3 clusters Score: Raw -914094.385800 + Penalty 2897.602766 = -911196.783033 nChanged 1 SP:Iteration 27Q (6693.200000 sec): 3 clusters Score: Raw -914095.033821 + Penalty 2897.602766 = -911197.431055 nChanged 0 SP:Iteration 28F (6693.220000 sec): 3 clusters Score: Raw -914095.033821 + Penalty 2897.602766 = -911197.431055 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.230000 sec): 2 clusters Score: Raw -64706.701435 + Penalty 1032.302277 = -63674.399159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.230000 sec): 3 clusters Score: Raw -64557.240593 + Penalty 2064.604554 = -62492.636040 nChanged 143 SP:Iteration 1F (6693.230000 sec): 3 clusters Score: Raw -64750.791570 + Penalty 2064.604554 = -62686.187017 nChanged 37 SP:Iteration 2F (6693.230000 sec): 3 clusters Score: Raw -64825.528690 + Penalty 2064.604554 = -62760.924137 nChanged 29 SP:Iteration 3F (6693.230000 sec): 3 clusters Score: Raw -64871.167927 + Penalty 2064.604554 = -62806.563373 nChanged 14 SP:Iteration 4Q (6693.230000 sec): 3 clusters Score: Raw -64908.708930 + Penalty 2064.604554 = -62844.104377 nChanged 17 SP:Iteration 5Q (6693.240000 sec): 3 clusters Score: Raw -64944.205621 + Penalty 2064.604554 = -62879.601067 nChanged 12 SP:Iteration 6Q (6693.240000 sec): 3 clusters Score: Raw -64981.850926 + Penalty 2064.604554 = -62917.246372 nChanged 13 SP:Iteration 7Q (6693.240000 sec): 3 clusters Score: Raw -65045.354423 + Penalty 2064.604554 = -62980.749870 nChanged 11 SP:Iteration 8Q (6693.240000 sec): 3 clusters Score: Raw -65141.968704 + Penalty 2064.604554 = -63077.364150 nChanged 17 SP:Iteration 9Q (6693.240000 sec): 3 clusters Score: Raw -65185.503067 + Penalty 2064.604554 = -63120.898513 nChanged 13 SP:Iteration 10Q (6693.250000 sec): 3 clusters Score: Raw -65206.788601 + Penalty 2064.604554 = -63142.184048 nChanged 7 SP:Iteration 11Q (6693.250000 sec): 3 clusters Score: Raw -65217.744469 + Penalty 2064.604554 = -63153.139915 nChanged 3 SP:Iteration 12Q (6693.250000 sec): 3 clusters Score: Raw -65225.044449 + Penalty 2064.604554 = -63160.439896 nChanged 7 SP:Iteration 13Q (6693.250000 sec): 3 clusters Score: Raw -65233.723429 + Penalty 2064.604554 = -63169.118876 nChanged 4 SP:Iteration 14Q (6693.250000 sec): 3 clusters Score: Raw -65240.013767 + Penalty 2064.604554 = -63175.409214 nChanged 4 SP:Iteration 15Q (6693.250000 sec): 3 clusters Score: Raw -65245.631193 + Penalty 2064.604554 = -63181.026640 nChanged 2 SP:Iteration 16Q (6693.250000 sec): 3 clusters Score: Raw -65247.886433 + Penalty 2064.604554 = -63183.281879 nChanged 2 SP:Iteration 17Q (6693.250000 sec): 3 clusters Score: Raw -65251.797887 + Penalty 2064.604554 = -63187.193333 nChanged 2 SP:Iteration 18Q (6693.260000 sec): 3 clusters Score: Raw -65254.443684 + Penalty 2064.604554 = -63189.839130 nChanged 1 SP:Iteration 19Q (6693.260000 sec): 3 clusters Score: Raw -65256.768804 + Penalty 2064.604554 = -63192.164250 nChanged 0 SP:Iteration 20F (6693.260000 sec): 3 clusters Score: Raw -65256.768804 + Penalty 2064.604554 = -63192.164250 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 6 (27054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6693.340000 sec): 2 clusters Score: Raw -3146086.895840 + Penalty 1658.408399 = -3144428.487441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.420000 sec): 3 clusters Score: Raw -3129528.840375 + Penalty 3316.816798 = -3126212.023577 nChanged 12327 SP:Iteration 1F (6693.500000 sec): 3 clusters Score: Raw -3136402.472480 + Penalty 3316.816798 = -3133085.655682 nChanged 1208 SP:Iteration 2Q (6693.580000 sec): 3 clusters Score: Raw -3136817.549804 + Penalty 3316.816798 = -3133500.733006 nChanged 1272 SP:Iteration 3Q (6693.660000 sec): 3 clusters Score: Raw -3137347.967121 + Penalty 3316.816798 = -3134031.150323 nChanged 1423 SP:Iteration 4F (6693.740000 sec): 3 clusters Score: Raw -3138100.061023 + Penalty 3316.816798 = -3134783.244225 nChanged 1662 SP:Iteration 5F (6693.810000 sec): 3 clusters Score: Raw -3139228.331799 + Penalty 3316.816798 = -3135911.515001 nChanged 1856 SP:Iteration 6F (6693.890000 sec): 3 clusters Score: Raw -3140779.601239 + Penalty 3316.816798 = -3137462.784441 nChanged 1809 SP:Iteration 7F (6693.970000 sec): 3 clusters Score: Raw -3142586.739483 + Penalty 3316.816798 = -3139269.922685 nChanged 1468 SP:Iteration 8F (6694.050000 sec): 3 clusters Score: Raw -3144151.766338 + Penalty 3316.816798 = -3140834.949540 nChanged 1113 SP:Iteration 9Q (6694.120000 sec): 3 clusters Score: Raw -3145393.039612 + Penalty 3316.816798 = -3142076.222814 nChanged 777 SP:Iteration 10Q (6694.190000 sec): 3 clusters Score: Raw -3146101.291000 + Penalty 3316.816798 = -3142784.474202 nChanged 501 SP:Iteration 11Q (6694.260000 sec): 3 clusters Score: Raw -3146443.853340 + Penalty 3316.816798 = -3143127.036542 nChanged 356 SP:Iteration 12Q (6694.320000 sec): 3 clusters Score: Raw -3146624.838343 + Penalty 3316.816798 = -3143308.021545 nChanged 243 SP:Iteration 13Q (6694.390000 sec): 3 clusters Score: Raw -3146719.346199 + Penalty 3316.816798 = -3143402.529401 nChanged 188 SP:Iteration 14Q (6694.460000 sec): 3 clusters Score: Raw -3146779.178326 + Penalty 3316.816798 = -3143462.361528 nChanged 137 SP:Iteration 15Q (6694.520000 sec): 3 clusters Score: Raw -3146806.578660 + Penalty 3316.816798 = -3143489.761862 nChanged 89 SP:Iteration 16Q (6694.580000 sec): 3 clusters Score: Raw -3146823.886675 + Penalty 3316.816798 = -3143507.069877 nChanged 87 SP:Iteration 17Q (6694.650000 sec): 3 clusters Score: Raw -3146837.142653 + Penalty 3316.816798 = -3143520.325855 nChanged 49 SP:Iteration 18Q (6694.710000 sec): 3 clusters Score: Raw -3146842.064638 + Penalty 3316.816798 = -3143525.247840 nChanged 31 SP:Iteration 19Q (6694.770000 sec): 3 clusters Score: Raw -3146844.980337 + Penalty 3316.816798 = -3143528.163539 nChanged 22 SP:Iteration 20F (6694.850000 sec): 3 clusters Score: Raw -3146847.364722 + Penalty 3316.816798 = -3143530.547924 nChanged 27 SP:Iteration 21Q (6694.920000 sec): 3 clusters Score: Raw -3146850.386273 + Penalty 3316.816798 = -3143533.569475 nChanged 24 SP:Iteration 22Q (6694.980000 sec): 3 clusters Score: Raw -3146852.843294 + Penalty 3316.816798 = -3143536.026496 nChanged 22 SP:Iteration 23Q (6695.050000 sec): 3 clusters Score: Raw -3146855.469361 + Penalty 3316.816798 = -3143538.652563 nChanged 26 SP:Iteration 24Q (6695.110000 sec): 3 clusters Score: Raw -3146857.539903 + Penalty 3316.816798 = -3143540.723105 nChanged 17 SP:Iteration 25Q (6695.170000 sec): 3 clusters Score: Raw -3146858.861104 + Penalty 3316.816798 = -3143542.044306 nChanged 11 SP:Iteration 26Q (6695.240000 sec): 3 clusters Score: Raw -3146859.705123 + Penalty 3316.816798 = -3143542.888325 nChanged 9 SP:Iteration 27Q (6695.300000 sec): 3 clusters Score: Raw -3146860.292463 + Penalty 3316.816798 = -3143543.475665 nChanged 8 SP:Iteration 28Q (6695.370000 sec): 3 clusters Score: Raw -3146860.927341 + Penalty 3316.816798 = -3143544.110543 nChanged 5 SP:Iteration 29Q (6695.430000 sec): 3 clusters Score: Raw -3146861.367409 + Penalty 3316.816798 = -3143544.550611 nChanged 8 SP:Iteration 30Q (6695.490000 sec): 3 clusters Score: Raw -3146862.147094 + Penalty 3316.816798 = -3143545.330296 nChanged 13 SP:Iteration 31Q (6695.560000 sec): 3 clusters Score: Raw -3146863.421325 + Penalty 3316.816798 = -3143546.604527 nChanged 10 SP:Iteration 32Q (6695.620000 sec): 3 clusters Score: Raw -3146864.398915 + Penalty 3316.816798 = -3143547.582117 nChanged 9 SP:Iteration 33Q (6695.680000 sec): 3 clusters Score: Raw -3146864.950917 + Penalty 3316.816798 = -3143548.134119 nChanged 8 SP:Iteration 34Q (6695.750000 sec): 3 clusters Score: Raw -3146865.476914 + Penalty 3316.816798 = -3143548.660116 nChanged 6 SP:Iteration 35Q (6695.810000 sec): 3 clusters Score: Raw -3146865.808117 + Penalty 3316.816798 = -3143548.991319 nChanged 6 SP:Iteration 36Q (6695.870000 sec): 3 clusters Score: Raw -3146866.240833 + Penalty 3316.816798 = -3143549.424035 nChanged 2 SP:Iteration 37Q (6695.940000 sec): 3 clusters Score: Raw -3146866.369193 + Penalty 3316.816798 = -3143549.552395 nChanged 2 SP:Iteration 38Q (6696.000000 sec): 3 clusters Score: Raw -3146866.462924 + Penalty 3316.816798 = -3143549.646126 nChanged 1 SP:Iteration 39Q (6696.070000 sec): 3 clusters Score: Raw -3146866.496595 + Penalty 3316.816798 = -3143549.679797 nChanged 2 SP:Iteration 40F (6696.140000 sec): 3 clusters Score: Raw -3146866.610179 + Penalty 3316.816798 = -3143549.793381 nChanged 1 SP:Iteration 41Q (6696.210000 sec): 3 clusters Score: Raw -3146866.679765 + Penalty 3316.816798 = -3143549.862967 nChanged 0 SP:Iteration 42F (6696.280000 sec): 3 clusters Score: Raw -3146866.679765 + Penalty 3316.816798 = -3143549.862967 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.300000 sec): 2 clusters Score: Raw -226866.724107 + Penalty 1235.471325 = -225631.252782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.310000 sec): 3 clusters Score: Raw -226016.373785 + Penalty 2470.942650 = -223545.431135 nChanged 713 SP:Iteration 1F (6696.310000 sec): 3 clusters Score: Raw -226529.875742 + Penalty 2470.942650 = -224058.933091 nChanged 183 SP:Iteration 2F (6696.320000 sec): 3 clusters Score: Raw -226701.461187 + Penalty 2470.942650 = -224230.518537 nChanged 136 SP:Iteration 3F (6696.330000 sec): 3 clusters Score: Raw -226857.239637 + Penalty 2470.942650 = -224386.296987 nChanged 121 SP:Iteration 4F (6696.330000 sec): 3 clusters Score: Raw -227024.380818 + Penalty 2470.942650 = -224553.438168 nChanged 115 SP:Iteration 5F (6696.340000 sec): 3 clusters Score: Raw -227169.715007 + Penalty 2470.942650 = -224698.772357 nChanged 95 SP:Iteration 6Q (6696.340000 sec): 3 clusters Score: Raw -227271.903862 + Penalty 2470.942650 = -224800.961211 nChanged 72 SP:Iteration 7Q (6696.350000 sec): 3 clusters Score: Raw -227335.977664 + Penalty 2470.942650 = -224865.035013 nChanged 53 SP:Iteration 8Q (6696.350000 sec): 3 clusters Score: Raw -227374.854096 + Penalty 2470.942650 = -224903.911446 nChanged 28 SP:Iteration 9Q (6696.360000 sec): 3 clusters Score: Raw -227393.111881 + Penalty 2470.942650 = -224922.169231 nChanged 18 SP:Iteration 10Q (6696.370000 sec): 3 clusters Score: Raw -227404.507112 + Penalty 2470.942650 = -224933.564462 nChanged 17 SP:Iteration 11Q (6696.370000 sec): 3 clusters Score: Raw -227414.370230 + Penalty 2470.942650 = -224943.427580 nChanged 11 SP:Iteration 12Q (6696.370000 sec): 3 clusters Score: Raw -227420.693079 + Penalty 2470.942650 = -224949.750429 nChanged 11 SP:Iteration 13Q (6696.380000 sec): 3 clusters Score: Raw -227428.563209 + Penalty 2470.942650 = -224957.620559 nChanged 8 SP:Iteration 14Q (6696.390000 sec): 3 clusters Score: Raw -227433.312932 + Penalty 2470.942650 = -224962.370282 nChanged 3 SP:Iteration 15Q (6696.390000 sec): 3 clusters Score: Raw -227434.901202 + Penalty 2470.942650 = -224963.958552 nChanged 1 SP:Iteration 16Q (6696.400000 sec): 3 clusters Score: Raw -227435.376912 + Penalty 2470.942650 = -224964.434261 nChanged 0 SP:Iteration 17F (6696.400000 sec): 3 clusters Score: Raw -227435.376912 + Penalty 2470.942650 = -224964.434261 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 8 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.410000 sec): 2 clusters Score: Raw -72294.156059 + Penalty 1049.734474 = -71244.421585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.410000 sec): 3 clusters Score: Raw -72198.806317 + Penalty 2099.468948 = -70099.337369 nChanged 164 SP:Iteration 1F (6696.410000 sec): 3 clusters Score: Raw -72412.185450 + Penalty 2099.468948 = -70312.716503 nChanged 49 SP:Iteration 2F (6696.410000 sec): 3 clusters Score: Raw -72517.002622 + Penalty 2099.468948 = -70417.533675 nChanged 43 SP:Iteration 3F (6696.420000 sec): 3 clusters Score: Raw -72600.779167 + Penalty 2099.468948 = -70501.310219 nChanged 33 SP:Iteration 4F (6696.420000 sec): 3 clusters Score: Raw -72698.452693 + Penalty 2099.468948 = -70598.983745 nChanged 36 SP:Iteration 5F (6696.420000 sec): 3 clusters Score: Raw -72801.303623 + Penalty 2099.468948 = -70701.834675 nChanged 27 SP:Iteration 6Q (6696.420000 sec): 3 clusters Score: Raw -72874.078917 + Penalty 2099.468948 = -70774.609969 nChanged 25 SP:Iteration 7Q (6696.420000 sec): 3 clusters Score: Raw -72935.165040 + Penalty 2099.468948 = -70835.696092 nChanged 14 SP:Iteration 8Q (6696.430000 sec): 3 clusters Score: Raw -72964.435259 + Penalty 2099.468948 = -70864.966311 nChanged 10 SP:Iteration 9Q (6696.430000 sec): 3 clusters Score: Raw -72991.086638 + Penalty 2099.468948 = -70891.617690 nChanged 7 SP:Iteration 10Q (6696.430000 sec): 3 clusters Score: Raw -73006.596928 + Penalty 2099.468948 = -70907.127980 nChanged 7 SP:Iteration 11Q (6696.430000 sec): 3 clusters Score: Raw -73021.559697 + Penalty 2099.468948 = -70922.090749 nChanged 4 SP:Iteration 12Q (6696.430000 sec): 3 clusters Score: Raw -73028.640021 + Penalty 2099.468948 = -70929.171074 nChanged 2 SP:Iteration 13Q (6696.430000 sec): 3 clusters Score: Raw -73032.536666 + Penalty 2099.468948 = -70933.067718 nChanged 3 SP:Iteration 14Q (6696.430000 sec): 3 clusters Score: Raw -73039.815983 + Penalty 2099.468948 = -70940.347036 nChanged 1 SP:Iteration 15Q (6696.440000 sec): 3 clusters Score: Raw -73042.170269 + Penalty 2099.468948 = -70942.701322 nChanged 1 SP:Iteration 16Q (6696.440000 sec): 3 clusters Score: Raw -73045.536641 + Penalty 2099.468948 = -70946.067693 nChanged 1 SP:Iteration 17Q (6696.440000 sec): 3 clusters Score: Raw -73046.917519 + Penalty 2099.468948 = -70947.448572 nChanged 1 SP:Iteration 18Q (6696.440000 sec): 3 clusters Score: Raw -73049.161400 + Penalty 2099.468948 = -70949.692452 nChanged 2 SP:Iteration 19Q (6696.440000 sec): 3 clusters Score: Raw -73053.436823 + Penalty 2099.468948 = -70953.967875 nChanged 0 SP:Iteration 20F (6696.450000 sec): 3 clusters Score: Raw -73053.436823 + Penalty 2099.468948 = -70953.967875 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (8816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6696.480000 sec): 2 clusters Score: Raw -1045428.363269 + Penalty 1476.202574 = -1043952.160695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.510000 sec): 3 clusters Score: Raw -1040453.707828 + Penalty 2952.405148 = -1037501.302680 nChanged 3781 SP:Iteration 1F (6696.530000 sec): 3 clusters Score: Raw -1042446.428879 + Penalty 2952.405148 = -1039494.023731 nChanged 499 SP:Iteration 2F (6696.560000 sec): 3 clusters Score: Raw -1042662.380888 + Penalty 2952.405148 = -1039709.975741 nChanged 425 SP:Iteration 3Q (6696.580000 sec): 3 clusters Score: Raw -1042833.967903 + Penalty 2952.405148 = -1039881.562755 nChanged 359 SP:Iteration 4Q (6696.610000 sec): 3 clusters Score: Raw -1042967.465893 + Penalty 2952.405148 = -1040015.060746 nChanged 318 SP:Iteration 5Q (6696.630000 sec): 3 clusters Score: Raw -1043087.902065 + Penalty 2952.405148 = -1040135.496917 nChanged 304 SP:Iteration 6Q (6696.660000 sec): 3 clusters Score: Raw -1043206.352798 + Penalty 2952.405148 = -1040253.947651 nChanged 288 SP:Iteration 7Q (6696.680000 sec): 3 clusters Score: Raw -1043324.461023 + Penalty 2952.405148 = -1040372.055875 nChanged 290 SP:Iteration 8Q (6696.710000 sec): 3 clusters Score: Raw -1043459.774715 + Penalty 2952.405148 = -1040507.369568 nChanged 344 SP:Iteration 9Q (6696.730000 sec): 3 clusters Score: Raw -1043638.876059 + Penalty 2952.405148 = -1040686.470911 nChanged 365 SP:Iteration 10Q (6696.760000 sec): 3 clusters Score: Raw -1043865.258897 + Penalty 2952.405148 = -1040912.853749 nChanged 412 SP:Iteration 11Q (6696.790000 sec): 3 clusters Score: Raw -1044160.955552 + Penalty 2952.405148 = -1041208.550405 nChanged 400 SP:Iteration 12Q (6696.810000 sec): 3 clusters Score: Raw -1044460.665480 + Penalty 2952.405148 = -1041508.260333 nChanged 390 SP:Iteration 13Q (6696.840000 sec): 3 clusters Score: Raw -1044776.734447 + Penalty 2952.405148 = -1041824.329300 nChanged 323 SP:Iteration 14Q (6696.860000 sec): 3 clusters Score: Raw -1045059.379576 + Penalty 2952.405148 = -1042106.974428 nChanged 237 SP:Iteration 15Q (6696.890000 sec): 3 clusters Score: Raw -1045279.486589 + Penalty 2952.405148 = -1042327.081441 nChanged 152 SP:Iteration 16Q (6696.910000 sec): 3 clusters Score: Raw -1045426.279773 + Penalty 2952.405148 = -1042473.874625 nChanged 89 SP:Iteration 17Q (6696.930000 sec): 3 clusters Score: Raw -1045511.854725 + Penalty 2952.405148 = -1042559.449577 nChanged 64 SP:Iteration 18Q (6696.950000 sec): 3 clusters Score: Raw -1045567.785862 + Penalty 2952.405148 = -1042615.380714 nChanged 40 SP:Iteration 19Q (6696.970000 sec): 3 clusters Score: Raw -1045604.549294 + Penalty 2952.405148 = -1042652.144147 nChanged 28 SP:Iteration 20F (6696.990000 sec): 3 clusters Score: Raw -1045629.029469 + Penalty 2952.405148 = -1042676.624321 nChanged 19 SP:Iteration 21Q (6697.010000 sec): 3 clusters Score: Raw -1045647.658620 + Penalty 2952.405148 = -1042695.253473 nChanged 10 SP:Iteration 22Q (6697.030000 sec): 3 clusters Score: Raw -1045657.793380 + Penalty 2952.405148 = -1042705.388233 nChanged 5 SP:Iteration 23Q (6697.050000 sec): 3 clusters Score: Raw -1045662.826931 + Penalty 2952.405148 = -1042710.421783 nChanged 7 SP:Iteration 24Q (6697.070000 sec): 3 clusters Score: Raw -1045668.276436 + Penalty 2952.405148 = -1042715.871289 nChanged 1 SP:Iteration 25Q (6697.090000 sec): 3 clusters Score: Raw -1045669.283841 + Penalty 2952.405148 = -1042716.878693 nChanged 0 SP:Iteration 26F (6697.110000 sec): 3 clusters Score: Raw -1045669.283841 + Penalty 2952.405148 = -1042716.878693 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6697.120000 sec): 2 clusters Score: Raw -75804.015283 + Penalty 1060.793162 = -74743.222121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6697.130000 sec): 3 clusters Score: Raw -75704.768117 + Penalty 2121.586323 = -73583.181794 nChanged 191 SP:Iteration 1F (6697.130000 sec): 3 clusters Score: Raw -76057.500467 + Penalty 2121.586323 = -73935.914144 nChanged 96 SP:Iteration 2F (6697.130000 sec): 3 clusters Score: Raw -76298.698222 + Penalty 2121.586323 = -74177.111899 nChanged 61 SP:Iteration 3F (6697.130000 sec): 3 clusters Score: Raw -76432.336637 + Penalty 2121.586323 = -74310.750314 nChanged 27 SP:Iteration 4Q (6697.140000 sec): 3 clusters Score: Raw -76486.005649 + Penalty 2121.586323 = -74364.419326 nChanged 19 SP:Iteration 5Q (6697.140000 sec): 3 clusters Score: Raw -76530.878422 + Penalty 2121.586323 = -74409.292099 nChanged 7 SP:Iteration 6Q (6697.140000 sec): 3 clusters Score: Raw -76545.967458 + Penalty 2121.586323 = -74424.381135 nChanged 5 SP:Iteration 7Q (6697.140000 sec): 3 clusters Score: Raw -76562.286327 + Penalty 2121.586323 = -74440.700004 nChanged 2 SP:Iteration 8Q (6697.140000 sec): 3 clusters Score: Raw -76565.365302 + Penalty 2121.586323 = -74443.778978 nChanged 0 SP:Iteration 9F (6697.140000 sec): 3 clusters Score: Raw -76565.365302 + Penalty 2121.586323 = -74443.778978 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6697.170000 sec): 2 clusters Score: Raw -1072713.600645 + Penalty 1474.888575 = -1071238.712070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6697.200000 sec): 3 clusters Score: Raw -1067834.074346 + Penalty 2949.777151 = -1064884.297195 nChanged 3675 SP:Iteration 1F (6697.220000 sec): 3 clusters Score: Raw -1069909.940997 + Penalty 2949.777151 = -1066960.163846 nChanged 588 SP:Iteration 2F (6697.250000 sec): 3 clusters Score: Raw -1070244.687938 + Penalty 2949.777151 = -1067294.910787 nChanged 517 SP:Iteration 3F (6697.270000 sec): 3 clusters Score: Raw -1070529.453645 + Penalty 2949.777151 = -1067579.676494 nChanged 502 SP:Iteration 4F (6697.300000 sec): 3 clusters Score: Raw -1070822.152272 + Penalty 2949.777151 = -1067872.375122 nChanged 465 SP:Iteration 5F (6697.320000 sec): 3 clusters Score: Raw -1071098.195215 + Penalty 2949.777151 = -1068148.418064 nChanged 443 SP:Iteration 6F (6697.350000 sec): 3 clusters Score: Raw -1071379.525518 + Penalty 2949.777151 = -1068429.748367 nChanged 449 SP:Iteration 7F (6697.370000 sec): 3 clusters Score: Raw -1071665.858726 + Penalty 2949.777151 = -1068716.081575 nChanged 417 SP:Iteration 8Q (6697.400000 sec): 3 clusters Score: Raw -1071957.146850 + Penalty 2949.777151 = -1069007.369699 nChanged 356 SP:Iteration 9Q (6697.420000 sec): 3 clusters Score: Raw -1072206.150063 + Penalty 2949.777151 = -1069256.372912 nChanged 274 SP:Iteration 10Q (6697.440000 sec): 3 clusters Score: Raw -1072359.480649 + Penalty 2949.777151 = -1069409.703498 nChanged 175 SP:Iteration 11Q (6697.470000 sec): 3 clusters Score: Raw -1072445.442353 + Penalty 2949.777151 = -1069495.665202 nChanged 156 SP:Iteration 12Q (6697.500000 sec): 3 clusters Score: Raw -1072528.060230 + Penalty 2949.777151 = -1069578.283079 nChanged 123 SP:Iteration 13Q (6697.520000 sec): 3 clusters Score: Raw -1072587.572551 + Penalty 2949.777151 = -1069637.795400 nChanged 95 SP:Iteration 14Q (6697.540000 sec): 3 clusters Score: Raw -1072626.506171 + Penalty 2949.777151 = -1069676.729020 nChanged 70 SP:Iteration 15Q (6697.560000 sec): 3 clusters Score: Raw -1072652.446821 + Penalty 2949.777151 = -1069702.669670 nChanged 61 SP:Iteration 16Q (6697.590000 sec): 3 clusters Score: Raw -1072669.953026 + Penalty 2949.777151 = -1069720.175875 nChanged 46 SP:Iteration 17Q (6697.610000 sec): 3 clusters Score: Raw -1072680.800357 + Penalty 2949.777151 = -1069731.023206 nChanged 38 SP:Iteration 18Q (6697.640000 sec): 3 clusters Score: Raw -1072690.196290 + Penalty 2949.777151 = -1069740.419139 nChanged 44 SP:Iteration 19Q (6697.660000 sec): 3 clusters Score: Raw -1072701.799785 + Penalty 2949.777151 = -1069752.022634 nChanged 55 SP:Iteration 20F (6697.680000 sec): 3 clusters Score: Raw -1072717.523928 + Penalty 2949.777151 = -1069767.746777 nChanged 58 SP:Iteration 21Q (6697.710000 sec): 3 clusters Score: Raw -1072737.471442 + Penalty 2949.777151 = -1069787.694291 nChanged 68 SP:Iteration 22Q (6697.730000 sec): 3 clusters Score: Raw -1072761.828247 + Penalty 2949.777151 = -1069812.051096 nChanged 69 SP:Iteration 23Q (6697.750000 sec): 3 clusters Score: Raw -1072784.947860 + Penalty 2949.777151 = -1069835.170709 nChanged 57 SP:Iteration 24Q (6697.780000 sec): 3 clusters Score: Raw -1072802.333026 + Penalty 2949.777151 = -1069852.555875 nChanged 57 SP:Iteration 25Q (6697.800000 sec): 3 clusters Score: Raw -1072819.947123 + Penalty 2949.777151 = -1069870.169973 nChanged 54 SP:Iteration 26Q (6697.820000 sec): 3 clusters Score: Raw -1072836.077565 + Penalty 2949.777151 = -1069886.300414 nChanged 50 SP:Iteration 27Q (6697.840000 sec): 3 clusters Score: Raw -1072852.025415 + Penalty 2949.777151 = -1069902.248264 nChanged 42 SP:Iteration 28Q (6697.860000 sec): 3 clusters Score: Raw -1072862.710677 + Penalty 2949.777151 = -1069912.933526 nChanged 46 SP:Iteration 29Q (6697.890000 sec): 3 clusters Score: Raw -1072876.463002 + Penalty 2949.777151 = -1069926.685851 nChanged 39 SP:Iteration 30Q (6697.910000 sec): 3 clusters Score: Raw -1072888.362456 + Penalty 2949.777151 = -1069938.585305 nChanged 41 SP:Iteration 31Q (6697.930000 sec): 3 clusters Score: Raw -1072899.418968 + Penalty 2949.777151 = -1069949.641817 nChanged 26 SP:Iteration 32Q (6697.950000 sec): 3 clusters Score: Raw -1072905.979321 + Penalty 2949.777151 = -1069956.202170 nChanged 26 SP:Iteration 33Q (6697.980000 sec): 3 clusters Score: Raw -1072913.889113 + Penalty 2949.777151 = -1069964.111962 nChanged 30 SP:Iteration 34Q (6698.000000 sec): 3 clusters Score: Raw -1072922.892316 + Penalty 2949.777151 = -1069973.115166 nChanged 18 SP:Iteration 35Q (6698.020000 sec): 3 clusters Score: Raw -1072926.474666 + Penalty 2949.777151 = -1069976.697515 nChanged 11 SP:Iteration 36Q (6698.040000 sec): 3 clusters Score: Raw -1072929.909842 + Penalty 2949.777151 = -1069980.132691 nChanged 15 SP:Iteration 37Q (6698.060000 sec): 3 clusters Score: Raw -1072936.245880 + Penalty 2949.777151 = -1069986.468729 nChanged 17 SP:Iteration 38Q (6698.080000 sec): 3 clusters Score: Raw -1072940.870868 + Penalty 2949.777151 = -1069991.093717 nChanged 16 SP:Iteration 39Q (6698.100000 sec): 3 clusters Score: Raw -1072945.087391 + Penalty 2949.777151 = -1069995.310240 nChanged 14 SP:Iteration 40F (6698.130000 sec): 3 clusters Score: Raw -1072949.689638 + Penalty 2949.777151 = -1069999.912487 nChanged 14 SP:Iteration 41Q (6698.150000 sec): 3 clusters Score: Raw -1072952.877724 + Penalty 2949.777151 = -1070003.100574 nChanged 10 SP:Iteration 42Q (6698.170000 sec): 3 clusters Score: Raw -1072955.984867 + Penalty 2949.777151 = -1070006.207716 nChanged 15 SP:Iteration 43Q (6698.190000 sec): 3 clusters Score: Raw -1072959.107560 + Penalty 2949.777151 = -1070009.330409 nChanged 13 SP:Iteration 44Q (6698.210000 sec): 3 clusters Score: Raw -1072961.197705 + Penalty 2949.777151 = -1070011.420554 nChanged 5 SP:Iteration 45Q (6698.240000 sec): 3 clusters Score: Raw -1072962.119237 + Penalty 2949.777151 = -1070012.342086 nChanged 9 SP:Iteration 46Q (6698.260000 sec): 3 clusters Score: Raw -1072964.058259 + Penalty 2949.777151 = -1070014.281108 nChanged 10 SP:Iteration 47Q (6698.280000 sec): 3 clusters Score: Raw -1072966.665791 + Penalty 2949.777151 = -1070016.888640 nChanged 13 SP:Iteration 48Q (6698.300000 sec): 3 clusters Score: Raw -1072970.207431 + Penalty 2949.777151 = -1070020.430280 nChanged 10 SP:Iteration 49Q (6698.320000 sec): 3 clusters Score: Raw -1072971.985592 + Penalty 2949.777151 = -1070022.208441 nChanged 5 SP:Iteration 50Q (6698.340000 sec): 3 clusters Score: Raw -1072972.828548 + Penalty 2949.777151 = -1070023.051397 nChanged 7 SP:Iteration 51Q (6698.360000 sec): 3 clusters Score: Raw -1072974.154963 + Penalty 2949.777151 = -1070024.377812 nChanged 6 SP:Iteration 52Q (6698.380000 sec): 3 clusters Score: Raw -1072975.277320 + Penalty 2949.777151 = -1070025.500170 nChanged 5 SP:Iteration 53Q (6698.400000 sec): 3 clusters Score: Raw -1072976.209135 + Penalty 2949.777151 = -1070026.431984 nChanged 5 SP:Iteration 54Q (6698.420000 sec): 3 clusters Score: Raw -1072977.043644 + Penalty 2949.777151 = -1070027.266493 nChanged 5 SP:Iteration 55Q (6698.440000 sec): 3 clusters Score: Raw -1072978.412780 + Penalty 2949.777151 = -1070028.635629 nChanged 9 SP:Iteration 56Q (6698.470000 sec): 3 clusters Score: Raw -1072981.070896 + Penalty 2949.777151 = -1070031.293745 nChanged 14 SP:Iteration 57Q (6698.490000 sec): 3 clusters Score: Raw -1072985.412823 + Penalty 2949.777151 = -1070035.635672 nChanged 10 SP:Iteration 58Q (6698.510000 sec): 3 clusters Score: Raw -1072989.114645 + Penalty 2949.777151 = -1070039.337494 nChanged 14 SP:Iteration 59Q (6698.530000 sec): 3 clusters Score: Raw -1072994.435088 + Penalty 2949.777151 = -1070044.657937 nChanged 12 SP:Iteration 60F (6698.560000 sec): 3 clusters Score: Raw -1072997.346650 + Penalty 2949.777151 = -1070047.569499 nChanged 12 SP:Iteration 61Q (6698.580000 sec): 3 clusters Score: Raw -1073000.700293 + Penalty 2949.777151 = -1070050.923142 nChanged 9 SP:Iteration 62Q (6698.600000 sec): 3 clusters Score: Raw -1073003.701241 + Penalty 2949.777151 = -1070053.924090 nChanged 15 SP:Iteration 63Q (6698.620000 sec): 3 clusters Score: Raw -1073007.731607 + Penalty 2949.777151 = -1070057.954456 nChanged 19 SP:Iteration 64Q (6698.640000 sec): 3 clusters Score: Raw -1073013.301741 + Penalty 2949.777151 = -1070063.524590 nChanged 17 SP:Iteration 65Q (6698.660000 sec): 3 clusters Score: Raw -1073017.903895 + Penalty 2949.777151 = -1070068.126744 nChanged 13 SP:Iteration 66Q (6698.680000 sec): 3 clusters Score: Raw -1073020.625638 + Penalty 2949.777151 = -1070070.848487 nChanged 7 SP:Iteration 67Q (6698.700000 sec): 3 clusters Score: Raw -1073022.102638 + Penalty 2949.777151 = -1070072.325487 nChanged 8 SP:Iteration 68Q (6698.720000 sec): 3 clusters Score: Raw -1073024.340337 + Penalty 2949.777151 = -1070074.563186 nChanged 7 SP:Iteration 69Q (6698.740000 sec): 3 clusters Score: Raw -1073025.979399 + Penalty 2949.777151 = -1070076.202248 nChanged 5 SP:Iteration 70Q (6698.760000 sec): 3 clusters Score: Raw -1073026.935075 + Penalty 2949.777151 = -1070077.157924 nChanged 5 SP:Iteration 71Q (6698.790000 sec): 3 clusters Score: Raw -1073028.306850 + Penalty 2949.777151 = -1070078.529699 nChanged 6 SP:Iteration 72Q (6698.810000 sec): 3 clusters Score: Raw -1073029.314840 + Penalty 2949.777151 = -1070079.537689 nChanged 2 SP:Iteration 73Q (6698.830000 sec): 3 clusters Score: Raw -1073029.769322 + Penalty 2949.777151 = -1070079.992171 nChanged 4 SP:Iteration 74Q (6698.850000 sec): 3 clusters Score: Raw -1073031.150455 + Penalty 2949.777151 = -1070081.373304 nChanged 3 SP:Iteration 75Q (6698.870000 sec): 3 clusters Score: Raw -1073031.920431 + Penalty 2949.777151 = -1070082.143280 nChanged 5 SP:Iteration 76Q (6698.890000 sec): 3 clusters Score: Raw -1073033.216115 + Penalty 2949.777151 = -1070083.438964 nChanged 5 SP:Iteration 77Q (6698.910000 sec): 3 clusters Score: Raw -1073034.388341 + Penalty 2949.777151 = -1070084.611190 nChanged 6 SP:Iteration 78Q (6698.930000 sec): 3 clusters Score: Raw -1073036.477203 + Penalty 2949.777151 = -1070086.700052 nChanged 9 SP:Iteration 79Q (6698.950000 sec): 3 clusters Score: Raw -1073038.518720 + Penalty 2949.777151 = -1070088.741570 nChanged 5 SP:Iteration 80F (6698.970000 sec): 3 clusters Score: Raw -1073039.218332 + Penalty 2949.777151 = -1070089.441181 nChanged 1 SP:Iteration 81Q (6699.000000 sec): 3 clusters Score: Raw -1073039.512579 + Penalty 2949.777151 = -1070089.735428 nChanged 1 SP:Iteration 82Q (6699.020000 sec): 3 clusters Score: Raw -1073039.758175 + Penalty 2949.777151 = -1070089.981024 nChanged 2 SP:Iteration 83Q (6699.040000 sec): 3 clusters Score: Raw -1073040.379891 + Penalty 2949.777151 = -1070090.602740 nChanged 5 SP:Iteration 84Q (6699.060000 sec): 3 clusters Score: Raw -1073041.835343 + Penalty 2949.777151 = -1070092.058192 nChanged 5 SP:Iteration 85Q (6699.080000 sec): 3 clusters Score: Raw -1073043.608866 + Penalty 2949.777151 = -1070093.831715 nChanged 7 SP:Iteration 86Q (6699.100000 sec): 3 clusters Score: Raw -1073046.283954 + Penalty 2949.777151 = -1070096.506803 nChanged 7 SP:Iteration 87Q (6699.120000 sec): 3 clusters Score: Raw -1073048.608505 + Penalty 2949.777151 = -1070098.831354 nChanged 5 SP:Iteration 88Q (6699.140000 sec): 3 clusters Score: Raw -1073050.181243 + Penalty 2949.777151 = -1070100.404092 nChanged 3 SP:Iteration 89Q (6699.160000 sec): 3 clusters Score: Raw -1073050.999043 + Penalty 2949.777151 = -1070101.221892 nChanged 2 SP:Iteration 90Q (6699.180000 sec): 3 clusters Score: Raw -1073051.462159 + Penalty 2949.777151 = -1070101.685008 nChanged 1 SP:Iteration 91Q (6699.200000 sec): 3 clusters Score: Raw -1073051.616229 + Penalty 2949.777151 = -1070101.839078 nChanged 0 SP:Iteration 92F (6699.220000 sec): 3 clusters Score: Raw -1073051.616229 + Penalty 2949.777151 = -1070101.839078 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 12 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6699.240000 sec): 2 clusters Score: Raw -815742.295159 + Penalty 1443.230677 = -814299.064481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6699.260000 sec): 3 clusters Score: Raw -811801.310088 + Penalty 2886.461354 = -808914.848733 nChanged 3020 SP:Iteration 1F (6699.280000 sec): 3 clusters Score: Raw -813384.876404 + Penalty 2886.461354 = -810498.415050 nChanged 428 SP:Iteration 2F (6699.300000 sec): 3 clusters Score: Raw -813579.299478 + Penalty 2886.461354 = -810692.838124 nChanged 344 SP:Iteration 3Q (6699.320000 sec): 3 clusters Score: Raw -813757.164136 + Penalty 2886.461354 = -810870.702782 nChanged 318 SP:Iteration 4Q (6699.340000 sec): 3 clusters Score: Raw -813974.968945 + Penalty 2886.461354 = -811088.507591 nChanged 324 SP:Iteration 5Q (6699.360000 sec): 3 clusters Score: Raw -814292.947221 + Penalty 2886.461354 = -811406.485867 nChanged 414 SP:Iteration 6F (6699.380000 sec): 3 clusters Score: Raw -814722.746577 + Penalty 2886.461354 = -811836.285223 nChanged 502 SP:Iteration 7F (6699.400000 sec): 3 clusters Score: Raw -815165.366304 + Penalty 2886.461354 = -812278.904950 nChanged 522 SP:Iteration 8F (6699.420000 sec): 3 clusters Score: Raw -815616.173635 + Penalty 2886.461354 = -812729.712281 nChanged 524 SP:Iteration 9F (6699.450000 sec): 3 clusters Score: Raw -816015.593280 + Penalty 2886.461354 = -813129.131926 nChanged 407 SP:Iteration 10F (6699.470000 sec): 3 clusters Score: Raw -816280.209814 + Penalty 2886.461354 = -813393.748459 nChanged 309 SP:Iteration 11Q (6699.490000 sec): 3 clusters Score: Raw -816448.921548 + Penalty 2886.461354 = -813562.460193 nChanged 215 SP:Iteration 12Q (6699.510000 sec): 3 clusters Score: Raw -816553.349276 + Penalty 2886.461354 = -813666.887922 nChanged 142 SP:Iteration 13Q (6699.530000 sec): 3 clusters Score: Raw -816600.007828 + Penalty 2886.461354 = -813713.546473 nChanged 82 SP:Iteration 14Q (6699.540000 sec): 3 clusters Score: Raw -816623.595086 + Penalty 2886.461354 = -813737.133732 nChanged 71 SP:Iteration 15Q (6699.560000 sec): 3 clusters Score: Raw -816643.021575 + Penalty 2886.461354 = -813756.560221 nChanged 62 SP:Iteration 16Q (6699.580000 sec): 3 clusters Score: Raw -816659.785986 + Penalty 2886.461354 = -813773.324631 nChanged 53 SP:Iteration 17Q (6699.600000 sec): 3 clusters Score: Raw -816673.677445 + Penalty 2886.461354 = -813787.216091 nChanged 37 SP:Iteration 18Q (6699.620000 sec): 3 clusters Score: Raw -816681.449477 + Penalty 2886.461354 = -813794.988123 nChanged 30 SP:Iteration 19Q (6699.640000 sec): 3 clusters Score: Raw -816686.784858 + Penalty 2886.461354 = -813800.323504 nChanged 23 SP:Iteration 20F (6699.660000 sec): 3 clusters Score: Raw -816690.937058 + Penalty 2886.461354 = -813804.475704 nChanged 15 SP:Iteration 21Q (6699.680000 sec): 3 clusters Score: Raw -816693.775521 + Penalty 2886.461354 = -813807.314167 nChanged 15 SP:Iteration 22Q (6699.700000 sec): 3 clusters Score: Raw -816696.836038 + Penalty 2886.461354 = -813810.374683 nChanged 15 SP:Iteration 23Q (6699.720000 sec): 3 clusters Score: Raw -816700.071568 + Penalty 2886.461354 = -813813.610214 nChanged 14 SP:Iteration 24Q (6699.740000 sec): 3 clusters Score: Raw -816702.536847 + Penalty 2886.461354 = -813816.075493 nChanged 10 SP:Iteration 25Q (6699.760000 sec): 3 clusters Score: Raw -816703.818587 + Penalty 2886.461354 = -813817.357233 nChanged 6 SP:Iteration 26Q (6699.780000 sec): 3 clusters Score: Raw -816704.601582 + Penalty 2886.461354 = -813818.140227 nChanged 2 SP:Iteration 27Q (6699.800000 sec): 3 clusters Score: Raw -816705.114583 + Penalty 2886.461354 = -813818.653229 nChanged 3 SP:Iteration 28Q (6699.820000 sec): 3 clusters Score: Raw -816705.479605 + Penalty 2886.461354 = -813819.018251 nChanged 5 SP:Iteration 29Q (6699.840000 sec): 3 clusters Score: Raw -816706.222443 + Penalty 2886.461354 = -813819.761089 nChanged 2 SP:Iteration 30Q (6699.860000 sec): 3 clusters Score: Raw -816706.426629 + Penalty 2886.461354 = -813819.965275 nChanged 1 SP:Iteration 31Q (6699.880000 sec): 3 clusters Score: Raw -816706.535928 + Penalty 2886.461354 = -813820.074574 nChanged 1 SP:Iteration 32Q (6699.900000 sec): 3 clusters Score: Raw -816706.703732 + Penalty 2886.461354 = -813820.242378 nChanged 2 SP:Iteration 33Q (6699.920000 sec): 3 clusters Score: Raw -816707.191323 + Penalty 2886.461354 = -813820.729968 nChanged 4 SP:Iteration 34Q (6699.940000 sec): 3 clusters Score: Raw -816707.896011 + Penalty 2886.461354 = -813821.434657 nChanged 5 SP:Iteration 35Q (6699.960000 sec): 3 clusters Score: Raw -816708.360040 + Penalty 2886.461354 = -813821.898686 nChanged 0 SP:Iteration 36F (6699.980000 sec): 3 clusters Score: Raw -816708.360040 + Penalty 2886.461354 = -813821.898686 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 13 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6699.990000 sec): 2 clusters Score: Raw -28580.482408 + Penalty 901.724864 = -27678.757544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6699.990000 sec): 3 clusters Score: Raw -28641.992468 + Penalty 1803.449728 = -26838.542740 nChanged 37 SP:Iteration 1F (6699.990000 sec): 3 clusters Score: Raw -28738.472349 + Penalty 1803.449728 = -26935.022621 nChanged 14 SP:Iteration 2F (6699.990000 sec): 3 clusters Score: Raw -28786.277723 + Penalty 1803.449728 = -26982.827995 nChanged 11 SP:Iteration 3Q (6699.990000 sec): 3 clusters Score: Raw -28818.013468 + Penalty 1803.449728 = -27014.563740 nChanged 5 SP:Iteration 4Q (6699.990000 sec): 3 clusters Score: Raw -28825.999014 + Penalty 1803.449728 = -27022.549287 nChanged 3 SP:Iteration 5Q (6699.990000 sec): 3 clusters Score: Raw -28831.197500 + Penalty 1803.449728 = -27027.747773 nChanged 1 SP:Iteration 6Q (6700.000000 sec): 3 clusters Score: Raw -28832.163465 + Penalty 1803.449728 = -27028.713737 nChanged 0 SP:Iteration 7F (6700.000000 sec): 3 clusters Score: Raw -28832.163465 + Penalty 1803.449728 = -27028.713737 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 14 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6700.000000 sec): 2 clusters Score: Raw -18035.768522 + Penalty 836.467852 = -17199.300669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.000000 sec): 3 clusters Score: Raw -18152.011110 + Penalty 1672.935705 = -16479.075405 nChanged 17 SP:Iteration 1F (6700.000000 sec): 3 clusters Score: Raw -18202.314352 + Penalty 1672.935705 = -16529.378647 nChanged 2 SP:Iteration 2Q (6700.000000 sec): 3 clusters Score: Raw -18207.873922 + Penalty 1672.935705 = -16534.938217 nChanged 1 SP:Iteration 3Q (6700.000000 sec): 3 clusters Score: Raw -18211.933570 + Penalty 1672.935705 = -16538.997865 nChanged 0 SP:Iteration 4F (6700.000000 sec): 3 clusters Score: Raw -18211.933570 + Penalty 1672.935705 = -16538.997865 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (27969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6700.080000 sec): 2 clusters Score: Raw -3416279.659023 + Penalty 1663.813455 = -3414615.845568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.170000 sec): 3 clusters Score: Raw -3398926.575253 + Penalty 3327.626911 = -3395598.948342 nChanged 12932 SP:Iteration 1F (6700.250000 sec): 3 clusters Score: Raw -3405976.911263 + Penalty 3327.626911 = -3402649.284353 nChanged 1186 SP:Iteration 2Q (6700.330000 sec): 3 clusters Score: Raw -3406357.765885 + Penalty 3327.626911 = -3403030.138974 nChanged 1194 SP:Iteration 3Q (6700.410000 sec): 3 clusters Score: Raw -3406814.331083 + Penalty 3327.626911 = -3403486.704173 nChanged 1385 SP:Iteration 4Q (6700.490000 sec): 3 clusters Score: Raw -3407444.314933 + Penalty 3327.626911 = -3404116.688022 nChanged 1685 SP:Iteration 5F (6700.580000 sec): 3 clusters Score: Raw -3408435.380156 + Penalty 3327.626911 = -3405107.753245 nChanged 2133 SP:Iteration 6F (6700.660000 sec): 3 clusters Score: Raw -3410017.862075 + Penalty 3327.626911 = -3406690.235165 nChanged 2416 SP:Iteration 7F (6700.740000 sec): 3 clusters Score: Raw -3412240.206505 + Penalty 3327.626911 = -3408912.579595 nChanged 2149 SP:Iteration 8F (6700.820000 sec): 3 clusters Score: Raw -3414383.259044 + Penalty 3327.626911 = -3411055.632134 nChanged 1273 SP:Iteration 9Q (6700.900000 sec): 3 clusters Score: Raw -3415657.996386 + Penalty 3327.626911 = -3412330.369475 nChanged 508 SP:Iteration 10Q (6700.970000 sec): 3 clusters Score: Raw -3416180.576769 + Penalty 3327.626911 = -3412852.949858 nChanged 129 SP:Iteration 11Q (6701.040000 sec): 3 clusters Score: Raw -3416321.156349 + Penalty 3327.626911 = -3412993.529438 nChanged 42 SP:Iteration 12Q (6701.090000 sec): 3 clusters Score: Raw -3416380.785623 + Penalty 3327.626911 = -3413053.158713 nChanged 18 SP:Iteration 13Q (6701.150000 sec): 3 clusters Score: Raw -3416404.949405 + Penalty 3327.626911 = -3413077.322494 nChanged 11 SP:Iteration 14Q (6701.210000 sec): 3 clusters Score: Raw -3416430.113228 + Penalty 3327.626911 = -3413102.486317 nChanged 9 SP:Iteration 15Q (6701.270000 sec): 3 clusters Score: Raw -3416452.816568 + Penalty 3327.626911 = -3413125.189658 nChanged 5 SP:Iteration 16Q (6701.330000 sec): 3 clusters Score: Raw -3416466.367505 + Penalty 3327.626911 = -3413138.740594 nChanged 3 SP:Iteration 17Q (6701.380000 sec): 3 clusters Score: Raw -3416471.256190 + Penalty 3327.626911 = -3413143.629280 nChanged 3 SP:Iteration 18Q (6701.440000 sec): 3 clusters Score: Raw -3416477.087419 + Penalty 3327.626911 = -3413149.460508 nChanged 2 SP:Iteration 19Q (6701.500000 sec): 3 clusters Score: Raw -3416483.791739 + Penalty 3327.626911 = -3413156.164829 nChanged 1 SP:Iteration 20F (6701.580000 sec): 3 clusters Score: Raw -3416486.977580 + Penalty 3327.626911 = -3413159.350669 nChanged 1 SP:Iteration 21Q (6701.630000 sec): 3 clusters Score: Raw -3416487.707339 + Penalty 3327.626911 = -3413160.080428 nChanged 0 SP:Iteration 22F (6701.710000 sec): 3 clusters Score: Raw -3416487.707339 + Penalty 3327.626911 = -3413160.080428 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 16 (3998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6701.740000 sec): 2 clusters Score: Raw -465719.179117 + Penalty 1347.701796 = -464371.477321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6701.750000 sec): 3 clusters Score: Raw -463700.647390 + Penalty 2695.403592 = -461005.243798 nChanged 1581 SP:Iteration 1F (6701.760000 sec): 3 clusters Score: Raw -464615.313369 + Penalty 2695.403592 = -461919.909777 nChanged 258 SP:Iteration 2F (6701.770000 sec): 3 clusters Score: Raw -464760.738467 + Penalty 2695.403592 = -462065.334875 nChanged 191 SP:Iteration 3Q (6701.780000 sec): 3 clusters Score: Raw -464853.002329 + Penalty 2695.403592 = -462157.598737 nChanged 128 SP:Iteration 4Q (6701.790000 sec): 3 clusters Score: Raw -464921.009599 + Penalty 2695.403592 = -462225.606007 nChanged 121 SP:Iteration 5Q (6701.810000 sec): 3 clusters Score: Raw -464996.825547 + Penalty 2695.403592 = -462301.421954 nChanged 131 SP:Iteration 6Q (6701.820000 sec): 3 clusters Score: Raw -465074.278842 + Penalty 2695.403592 = -462378.875250 nChanged 115 SP:Iteration 7Q (6701.830000 sec): 3 clusters Score: Raw -465144.893906 + Penalty 2695.403592 = -462449.490314 nChanged 125 SP:Iteration 8Q (6701.840000 sec): 3 clusters Score: Raw -465218.494457 + Penalty 2695.403592 = -462523.090864 nChanged 130 SP:Iteration 9Q (6701.850000 sec): 3 clusters Score: Raw -465293.047469 + Penalty 2695.403592 = -462597.643877 nChanged 123 SP:Iteration 10Q (6701.860000 sec): 3 clusters Score: Raw -465361.014342 + Penalty 2695.403592 = -462665.610750 nChanged 122 SP:Iteration 11Q (6701.870000 sec): 3 clusters Score: Raw -465428.419838 + Penalty 2695.403592 = -462733.016246 nChanged 126 SP:Iteration 12Q (6701.890000 sec): 3 clusters Score: Raw -465502.731777 + Penalty 2695.403592 = -462807.328184 nChanged 137 SP:Iteration 13Q (6701.890000 sec): 3 clusters Score: Raw -465589.262708 + Penalty 2695.403592 = -462893.859115 nChanged 134 SP:Iteration 14Q (6701.910000 sec): 3 clusters Score: Raw -465687.308535 + Penalty 2695.403592 = -462991.904943 nChanged 137 SP:Iteration 15Q (6701.920000 sec): 3 clusters Score: Raw -465790.405345 + Penalty 2695.403592 = -463095.001752 nChanged 120 SP:Iteration 16Q (6701.930000 sec): 3 clusters Score: Raw -465879.807995 + Penalty 2695.403592 = -463184.404403 nChanged 111 SP:Iteration 17Q (6701.940000 sec): 3 clusters Score: Raw -465967.163222 + Penalty 2695.403592 = -463271.759630 nChanged 82 SP:Iteration 18Q (6701.950000 sec): 3 clusters Score: Raw -466034.706702 + Penalty 2695.403592 = -463339.303110 nChanged 76 SP:Iteration 19Q (6701.960000 sec): 3 clusters Score: Raw -466084.501021 + Penalty 2695.403592 = -463389.097428 nChanged 56 SP:Iteration 20F (6701.970000 sec): 3 clusters Score: Raw -466117.860733 + Penalty 2695.403592 = -463422.457140 nChanged 52 SP:Iteration 21Q (6701.980000 sec): 3 clusters Score: Raw -466145.653602 + Penalty 2695.403592 = -463450.250009 nChanged 36 SP:Iteration 22Q (6701.990000 sec): 3 clusters Score: Raw -466163.604586 + Penalty 2695.403592 = -463468.200994 nChanged 26 SP:Iteration 23Q (6702.010000 sec): 3 clusters Score: Raw -466174.395060 + Penalty 2695.403592 = -463478.991468 nChanged 18 SP:Iteration 24Q (6702.010000 sec): 3 clusters Score: Raw -466180.835040 + Penalty 2695.403592 = -463485.431448 nChanged 14 SP:Iteration 25Q (6702.030000 sec): 3 clusters Score: Raw -466186.260187 + Penalty 2695.403592 = -463490.856594 nChanged 15 SP:Iteration 26Q (6702.040000 sec): 3 clusters Score: Raw -466192.735052 + Penalty 2695.403592 = -463497.331460 nChanged 14 SP:Iteration 27Q (6702.050000 sec): 3 clusters Score: Raw -466197.991302 + Penalty 2695.403592 = -463502.587709 nChanged 9 SP:Iteration 28Q (6702.060000 sec): 3 clusters Score: Raw -466200.212792 + Penalty 2695.403592 = -463504.809199 nChanged 10 SP:Iteration 29Q (6702.070000 sec): 3 clusters Score: Raw -466203.346529 + Penalty 2695.403592 = -463507.942936 nChanged 9 SP:Iteration 30Q (6702.080000 sec): 3 clusters Score: Raw -466206.938631 + Penalty 2695.403592 = -463511.535038 nChanged 8 SP:Iteration 31Q (6702.090000 sec): 3 clusters Score: Raw -466209.877643 + Penalty 2695.403592 = -463514.474051 nChanged 2 SP:Iteration 32Q (6702.100000 sec): 3 clusters Score: Raw -466210.411087 + Penalty 2695.403592 = -463515.007494 nChanged 1 SP:Iteration 33Q (6702.110000 sec): 3 clusters Score: Raw -466210.595024 + Penalty 2695.403592 = -463515.191431 nChanged 0 SP:Iteration 34F (6702.120000 sec): 3 clusters Score: Raw -466210.595024 + Penalty 2695.403592 = -463515.191431 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 17 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.130000 sec): 2 clusters Score: Raw -162540.683986 + Penalty 1180.745927 = -161359.938060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.130000 sec): 3 clusters Score: Raw -162016.268223 + Penalty 2361.491853 = -159654.776370 nChanged 452 SP:Iteration 1F (6702.140000 sec): 3 clusters Score: Raw -162384.675819 + Penalty 2361.491853 = -160023.183966 nChanged 110 SP:Iteration 2F (6702.140000 sec): 3 clusters Score: Raw -162501.796533 + Penalty 2361.491853 = -160140.304680 nChanged 61 SP:Iteration 3Q (6702.150000 sec): 3 clusters Score: Raw -162567.991988 + Penalty 2361.491853 = -160206.500135 nChanged 55 SP:Iteration 4Q (6702.150000 sec): 3 clusters Score: Raw -162613.872540 + Penalty 2361.491853 = -160252.380686 nChanged 36 SP:Iteration 5Q (6702.150000 sec): 3 clusters Score: Raw -162652.102554 + Penalty 2361.491853 = -160290.610701 nChanged 35 SP:Iteration 6Q (6702.160000 sec): 3 clusters Score: Raw -162678.882781 + Penalty 2361.491853 = -160317.390928 nChanged 29 SP:Iteration 7Q (6702.160000 sec): 3 clusters Score: Raw -162702.202731 + Penalty 2361.491853 = -160340.710877 nChanged 23 SP:Iteration 8Q (6702.170000 sec): 3 clusters Score: Raw -162722.195599 + Penalty 2361.491853 = -160360.703745 nChanged 24 SP:Iteration 9Q (6702.170000 sec): 3 clusters Score: Raw -162737.750970 + Penalty 2361.491853 = -160376.259116 nChanged 23 SP:Iteration 10Q (6702.170000 sec): 3 clusters Score: Raw -162758.285911 + Penalty 2361.491853 = -160396.794058 nChanged 24 SP:Iteration 11Q (6702.180000 sec): 3 clusters Score: Raw -162775.415224 + Penalty 2361.491853 = -160413.923371 nChanged 19 SP:Iteration 12Q (6702.180000 sec): 3 clusters Score: Raw -162789.042036 + Penalty 2361.491853 = -160427.550182 nChanged 23 SP:Iteration 13Q (6702.190000 sec): 3 clusters Score: Raw -162801.833135 + Penalty 2361.491853 = -160440.341281 nChanged 11 SP:Iteration 14Q (6702.190000 sec): 3 clusters Score: Raw -162807.855831 + Penalty 2361.491853 = -160446.363977 nChanged 6 SP:Iteration 15Q (6702.190000 sec): 3 clusters Score: Raw -162813.506615 + Penalty 2361.491853 = -160452.014762 nChanged 13 SP:Iteration 16Q (6702.200000 sec): 3 clusters Score: Raw -162823.696956 + Penalty 2361.491853 = -160462.205103 nChanged 8 SP:Iteration 17Q (6702.200000 sec): 3 clusters Score: Raw -162829.295300 + Penalty 2361.491853 = -160467.803447 nChanged 9 SP:Iteration 18Q (6702.210000 sec): 3 clusters Score: Raw -162836.317930 + Penalty 2361.491853 = -160474.826077 nChanged 7 SP:Iteration 19Q (6702.210000 sec): 3 clusters Score: Raw -162843.276678 + Penalty 2361.491853 = -160481.784825 nChanged 15 SP:Iteration 20F (6702.210000 sec): 3 clusters Score: Raw -162853.442408 + Penalty 2361.491853 = -160491.950555 nChanged 17 SP:Iteration 21Q (6702.220000 sec): 3 clusters Score: Raw -162867.572342 + Penalty 2361.491853 = -160506.080488 nChanged 15 SP:Iteration 22Q (6702.220000 sec): 3 clusters Score: Raw -162880.276749 + Penalty 2361.491853 = -160518.784896 nChanged 16 SP:Iteration 23Q (6702.230000 sec): 3 clusters Score: Raw -162891.960811 + Penalty 2361.491853 = -160530.468958 nChanged 13 SP:Iteration 24Q (6702.230000 sec): 3 clusters Score: Raw -162903.488544 + Penalty 2361.491853 = -160541.996691 nChanged 12 SP:Iteration 25Q (6702.230000 sec): 3 clusters Score: Raw -162911.898590 + Penalty 2361.491853 = -160550.406737 nChanged 8 SP:Iteration 26Q (6702.240000 sec): 3 clusters Score: Raw -162918.600379 + Penalty 2361.491853 = -160557.108526 nChanged 10 SP:Iteration 27Q (6702.240000 sec): 3 clusters Score: Raw -162927.851563 + Penalty 2361.491853 = -160566.359710 nChanged 11 SP:Iteration 28Q (6702.250000 sec): 3 clusters Score: Raw -162935.812836 + Penalty 2361.491853 = -160574.320982 nChanged 5 SP:Iteration 29Q (6702.250000 sec): 3 clusters Score: Raw -162939.211433 + Penalty 2361.491853 = -160577.719580 nChanged 4 SP:Iteration 30Q (6702.250000 sec): 3 clusters Score: Raw -162940.915863 + Penalty 2361.491853 = -160579.424010 nChanged 4 SP:Iteration 31Q (6702.260000 sec): 3 clusters Score: Raw -162943.933074 + Penalty 2361.491853 = -160582.441221 nChanged 5 SP:Iteration 32Q (6702.260000 sec): 3 clusters Score: Raw -162946.594590 + Penalty 2361.491853 = -160585.102736 nChanged 7 SP:Iteration 33Q (6702.270000 sec): 3 clusters Score: Raw -162951.729047 + Penalty 2361.491853 = -160590.237194 nChanged 7 SP:Iteration 34Q (6702.270000 sec): 3 clusters Score: Raw -162956.533134 + Penalty 2361.491853 = -160595.041280 nChanged 2 SP:Iteration 35Q (6702.270000 sec): 3 clusters Score: Raw -162957.889333 + Penalty 2361.491853 = -160596.397480 nChanged 2 SP:Iteration 36Q (6702.280000 sec): 3 clusters Score: Raw -162958.703420 + Penalty 2361.491853 = -160597.211567 nChanged 4 SP:Iteration 37Q (6702.280000 sec): 3 clusters Score: Raw -162962.720779 + Penalty 2361.491853 = -160601.228925 nChanged 2 SP:Iteration 38Q (6702.290000 sec): 3 clusters Score: Raw -162965.190057 + Penalty 2361.491853 = -160603.698204 nChanged 4 SP:Iteration 39Q (6702.290000 sec): 3 clusters Score: Raw -162968.404988 + Penalty 2361.491853 = -160606.913135 nChanged 4 SP:Iteration 40F (6702.290000 sec): 3 clusters Score: Raw -162971.065434 + Penalty 2361.491853 = -160609.573581 nChanged 1 SP:Iteration 41Q (6702.290000 sec): 3 clusters Score: Raw -162972.148081 + Penalty 2361.491853 = -160610.656227 nChanged 3 SP:Iteration 42Q (6702.300000 sec): 3 clusters Score: Raw -162974.315103 + Penalty 2361.491853 = -160612.823249 nChanged 5 SP:Iteration 43Q (6702.300000 sec): 3 clusters Score: Raw -162978.672043 + Penalty 2361.491853 = -160617.180189 nChanged 8 SP:Iteration 44Q (6702.310000 sec): 3 clusters Score: Raw -162986.547859 + Penalty 2361.491853 = -160625.056006 nChanged 10 SP:Iteration 45Q (6702.310000 sec): 3 clusters Score: Raw -162995.528108 + Penalty 2361.491853 = -160634.036254 nChanged 12 SP:Iteration 46Q (6702.310000 sec): 3 clusters Score: Raw -163009.276570 + Penalty 2361.491853 = -160647.784717 nChanged 12 SP:Iteration 47Q (6702.320000 sec): 3 clusters Score: Raw -163027.438495 + Penalty 2361.491853 = -160665.946641 nChanged 13 SP:Iteration 48Q (6702.320000 sec): 3 clusters Score: Raw -163044.924851 + Penalty 2361.491853 = -160683.432998 nChanged 12 SP:Iteration 49Q (6702.330000 sec): 3 clusters Score: Raw -163061.741606 + Penalty 2361.491853 = -160700.249752 nChanged 11 SP:Iteration 50Q (6702.330000 sec): 3 clusters Score: Raw -163074.927477 + Penalty 2361.491853 = -160713.435623 nChanged 10 SP:Iteration 51Q (6702.330000 sec): 3 clusters Score: Raw -163090.114797 + Penalty 2361.491853 = -160728.622944 nChanged 11 SP:Iteration 52Q (6702.340000 sec): 3 clusters Score: Raw -163105.319773 + Penalty 2361.491853 = -160743.827919 nChanged 9 SP:Iteration 53Q (6702.340000 sec): 3 clusters Score: Raw -163110.789379 + Penalty 2361.491853 = -160749.297525 nChanged 8 SP:Iteration 54Q (6702.340000 sec): 3 clusters Score: Raw -163119.989718 + Penalty 2361.491853 = -160758.497865 nChanged 9 SP:Iteration 55Q (6702.350000 sec): 3 clusters Score: Raw -163130.247793 + Penalty 2361.491853 = -160768.755940 nChanged 5 SP:Iteration 56Q (6702.350000 sec): 3 clusters Score: Raw -163134.003445 + Penalty 2361.491853 = -160772.511592 nChanged 1 SP:Iteration 57Q (6702.350000 sec): 3 clusters Score: Raw -163134.437045 + Penalty 2361.491853 = -160772.945191 nChanged 1 SP:Iteration 58Q (6702.360000 sec): 3 clusters Score: Raw -163134.676282 + Penalty 2361.491853 = -160773.184429 nChanged 1 SP:Iteration 59Q (6702.360000 sec): 3 clusters Score: Raw -163135.339568 + Penalty 2361.491853 = -160773.847715 nChanged 0 SP:Iteration 60F (6702.370000 sec): 3 clusters Score: Raw -163135.339568 + Penalty 2361.491853 = -160773.847715 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 18 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.370000 sec): 2 clusters Score: Raw -72316.846975 + Penalty 1053.504945 = -71263.342031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.370000 sec): 3 clusters Score: Raw -72155.109018 + Penalty 2107.009889 = -70048.099129 nChanged 174 SP:Iteration 1F (6702.370000 sec): 3 clusters Score: Raw -72365.174340 + Penalty 2107.009889 = -70258.164451 nChanged 40 SP:Iteration 2F (6702.380000 sec): 3 clusters Score: Raw -72417.841685 + Penalty 2107.009889 = -70310.831795 nChanged 17 SP:Iteration 3Q (6702.380000 sec): 3 clusters Score: Raw -72437.080956 + Penalty 2107.009889 = -70330.071067 nChanged 8 SP:Iteration 4Q (6702.380000 sec): 3 clusters Score: Raw -72444.918286 + Penalty 2107.009889 = -70337.908397 nChanged 5 SP:Iteration 5Q (6702.380000 sec): 3 clusters Score: Raw -72451.272780 + Penalty 2107.009889 = -70344.262891 nChanged 8 SP:Iteration 6Q (6702.380000 sec): 3 clusters Score: Raw -72462.271513 + Penalty 2107.009889 = -70355.261624 nChanged 9 SP:Iteration 7Q (6702.390000 sec): 3 clusters Score: Raw -72472.687313 + Penalty 2107.009889 = -70365.677424 nChanged 5 SP:Iteration 8Q (6702.390000 sec): 3 clusters Score: Raw -72477.066127 + Penalty 2107.009889 = -70370.056237 nChanged 2 SP:Iteration 9Q (6702.390000 sec): 3 clusters Score: Raw -72479.358164 + Penalty 2107.009889 = -70372.348275 nChanged 3 SP:Iteration 10Q (6702.390000 sec): 3 clusters Score: Raw -72481.919925 + Penalty 2107.009889 = -70374.910036 nChanged 2 SP:Iteration 11Q (6702.390000 sec): 3 clusters Score: Raw -72484.961551 + Penalty 2107.009889 = -70377.951662 nChanged 2 SP:Iteration 12Q (6702.390000 sec): 3 clusters Score: Raw -72487.080802 + Penalty 2107.009889 = -70380.070913 nChanged 1 SP:Iteration 13Q (6702.400000 sec): 3 clusters Score: Raw -72488.941147 + Penalty 2107.009889 = -70381.931257 nChanged 1 SP:Iteration 14Q (6702.400000 sec): 3 clusters Score: Raw -72490.533365 + Penalty 2107.009889 = -70383.523476 nChanged 2 SP:Iteration 15Q (6702.400000 sec): 3 clusters Score: Raw -72492.015919 + Penalty 2107.009889 = -70385.006029 nChanged 0 SP:Iteration 16F (6702.400000 sec): 3 clusters Score: Raw -72492.015919 + Penalty 2107.009889 = -70385.006029 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (145333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6702.830000 sec): 2 clusters Score: Raw -17067148.708962 + Penalty 1931.602228 = -17065217.106734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6703.280000 sec): 3 clusters Score: Raw -16971488.600584 + Penalty 3863.204456 = -16967625.396129 nChanged 69903 SP:Iteration 1F (6703.710000 sec): 3 clusters Score: Raw -17014166.048171 + Penalty 3863.204456 = -17010302.843715 nChanged 6118 SP:Iteration 2Q (6704.170000 sec): 3 clusters Score: Raw -17016753.081945 + Penalty 3863.204456 = -17012889.877489 nChanged 8621 SP:Iteration 3F (6704.610000 sec): 3 clusters Score: Raw -17021737.761182 + Penalty 3863.204456 = -17017874.556726 nChanged 11684 SP:Iteration 4F (6705.050000 sec): 3 clusters Score: Raw -17030625.020968 + Penalty 3863.204456 = -17026761.816513 nChanged 13728 SP:Iteration 5F (6705.490000 sec): 3 clusters Score: Raw -17043417.934201 + Penalty 3863.204456 = -17039554.729746 nChanged 12290 SP:Iteration 6F (6705.930000 sec): 3 clusters Score: Raw -17056075.877105 + Penalty 3863.204456 = -17052212.672649 nChanged 7405 SP:Iteration 7F (6706.360000 sec): 3 clusters Score: Raw -17063679.915945 + Penalty 3863.204456 = -17059816.711489 nChanged 2726 SP:Iteration 8Q (6706.750000 sec): 3 clusters Score: Raw -17066317.120007 + Penalty 3863.204456 = -17062453.915552 nChanged 700 SP:Iteration 9Q (6707.090000 sec): 3 clusters Score: Raw -17067012.732548 + Penalty 3863.204456 = -17063149.528093 nChanged 180 SP:Iteration 10Q (6707.410000 sec): 3 clusters Score: Raw -17067204.224007 + Penalty 3863.204456 = -17063341.019552 nChanged 80 SP:Iteration 11Q (6707.730000 sec): 3 clusters Score: Raw -17067298.595433 + Penalty 3863.204456 = -17063435.390977 nChanged 46 SP:Iteration 12Q (6708.040000 sec): 3 clusters Score: Raw -17067352.067070 + Penalty 3863.204456 = -17063488.862615 nChanged 22 SP:Iteration 13Q (6708.350000 sec): 3 clusters Score: Raw -17067379.138385 + Penalty 3863.204456 = -17063515.933930 nChanged 17 SP:Iteration 14Q (6708.670000 sec): 3 clusters Score: Raw -17067396.769449 + Penalty 3863.204456 = -17063533.564994 nChanged 12 SP:Iteration 15Q (6708.980000 sec): 3 clusters Score: Raw -17067413.506352 + Penalty 3863.204456 = -17063550.301896 nChanged 12 SP:Iteration 16Q (6709.310000 sec): 3 clusters Score: Raw -17067427.487785 + Penalty 3863.204456 = -17063564.283330 nChanged 13 SP:Iteration 17Q (6709.630000 sec): 3 clusters Score: Raw -17067435.499581 + Penalty 3863.204456 = -17063572.295126 nChanged 8 SP:Iteration 18Q (6709.950000 sec): 3 clusters Score: Raw -17067444.666637 + Penalty 3863.204456 = -17063581.462181 nChanged 5 SP:Iteration 19Q (6710.260000 sec): 3 clusters Score: Raw -17067448.045644 + Penalty 3863.204456 = -17063584.841188 nChanged 4 SP:Iteration 20F (6710.690000 sec): 3 clusters Score: Raw -17067450.949784 + Penalty 3863.204456 = -17063587.745329 nChanged 3 SP:Iteration 21Q (6711.000000 sec): 3 clusters Score: Raw -17067453.366030 + Penalty 3863.204456 = -17063590.161575 nChanged 4 SP:Iteration 22Q (6711.310000 sec): 3 clusters Score: Raw -17067459.011090 + Penalty 3863.204456 = -17063595.806634 nChanged 2 SP:Iteration 23Q (6711.620000 sec): 3 clusters Score: Raw -17067461.234882 + Penalty 3863.204456 = -17063598.030427 nChanged 5 SP:Iteration 24Q (6711.930000 sec): 3 clusters Score: Raw -17067464.201912 + Penalty 3863.204456 = -17063600.997456 nChanged 2 SP:Iteration 25Q (6712.240000 sec): 3 clusters Score: Raw -17067467.003581 + Penalty 3863.204456 = -17063603.799125 nChanged 3 SP:Iteration 26Q (6712.540000 sec): 3 clusters Score: Raw -17067470.168082 + Penalty 3863.204456 = -17063606.963627 nChanged 0 SP:Iteration 27F (6712.980000 sec): 3 clusters Score: Raw -17067470.168082 + Penalty 3863.204456 = -17063606.963627 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 20 (28843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6713.100000 sec): 2 clusters Score: Raw -3444488.398994 + Penalty 1668.813674 = -3442819.585320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6713.180000 sec): 3 clusters Score: Raw -3426737.042710 + Penalty 3337.627348 = -3423399.415362 nChanged 13337 SP:Iteration 1F (6713.270000 sec): 3 clusters Score: Raw -3434146.873895 + Penalty 3337.627348 = -3430809.246547 nChanged 1124 SP:Iteration 2Q (6713.350000 sec): 3 clusters Score: Raw -3434436.500852 + Penalty 3337.627348 = -3431098.873504 nChanged 978 SP:Iteration 3Q (6713.440000 sec): 3 clusters Score: Raw -3434682.542504 + Penalty 3337.627348 = -3431344.915156 nChanged 863 SP:Iteration 4Q (6713.520000 sec): 3 clusters Score: Raw -3434889.830986 + Penalty 3337.627348 = -3431552.203638 nChanged 822 SP:Iteration 5Q (6713.600000 sec): 3 clusters Score: Raw -3435072.204299 + Penalty 3337.627348 = -3431734.576952 nChanged 733 SP:Iteration 6Q (6713.690000 sec): 3 clusters Score: Raw -3435238.052977 + Penalty 3337.627348 = -3431900.425629 nChanged 755 SP:Iteration 7Q (6713.780000 sec): 3 clusters Score: Raw -3435425.522133 + Penalty 3337.627348 = -3432087.894786 nChanged 772 SP:Iteration 8Q (6713.860000 sec): 3 clusters Score: Raw -3435660.725347 + Penalty 3337.627348 = -3432323.097999 nChanged 894 SP:Iteration 9Q (6713.940000 sec): 3 clusters Score: Raw -3435982.762998 + Penalty 3337.627348 = -3432645.135650 nChanged 1033 SP:Iteration 10Q (6714.030000 sec): 3 clusters Score: Raw -3436444.906386 + Penalty 3337.627348 = -3433107.279038 nChanged 1184 SP:Iteration 11Q (6714.120000 sec): 3 clusters Score: Raw -3437135.790549 + Penalty 3337.627348 = -3433798.163202 nChanged 1429 SP:Iteration 12Q (6714.200000 sec): 3 clusters Score: Raw -3438155.140967 + Penalty 3337.627348 = -3434817.513619 nChanged 1599 SP:Iteration 13F (6714.290000 sec): 3 clusters Score: Raw -3439353.465361 + Penalty 3337.627348 = -3436015.838013 nChanged 1454 SP:Iteration 14F (6714.370000 sec): 3 clusters Score: Raw -3440237.915522 + Penalty 3337.627348 = -3436900.288174 nChanged 1101 SP:Iteration 15Q (6714.460000 sec): 3 clusters Score: Raw -3440671.545030 + Penalty 3337.627348 = -3437333.917682 nChanged 679 SP:Iteration 16Q (6714.540000 sec): 3 clusters Score: Raw -3440893.240372 + Penalty 3337.627348 = -3437555.613024 nChanged 481 SP:Iteration 17Q (6714.620000 sec): 3 clusters Score: Raw -3441047.030492 + Penalty 3337.627348 = -3437709.403145 nChanged 404 SP:Iteration 18Q (6714.700000 sec): 3 clusters Score: Raw -3441171.078227 + Penalty 3337.627348 = -3437833.450879 nChanged 382 SP:Iteration 19Q (6714.770000 sec): 3 clusters Score: Raw -3441305.366619 + Penalty 3337.627348 = -3437967.739272 nChanged 389 SP:Iteration 20F (6714.860000 sec): 3 clusters Score: Raw -3441440.223245 + Penalty 3337.627348 = -3438102.595898 nChanged 381 SP:Iteration 21Q (6714.940000 sec): 3 clusters Score: Raw -3441574.587893 + Penalty 3337.627348 = -3438236.960546 nChanged 390 SP:Iteration 22Q (6715.010000 sec): 3 clusters Score: Raw -3441695.259285 + Penalty 3337.627348 = -3438357.631937 nChanged 382 SP:Iteration 23Q (6715.090000 sec): 3 clusters Score: Raw -3441810.442064 + Penalty 3337.627348 = -3438472.814717 nChanged 368 SP:Iteration 24Q (6715.170000 sec): 3 clusters Score: Raw -3441931.105143 + Penalty 3337.627348 = -3438593.477795 nChanged 409 SP:Iteration 25Q (6715.250000 sec): 3 clusters Score: Raw -3442073.722213 + Penalty 3337.627348 = -3438736.094865 nChanged 436 SP:Iteration 26Q (6715.320000 sec): 3 clusters Score: Raw -3442232.390653 + Penalty 3337.627348 = -3438894.763305 nChanged 439 SP:Iteration 27Q (6715.400000 sec): 3 clusters Score: Raw -3442380.935153 + Penalty 3337.627348 = -3439043.307806 nChanged 435 SP:Iteration 28Q (6715.480000 sec): 3 clusters Score: Raw -3442537.307073 + Penalty 3337.627348 = -3439199.679725 nChanged 445 SP:Iteration 29Q (6715.550000 sec): 3 clusters Score: Raw -3442709.594172 + Penalty 3337.627348 = -3439371.966824 nChanged 490 SP:Iteration 30Q (6715.630000 sec): 3 clusters Score: Raw -3442924.256520 + Penalty 3337.627348 = -3439586.629172 nChanged 517 SP:Iteration 31Q (6715.700000 sec): 3 clusters Score: Raw -3443154.388132 + Penalty 3337.627348 = -3439816.760784 nChanged 483 SP:Iteration 32Q (6715.780000 sec): 3 clusters Score: Raw -3443358.357189 + Penalty 3337.627348 = -3440020.729841 nChanged 461 SP:Iteration 33Q (6715.860000 sec): 3 clusters Score: Raw -3443526.205224 + Penalty 3337.627348 = -3440188.577876 nChanged 381 SP:Iteration 34Q (6715.930000 sec): 3 clusters Score: Raw -3443646.614486 + Penalty 3337.627348 = -3440308.987139 nChanged 310 SP:Iteration 35Q (6716.000000 sec): 3 clusters Score: Raw -3443728.037956 + Penalty 3337.627348 = -3440390.410608 nChanged 254 SP:Iteration 36Q (6716.080000 sec): 3 clusters Score: Raw -3443787.781294 + Penalty 3337.627348 = -3440450.153946 nChanged 230 SP:Iteration 37Q (6716.160000 sec): 3 clusters Score: Raw -3443839.866185 + Penalty 3337.627348 = -3440502.238838 nChanged 206 SP:Iteration 38Q (6716.230000 sec): 3 clusters Score: Raw -3443880.026169 + Penalty 3337.627348 = -3440542.398822 nChanged 185 SP:Iteration 39Q (6716.310000 sec): 3 clusters Score: Raw -3443911.818978 + Penalty 3337.627348 = -3440574.191630 nChanged 148 SP:Iteration 40F (6716.400000 sec): 3 clusters Score: Raw -3443960.174912 + Penalty 3337.627348 = -3440622.547565 nChanged 175 SP:Iteration 41Q (6716.480000 sec): 3 clusters Score: Raw -3443996.036683 + Penalty 3337.627348 = -3440658.409335 nChanged 166 SP:Iteration 42Q (6716.550000 sec): 3 clusters Score: Raw -3444024.087635 + Penalty 3337.627348 = -3440686.460288 nChanged 140 SP:Iteration 43Q (6716.630000 sec): 3 clusters Score: Raw -3444045.199986 + Penalty 3337.627348 = -3440707.572639 nChanged 121 SP:Iteration 44Q (6716.710000 sec): 3 clusters Score: Raw -3444061.755401 + Penalty 3337.627348 = -3440724.128053 nChanged 118 SP:Iteration 45Q (6716.790000 sec): 3 clusters Score: Raw -3444075.162763 + Penalty 3337.627348 = -3440737.535416 nChanged 94 SP:Iteration 46Q (6716.860000 sec): 3 clusters Score: Raw -3444085.709185 + Penalty 3337.627348 = -3440748.081837 nChanged 88 SP:Iteration 47Q (6716.940000 sec): 3 clusters Score: Raw -3444094.829676 + Penalty 3337.627348 = -3440757.202328 nChanged 78 SP:Iteration 48Q (6717.020000 sec): 3 clusters Score: Raw -3444102.333027 + Penalty 3337.627348 = -3440764.705679 nChanged 68 SP:Iteration 49Q (6717.100000 sec): 3 clusters Score: Raw -3444107.890066 + Penalty 3337.627348 = -3440770.262718 nChanged 61 SP:Iteration 50Q (6717.170000 sec): 3 clusters Score: Raw -3444112.889029 + Penalty 3337.627348 = -3440775.261682 nChanged 69 SP:Iteration 51Q (6717.250000 sec): 3 clusters Score: Raw -3444118.305649 + Penalty 3337.627348 = -3440780.678301 nChanged 60 SP:Iteration 52Q (6717.330000 sec): 3 clusters Score: Raw -3444123.293438 + Penalty 3337.627348 = -3440785.666090 nChanged 66 SP:Iteration 53Q (6717.400000 sec): 3 clusters Score: Raw -3444129.128755 + Penalty 3337.627348 = -3440791.501408 nChanged 74 SP:Iteration 54Q (6717.480000 sec): 3 clusters Score: Raw -3444136.748712 + Penalty 3337.627348 = -3440799.121365 nChanged 67 SP:Iteration 55Q (6717.560000 sec): 3 clusters Score: Raw -3444143.368422 + Penalty 3337.627348 = -3440805.741074 nChanged 69 SP:Iteration 56Q (6717.630000 sec): 3 clusters Score: Raw -3444149.030844 + Penalty 3337.627348 = -3440811.403496 nChanged 68 SP:Iteration 57Q (6717.710000 sec): 3 clusters Score: Raw -3444154.906224 + Penalty 3337.627348 = -3440817.278876 nChanged 70 SP:Iteration 58Q (6717.790000 sec): 3 clusters Score: Raw -3444161.499532 + Penalty 3337.627348 = -3440823.872184 nChanged 80 SP:Iteration 59Q (6717.860000 sec): 3 clusters Score: Raw -3444169.170094 + Penalty 3337.627348 = -3440831.542746 nChanged 74 SP:Iteration 60F (6717.950000 sec): 3 clusters Score: Raw -3444175.920771 + Penalty 3337.627348 = -3440838.293423 nChanged 74 SP:Iteration 61Q (6718.020000 sec): 3 clusters Score: Raw -3444183.177684 + Penalty 3337.627348 = -3440845.550336 nChanged 85 SP:Iteration 62Q (6718.100000 sec): 3 clusters Score: Raw -3444191.891043 + Penalty 3337.627348 = -3440854.263696 nChanged 81 SP:Iteration 63Q (6718.180000 sec): 3 clusters Score: Raw -3444199.998438 + Penalty 3337.627348 = -3440862.371091 nChanged 85 SP:Iteration 64Q (6718.260000 sec): 3 clusters Score: Raw -3444209.431672 + Penalty 3337.627348 = -3440871.804324 nChanged 84 SP:Iteration 65Q (6718.340000 sec): 3 clusters Score: Raw -3444218.096618 + Penalty 3337.627348 = -3440880.469270 nChanged 84 SP:Iteration 66Q (6718.420000 sec): 3 clusters Score: Raw -3444227.060548 + Penalty 3337.627348 = -3440889.433200 nChanged 79 SP:Iteration 67Q (6718.500000 sec): 3 clusters Score: Raw -3444234.922603 + Penalty 3337.627348 = -3440897.295255 nChanged 92 SP:Iteration 68Q (6718.580000 sec): 3 clusters Score: Raw -3444246.512458 + Penalty 3337.627348 = -3440908.885111 nChanged 108 SP:Iteration 69Q (6718.660000 sec): 3 clusters Score: Raw -3444260.904349 + Penalty 3337.627348 = -3440923.277002 nChanged 109 SP:Iteration 70Q (6718.740000 sec): 3 clusters Score: Raw -3444274.948980 + Penalty 3337.627348 = -3440937.321632 nChanged 97 SP:Iteration 71Q (6718.820000 sec): 3 clusters Score: Raw -3444285.547574 + Penalty 3337.627348 = -3440947.920226 nChanged 97 SP:Iteration 72Q (6718.890000 sec): 3 clusters Score: Raw -3444295.873009 + Penalty 3337.627348 = -3440958.245661 nChanged 92 SP:Iteration 73Q (6718.970000 sec): 3 clusters Score: Raw -3444305.116589 + Penalty 3337.627348 = -3440967.489242 nChanged 84 SP:Iteration 74Q (6719.050000 sec): 3 clusters Score: Raw -3444314.606799 + Penalty 3337.627348 = -3440976.979451 nChanged 93 SP:Iteration 75Q (6719.120000 sec): 3 clusters Score: Raw -3444324.779756 + Penalty 3337.627348 = -3440987.152408 nChanged 93 SP:Iteration 76Q (6719.200000 sec): 3 clusters Score: Raw -3444334.704732 + Penalty 3337.627348 = -3440997.077385 nChanged 87 SP:Iteration 77Q (6719.280000 sec): 3 clusters Score: Raw -3444343.593791 + Penalty 3337.627348 = -3441005.966443 nChanged 84 SP:Iteration 78Q (6719.350000 sec): 3 clusters Score: Raw -3444351.359073 + Penalty 3337.627348 = -3441013.731726 nChanged 77 SP:Iteration 79Q (6719.430000 sec): 3 clusters Score: Raw -3444358.657089 + Penalty 3337.627348 = -3441021.029742 nChanged 70 SP:Iteration 80F (6719.510000 sec): 3 clusters Score: Raw -3444366.166297 + Penalty 3337.627348 = -3441028.538950 nChanged 77 SP:Iteration 81Q (6719.590000 sec): 3 clusters Score: Raw -3444374.848251 + Penalty 3337.627348 = -3441037.220903 nChanged 83 SP:Iteration 82Q (6719.670000 sec): 3 clusters Score: Raw -3444383.471731 + Penalty 3337.627348 = -3441045.844383 nChanged 79 SP:Iteration 83Q (6719.750000 sec): 3 clusters Score: Raw -3444391.101649 + Penalty 3337.627348 = -3441053.474301 nChanged 73 SP:Iteration 84Q (6719.820000 sec): 3 clusters Score: Raw -3444398.153909 + Penalty 3337.627348 = -3441060.526561 nChanged 59 SP:Iteration 85Q (6719.900000 sec): 3 clusters Score: Raw -3444402.832123 + Penalty 3337.627348 = -3441065.204775 nChanged 53 SP:Iteration 86Q (6719.970000 sec): 3 clusters Score: Raw -3444406.833942 + Penalty 3337.627348 = -3441069.206594 nChanged 43 SP:Iteration 87Q (6720.050000 sec): 3 clusters Score: Raw -3444410.133270 + Penalty 3337.627348 = -3441072.505922 nChanged 33 SP:Iteration 88Q (6720.130000 sec): 3 clusters Score: Raw -3444412.358393 + Penalty 3337.627348 = -3441074.731046 nChanged 30 SP:Iteration 89Q (6720.200000 sec): 3 clusters Score: Raw -3444414.909925 + Penalty 3337.627348 = -3441077.282577 nChanged 38 SP:Iteration 90Q (6720.280000 sec): 3 clusters Score: Raw -3444417.661945 + Penalty 3337.627348 = -3441080.034598 nChanged 33 SP:Iteration 91Q (6720.350000 sec): 3 clusters Score: Raw -3444419.948805 + Penalty 3337.627348 = -3441082.321458 nChanged 37 SP:Iteration 92Q (6720.430000 sec): 3 clusters Score: Raw -3444422.551845 + Penalty 3337.627348 = -3441084.924498 nChanged 33 SP:Iteration 93Q (6720.500000 sec): 3 clusters Score: Raw -3444424.501716 + Penalty 3337.627348 = -3441086.874369 nChanged 24 SP:Iteration 94Q (6720.580000 sec): 3 clusters Score: Raw -3444425.585813 + Penalty 3337.627348 = -3441087.958465 nChanged 24 SP:Iteration 95Q (6720.650000 sec): 3 clusters Score: Raw -3444427.062872 + Penalty 3337.627348 = -3441089.435524 nChanged 22 SP:Iteration 96Q (6720.730000 sec): 3 clusters Score: Raw -3444428.364290 + Penalty 3337.627348 = -3441090.736942 nChanged 15 SP:Iteration 97Q (6720.800000 sec): 3 clusters Score: Raw -3444428.988338 + Penalty 3337.627348 = -3441091.360991 nChanged 13 SP:Iteration 98Q (6720.880000 sec): 3 clusters Score: Raw -3444429.634093 + Penalty 3337.627348 = -3441092.006745 nChanged 14 SP:Iteration 99Q (6720.950000 sec): 3 clusters Score: Raw -3444430.380625 + Penalty 3337.627348 = -3441092.753278 nChanged 16 SP:Iteration 100F (6721.030000 sec): 3 clusters Score: Raw -3444431.268519 + Penalty 3337.627348 = -3441093.641171 nChanged 21 SP:Iteration 101Q (6721.110000 sec): 3 clusters Score: Raw -3444432.707627 + Penalty 3337.627348 = -3441095.080279 nChanged 18 SP:Iteration 102Q (6721.190000 sec): 3 clusters Score: Raw -3444433.911763 + Penalty 3337.627348 = -3441096.284416 nChanged 19 SP:Iteration 103Q (6721.270000 sec): 3 clusters Score: Raw -3444434.969879 + Penalty 3337.627348 = -3441097.342532 nChanged 17 SP:Iteration 104Q (6721.340000 sec): 3 clusters Score: Raw -3444435.725658 + Penalty 3337.627348 = -3441098.098311 nChanged 18 SP:Iteration 105Q (6721.410000 sec): 3 clusters Score: Raw -3444436.768568 + Penalty 3337.627348 = -3441099.141220 nChanged 16 SP:Iteration 106Q (6721.490000 sec): 3 clusters Score: Raw -3444437.563879 + Penalty 3337.627348 = -3441099.936532 nChanged 15 SP:Iteration 107Q (6721.570000 sec): 3 clusters Score: Raw -3444438.374205 + Penalty 3337.627348 = -3441100.746858 nChanged 13 SP:Iteration 108Q (6721.640000 sec): 3 clusters Score: Raw -3444438.908920 + Penalty 3337.627348 = -3441101.281572 nChanged 8 SP:Iteration 109Q (6721.710000 sec): 3 clusters Score: Raw -3444439.295099 + Penalty 3337.627348 = -3441101.667751 nChanged 13 SP:Iteration 110Q (6721.790000 sec): 3 clusters Score: Raw -3444439.919378 + Penalty 3337.627348 = -3441102.292030 nChanged 18 SP:Iteration 111Q (6721.870000 sec): 3 clusters Score: Raw -3444440.898944 + Penalty 3337.627348 = -3441103.271596 nChanged 20 SP:Iteration 112Q (6721.940000 sec): 3 clusters Score: Raw -3444441.971421 + Penalty 3337.627348 = -3441104.344073 nChanged 21 SP:Iteration 113Q (6722.010000 sec): 3 clusters Score: Raw -3444443.116745 + Penalty 3337.627348 = -3441105.489398 nChanged 15 SP:Iteration 114Q (6722.090000 sec): 3 clusters Score: Raw -3444443.900294 + Penalty 3337.627348 = -3441106.272946 nChanged 10 SP:Iteration 115Q (6722.170000 sec): 3 clusters Score: Raw -3444444.209756 + Penalty 3337.627348 = -3441106.582408 nChanged 3 SP:Iteration 116Q (6722.240000 sec): 3 clusters Score: Raw -3444444.315780 + Penalty 3337.627348 = -3441106.688433 nChanged 3 SP:Iteration 117Q (6722.310000 sec): 3 clusters Score: Raw -3444444.420630 + Penalty 3337.627348 = -3441106.793282 nChanged 4 SP:Iteration 118Q (6722.390000 sec): 3 clusters Score: Raw -3444444.616178 + Penalty 3337.627348 = -3441106.988830 nChanged 5 SP:Iteration 119Q (6722.460000 sec): 3 clusters Score: Raw -3444444.964721 + Penalty 3337.627348 = -3441107.337373 nChanged 13 SP:Iteration 120F (6722.550000 sec): 3 clusters Score: Raw -3444445.705846 + Penalty 3337.627348 = -3441108.078499 nChanged 19 SP:Iteration 121Q (6722.620000 sec): 3 clusters Score: Raw -3444447.064999 + Penalty 3337.627348 = -3441109.437652 nChanged 25 SP:Iteration 122Q (6722.690000 sec): 3 clusters Score: Raw -3444448.489687 + Penalty 3337.627348 = -3441110.862340 nChanged 21 SP:Iteration 123Q (6722.770000 sec): 3 clusters Score: Raw -3444449.512226 + Penalty 3337.627348 = -3441111.884878 nChanged 17 SP:Iteration 124Q (6722.840000 sec): 3 clusters Score: Raw -3444450.640003 + Penalty 3337.627348 = -3441113.012655 nChanged 26 SP:Iteration 125Q (6722.920000 sec): 3 clusters Score: Raw -3444452.251022 + Penalty 3337.627348 = -3441114.623674 nChanged 28 SP:Iteration 126Q (6722.990000 sec): 3 clusters Score: Raw -3444454.396746 + Penalty 3337.627348 = -3441116.769398 nChanged 30 SP:Iteration 127Q (6723.070000 sec): 3 clusters Score: Raw -3444456.407127 + Penalty 3337.627348 = -3441118.779780 nChanged 24 SP:Iteration 128Q (6723.140000 sec): 3 clusters Score: Raw -3444457.849469 + Penalty 3337.627348 = -3441120.222121 nChanged 25 SP:Iteration 129Q (6723.210000 sec): 3 clusters Score: Raw -3444459.356587 + Penalty 3337.627348 = -3441121.729239 nChanged 18 SP:Iteration 130Q (6723.290000 sec): 3 clusters Score: Raw -3444460.183939 + Penalty 3337.627348 = -3441122.556591 nChanged 11 SP:Iteration 131Q (6723.360000 sec): 3 clusters Score: Raw -3444460.691234 + Penalty 3337.627348 = -3441123.063886 nChanged 14 SP:Iteration 132Q (6723.440000 sec): 3 clusters Score: Raw -3444461.276641 + Penalty 3337.627348 = -3441123.649293 nChanged 11 SP:Iteration 133Q (6723.510000 sec): 3 clusters Score: Raw -3444461.722182 + Penalty 3337.627348 = -3441124.094835 nChanged 8 SP:Iteration 134Q (6723.590000 sec): 3 clusters Score: Raw -3444461.966383 + Penalty 3337.627348 = -3441124.339035 nChanged 7 SP:Iteration 135Q (6723.660000 sec): 3 clusters Score: Raw -3444462.200044 + Penalty 3337.627348 = -3441124.572697 nChanged 7 SP:Iteration 136Q (6723.730000 sec): 3 clusters Score: Raw -3444462.512220 + Penalty 3337.627348 = -3441124.884872 nChanged 3 SP:Iteration 137Q (6723.810000 sec): 3 clusters Score: Raw -3444462.641824 + Penalty 3337.627348 = -3441125.014476 nChanged 2 SP:Iteration 138Q (6723.880000 sec): 3 clusters Score: Raw -3444462.696506 + Penalty 3337.627348 = -3441125.069159 nChanged 0 SP:Iteration 139F (6723.960000 sec): 3 clusters Score: Raw -3444462.696506 + Penalty 3337.627348 = -3441125.069159 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 21 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6723.980000 sec): 2 clusters Score: Raw -152021.271556 + Penalty 1170.915716 = -150850.355840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6723.990000 sec): 3 clusters Score: Raw -151515.780940 + Penalty 2341.831432 = -149173.949507 nChanged 433 SP:Iteration 1F (6723.990000 sec): 3 clusters Score: Raw -151837.645596 + Penalty 2341.831432 = -149495.814164 nChanged 104 SP:Iteration 2F (6723.990000 sec): 3 clusters Score: Raw -151950.557605 + Penalty 2341.831432 = -149608.726173 nChanged 62 SP:Iteration 3Q (6724.000000 sec): 3 clusters Score: Raw -152005.505990 + Penalty 2341.831432 = -149663.674557 nChanged 44 SP:Iteration 4Q (6724.000000 sec): 3 clusters Score: Raw -152036.929689 + Penalty 2341.831432 = -149695.098257 nChanged 19 SP:Iteration 5Q (6724.000000 sec): 3 clusters Score: Raw -152054.012428 + Penalty 2341.831432 = -149712.180996 nChanged 18 SP:Iteration 6Q (6724.010000 sec): 3 clusters Score: Raw -152069.202384 + Penalty 2341.831432 = -149727.370951 nChanged 17 SP:Iteration 7Q (6724.010000 sec): 3 clusters Score: Raw -152085.544968 + Penalty 2341.831432 = -149743.713536 nChanged 17 SP:Iteration 8Q (6724.010000 sec): 3 clusters Score: Raw -152101.917567 + Penalty 2341.831432 = -149760.086135 nChanged 21 SP:Iteration 9Q (6724.020000 sec): 3 clusters Score: Raw -152125.318110 + Penalty 2341.831432 = -149783.486678 nChanged 19 SP:Iteration 10Q (6724.020000 sec): 3 clusters Score: Raw -152145.638794 + Penalty 2341.831432 = -149803.807362 nChanged 14 SP:Iteration 11Q (6724.030000 sec): 3 clusters Score: Raw -152155.143011 + Penalty 2341.831432 = -149813.311579 nChanged 6 SP:Iteration 12Q (6724.030000 sec): 3 clusters Score: Raw -152158.757382 + Penalty 2341.831432 = -149816.925950 nChanged 4 SP:Iteration 13Q (6724.030000 sec): 3 clusters Score: Raw -152160.418426 + Penalty 2341.831432 = -149818.586994 nChanged 3 SP:Iteration 14Q (6724.040000 sec): 3 clusters Score: Raw -152162.654719 + Penalty 2341.831432 = -149820.823286 nChanged 1 SP:Iteration 15Q (6724.040000 sec): 3 clusters Score: Raw -152163.261319 + Penalty 2341.831432 = -149821.429887 nChanged 0 SP:Iteration 16F (6724.050000 sec): 3 clusters Score: Raw -152163.261319 + Penalty 2341.831432 = -149821.429887 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 22 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6724.050000 sec): 2 clusters Score: Raw -27069.094883 + Penalty 895.275605 = -26173.819278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6724.050000 sec): 3 clusters Score: Raw -27122.683206 + Penalty 1790.551209 = -25332.131997 nChanged 35 SP:Iteration 1F (6724.050000 sec): 3 clusters Score: Raw -27215.493152 + Penalty 1790.551209 = -25424.941943 nChanged 18 SP:Iteration 2F (6724.050000 sec): 3 clusters Score: Raw -27288.977600 + Penalty 1790.551209 = -25498.426391 nChanged 5 SP:Iteration 3Q (6724.050000 sec): 3 clusters Score: Raw -27300.879423 + Penalty 1790.551209 = -25510.328214 nChanged 1 SP:Iteration 4Q (6724.050000 sec): 3 clusters Score: Raw -27303.099999 + Penalty 1790.551209 = -25512.548790 nChanged 1 SP:Iteration 5Q (6724.050000 sec): 3 clusters Score: Raw -27307.961062 + Penalty 1790.551209 = -25517.409853 nChanged 0 SP:Iteration 6F (6724.060000 sec): 3 clusters Score: Raw -27307.961062 + Penalty 1790.551209 = -25517.409853 nChanged 0 Iteration 219Q (6734.320000 sec): 23 clusters Score: Raw -167705921.297855 + Penalty 50651.211521 = -167655270.086334 nChanged 6 Iteration 220F (6770.080000 sec): 23 clusters Score: Raw -167705921.401048 + Penalty 50651.211521 = -167655270.189527 nChanged 12 Iteration 221Q (6780.520000 sec): 23 clusters Score: Raw -167705921.576775 + Penalty 50651.211521 = -167655270.365254 nChanged 16 Iteration 222Q (6790.940000 sec): 23 clusters Score: Raw -167705921.938317 + Penalty 50651.211521 = -167655270.726796 nChanged 17 Iteration 223Q (6801.490000 sec): 23 clusters Score: Raw -167705922.231918 + Penalty 50651.211521 = -167655271.020397 nChanged 15 Iteration 224Q (6812.020000 sec): 23 clusters Score: Raw -167705922.503799 + Penalty 50651.211521 = -167655271.292278 nChanged 23 Iteration 225Q (6822.560000 sec): 23 clusters Score: Raw -167705922.976007 + Penalty 50651.211521 = -167655271.764486 nChanged 28 Iteration 226Q (6833.110000 sec): 23 clusters Score: Raw -167705923.473051 + Penalty 50651.211521 = -167655272.261530 nChanged 26 Iteration 227Q (6843.650000 sec): 23 clusters Score: Raw -167705923.842261 + Penalty 50651.211521 = -167655272.630740 nChanged 22 Iteration 228Q (6854.190000 sec): 23 clusters Score: Raw -167705924.233574 + Penalty 50651.211521 = -167655273.022053 nChanged 29 Iteration 229Q (6864.730000 sec): 23 clusters Score: Raw -167705924.779647 + Penalty 50651.211521 = -167655273.568127 nChanged 27 Iteration 230Q (6875.260000 sec): 23 clusters Score: Raw -167705925.119902 + Penalty 50651.211521 = -167655273.908381 nChanged 29 Iteration 231Q (6885.800000 sec): 23 clusters Score: Raw -167705925.612653 + Penalty 50651.211521 = -167655274.401132 nChanged 27 Iteration 232Q (6896.350000 sec): 23 clusters Score: Raw -167705925.910325 + Penalty 50651.211521 = -167655274.698804 nChanged 20 Iteration 233Q (6906.900000 sec): 23 clusters Score: Raw -167705926.223657 + Penalty 50651.211521 = -167655275.012136 nChanged 15 Iteration 234Q (6917.450000 sec): 23 clusters Score: Raw -167705926.461191 + Penalty 50651.211521 = -167655275.249670 nChanged 14 Iteration 235Q (6928.000000 sec): 23 clusters Score: Raw -167705926.600867 + Penalty 50651.211521 = -167655275.389347 nChanged 8 Iteration 236Q (6938.550000 sec): 23 clusters Score: Raw -167705926.706122 + Penalty 50651.211521 = -167655275.494602 nChanged 9 Iteration 237Q (6949.110000 sec): 23 clusters Score: Raw -167705926.810205 + Penalty 50651.211521 = -167655275.598684 nChanged 8 Iteration 238Q (6959.790000 sec): 23 clusters Score: Raw -167705926.900732 + Penalty 50651.211521 = -167655275.689211 nChanged 9 Iteration 239Q (6970.510000 sec): 23 clusters Score: Raw -167705926.952745 + Penalty 50651.211521 = -167655275.741224 nChanged 7 Iteration 240F (7006.500000 sec): 23 clusters Score: Raw -167705927.002893 + Penalty 50651.211521 = -167655275.791372 nChanged 4 Iteration 241Q (7017.200000 sec): 23 clusters Score: Raw -167705927.026821 + Penalty 50651.211521 = -167655275.815300 nChanged 3 Iteration 242Q (7027.850000 sec): 23 clusters Score: Raw -167705927.032994 + Penalty 50651.211521 = -167655275.821473 nChanged 3 Iteration 243Q (7038.610000 sec): 23 clusters Score: Raw -167705927.052454 + Penalty 50651.211521 = -167655275.840934 nChanged 3 Iteration 244Q (7049.440000 sec): 23 clusters Score: Raw -167705927.064696 + Penalty 50651.211521 = -167655275.853175 nChanged 4 Iteration 245Q (7060.060000 sec): 23 clusters Score: Raw -167705927.080756 + Penalty 50651.211521 = -167655275.869235 nChanged 7 Iteration 246Q (7070.730000 sec): 23 clusters Score: Raw -167705927.117436 + Penalty 50651.211521 = -167655275.905915 nChanged 5 Iteration 247Q (7081.380000 sec): 23 clusters Score: Raw -167705927.145790 + Penalty 50651.211521 = -167655275.934269 nChanged 3 Iteration 248Q (7092.020000 sec): 23 clusters Score: Raw -167705927.164274 + Penalty 50651.211521 = -167655275.952753 nChanged 2 Iteration 249Q (7102.770000 sec): 23 clusters Score: Raw -167705927.177728 + Penalty 50651.211521 = -167655275.966208 nChanged 2 Iteration 250Q (7113.490000 sec): 23 clusters Score: Raw -167705927.179931 + Penalty 50651.211521 = -167655275.968411 nChanged 1 Iteration 251Q (7124.270000 sec): 23 clusters Score: Raw -167705927.182010 + Penalty 50651.211521 = -167655275.970489 nChanged 0 Iteration 252F (7160.400000 sec): 23 clusters Score: Raw -167705927.182010 + Penalty 50651.211521 = -167655275.970489 nChanged 0 Compute initial score before splitting: Score: Raw -167705927.182010 + Penalty 50651.211521 = -167655275.970489 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 1 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7160.470000 sec): 2 clusters Score: Raw -31486.915126 + Penalty 897.886103 = -30589.029024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7160.480000 sec): 3 clusters Score: Raw -31752.299413 + Penalty 1795.772205 = -29956.527208 nChanged 68 SP:Iteration 1F (7160.480000 sec): 3 clusters Score: Raw -32046.903205 + Penalty 1795.772205 = -30251.131000 nChanged 22 SP:Iteration 2F (7160.480000 sec): 3 clusters Score: Raw -32148.813040 + Penalty 1795.772205 = -30353.040834 nChanged 6 SP:Iteration 3Q (7160.480000 sec): 3 clusters Score: Raw -32180.290327 + Penalty 1795.772205 = -30384.518122 nChanged 3 SP:Iteration 4Q (7160.480000 sec): 3 clusters Score: Raw -32193.124037 + Penalty 1795.772205 = -30397.351831 nChanged 3 SP:Iteration 5Q (7160.480000 sec): 3 clusters Score: Raw -32209.369015 + Penalty 1795.772205 = -30413.596810 nChanged 3 SP:Iteration 6Q (7160.480000 sec): 3 clusters Score: Raw -32226.012413 + Penalty 1795.772205 = -30430.240208 nChanged 0 SP:Iteration 7F (7160.480000 sec): 3 clusters Score: Raw -32226.012413 + Penalty 1795.772205 = -30430.240208 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 2 (1148797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7164.320000 sec): 2 clusters Score: Raw -136507088.891425 + Penalty 2267.561703 = -136504821.329722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7168.280000 sec): 3 clusters Score: Raw -135726052.498631 + Penalty 4535.123406 = -135721517.375225 nChanged 566434 SP:Iteration 1F (7172.100000 sec): 3 clusters Score: Raw -136073739.695459 + Penalty 4535.123406 = -136069204.572053 nChanged 26345 SP:Iteration 2Q (7175.990000 sec): 3 clusters Score: Raw -136079001.713799 + Penalty 4535.123406 = -136074466.590392 nChanged 31999 SP:Iteration 3Q (7179.930000 sec): 3 clusters Score: Raw -136087535.474918 + Penalty 4535.123406 = -136083000.351512 nChanged 41053 SP:Iteration 4Q (7183.850000 sec): 3 clusters Score: Raw -136102880.142402 + Penalty 4535.123406 = -136098345.018996 nChanged 54321 SP:Iteration 5Q (7187.790000 sec): 3 clusters Score: Raw -136131556.423919 + Penalty 4535.123406 = -136127021.300512 nChanged 70252 SP:Iteration 6F (7191.570000 sec): 3 clusters Score: Raw -136180806.078029 + Penalty 4535.123406 = -136176270.954623 nChanged 80676 SP:Iteration 7F (7195.340000 sec): 3 clusters Score: Raw -136248002.887066 + Penalty 4535.123406 = -136243467.763660 nChanged 76990 SP:Iteration 8F (7199.140000 sec): 3 clusters Score: Raw -136315128.179706 + Penalty 4535.123406 = -136310593.056299 nChanged 61453 SP:Iteration 9F (7202.920000 sec): 3 clusters Score: Raw -136364515.866278 + Penalty 4535.123406 = -136359980.742872 nChanged 44638 SP:Iteration 10Q (7206.420000 sec): 3 clusters Score: Raw -136396073.169074 + Penalty 4535.123406 = -136391538.045668 nChanged 33014 SP:Iteration 11Q (7209.680000 sec): 3 clusters Score: Raw -136417777.473947 + Penalty 4535.123406 = -136413242.350540 nChanged 26569 SP:Iteration 12Q (7212.970000 sec): 3 clusters Score: Raw -136435250.153697 + Penalty 4535.123406 = -136430715.030291 nChanged 22809 SP:Iteration 13Q (7216.150000 sec): 3 clusters Score: Raw -136450555.283325 + Penalty 4535.123406 = -136446020.159918 nChanged 19602 SP:Iteration 14Q (7219.160000 sec): 3 clusters Score: Raw -136464095.245742 + Penalty 4535.123406 = -136459560.122336 nChanged 15948 SP:Iteration 15Q (7222.070000 sec): 3 clusters Score: Raw -136475345.530345 + Penalty 4535.123406 = -136470810.406939 nChanged 12811 SP:Iteration 16Q (7224.890000 sec): 3 clusters Score: Raw -136484599.615219 + Penalty 4535.123406 = -136480064.491812 nChanged 10123 SP:Iteration 17Q (7227.670000 sec): 3 clusters Score: Raw -136492073.926266 + Penalty 4535.123406 = -136487538.802860 nChanged 7638 SP:Iteration 18Q (7230.410000 sec): 3 clusters Score: Raw -136497778.393998 + Penalty 4535.123406 = -136493243.270591 nChanged 5477 SP:Iteration 19Q (7233.140000 sec): 3 clusters Score: Raw -136501895.582723 + Penalty 4535.123406 = -136497360.459317 nChanged 3551 SP:Iteration 20F (7236.780000 sec): 3 clusters Score: Raw -136504578.017471 + Penalty 4535.123406 = -136500042.894065 nChanged 1837 SP:Iteration 21Q (7239.460000 sec): 3 clusters Score: Raw -136505950.935244 + Penalty 4535.123406 = -136501415.811837 nChanged 907 SP:Iteration 22Q (7242.140000 sec): 3 clusters Score: Raw -136506599.414760 + Penalty 4535.123406 = -136502064.291354 nChanged 444 SP:Iteration 23Q (7244.820000 sec): 3 clusters Score: Raw -136506914.231372 + Penalty 4535.123406 = -136502379.107965 nChanged 251 SP:Iteration 24Q (7247.490000 sec): 3 clusters Score: Raw -136507077.765335 + Penalty 4535.123406 = -136502542.641929 nChanged 140 SP:Iteration 25Q (7250.130000 sec): 3 clusters Score: Raw -136507153.386704 + Penalty 4535.123406 = -136502618.263298 nChanged 92 SP:Iteration 26Q (7252.740000 sec): 3 clusters Score: Raw -136507218.961325 + Penalty 4535.123406 = -136502683.837919 nChanged 71 SP:Iteration 27Q (7255.460000 sec): 3 clusters Score: Raw -136507260.894812 + Penalty 4535.123406 = -136502725.771406 nChanged 49 SP:Iteration 28Q (7258.090000 sec): 3 clusters Score: Raw -136507292.850002 + Penalty 4535.123406 = -136502757.726595 nChanged 40 SP:Iteration 29Q (7260.720000 sec): 3 clusters Score: Raw -136507319.048675 + Penalty 4535.123406 = -136502783.925268 nChanged 27 SP:Iteration 30Q (7263.340000 sec): 3 clusters Score: Raw -136507335.542727 + Penalty 4535.123406 = -136502800.419320 nChanged 20 SP:Iteration 31Q (7265.960000 sec): 3 clusters Score: Raw -136507347.082115 + Penalty 4535.123406 = -136502811.958709 nChanged 18 SP:Iteration 32Q (7268.690000 sec): 3 clusters Score: Raw -136507357.901969 + Penalty 4535.123406 = -136502822.778563 nChanged 10 SP:Iteration 33Q (7271.360000 sec): 3 clusters Score: Raw -136507364.169068 + Penalty 4535.123406 = -136502829.045662 nChanged 7 SP:Iteration 34Q (7274.000000 sec): 3 clusters Score: Raw -136507367.363569 + Penalty 4535.123406 = -136502832.240162 nChanged 4 SP:Iteration 35Q (7276.650000 sec): 3 clusters Score: Raw -136507369.024115 + Penalty 4535.123406 = -136502833.900708 nChanged 2 SP:Iteration 36Q (7279.290000 sec): 3 clusters Score: Raw -136507370.965101 + Penalty 4535.123406 = -136502835.841694 nChanged 3 SP:Iteration 37Q (7281.940000 sec): 3 clusters Score: Raw -136507372.700821 + Penalty 4535.123406 = -136502837.577414 nChanged 1 SP:Iteration 38Q (7284.590000 sec): 3 clusters Score: Raw -136507373.059582 + Penalty 4535.123406 = -136502837.936175 nChanged 1 SP:Iteration 39Q (7287.250000 sec): 3 clusters Score: Raw -136507374.340446 + Penalty 4535.123406 = -136502839.217039 nChanged 3 SP:Iteration 40F (7290.910000 sec): 3 clusters Score: Raw -136507376.139789 + Penalty 4535.123406 = -136502841.016383 nChanged 1 SP:Iteration 41Q (7293.550000 sec): 3 clusters Score: Raw -136507376.504834 + Penalty 4535.123406 = -136502841.381427 nChanged 0 SP:Iteration 42F (7297.210000 sec): 3 clusters Score: Raw -136507376.504834 + Penalty 4535.123406 = -136502841.381427 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 3 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7297.730000 sec): 2 clusters Score: Raw -26346.274722 + Penalty 910.344308 = -25435.930414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.730000 sec): 3 clusters Score: Raw -26506.591290 + Penalty 1820.688617 = -24685.902673 nChanged 75 SP:Iteration 1F (7297.730000 sec): 3 clusters Score: Raw -26671.591784 + Penalty 1820.688617 = -24850.903167 nChanged 15 SP:Iteration 2F (7297.730000 sec): 3 clusters Score: Raw -26718.582692 + Penalty 1820.688617 = -24897.894076 nChanged 11 SP:Iteration 3Q (7297.730000 sec): 3 clusters Score: Raw -26739.607424 + Penalty 1820.688617 = -24918.918807 nChanged 7 SP:Iteration 4Q (7297.730000 sec): 3 clusters Score: Raw -26793.821679 + Penalty 1820.688617 = -24973.133062 nChanged 6 SP:Iteration 5Q (7297.730000 sec): 3 clusters Score: Raw -26811.059897 + Penalty 1820.688617 = -24990.371280 nChanged 3 SP:Iteration 6Q (7297.730000 sec): 3 clusters Score: Raw -26818.517660 + Penalty 1820.688617 = -24997.829043 nChanged 1 SP:Iteration 7Q (7297.730000 sec): 3 clusters Score: Raw -26859.965062 + Penalty 1820.688617 = -25039.276445 nChanged 3 SP:Iteration 8Q (7297.730000 sec): 3 clusters Score: Raw -26864.913115 + Penalty 1820.688617 = -25044.224498 nChanged 1 SP:Iteration 9Q (7297.730000 sec): 3 clusters Score: Raw -26867.279663 + Penalty 1820.688617 = -25046.591047 nChanged 1 SP:Iteration 10Q (7297.730000 sec): 3 clusters Score: Raw -26869.426200 + Penalty 1820.688617 = -25048.737583 nChanged 2 SP:Iteration 11Q (7297.730000 sec): 3 clusters Score: Raw -26871.535264 + Penalty 1820.688617 = -25050.846648 nChanged 1 SP:Iteration 12Q (7297.740000 sec): 3 clusters Score: Raw -26875.607831 + Penalty 1820.688617 = -25054.919214 nChanged 3 SP:Iteration 13Q (7297.740000 sec): 3 clusters Score: Raw -26883.844576 + Penalty 1820.688617 = -25063.155959 nChanged 1 SP:Iteration 14Q (7297.740000 sec): 3 clusters Score: Raw -26886.514483 + Penalty 1820.688617 = -25065.825867 nChanged 0 SP:Iteration 15F (7297.740000 sec): 3 clusters Score: Raw -26886.514483 + Penalty 1820.688617 = -25065.825867 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 4 (7448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7297.770000 sec): 2 clusters Score: Raw -913679.887506 + Penalty 1448.801383 = -912231.086123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.790000 sec): 3 clusters Score: Raw -909617.275778 + Penalty 2897.602766 = -906719.673012 nChanged 3152 SP:Iteration 1F (7297.810000 sec): 3 clusters Score: Raw -911249.354992 + Penalty 2897.602766 = -908351.752226 nChanged 467 SP:Iteration 2F (7297.840000 sec): 3 clusters Score: Raw -911455.537728 + Penalty 2897.602766 = -908557.934962 nChanged 381 SP:Iteration 3F (7297.860000 sec): 3 clusters Score: Raw -911650.977666 + Penalty 2897.602766 = -908753.374900 nChanged 415 SP:Iteration 4F (7297.880000 sec): 3 clusters Score: Raw -911867.097737 + Penalty 2897.602766 = -908969.494971 nChanged 397 SP:Iteration 5F (7297.900000 sec): 3 clusters Score: Raw -912095.549782 + Penalty 2897.602766 = -909197.947016 nChanged 407 SP:Iteration 6F (7297.930000 sec): 3 clusters Score: Raw -912378.447521 + Penalty 2897.602766 = -909480.844755 nChanged 439 SP:Iteration 7F (7297.950000 sec): 3 clusters Score: Raw -912712.850582 + Penalty 2897.602766 = -909815.247816 nChanged 389 SP:Iteration 8F (7297.970000 sec): 3 clusters Score: Raw -913030.884596 + Penalty 2897.602766 = -910133.281830 nChanged 370 SP:Iteration 9Q (7297.990000 sec): 3 clusters Score: Raw -913356.145640 + Penalty 2897.602766 = -910458.542874 nChanged 303 SP:Iteration 10Q (7298.010000 sec): 3 clusters Score: Raw -913628.689349 + Penalty 2897.602766 = -910731.086583 nChanged 211 SP:Iteration 11Q (7298.030000 sec): 3 clusters Score: Raw -913806.694294 + Penalty 2897.602766 = -910909.091528 nChanged 131 SP:Iteration 12Q (7298.050000 sec): 3 clusters Score: Raw -913924.908155 + Penalty 2897.602766 = -911027.305389 nChanged 78 SP:Iteration 13Q (7298.070000 sec): 3 clusters Score: Raw -914002.142847 + Penalty 2897.602766 = -911104.540081 nChanged 54 SP:Iteration 14Q (7298.100000 sec): 3 clusters Score: Raw -914051.588466 + Penalty 2897.602766 = -911153.985700 nChanged 31 SP:Iteration 15Q (7298.120000 sec): 3 clusters Score: Raw -914088.867865 + Penalty 2897.602766 = -911191.265099 nChanged 26 SP:Iteration 16Q (7298.140000 sec): 3 clusters Score: Raw -914113.043913 + Penalty 2897.602766 = -911215.441147 nChanged 8 SP:Iteration 17Q (7298.160000 sec): 3 clusters Score: Raw -914118.244692 + Penalty 2897.602766 = -911220.641926 nChanged 5 SP:Iteration 18Q (7298.180000 sec): 3 clusters Score: Raw -914121.142837 + Penalty 2897.602766 = -911223.540071 nChanged 5 SP:Iteration 19Q (7298.190000 sec): 3 clusters Score: Raw -914125.561749 + Penalty 2897.602766 = -911227.958983 nChanged 3 SP:Iteration 20F (7298.220000 sec): 3 clusters Score: Raw -914128.345463 + Penalty 2897.602766 = -911230.742697 nChanged 2 SP:Iteration 21Q (7298.230000 sec): 3 clusters Score: Raw -914133.027457 + Penalty 2897.602766 = -911235.424691 nChanged 3 SP:Iteration 22Q (7298.250000 sec): 3 clusters Score: Raw -914136.097692 + Penalty 2897.602766 = -911238.494926 nChanged 3 SP:Iteration 23Q (7298.270000 sec): 3 clusters Score: Raw -914138.258050 + Penalty 2897.602766 = -911240.655284 nChanged 1 SP:Iteration 24Q (7298.290000 sec): 3 clusters Score: Raw -914139.122340 + Penalty 2897.602766 = -911241.519574 nChanged 1 SP:Iteration 25Q (7298.300000 sec): 3 clusters Score: Raw -914139.485773 + Penalty 2897.602766 = -911241.883007 nChanged 0 SP:Iteration 26F (7298.330000 sec): 3 clusters Score: Raw -914139.485773 + Penalty 2897.602766 = -911241.883007 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 5 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7298.330000 sec): 2 clusters Score: Raw -64706.701435 + Penalty 1032.302277 = -63674.399159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7298.340000 sec): 3 clusters Score: Raw -64583.819347 + Penalty 2064.604554 = -62519.214793 nChanged 149 SP:Iteration 1F (7298.340000 sec): 3 clusters Score: Raw -64787.355347 + Penalty 2064.604554 = -62722.750794 nChanged 41 SP:Iteration 2F (7298.340000 sec): 3 clusters Score: Raw -64864.068809 + Penalty 2064.604554 = -62799.464255 nChanged 24 SP:Iteration 3Q (7298.340000 sec): 3 clusters Score: Raw -64898.346098 + Penalty 2064.604554 = -62833.741544 nChanged 14 SP:Iteration 4Q (7298.340000 sec): 3 clusters Score: Raw -64918.868109 + Penalty 2064.604554 = -62854.263555 nChanged 12 SP:Iteration 5Q (7298.350000 sec): 3 clusters Score: Raw -64940.633279 + Penalty 2064.604554 = -62876.028726 nChanged 15 SP:Iteration 6Q (7298.350000 sec): 3 clusters Score: Raw -64962.618388 + Penalty 2064.604554 = -62898.013834 nChanged 7 SP:Iteration 7Q (7298.350000 sec): 3 clusters Score: Raw -64972.375916 + Penalty 2064.604554 = -62907.771362 nChanged 5 SP:Iteration 8Q (7298.350000 sec): 3 clusters Score: Raw -64984.024756 + Penalty 2064.604554 = -62919.420202 nChanged 2 SP:Iteration 9Q (7298.350000 sec): 3 clusters Score: Raw -64986.216387 + Penalty 2064.604554 = -62921.611833 nChanged 2 SP:Iteration 10Q (7298.350000 sec): 3 clusters Score: Raw -64989.434647 + Penalty 2064.604554 = -62924.830093 nChanged 1 SP:Iteration 11Q (7298.350000 sec): 3 clusters Score: Raw -64989.934070 + Penalty 2064.604554 = -62925.329516 nChanged 0 SP:Iteration 12F (7298.360000 sec): 3 clusters Score: Raw -64989.934070 + Penalty 2064.604554 = -62925.329516 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 6 (27065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7298.450000 sec): 2 clusters Score: Raw -3147368.983773 + Penalty 1658.474457 = -3145710.509316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7298.530000 sec): 3 clusters Score: Raw -3130818.976684 + Penalty 3316.948914 = -3127502.027769 nChanged 12462 SP:Iteration 1F (7298.610000 sec): 3 clusters Score: Raw -3137595.721285 + Penalty 3316.948914 = -3134278.772371 nChanged 1080 SP:Iteration 2Q (7298.690000 sec): 3 clusters Score: Raw -3137894.539534 + Penalty 3316.948914 = -3134577.590620 nChanged 1001 SP:Iteration 3Q (7298.780000 sec): 3 clusters Score: Raw -3138158.448826 + Penalty 3316.948914 = -3134841.499911 nChanged 913 SP:Iteration 4Q (7298.860000 sec): 3 clusters Score: Raw -3138412.969850 + Penalty 3316.948914 = -3135096.020935 nChanged 893 SP:Iteration 5Q (7298.950000 sec): 3 clusters Score: Raw -3138694.323556 + Penalty 3316.948914 = -3135377.374642 nChanged 924 SP:Iteration 6Q (7299.030000 sec): 3 clusters Score: Raw -3139061.195673 + Penalty 3316.948914 = -3135744.246759 nChanged 1044 SP:Iteration 7Q (7299.110000 sec): 3 clusters Score: Raw -3139644.255284 + Penalty 3316.948914 = -3136327.306369 nChanged 1286 SP:Iteration 8Q (7299.190000 sec): 3 clusters Score: Raw -3140625.881431 + Penalty 3316.948914 = -3137308.932517 nChanged 1581 SP:Iteration 9F (7299.280000 sec): 3 clusters Score: Raw -3141966.719956 + Penalty 3316.948914 = -3138649.771041 nChanged 1784 SP:Iteration 10F (7299.360000 sec): 3 clusters Score: Raw -3143477.480761 + Penalty 3316.948914 = -3140160.531847 nChanged 1640 SP:Iteration 11F (7299.440000 sec): 3 clusters Score: Raw -3144617.693712 + Penalty 3316.948914 = -3141300.744798 nChanged 1270 SP:Iteration 12Q (7299.520000 sec): 3 clusters Score: Raw -3145261.025378 + Penalty 3316.948914 = -3141944.076464 nChanged 904 SP:Iteration 13Q (7299.600000 sec): 3 clusters Score: Raw -3145686.287325 + Penalty 3316.948914 = -3142369.338411 nChanged 745 SP:Iteration 14Q (7299.680000 sec): 3 clusters Score: Raw -3146074.607083 + Penalty 3316.948914 = -3142757.658169 nChanged 636 SP:Iteration 15Q (7299.760000 sec): 3 clusters Score: Raw -3146448.480110 + Penalty 3316.948914 = -3143131.531196 nChanged 609 SP:Iteration 16Q (7299.840000 sec): 3 clusters Score: Raw -3146849.690192 + Penalty 3316.948914 = -3143532.741278 nChanged 523 SP:Iteration 17Q (7299.910000 sec): 3 clusters Score: Raw -3147185.704655 + Penalty 3316.948914 = -3143868.755741 nChanged 462 SP:Iteration 18Q (7299.990000 sec): 3 clusters Score: Raw -3147415.565118 + Penalty 3316.948914 = -3144098.616204 nChanged 358 SP:Iteration 19Q (7300.070000 sec): 3 clusters Score: Raw -3147549.303206 + Penalty 3316.948914 = -3144232.354292 nChanged 281 SP:Iteration 20F (7300.150000 sec): 3 clusters Score: Raw -3147622.443488 + Penalty 3316.948914 = -3144305.494574 nChanged 220 SP:Iteration 21Q (7300.230000 sec): 3 clusters Score: Raw -3147666.374050 + Penalty 3316.948914 = -3144349.425136 nChanged 157 SP:Iteration 22Q (7300.310000 sec): 3 clusters Score: Raw -3147690.365963 + Penalty 3316.948914 = -3144373.417049 nChanged 127 SP:Iteration 23Q (7300.390000 sec): 3 clusters Score: Raw -3147709.858887 + Penalty 3316.948914 = -3144392.909973 nChanged 113 SP:Iteration 24Q (7300.470000 sec): 3 clusters Score: Raw -3147724.394607 + Penalty 3316.948914 = -3144407.445693 nChanged 88 SP:Iteration 25Q (7300.540000 sec): 3 clusters Score: Raw -3147734.926629 + Penalty 3316.948914 = -3144417.977715 nChanged 95 SP:Iteration 26Q (7300.620000 sec): 3 clusters Score: Raw -3147746.783250 + Penalty 3316.948914 = -3144429.834336 nChanged 97 SP:Iteration 27Q (7300.700000 sec): 3 clusters Score: Raw -3147758.863187 + Penalty 3316.948914 = -3144441.914273 nChanged 95 SP:Iteration 28Q (7300.770000 sec): 3 clusters Score: Raw -3147770.241905 + Penalty 3316.948914 = -3144453.292990 nChanged 102 SP:Iteration 29Q (7300.850000 sec): 3 clusters Score: Raw -3147784.038276 + Penalty 3316.948914 = -3144467.089362 nChanged 111 SP:Iteration 30Q (7300.930000 sec): 3 clusters Score: Raw -3147800.033139 + Penalty 3316.948914 = -3144483.084225 nChanged 103 SP:Iteration 31Q (7301.000000 sec): 3 clusters Score: Raw -3147813.586865 + Penalty 3316.948914 = -3144496.637951 nChanged 105 SP:Iteration 32Q (7301.080000 sec): 3 clusters Score: Raw -3147827.238165 + Penalty 3316.948914 = -3144510.289250 nChanged 95 SP:Iteration 33Q (7301.150000 sec): 3 clusters Score: Raw -3147840.326048 + Penalty 3316.948914 = -3144523.377134 nChanged 98 SP:Iteration 34Q (7301.230000 sec): 3 clusters Score: Raw -3147854.003041 + Penalty 3316.948914 = -3144537.054127 nChanged 97 SP:Iteration 35Q (7301.310000 sec): 3 clusters Score: Raw -3147866.308048 + Penalty 3316.948914 = -3144549.359134 nChanged 90 SP:Iteration 36Q (7301.380000 sec): 3 clusters Score: Raw -3147876.239041 + Penalty 3316.948914 = -3144559.290126 nChanged 74 SP:Iteration 37Q (7301.450000 sec): 3 clusters Score: Raw -3147883.655517 + Penalty 3316.948914 = -3144566.706603 nChanged 70 SP:Iteration 38Q (7301.530000 sec): 3 clusters Score: Raw -3147890.519235 + Penalty 3316.948914 = -3144573.570320 nChanged 62 SP:Iteration 39Q (7301.600000 sec): 3 clusters Score: Raw -3147896.562428 + Penalty 3316.948914 = -3144579.613513 nChanged 64 SP:Iteration 40F (7301.680000 sec): 3 clusters Score: Raw -3147902.711850 + Penalty 3316.948914 = -3144585.762935 nChanged 65 SP:Iteration 41Q (7301.750000 sec): 3 clusters Score: Raw -3147909.176392 + Penalty 3316.948914 = -3144592.227478 nChanged 64 SP:Iteration 42Q (7301.830000 sec): 3 clusters Score: Raw -3147915.941935 + Penalty 3316.948914 = -3144598.993021 nChanged 67 SP:Iteration 43Q (7301.900000 sec): 3 clusters Score: Raw -3147922.877529 + Penalty 3316.948914 = -3144605.928615 nChanged 66 SP:Iteration 44Q (7301.970000 sec): 3 clusters Score: Raw -3147929.455935 + Penalty 3316.948914 = -3144612.507021 nChanged 61 SP:Iteration 45Q (7302.050000 sec): 3 clusters Score: Raw -3147936.017073 + Penalty 3316.948914 = -3144619.068159 nChanged 65 SP:Iteration 46Q (7302.120000 sec): 3 clusters Score: Raw -3147942.958249 + Penalty 3316.948914 = -3144626.009335 nChanged 58 SP:Iteration 47Q (7302.190000 sec): 3 clusters Score: Raw -3147948.246860 + Penalty 3316.948914 = -3144631.297946 nChanged 52 SP:Iteration 48Q (7302.270000 sec): 3 clusters Score: Raw -3147952.838311 + Penalty 3316.948914 = -3144635.889397 nChanged 58 SP:Iteration 49Q (7302.340000 sec): 3 clusters Score: Raw -3147957.904206 + Penalty 3316.948914 = -3144640.955291 nChanged 41 SP:Iteration 50Q (7302.410000 sec): 3 clusters Score: Raw -3147961.638505 + Penalty 3316.948914 = -3144644.689590 nChanged 42 SP:Iteration 51Q (7302.480000 sec): 3 clusters Score: Raw -3147965.015810 + Penalty 3316.948914 = -3144648.066896 nChanged 42 SP:Iteration 52Q (7302.550000 sec): 3 clusters Score: Raw -3147969.146856 + Penalty 3316.948914 = -3144652.197942 nChanged 45 SP:Iteration 53Q (7302.630000 sec): 3 clusters Score: Raw -3147973.676177 + Penalty 3316.948914 = -3144656.727263 nChanged 47 SP:Iteration 54Q (7302.700000 sec): 3 clusters Score: Raw -3147978.715042 + Penalty 3316.948914 = -3144661.766128 nChanged 48 SP:Iteration 55Q (7302.770000 sec): 3 clusters Score: Raw -3147983.446977 + Penalty 3316.948914 = -3144666.498063 nChanged 50 SP:Iteration 56Q (7302.850000 sec): 3 clusters Score: Raw -3147988.278159 + Penalty 3316.948914 = -3144671.329245 nChanged 50 SP:Iteration 57Q (7302.920000 sec): 3 clusters Score: Raw -3147992.625420 + Penalty 3316.948914 = -3144675.676506 nChanged 40 SP:Iteration 58Q (7302.990000 sec): 3 clusters Score: Raw -3147995.930096 + Penalty 3316.948914 = -3144678.981182 nChanged 49 SP:Iteration 59Q (7303.070000 sec): 3 clusters Score: Raw -3148000.344366 + Penalty 3316.948914 = -3144683.395452 nChanged 54 SP:Iteration 60F (7303.150000 sec): 3 clusters Score: Raw -3148005.239513 + Penalty 3316.948914 = -3144688.290599 nChanged 38 SP:Iteration 61Q (7303.220000 sec): 3 clusters Score: Raw -3148008.259079 + Penalty 3316.948914 = -3144691.310165 nChanged 40 SP:Iteration 62Q (7303.290000 sec): 3 clusters Score: Raw -3148011.441748 + Penalty 3316.948914 = -3144694.492834 nChanged 44 SP:Iteration 63Q (7303.360000 sec): 3 clusters Score: Raw -3148015.147855 + Penalty 3316.948914 = -3144698.198941 nChanged 34 SP:Iteration 64Q (7303.430000 sec): 3 clusters Score: Raw -3148018.201607 + Penalty 3316.948914 = -3144701.252693 nChanged 36 SP:Iteration 65Q (7303.500000 sec): 3 clusters Score: Raw -3148021.362697 + Penalty 3316.948914 = -3144704.413783 nChanged 35 SP:Iteration 66Q (7303.570000 sec): 3 clusters Score: Raw -3148024.565284 + Penalty 3316.948914 = -3144707.616369 nChanged 40 SP:Iteration 67Q (7303.640000 sec): 3 clusters Score: Raw -3148028.391007 + Penalty 3316.948914 = -3144711.442093 nChanged 40 SP:Iteration 68Q (7303.710000 sec): 3 clusters Score: Raw -3148032.450334 + Penalty 3316.948914 = -3144715.501420 nChanged 38 SP:Iteration 69Q (7303.780000 sec): 3 clusters Score: Raw -3148035.425971 + Penalty 3316.948914 = -3144718.477057 nChanged 37 SP:Iteration 70Q (7303.850000 sec): 3 clusters Score: Raw -3148038.508260 + Penalty 3316.948914 = -3144721.559345 nChanged 39 SP:Iteration 71Q (7303.920000 sec): 3 clusters Score: Raw -3148042.341414 + Penalty 3316.948914 = -3144725.392500 nChanged 42 SP:Iteration 72Q (7303.990000 sec): 3 clusters Score: Raw -3148046.421363 + Penalty 3316.948914 = -3144729.472449 nChanged 38 SP:Iteration 73Q (7304.060000 sec): 3 clusters Score: Raw -3148049.975921 + Penalty 3316.948914 = -3144733.027007 nChanged 38 SP:Iteration 74Q (7304.130000 sec): 3 clusters Score: Raw -3148054.418767 + Penalty 3316.948914 = -3144737.469852 nChanged 41 SP:Iteration 75Q (7304.200000 sec): 3 clusters Score: Raw -3148058.442362 + Penalty 3316.948914 = -3144741.493448 nChanged 38 SP:Iteration 76Q (7304.280000 sec): 3 clusters Score: Raw -3148061.831401 + Penalty 3316.948914 = -3144744.882487 nChanged 40 SP:Iteration 77Q (7304.350000 sec): 3 clusters Score: Raw -3148065.356586 + Penalty 3316.948914 = -3144748.407672 nChanged 32 SP:Iteration 78Q (7304.420000 sec): 3 clusters Score: Raw -3148068.339833 + Penalty 3316.948914 = -3144751.390919 nChanged 28 SP:Iteration 79Q (7304.490000 sec): 3 clusters Score: Raw -3148070.952164 + Penalty 3316.948914 = -3144754.003250 nChanged 28 SP:Iteration 80F (7304.570000 sec): 3 clusters Score: Raw -3148073.634677 + Penalty 3316.948914 = -3144756.685763 nChanged 27 SP:Iteration 81Q (7304.640000 sec): 3 clusters Score: Raw -3148075.949099 + Penalty 3316.948914 = -3144759.000185 nChanged 29 SP:Iteration 82Q (7304.710000 sec): 3 clusters Score: Raw -3148078.024928 + Penalty 3316.948914 = -3144761.076014 nChanged 24 SP:Iteration 83Q (7304.780000 sec): 3 clusters Score: Raw -3148080.094075 + Penalty 3316.948914 = -3144763.145160 nChanged 27 SP:Iteration 84Q (7304.850000 sec): 3 clusters Score: Raw -3148082.274474 + Penalty 3316.948914 = -3144765.325560 nChanged 24 SP:Iteration 85Q (7304.920000 sec): 3 clusters Score: Raw -3148084.436084 + Penalty 3316.948914 = -3144767.487170 nChanged 29 SP:Iteration 86Q (7304.990000 sec): 3 clusters Score: Raw -3148086.630636 + Penalty 3316.948914 = -3144769.681721 nChanged 30 SP:Iteration 87Q (7305.060000 sec): 3 clusters Score: Raw -3148089.032703 + Penalty 3316.948914 = -3144772.083789 nChanged 29 SP:Iteration 88Q (7305.130000 sec): 3 clusters Score: Raw -3148091.218001 + Penalty 3316.948914 = -3144774.269087 nChanged 33 SP:Iteration 89Q (7305.200000 sec): 3 clusters Score: Raw -3148093.967128 + Penalty 3316.948914 = -3144777.018214 nChanged 28 SP:Iteration 90Q (7305.270000 sec): 3 clusters Score: Raw -3148096.777538 + Penalty 3316.948914 = -3144779.828624 nChanged 24 SP:Iteration 91Q (7305.330000 sec): 3 clusters Score: Raw -3148098.757206 + Penalty 3316.948914 = -3144781.808292 nChanged 15 SP:Iteration 92Q (7305.410000 sec): 3 clusters Score: Raw -3148099.785632 + Penalty 3316.948914 = -3144782.836717 nChanged 12 SP:Iteration 93Q (7305.470000 sec): 3 clusters Score: Raw -3148100.572988 + Penalty 3316.948914 = -3144783.624073 nChanged 13 SP:Iteration 94Q (7305.540000 sec): 3 clusters Score: Raw -3148101.240202 + Penalty 3316.948914 = -3144784.291287 nChanged 7 SP:Iteration 95Q (7305.610000 sec): 3 clusters Score: Raw -3148101.725205 + Penalty 3316.948914 = -3144784.776290 nChanged 11 SP:Iteration 96Q (7305.680000 sec): 3 clusters Score: Raw -3148102.354869 + Penalty 3316.948914 = -3144785.405955 nChanged 15 SP:Iteration 97Q (7305.750000 sec): 3 clusters Score: Raw -3148103.257481 + Penalty 3316.948914 = -3144786.308567 nChanged 6 SP:Iteration 98Q (7305.820000 sec): 3 clusters Score: Raw -3148103.567647 + Penalty 3316.948914 = -3144786.618733 nChanged 8 SP:Iteration 99Q (7305.890000 sec): 3 clusters Score: Raw -3148103.946898 + Penalty 3316.948914 = -3144786.997984 nChanged 9 SP:Iteration 100F (7305.970000 sec): 3 clusters Score: Raw -3148104.450655 + Penalty 3316.948914 = -3144787.501741 nChanged 13 SP:Iteration 101Q (7306.040000 sec): 3 clusters Score: Raw -3148105.165138 + Penalty 3316.948914 = -3144788.216224 nChanged 15 SP:Iteration 102Q (7306.110000 sec): 3 clusters Score: Raw -3148106.077868 + Penalty 3316.948914 = -3144789.128954 nChanged 13 SP:Iteration 103Q (7306.180000 sec): 3 clusters Score: Raw -3148106.836706 + Penalty 3316.948914 = -3144789.887792 nChanged 16 SP:Iteration 104Q (7306.250000 sec): 3 clusters Score: Raw -3148107.769501 + Penalty 3316.948914 = -3144790.820586 nChanged 11 SP:Iteration 105Q (7306.320000 sec): 3 clusters Score: Raw -3148108.448972 + Penalty 3316.948914 = -3144791.500058 nChanged 12 SP:Iteration 106Q (7306.390000 sec): 3 clusters Score: Raw -3148109.182644 + Penalty 3316.948914 = -3144792.233729 nChanged 13 SP:Iteration 107Q (7306.450000 sec): 3 clusters Score: Raw -3148109.942431 + Penalty 3316.948914 = -3144792.993517 nChanged 8 SP:Iteration 108Q (7306.530000 sec): 3 clusters Score: Raw -3148110.704847 + Penalty 3316.948914 = -3144793.755932 nChanged 10 SP:Iteration 109Q (7306.600000 sec): 3 clusters Score: Raw -3148111.400816 + Penalty 3316.948914 = -3144794.451902 nChanged 11 SP:Iteration 110Q (7306.670000 sec): 3 clusters Score: Raw -3148112.091664 + Penalty 3316.948914 = -3144795.142750 nChanged 11 SP:Iteration 111Q (7306.740000 sec): 3 clusters Score: Raw -3148112.642576 + Penalty 3316.948914 = -3144795.693662 nChanged 3 SP:Iteration 112Q (7306.800000 sec): 3 clusters Score: Raw -3148112.940702 + Penalty 3316.948914 = -3144795.991788 nChanged 8 SP:Iteration 113Q (7306.870000 sec): 3 clusters Score: Raw -3148113.380471 + Penalty 3316.948914 = -3144796.431557 nChanged 8 SP:Iteration 114Q (7306.940000 sec): 3 clusters Score: Raw -3148113.754092 + Penalty 3316.948914 = -3144796.805178 nChanged 5 SP:Iteration 115Q (7307.010000 sec): 3 clusters Score: Raw -3148113.957276 + Penalty 3316.948914 = -3144797.008361 nChanged 4 SP:Iteration 116Q (7307.080000 sec): 3 clusters Score: Raw -3148114.063836 + Penalty 3316.948914 = -3144797.114922 nChanged 1 SP:Iteration 117Q (7307.150000 sec): 3 clusters Score: Raw -3148114.149083 + Penalty 3316.948914 = -3144797.200168 nChanged 2 SP:Iteration 118Q (7307.220000 sec): 3 clusters Score: Raw -3148114.242292 + Penalty 3316.948914 = -3144797.293378 nChanged 2 SP:Iteration 119Q (7307.280000 sec): 3 clusters Score: Raw -3148114.343433 + Penalty 3316.948914 = -3144797.394519 nChanged 2 SP:Iteration 120F (7307.370000 sec): 3 clusters Score: Raw -3148114.445562 + Penalty 3316.948914 = -3144797.496647 nChanged 2 SP:Iteration 121Q (7307.440000 sec): 3 clusters Score: Raw -3148114.561880 + Penalty 3316.948914 = -3144797.612966 nChanged 2 SP:Iteration 122Q (7307.510000 sec): 3 clusters Score: Raw -3148114.632570 + Penalty 3316.948914 = -3144797.683656 nChanged 3 SP:Iteration 123Q (7307.580000 sec): 3 clusters Score: Raw -3148114.728377 + Penalty 3316.948914 = -3144797.779463 nChanged 1 SP:Iteration 124Q (7307.640000 sec): 3 clusters Score: Raw -3148114.784757 + Penalty 3316.948914 = -3144797.835843 nChanged 1 SP:Iteration 125Q (7307.710000 sec): 3 clusters Score: Raw -3148114.828706 + Penalty 3316.948914 = -3144797.879791 nChanged 1 SP:Iteration 126Q (7307.780000 sec): 3 clusters Score: Raw -3148114.953455 + Penalty 3316.948914 = -3144798.004541 nChanged 1 SP:Iteration 127Q (7307.850000 sec): 3 clusters Score: Raw -3148115.007667 + Penalty 3316.948914 = -3144798.058753 nChanged 0 SP:Iteration 128F (7307.930000 sec): 3 clusters Score: Raw -3148115.007667 + Penalty 3316.948914 = -3144798.058753 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 7 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7307.950000 sec): 2 clusters Score: Raw -226866.724107 + Penalty 1235.471325 = -225631.252782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7307.960000 sec): 3 clusters Score: Raw -226034.462060 + Penalty 2470.942650 = -223563.519410 nChanged 708 SP:Iteration 1F (7307.960000 sec): 3 clusters Score: Raw -226537.834576 + Penalty 2470.942650 = -224066.891926 nChanged 186 SP:Iteration 2F (7307.970000 sec): 3 clusters Score: Raw -226711.303530 + Penalty 2470.942650 = -224240.360879 nChanged 115 SP:Iteration 3F (7307.980000 sec): 3 clusters Score: Raw -226807.941997 + Penalty 2470.942650 = -224336.999346 nChanged 72 SP:Iteration 4Q (7307.980000 sec): 3 clusters Score: Raw -226864.921433 + Penalty 2470.942650 = -224393.978783 nChanged 60 SP:Iteration 5Q (7307.990000 sec): 3 clusters Score: Raw -226906.305527 + Penalty 2470.942650 = -224435.362876 nChanged 55 SP:Iteration 6Q (7307.990000 sec): 3 clusters Score: Raw -226940.678151 + Penalty 2470.942650 = -224469.735500 nChanged 42 SP:Iteration 7Q (7308.000000 sec): 3 clusters Score: Raw -226967.408694 + Penalty 2470.942650 = -224496.466044 nChanged 33 SP:Iteration 8Q (7308.000000 sec): 3 clusters Score: Raw -226993.519097 + Penalty 2470.942650 = -224522.576447 nChanged 32 SP:Iteration 9Q (7308.010000 sec): 3 clusters Score: Raw -227021.701032 + Penalty 2470.942650 = -224550.758381 nChanged 41 SP:Iteration 10Q (7308.020000 sec): 3 clusters Score: Raw -227054.812623 + Penalty 2470.942650 = -224583.869973 nChanged 44 SP:Iteration 11Q (7308.020000 sec): 3 clusters Score: Raw -227088.428928 + Penalty 2470.942650 = -224617.486278 nChanged 36 SP:Iteration 12Q (7308.030000 sec): 3 clusters Score: Raw -227119.286738 + Penalty 2470.942650 = -224648.344088 nChanged 48 SP:Iteration 13Q (7308.030000 sec): 3 clusters Score: Raw -227167.038295 + Penalty 2470.942650 = -224696.095645 nChanged 45 SP:Iteration 14Q (7308.040000 sec): 3 clusters Score: Raw -227206.442316 + Penalty 2470.942650 = -224735.499666 nChanged 40 SP:Iteration 15Q (7308.040000 sec): 3 clusters Score: Raw -227243.353243 + Penalty 2470.942650 = -224772.410593 nChanged 36 SP:Iteration 16Q (7308.050000 sec): 3 clusters Score: Raw -227297.733414 + Penalty 2470.942650 = -224826.790763 nChanged 47 SP:Iteration 17Q (7308.060000 sec): 3 clusters Score: Raw -227381.083733 + Penalty 2470.942650 = -224910.141082 nChanged 46 SP:Iteration 18Q (7308.060000 sec): 3 clusters Score: Raw -227455.858578 + Penalty 2470.942650 = -224984.915928 nChanged 43 SP:Iteration 19Q (7308.070000 sec): 3 clusters Score: Raw -227514.685928 + Penalty 2470.942650 = -225043.743278 nChanged 31 SP:Iteration 20F (7308.070000 sec): 3 clusters Score: Raw -227547.291469 + Penalty 2470.942650 = -225076.348819 nChanged 21 SP:Iteration 21Q (7308.080000 sec): 3 clusters Score: Raw -227573.768721 + Penalty 2470.942650 = -225102.826070 nChanged 23 SP:Iteration 22Q (7308.080000 sec): 3 clusters Score: Raw -227598.300780 + Penalty 2470.942650 = -225127.358130 nChanged 17 SP:Iteration 23Q (7308.090000 sec): 3 clusters Score: Raw -227607.753599 + Penalty 2470.942650 = -225136.810949 nChanged 6 SP:Iteration 24Q (7308.090000 sec): 3 clusters Score: Raw -227612.281295 + Penalty 2470.942650 = -225141.338645 nChanged 6 SP:Iteration 25Q (7308.100000 sec): 3 clusters Score: Raw -227615.208654 + Penalty 2470.942650 = -225144.266004 nChanged 7 SP:Iteration 26Q (7308.100000 sec): 3 clusters Score: Raw -227618.502903 + Penalty 2470.942650 = -225147.560253 nChanged 3 SP:Iteration 27Q (7308.110000 sec): 3 clusters Score: Raw -227621.401920 + Penalty 2470.942650 = -225150.459270 nChanged 8 SP:Iteration 28Q (7308.120000 sec): 3 clusters Score: Raw -227627.515072 + Penalty 2470.942650 = -225156.572421 nChanged 10 SP:Iteration 29Q (7308.120000 sec): 3 clusters Score: Raw -227636.574827 + Penalty 2470.942650 = -225165.632177 nChanged 11 SP:Iteration 30Q (7308.120000 sec): 3 clusters Score: Raw -227644.359611 + Penalty 2470.942650 = -225173.416961 nChanged 11 SP:Iteration 31Q (7308.130000 sec): 3 clusters Score: Raw -227652.149715 + Penalty 2470.942650 = -225181.207065 nChanged 8 SP:Iteration 32Q (7308.130000 sec): 3 clusters Score: Raw -227656.519616 + Penalty 2470.942650 = -225185.576965 nChanged 9 SP:Iteration 33Q (7308.140000 sec): 3 clusters Score: Raw -227666.835933 + Penalty 2470.942650 = -225195.893283 nChanged 12 SP:Iteration 34Q (7308.140000 sec): 3 clusters Score: Raw -227678.275825 + Penalty 2470.942650 = -225207.333175 nChanged 10 SP:Iteration 35Q (7308.150000 sec): 3 clusters Score: Raw -227690.658138 + Penalty 2470.942650 = -225219.715488 nChanged 12 SP:Iteration 36Q (7308.150000 sec): 3 clusters Score: Raw -227701.014399 + Penalty 2470.942650 = -225230.071749 nChanged 9 SP:Iteration 37Q (7308.160000 sec): 3 clusters Score: Raw -227712.251304 + Penalty 2470.942650 = -225241.308653 nChanged 9 SP:Iteration 38Q (7308.160000 sec): 3 clusters Score: Raw -227720.295803 + Penalty 2470.942650 = -225249.353153 nChanged 8 SP:Iteration 39Q (7308.170000 sec): 3 clusters Score: Raw -227729.341083 + Penalty 2470.942650 = -225258.398433 nChanged 5 SP:Iteration 40F (7308.180000 sec): 3 clusters Score: Raw -227737.083746 + Penalty 2470.942650 = -225266.141096 nChanged 6 SP:Iteration 41Q (7308.180000 sec): 3 clusters Score: Raw -227753.632599 + Penalty 2470.942650 = -225282.689949 nChanged 9 SP:Iteration 42Q (7308.180000 sec): 3 clusters Score: Raw -227763.848356 + Penalty 2470.942650 = -225292.905705 nChanged 5 SP:Iteration 43Q (7308.190000 sec): 3 clusters Score: Raw -227767.895286 + Penalty 2470.942650 = -225296.952635 nChanged 4 SP:Iteration 44Q (7308.190000 sec): 3 clusters Score: Raw -227773.311956 + Penalty 2470.942650 = -225302.369306 nChanged 2 SP:Iteration 45Q (7308.200000 sec): 3 clusters Score: Raw -227775.011728 + Penalty 2470.942650 = -225304.069078 nChanged 2 SP:Iteration 46Q (7308.200000 sec): 3 clusters Score: Raw -227776.796660 + Penalty 2470.942650 = -225305.854010 nChanged 1 SP:Iteration 47Q (7308.210000 sec): 3 clusters Score: Raw -227777.565142 + Penalty 2470.942650 = -225306.622491 nChanged 1 SP:Iteration 48Q (7308.210000 sec): 3 clusters Score: Raw -227778.088515 + Penalty 2470.942650 = -225307.145865 nChanged 2 SP:Iteration 49Q (7308.220000 sec): 3 clusters Score: Raw -227779.502121 + Penalty 2470.942650 = -225308.559471 nChanged 3 SP:Iteration 50Q (7308.220000 sec): 3 clusters Score: Raw -227782.752926 + Penalty 2470.942650 = -225311.810276 nChanged 3 SP:Iteration 51Q (7308.220000 sec): 3 clusters Score: Raw -227786.054318 + Penalty 2470.942650 = -225315.111668 nChanged 3 SP:Iteration 52Q (7308.230000 sec): 3 clusters Score: Raw -227790.614220 + Penalty 2470.942650 = -225319.671570 nChanged 2 SP:Iteration 53Q (7308.240000 sec): 3 clusters Score: Raw -227793.740295 + Penalty 2470.942650 = -225322.797645 nChanged 2 SP:Iteration 54Q (7308.240000 sec): 3 clusters Score: Raw -227795.023236 + Penalty 2470.942650 = -225324.080586 nChanged 1 SP:Iteration 55Q (7308.240000 sec): 3 clusters Score: Raw -227795.361347 + Penalty 2470.942650 = -225324.418697 nChanged 0 SP:Iteration 56F (7308.250000 sec): 3 clusters Score: Raw -227795.361347 + Penalty 2470.942650 = -225324.418697 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 8 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7308.260000 sec): 2 clusters Score: Raw -72294.156059 + Penalty 1049.734474 = -71244.421585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7308.260000 sec): 3 clusters Score: Raw -72132.791579 + Penalty 2099.468948 = -70033.322631 nChanged 152 SP:Iteration 1F (7308.260000 sec): 3 clusters Score: Raw -72312.245968 + Penalty 2099.468948 = -70212.777020 nChanged 39 SP:Iteration 2F (7308.260000 sec): 3 clusters Score: Raw -72351.846077 + Penalty 2099.468948 = -70252.377130 nChanged 20 SP:Iteration 3Q (7308.260000 sec): 3 clusters Score: Raw -72386.077171 + Penalty 2099.468948 = -70286.608223 nChanged 13 SP:Iteration 4Q (7308.270000 sec): 3 clusters Score: Raw -72406.498000 + Penalty 2099.468948 = -70307.029052 nChanged 12 SP:Iteration 5Q (7308.270000 sec): 3 clusters Score: Raw -72422.654612 + Penalty 2099.468948 = -70323.185665 nChanged 8 SP:Iteration 6Q (7308.270000 sec): 3 clusters Score: Raw -72438.307027 + Penalty 2099.468948 = -70338.838079 nChanged 12 SP:Iteration 7Q (7308.270000 sec): 3 clusters Score: Raw -72461.024816 + Penalty 2099.468948 = -70361.555868 nChanged 12 SP:Iteration 8Q (7308.280000 sec): 3 clusters Score: Raw -72479.385020 + Penalty 2099.468948 = -70379.916072 nChanged 12 SP:Iteration 9Q (7308.280000 sec): 3 clusters Score: Raw -72498.029706 + Penalty 2099.468948 = -70398.560758 nChanged 10 SP:Iteration 10Q (7308.280000 sec): 3 clusters Score: Raw -72509.298900 + Penalty 2099.468948 = -70409.829953 nChanged 12 SP:Iteration 11Q (7308.280000 sec): 3 clusters Score: Raw -72534.408565 + Penalty 2099.468948 = -70434.939617 nChanged 14 SP:Iteration 12Q (7308.280000 sec): 3 clusters Score: Raw -72559.325345 + Penalty 2099.468948 = -70459.856397 nChanged 15 SP:Iteration 13Q (7308.280000 sec): 3 clusters Score: Raw -72576.418282 + Penalty 2099.468948 = -70476.949334 nChanged 11 SP:Iteration 14Q (7308.280000 sec): 3 clusters Score: Raw -72588.154597 + Penalty 2099.468948 = -70488.685650 nChanged 10 SP:Iteration 15Q (7308.290000 sec): 3 clusters Score: Raw -72600.443623 + Penalty 2099.468948 = -70500.974676 nChanged 10 SP:Iteration 16Q (7308.290000 sec): 3 clusters Score: Raw -72609.796194 + Penalty 2099.468948 = -70510.327246 nChanged 6 SP:Iteration 17Q (7308.290000 sec): 3 clusters Score: Raw -72616.930979 + Penalty 2099.468948 = -70517.462032 nChanged 6 SP:Iteration 18Q (7308.290000 sec): 3 clusters Score: Raw -72623.970763 + Penalty 2099.468948 = -70524.501816 nChanged 4 SP:Iteration 19Q (7308.300000 sec): 3 clusters Score: Raw -72629.534056 + Penalty 2099.468948 = -70530.065108 nChanged 4 SP:Iteration 20F (7308.300000 sec): 3 clusters Score: Raw -72634.531665 + Penalty 2099.468948 = -70535.062717 nChanged 5 SP:Iteration 21Q (7308.300000 sec): 3 clusters Score: Raw -72664.747047 + Penalty 2099.468948 = -70565.278100 nChanged 7 SP:Iteration 22Q (7308.300000 sec): 3 clusters Score: Raw -72724.273205 + Penalty 2099.468948 = -70624.804257 nChanged 16 SP:Iteration 23Q (7308.300000 sec): 3 clusters Score: Raw -72751.460901 + Penalty 2099.468948 = -70651.991953 nChanged 14 SP:Iteration 24Q (7308.300000 sec): 3 clusters Score: Raw -72778.492474 + Penalty 2099.468948 = -70679.023527 nChanged 8 SP:Iteration 25Q (7308.300000 sec): 3 clusters Score: Raw -72796.901541 + Penalty 2099.468948 = -70697.432594 nChanged 8 SP:Iteration 26Q (7308.300000 sec): 3 clusters Score: Raw -72810.356669 + Penalty 2099.468948 = -70710.887722 nChanged 6 SP:Iteration 27Q (7308.300000 sec): 3 clusters Score: Raw -72820.153553 + Penalty 2099.468948 = -70720.684605 nChanged 3 SP:Iteration 28Q (7308.310000 sec): 3 clusters Score: Raw -72824.733814 + Penalty 2099.468948 = -70725.264866 nChanged 4 SP:Iteration 29Q (7308.310000 sec): 3 clusters Score: Raw -72830.650014 + Penalty 2099.468948 = -70731.181067 nChanged 4 SP:Iteration 30Q (7308.310000 sec): 3 clusters Score: Raw -72842.019809 + Penalty 2099.468948 = -70742.550861 nChanged 5 SP:Iteration 31Q (7308.310000 sec): 3 clusters Score: Raw -72851.877592 + Penalty 2099.468948 = -70752.408645 nChanged 4 SP:Iteration 32Q (7308.310000 sec): 3 clusters Score: Raw -72858.289459 + Penalty 2099.468948 = -70758.820511 nChanged 4 SP:Iteration 33Q (7308.320000 sec): 3 clusters Score: Raw -72865.040452 + Penalty 2099.468948 = -70765.571504 nChanged 2 SP:Iteration 34Q (7308.320000 sec): 3 clusters Score: Raw -72867.629965 + Penalty 2099.468948 = -70768.161017 nChanged 2 SP:Iteration 35Q (7308.320000 sec): 3 clusters Score: Raw -72870.170927 + Penalty 2099.468948 = -70770.701979 nChanged 1 SP:Iteration 36Q (7308.320000 sec): 3 clusters Score: Raw -72873.837357 + Penalty 2099.468948 = -70774.368409 nChanged 0 SP:Iteration 37F (7308.320000 sec): 3 clusters Score: Raw -72873.837357 + Penalty 2099.468948 = -70774.368409 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 9 (8880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7308.360000 sec): 2 clusters Score: Raw -1053121.517710 + Penalty 1477.377986 = -1051644.139725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7308.380000 sec): 3 clusters Score: Raw -1048150.646498 + Penalty 2954.755972 = -1045195.890526 nChanged 3701 SP:Iteration 1F (7308.410000 sec): 3 clusters Score: Raw -1050094.529486 + Penalty 2954.755972 = -1047139.773514 nChanged 499 SP:Iteration 2F (7308.440000 sec): 3 clusters Score: Raw -1050273.416632 + Penalty 2954.755972 = -1047318.660661 nChanged 375 SP:Iteration 3Q (7308.460000 sec): 3 clusters Score: Raw -1050407.917120 + Penalty 2954.755972 = -1047453.161148 nChanged 319 SP:Iteration 4Q (7308.490000 sec): 3 clusters Score: Raw -1050526.100349 + Penalty 2954.755972 = -1047571.344378 nChanged 285 SP:Iteration 5Q (7308.520000 sec): 3 clusters Score: Raw -1050627.802311 + Penalty 2954.755972 = -1047673.046339 nChanged 260 SP:Iteration 6Q (7308.540000 sec): 3 clusters Score: Raw -1050716.906060 + Penalty 2954.755972 = -1047762.150088 nChanged 257 SP:Iteration 7Q (7308.570000 sec): 3 clusters Score: Raw -1050814.423175 + Penalty 2954.755972 = -1047859.667204 nChanged 219 SP:Iteration 8Q (7308.590000 sec): 3 clusters Score: Raw -1050907.987329 + Penalty 2954.755972 = -1047953.231358 nChanged 256 SP:Iteration 9Q (7308.620000 sec): 3 clusters Score: Raw -1051046.814706 + Penalty 2954.755972 = -1048092.058734 nChanged 281 SP:Iteration 10Q (7308.650000 sec): 3 clusters Score: Raw -1051205.892048 + Penalty 2954.755972 = -1048251.136076 nChanged 308 SP:Iteration 11Q (7308.670000 sec): 3 clusters Score: Raw -1051392.741676 + Penalty 2954.755972 = -1048437.985704 nChanged 300 SP:Iteration 12Q (7308.700000 sec): 3 clusters Score: Raw -1051592.378647 + Penalty 2954.755972 = -1048637.622675 nChanged 317 SP:Iteration 13Q (7308.720000 sec): 3 clusters Score: Raw -1051823.480526 + Penalty 2954.755972 = -1048868.724554 nChanged 341 SP:Iteration 14Q (7308.750000 sec): 3 clusters Score: Raw -1052094.210892 + Penalty 2954.755972 = -1049139.454920 nChanged 303 SP:Iteration 15Q (7308.770000 sec): 3 clusters Score: Raw -1052335.228811 + Penalty 2954.755972 = -1049380.472840 nChanged 244 SP:Iteration 16Q (7308.800000 sec): 3 clusters Score: Raw -1052519.103814 + Penalty 2954.755972 = -1049564.347843 nChanged 224 SP:Iteration 17Q (7308.820000 sec): 3 clusters Score: Raw -1052676.333110 + Penalty 2954.755972 = -1049721.577138 nChanged 183 SP:Iteration 18Q (7308.850000 sec): 3 clusters Score: Raw -1052790.858519 + Penalty 2954.755972 = -1049836.102547 nChanged 159 SP:Iteration 19Q (7308.880000 sec): 3 clusters Score: Raw -1052882.406068 + Penalty 2954.755972 = -1049927.650096 nChanged 128 SP:Iteration 20F (7308.900000 sec): 3 clusters Score: Raw -1052949.405247 + Penalty 2954.755972 = -1049994.649275 nChanged 114 SP:Iteration 21Q (7308.920000 sec): 3 clusters Score: Raw -1053007.551835 + Penalty 2954.755972 = -1050052.795863 nChanged 89 SP:Iteration 22Q (7308.940000 sec): 3 clusters Score: Raw -1053052.458169 + Penalty 2954.755972 = -1050097.702198 nChanged 92 SP:Iteration 23Q (7308.970000 sec): 3 clusters Score: Raw -1053091.489471 + Penalty 2954.755972 = -1050136.733499 nChanged 73 SP:Iteration 24Q (7308.990000 sec): 3 clusters Score: Raw -1053126.202601 + Penalty 2954.755972 = -1050171.446629 nChanged 63 SP:Iteration 25Q (7309.010000 sec): 3 clusters Score: Raw -1053155.574379 + Penalty 2954.755972 = -1050200.818407 nChanged 55 SP:Iteration 26Q (7309.030000 sec): 3 clusters Score: Raw -1053175.124259 + Penalty 2954.755972 = -1050220.368288 nChanged 39 SP:Iteration 27Q (7309.060000 sec): 3 clusters Score: Raw -1053185.966055 + Penalty 2954.755972 = -1050231.210083 nChanged 24 SP:Iteration 28Q (7309.080000 sec): 3 clusters Score: Raw -1053192.462247 + Penalty 2954.755972 = -1050237.706275 nChanged 25 SP:Iteration 29Q (7309.100000 sec): 3 clusters Score: Raw -1053200.467826 + Penalty 2954.755972 = -1050245.711854 nChanged 17 SP:Iteration 30Q (7309.120000 sec): 3 clusters Score: Raw -1053204.807452 + Penalty 2954.755972 = -1050250.051481 nChanged 16 SP:Iteration 31Q (7309.140000 sec): 3 clusters Score: Raw -1053210.112514 + Penalty 2954.755972 = -1050255.356542 nChanged 20 SP:Iteration 32Q (7309.160000 sec): 3 clusters Score: Raw -1053217.561950 + Penalty 2954.755972 = -1050262.805979 nChanged 24 SP:Iteration 33Q (7309.180000 sec): 3 clusters Score: Raw -1053225.141335 + Penalty 2954.755972 = -1050270.385363 nChanged 19 SP:Iteration 34Q (7309.210000 sec): 3 clusters Score: Raw -1053231.159220 + Penalty 2954.755972 = -1050276.403248 nChanged 16 SP:Iteration 35Q (7309.230000 sec): 3 clusters Score: Raw -1053234.631860 + Penalty 2954.755972 = -1050279.875888 nChanged 8 SP:Iteration 36Q (7309.250000 sec): 3 clusters Score: Raw -1053236.963218 + Penalty 2954.755972 = -1050282.207246 nChanged 9 SP:Iteration 37Q (7309.270000 sec): 3 clusters Score: Raw -1053238.948027 + Penalty 2954.755972 = -1050284.192055 nChanged 5 SP:Iteration 38Q (7309.300000 sec): 3 clusters Score: Raw -1053240.607957 + Penalty 2954.755972 = -1050285.851986 nChanged 9 SP:Iteration 39Q (7309.320000 sec): 3 clusters Score: Raw -1053242.947483 + Penalty 2954.755972 = -1050288.191511 nChanged 6 SP:Iteration 40F (7309.340000 sec): 3 clusters Score: Raw -1053243.900685 + Penalty 2954.755972 = -1050289.144713 nChanged 7 SP:Iteration 41Q (7309.360000 sec): 3 clusters Score: Raw -1053245.722894 + Penalty 2954.755972 = -1050290.966922 nChanged 11 SP:Iteration 42Q (7309.380000 sec): 3 clusters Score: Raw -1053248.493006 + Penalty 2954.755972 = -1050293.737034 nChanged 10 SP:Iteration 43Q (7309.400000 sec): 3 clusters Score: Raw -1053251.389128 + Penalty 2954.755972 = -1050296.633156 nChanged 11 SP:Iteration 44Q (7309.420000 sec): 3 clusters Score: Raw -1053255.323132 + Penalty 2954.755972 = -1050300.567160 nChanged 12 SP:Iteration 45Q (7309.440000 sec): 3 clusters Score: Raw -1053259.981534 + Penalty 2954.755972 = -1050305.225562 nChanged 13 SP:Iteration 46Q (7309.460000 sec): 3 clusters Score: Raw -1053263.821258 + Penalty 2954.755972 = -1050309.065286 nChanged 11 SP:Iteration 47Q (7309.490000 sec): 3 clusters Score: Raw -1053266.547332 + Penalty 2954.755972 = -1050311.791361 nChanged 9 SP:Iteration 48Q (7309.510000 sec): 3 clusters Score: Raw -1053268.461268 + Penalty 2954.755972 = -1050313.705296 nChanged 8 SP:Iteration 49Q (7309.530000 sec): 3 clusters Score: Raw -1053270.543782 + Penalty 2954.755972 = -1050315.787810 nChanged 10 SP:Iteration 50Q (7309.550000 sec): 3 clusters Score: Raw -1053274.053961 + Penalty 2954.755972 = -1050319.297990 nChanged 14 SP:Iteration 51Q (7309.570000 sec): 3 clusters Score: Raw -1053278.798515 + Penalty 2954.755972 = -1050324.042543 nChanged 10 SP:Iteration 52Q (7309.590000 sec): 3 clusters Score: Raw -1053282.422159 + Penalty 2954.755972 = -1050327.666187 nChanged 9 SP:Iteration 53Q (7309.610000 sec): 3 clusters Score: Raw -1053284.432783 + Penalty 2954.755972 = -1050329.676812 nChanged 8 SP:Iteration 54Q (7309.630000 sec): 3 clusters Score: Raw -1053286.303955 + Penalty 2954.755972 = -1050331.547983 nChanged 5 SP:Iteration 55Q (7309.650000 sec): 3 clusters Score: Raw -1053287.918259 + Penalty 2954.755972 = -1050333.162287 nChanged 6 SP:Iteration 56Q (7309.670000 sec): 3 clusters Score: Raw -1053289.151573 + Penalty 2954.755972 = -1050334.395601 nChanged 2 SP:Iteration 57Q (7309.690000 sec): 3 clusters Score: Raw -1053289.764542 + Penalty 2954.755972 = -1050335.008570 nChanged 6 SP:Iteration 58Q (7309.710000 sec): 3 clusters Score: Raw -1053291.364709 + Penalty 2954.755972 = -1050336.608737 nChanged 5 SP:Iteration 59Q (7309.730000 sec): 3 clusters Score: Raw -1053292.938935 + Penalty 2954.755972 = -1050338.182963 nChanged 5 SP:Iteration 60F (7309.760000 sec): 3 clusters Score: Raw -1053294.820527 + Penalty 2954.755972 = -1050340.064556 nChanged 5 SP:Iteration 61Q (7309.780000 sec): 3 clusters Score: Raw -1053296.320437 + Penalty 2954.755972 = -1050341.564465 nChanged 2 SP:Iteration 62Q (7309.800000 sec): 3 clusters Score: Raw -1053296.915398 + Penalty 2954.755972 = -1050342.159426 nChanged 2 SP:Iteration 63Q (7309.820000 sec): 3 clusters Score: Raw -1053297.518592 + Penalty 2954.755972 = -1050342.762621 nChanged 1 SP:Iteration 64Q (7309.840000 sec): 3 clusters Score: Raw -1053297.635774 + Penalty 2954.755972 = -1050342.879802 nChanged 3 SP:Iteration 65Q (7309.860000 sec): 3 clusters Score: Raw -1053298.467972 + Penalty 2954.755972 = -1050343.712000 nChanged 4 SP:Iteration 66Q (7309.880000 sec): 3 clusters Score: Raw -1053299.238857 + Penalty 2954.755972 = -1050344.482886 nChanged 1 SP:Iteration 67Q (7309.900000 sec): 3 clusters Score: Raw -1053299.489091 + Penalty 2954.755972 = -1050344.733120 nChanged 1 SP:Iteration 68Q (7309.920000 sec): 3 clusters Score: Raw -1053299.990015 + Penalty 2954.755972 = -1050345.234044 nChanged 3 SP:Iteration 69Q (7309.940000 sec): 3 clusters Score: Raw -1053301.422975 + Penalty 2954.755972 = -1050346.667004 nChanged 5 SP:Iteration 70Q (7309.960000 sec): 3 clusters Score: Raw -1053302.322901 + Penalty 2954.755972 = -1050347.566930 nChanged 3 SP:Iteration 71Q (7309.980000 sec): 3 clusters Score: Raw -1053303.050963 + Penalty 2954.755972 = -1050348.294991 nChanged 1 SP:Iteration 72Q (7310.000000 sec): 3 clusters Score: Raw -1053303.149230 + Penalty 2954.755972 = -1050348.393259 nChanged 0 SP:Iteration 73F (7310.030000 sec): 3 clusters Score: Raw -1053303.149230 + Penalty 2954.755972 = -1050348.393259 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 10 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7310.040000 sec): 2 clusters Score: Raw -75804.015283 + Penalty 1060.793162 = -74743.222121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7310.040000 sec): 3 clusters Score: Raw -75725.796507 + Penalty 2121.586323 = -73604.210183 nChanged 179 SP:Iteration 1F (7310.040000 sec): 3 clusters Score: Raw -75959.569523 + Penalty 2121.586323 = -73837.983200 nChanged 56 SP:Iteration 2F (7310.040000 sec): 3 clusters Score: Raw -76090.421158 + Penalty 2121.586323 = -73968.834835 nChanged 44 SP:Iteration 3F (7310.050000 sec): 3 clusters Score: Raw -76230.386672 + Penalty 2121.586323 = -74108.800349 nChanged 46 SP:Iteration 4F (7310.050000 sec): 3 clusters Score: Raw -76326.290396 + Penalty 2121.586323 = -74204.704073 nChanged 31 SP:Iteration 5Q (7310.050000 sec): 3 clusters Score: Raw -76404.853207 + Penalty 2121.586323 = -74283.266883 nChanged 32 SP:Iteration 6Q (7310.050000 sec): 3 clusters Score: Raw -76463.333655 + Penalty 2121.586323 = -74341.747332 nChanged 16 SP:Iteration 7Q (7310.060000 sec): 3 clusters Score: Raw -76498.819165 + Penalty 2121.586323 = -74377.232842 nChanged 10 SP:Iteration 8Q (7310.060000 sec): 3 clusters Score: Raw -76517.642527 + Penalty 2121.586323 = -74396.056203 nChanged 6 SP:Iteration 9Q (7310.060000 sec): 3 clusters Score: Raw -76529.959616 + Penalty 2121.586323 = -74408.373293 nChanged 6 SP:Iteration 10Q (7310.060000 sec): 3 clusters Score: Raw -76546.126446 + Penalty 2121.586323 = -74424.540123 nChanged 5 SP:Iteration 11Q (7310.060000 sec): 3 clusters Score: Raw -76553.405033 + Penalty 2121.586323 = -74431.818709 nChanged 2 SP:Iteration 12Q (7310.060000 sec): 3 clusters Score: Raw -76567.147624 + Penalty 2121.586323 = -74445.561301 nChanged 5 SP:Iteration 13Q (7310.060000 sec): 3 clusters Score: Raw -76583.478088 + Penalty 2121.586323 = -74461.891764 nChanged 5 SP:Iteration 14Q (7310.070000 sec): 3 clusters Score: Raw -76597.992629 + Penalty 2121.586323 = -74476.406306 nChanged 4 SP:Iteration 15Q (7310.070000 sec): 3 clusters Score: Raw -76610.653721 + Penalty 2121.586323 = -74489.067398 nChanged 2 SP:Iteration 16Q (7310.070000 sec): 3 clusters Score: Raw -76614.710031 + Penalty 2121.586323 = -74493.123708 nChanged 1 SP:Iteration 17Q (7310.070000 sec): 3 clusters Score: Raw -76616.075777 + Penalty 2121.586323 = -74494.489454 nChanged 2 SP:Iteration 18Q (7310.080000 sec): 3 clusters Score: Raw -76619.395317 + Penalty 2121.586323 = -74497.808993 nChanged 2 SP:Iteration 19Q (7310.080000 sec): 3 clusters Score: Raw -76623.483035 + Penalty 2121.586323 = -74501.896711 nChanged 1 SP:Iteration 20F (7310.080000 sec): 3 clusters Score: Raw -76626.170651 + Penalty 2121.586323 = -74504.584327 nChanged 3 SP:Iteration 21Q (7310.080000 sec): 3 clusters Score: Raw -76641.386091 + Penalty 2121.586323 = -74519.799768 nChanged 0 SP:Iteration 22F (7310.080000 sec): 3 clusters Score: Raw -76641.386091 + Penalty 2121.586323 = -74519.799768 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 11 (8745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7310.120000 sec): 2 clusters Score: Raw -1072713.600645 + Penalty 1474.888575 = -1071238.712070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7310.140000 sec): 3 clusters Score: Raw -1067854.973607 + Penalty 2949.777151 = -1064905.196456 nChanged 3712 SP:Iteration 1F (7310.170000 sec): 3 clusters Score: Raw -1069789.410354 + Penalty 2949.777151 = -1066839.633203 nChanged 528 SP:Iteration 2F (7310.190000 sec): 3 clusters Score: Raw -1070011.744073 + Penalty 2949.777151 = -1067061.966922 nChanged 432 SP:Iteration 3Q (7310.220000 sec): 3 clusters Score: Raw -1070186.403429 + Penalty 2949.777151 = -1067236.626278 nChanged 385 SP:Iteration 4Q (7310.240000 sec): 3 clusters Score: Raw -1070350.051935 + Penalty 2949.777151 = -1067400.274784 nChanged 351 SP:Iteration 5Q (7310.270000 sec): 3 clusters Score: Raw -1070524.890468 + Penalty 2949.777151 = -1067575.113317 nChanged 357 SP:Iteration 6Q (7310.300000 sec): 3 clusters Score: Raw -1070692.899963 + Penalty 2949.777151 = -1067743.122812 nChanged 350 SP:Iteration 7Q (7310.320000 sec): 3 clusters Score: Raw -1070896.520909 + Penalty 2949.777151 = -1067946.743758 nChanged 398 SP:Iteration 8Q (7310.350000 sec): 3 clusters Score: Raw -1071166.090071 + Penalty 2949.777151 = -1068216.312920 nChanged 440 SP:Iteration 9F (7310.380000 sec): 3 clusters Score: Raw -1071490.427136 + Penalty 2949.777151 = -1068540.649985 nChanged 425 SP:Iteration 10Q (7310.400000 sec): 3 clusters Score: Raw -1071827.784371 + Penalty 2949.777151 = -1068878.007220 nChanged 405 SP:Iteration 11Q (7310.430000 sec): 3 clusters Score: Raw -1072179.278344 + Penalty 2949.777151 = -1069229.501193 nChanged 315 SP:Iteration 12Q (7310.460000 sec): 3 clusters Score: Raw -1072459.981327 + Penalty 2949.777151 = -1069510.204176 nChanged 206 SP:Iteration 13Q (7310.480000 sec): 3 clusters Score: Raw -1072649.836514 + Penalty 2949.777151 = -1069700.059363 nChanged 131 SP:Iteration 14Q (7310.500000 sec): 3 clusters Score: Raw -1072780.155118 + Penalty 2949.777151 = -1069830.377967 nChanged 79 SP:Iteration 15Q (7310.520000 sec): 3 clusters Score: Raw -1072864.223263 + Penalty 2949.777151 = -1069914.446112 nChanged 38 SP:Iteration 16Q (7310.540000 sec): 3 clusters Score: Raw -1072903.156819 + Penalty 2949.777151 = -1069953.379668 nChanged 24 SP:Iteration 17Q (7310.560000 sec): 3 clusters Score: Raw -1072933.737813 + Penalty 2949.777151 = -1069983.960663 nChanged 20 SP:Iteration 18Q (7310.580000 sec): 3 clusters Score: Raw -1072959.041415 + Penalty 2949.777151 = -1070009.264264 nChanged 11 SP:Iteration 19Q (7310.600000 sec): 3 clusters Score: Raw -1072973.524961 + Penalty 2949.777151 = -1070023.747810 nChanged 11 SP:Iteration 20F (7310.630000 sec): 3 clusters Score: Raw -1072984.768265 + Penalty 2949.777151 = -1070034.991114 nChanged 6 SP:Iteration 21Q (7310.640000 sec): 3 clusters Score: Raw -1072990.216083 + Penalty 2949.777151 = -1070040.438932 nChanged 5 SP:Iteration 22Q (7310.660000 sec): 3 clusters Score: Raw -1072996.197052 + Penalty 2949.777151 = -1070046.419901 nChanged 1 SP:Iteration 23Q (7310.680000 sec): 3 clusters Score: Raw -1072996.679555 + Penalty 2949.777151 = -1070046.902404 nChanged 1 SP:Iteration 24Q (7310.700000 sec): 3 clusters Score: Raw -1072997.232634 + Penalty 2949.777151 = -1070047.455483 nChanged 1 SP:Iteration 25Q (7310.720000 sec): 3 clusters Score: Raw -1072997.846405 + Penalty 2949.777151 = -1070048.069254 nChanged 0 SP:Iteration 26F (7310.750000 sec): 3 clusters Score: Raw -1072997.846405 + Penalty 2949.777151 = -1070048.069254 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 12 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7310.770000 sec): 2 clusters Score: Raw -815742.295159 + Penalty 1443.230677 = -814299.064481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7310.790000 sec): 3 clusters Score: Raw -811843.321210 + Penalty 2886.461354 = -808956.859855 nChanged 3053 SP:Iteration 1F (7310.820000 sec): 3 clusters Score: Raw -813572.017724 + Penalty 2886.461354 = -810685.556370 nChanged 569 SP:Iteration 2F (7310.840000 sec): 3 clusters Score: Raw -813991.009140 + Penalty 2886.461354 = -811104.547786 nChanged 514 SP:Iteration 3F (7310.860000 sec): 3 clusters Score: Raw -814423.446284 + Penalty 2886.461354 = -811536.984930 nChanged 537 SP:Iteration 4F (7310.880000 sec): 3 clusters Score: Raw -814810.125449 + Penalty 2886.461354 = -811923.664095 nChanged 498 SP:Iteration 5F (7310.900000 sec): 3 clusters Score: Raw -815211.962275 + Penalty 2886.461354 = -812325.500921 nChanged 486 SP:Iteration 6F (7310.920000 sec): 3 clusters Score: Raw -815594.857369 + Penalty 2886.461354 = -812708.396014 nChanged 425 SP:Iteration 7F (7310.940000 sec): 3 clusters Score: Raw -815944.036632 + Penalty 2886.461354 = -813057.575278 nChanged 356 SP:Iteration 8Q (7310.970000 sec): 3 clusters Score: Raw -816291.387571 + Penalty 2886.461354 = -813404.926217 nChanged 258 SP:Iteration 9Q (7311.000000 sec): 3 clusters Score: Raw -816512.524626 + Penalty 2886.461354 = -813626.063271 nChanged 186 SP:Iteration 10Q (7311.020000 sec): 3 clusters Score: Raw -816597.041561 + Penalty 2886.461354 = -813710.580207 nChanged 113 SP:Iteration 11Q (7311.040000 sec): 3 clusters Score: Raw -816636.991743 + Penalty 2886.461354 = -813750.530388 nChanged 83 SP:Iteration 12Q (7311.060000 sec): 3 clusters Score: Raw -816664.795012 + Penalty 2886.461354 = -813778.333658 nChanged 61 SP:Iteration 13Q (7311.080000 sec): 3 clusters Score: Raw -816682.971878 + Penalty 2886.461354 = -813796.510524 nChanged 40 SP:Iteration 14Q (7311.100000 sec): 3 clusters Score: Raw -816694.109536 + Penalty 2886.461354 = -813807.648182 nChanged 32 SP:Iteration 15Q (7311.120000 sec): 3 clusters Score: Raw -816701.855184 + Penalty 2886.461354 = -813815.393830 nChanged 24 SP:Iteration 16Q (7311.140000 sec): 3 clusters Score: Raw -816708.090034 + Penalty 2886.461354 = -813821.628679 nChanged 23 SP:Iteration 17Q (7311.160000 sec): 3 clusters Score: Raw -816712.347183 + Penalty 2886.461354 = -813825.885829 nChanged 21 SP:Iteration 18Q (7311.180000 sec): 3 clusters Score: Raw -816717.058502 + Penalty 2886.461354 = -813830.597148 nChanged 11 SP:Iteration 19Q (7311.200000 sec): 3 clusters Score: Raw -816718.860733 + Penalty 2886.461354 = -813832.399379 nChanged 7 SP:Iteration 20F (7311.220000 sec): 3 clusters Score: Raw -816719.654231 + Penalty 2886.461354 = -813833.192876 nChanged 6 SP:Iteration 21Q (7311.240000 sec): 3 clusters Score: Raw -816720.399080 + Penalty 2886.461354 = -813833.937726 nChanged 9 SP:Iteration 22Q (7311.260000 sec): 3 clusters Score: Raw -816722.023212 + Penalty 2886.461354 = -813835.561858 nChanged 9 SP:Iteration 23Q (7311.280000 sec): 3 clusters Score: Raw -816723.738469 + Penalty 2886.461354 = -813837.277115 nChanged 14 SP:Iteration 24Q (7311.310000 sec): 3 clusters Score: Raw -816726.454735 + Penalty 2886.461354 = -813839.993381 nChanged 12 SP:Iteration 25Q (7311.330000 sec): 3 clusters Score: Raw -816728.594695 + Penalty 2886.461354 = -813842.133341 nChanged 9 SP:Iteration 26Q (7311.350000 sec): 3 clusters Score: Raw -816729.952293 + Penalty 2886.461354 = -813843.490939 nChanged 10 SP:Iteration 27Q (7311.370000 sec): 3 clusters Score: Raw -816731.750613 + Penalty 2886.461354 = -813845.289259 nChanged 10 SP:Iteration 28Q (7311.390000 sec): 3 clusters Score: Raw -816733.017036 + Penalty 2886.461354 = -813846.555682 nChanged 10 SP:Iteration 29Q (7311.410000 sec): 3 clusters Score: Raw -816734.922458 + Penalty 2886.461354 = -813848.461103 nChanged 8 SP:Iteration 30Q (7311.430000 sec): 3 clusters Score: Raw -816736.211216 + Penalty 2886.461354 = -813849.749862 nChanged 5 SP:Iteration 31Q (7311.450000 sec): 3 clusters Score: Raw -816736.925872 + Penalty 2886.461354 = -813850.464518 nChanged 6 SP:Iteration 32Q (7311.470000 sec): 3 clusters Score: Raw -816737.571449 + Penalty 2886.461354 = -813851.110095 nChanged 2 SP:Iteration 33Q (7311.490000 sec): 3 clusters Score: Raw -816737.868309 + Penalty 2886.461354 = -813851.406955 nChanged 2 SP:Iteration 34Q (7311.510000 sec): 3 clusters Score: Raw -816738.131976 + Penalty 2886.461354 = -813851.670622 nChanged 1 SP:Iteration 35Q (7311.530000 sec): 3 clusters Score: Raw -816738.719439 + Penalty 2886.461354 = -813852.258085 nChanged 3 SP:Iteration 36Q (7311.550000 sec): 3 clusters Score: Raw -816739.153413 + Penalty 2886.461354 = -813852.692059 nChanged 2 SP:Iteration 37Q (7311.570000 sec): 3 clusters Score: Raw -816739.453663 + Penalty 2886.461354 = -813852.992309 nChanged 1 SP:Iteration 38Q (7311.600000 sec): 3 clusters Score: Raw -816739.541669 + Penalty 2886.461354 = -813853.080315 nChanged 1 SP:Iteration 39Q (7311.620000 sec): 3 clusters Score: Raw -816739.639115 + Penalty 2886.461354 = -813853.177761 nChanged 0 SP:Iteration 40F (7311.640000 sec): 3 clusters Score: Raw -816739.639115 + Penalty 2886.461354 = -813853.177761 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 13 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7311.640000 sec): 2 clusters Score: Raw -28580.482408 + Penalty 901.724864 = -27678.757544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7311.640000 sec): 3 clusters Score: Raw -28648.914320 + Penalty 1803.449728 = -26845.464592 nChanged 30 SP:Iteration 1F (7311.650000 sec): 3 clusters Score: Raw -28718.919891 + Penalty 1803.449728 = -26915.470164 nChanged 8 SP:Iteration 2Q (7311.650000 sec): 3 clusters Score: Raw -28753.872742 + Penalty 1803.449728 = -26950.423015 nChanged 3 SP:Iteration 3Q (7311.650000 sec): 3 clusters Score: Raw -28758.193369 + Penalty 1803.449728 = -26954.743641 nChanged 0 SP:Iteration 4F (7311.650000 sec): 3 clusters Score: Raw -28758.193369 + Penalty 1803.449728 = -26954.743641 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 14 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7311.650000 sec): 2 clusters Score: Raw -18035.768522 + Penalty 836.467852 = -17199.300669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7311.660000 sec): 3 clusters Score: Raw -18148.920476 + Penalty 1672.935705 = -16475.984771 nChanged 13 SP:Iteration 1F (7311.660000 sec): 3 clusters Score: Raw -18209.283843 + Penalty 1672.935705 = -16536.348138 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 15 (27968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7311.750000 sec): 2 clusters Score: Raw -3416156.381054 + Penalty 1663.807645 = -3414492.573409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7311.830000 sec): 3 clusters Score: Raw -3399012.181546 + Penalty 3327.615290 = -3395684.566255 nChanged 12785 SP:Iteration 1F (7311.930000 sec): 3 clusters Score: Raw -3405946.387021 + Penalty 3327.615290 = -3402618.771731 nChanged 1131 SP:Iteration 2Q (7312.020000 sec): 3 clusters Score: Raw -3406250.062948 + Penalty 3327.615290 = -3402922.447657 nChanged 997 SP:Iteration 3Q (7312.100000 sec): 3 clusters Score: Raw -3406482.581683 + Penalty 3327.615290 = -3403154.966392 nChanged 889 SP:Iteration 4Q (7312.190000 sec): 3 clusters Score: Raw -3406731.364504 + Penalty 3327.615290 = -3403403.749214 nChanged 892 SP:Iteration 5Q (7312.280000 sec): 3 clusters Score: Raw -3407013.285584 + Penalty 3327.615290 = -3403685.670294 nChanged 981 SP:Iteration 6Q (7312.360000 sec): 3 clusters Score: Raw -3407382.479112 + Penalty 3327.615290 = -3404054.863821 nChanged 1186 SP:Iteration 7Q (7312.450000 sec): 3 clusters Score: Raw -3407938.383735 + Penalty 3327.615290 = -3404610.768445 nChanged 1453 SP:Iteration 8F (7312.540000 sec): 3 clusters Score: Raw -3408858.095117 + Penalty 3327.615290 = -3405530.479827 nChanged 1653 SP:Iteration 9F (7312.620000 sec): 3 clusters Score: Raw -3410123.665870 + Penalty 3327.615290 = -3406796.050580 nChanged 1767 SP:Iteration 10F (7312.710000 sec): 3 clusters Score: Raw -3411640.767869 + Penalty 3327.615290 = -3408313.152578 nChanged 1606 SP:Iteration 11F (7312.790000 sec): 3 clusters Score: Raw -3412953.146048 + Penalty 3327.615290 = -3409625.530757 nChanged 1235 SP:Iteration 12Q (7312.880000 sec): 3 clusters Score: Raw -3413758.917082 + Penalty 3327.615290 = -3410431.301791 nChanged 783 SP:Iteration 13Q (7312.960000 sec): 3 clusters Score: Raw -3414136.033082 + Penalty 3327.615290 = -3410808.417792 nChanged 533 SP:Iteration 14Q (7313.040000 sec): 3 clusters Score: Raw -3414376.336065 + Penalty 3327.615290 = -3411048.720774 nChanged 438 SP:Iteration 15Q (7313.120000 sec): 3 clusters Score: Raw -3414562.065428 + Penalty 3327.615290 = -3411234.450137 nChanged 387 SP:Iteration 16Q (7313.200000 sec): 3 clusters Score: Raw -3414721.597229 + Penalty 3327.615290 = -3411393.981938 nChanged 347 SP:Iteration 17Q (7313.270000 sec): 3 clusters Score: Raw -3414849.236815 + Penalty 3327.615290 = -3411521.621524 nChanged 308 SP:Iteration 18Q (7313.350000 sec): 3 clusters Score: Raw -3414955.374303 + Penalty 3327.615290 = -3411627.759013 nChanged 305 SP:Iteration 19Q (7313.430000 sec): 3 clusters Score: Raw -3415065.109899 + Penalty 3327.615290 = -3411737.494608 nChanged 289 SP:Iteration 20F (7313.510000 sec): 3 clusters Score: Raw -3415167.147679 + Penalty 3327.615290 = -3411839.532389 nChanged 273 SP:Iteration 21Q (7313.590000 sec): 3 clusters Score: Raw -3415264.916432 + Penalty 3327.615290 = -3411937.301141 nChanged 283 SP:Iteration 22Q (7313.660000 sec): 3 clusters Score: Raw -3415367.662552 + Penalty 3327.615290 = -3412040.047261 nChanged 244 SP:Iteration 23Q (7313.740000 sec): 3 clusters Score: Raw -3415451.915275 + Penalty 3327.615290 = -3412124.299985 nChanged 259 SP:Iteration 24Q (7313.810000 sec): 3 clusters Score: Raw -3415548.081162 + Penalty 3327.615290 = -3412220.465871 nChanged 228 SP:Iteration 25Q (7313.880000 sec): 3 clusters Score: Raw -3415633.019552 + Penalty 3327.615290 = -3412305.404262 nChanged 189 SP:Iteration 26Q (7313.950000 sec): 3 clusters Score: Raw -3415705.280944 + Penalty 3327.615290 = -3412377.665654 nChanged 184 SP:Iteration 27Q (7314.020000 sec): 3 clusters Score: Raw -3415772.883876 + Penalty 3327.615290 = -3412445.268585 nChanged 161 SP:Iteration 28Q (7314.100000 sec): 3 clusters Score: Raw -3415826.197020 + Penalty 3327.615290 = -3412498.581730 nChanged 145 SP:Iteration 29Q (7314.160000 sec): 3 clusters Score: Raw -3415874.011570 + Penalty 3327.615290 = -3412546.396279 nChanged 140 SP:Iteration 30Q (7314.240000 sec): 3 clusters Score: Raw -3415918.363718 + Penalty 3327.615290 = -3412590.748428 nChanged 142 SP:Iteration 31Q (7314.300000 sec): 3 clusters Score: Raw -3415961.940688 + Penalty 3327.615290 = -3412634.325397 nChanged 137 SP:Iteration 32Q (7314.370000 sec): 3 clusters Score: Raw -3416006.666666 + Penalty 3327.615290 = -3412679.051376 nChanged 131 SP:Iteration 33Q (7314.440000 sec): 3 clusters Score: Raw -3416049.646678 + Penalty 3327.615290 = -3412722.031387 nChanged 120 SP:Iteration 34Q (7314.510000 sec): 3 clusters Score: Raw -3416093.362990 + Penalty 3327.615290 = -3412765.747700 nChanged 100 SP:Iteration 35Q (7314.580000 sec): 3 clusters Score: Raw -3416126.988546 + Penalty 3327.615290 = -3412799.373255 nChanged 90 SP:Iteration 36Q (7314.640000 sec): 3 clusters Score: Raw -3416156.581559 + Penalty 3327.615290 = -3412828.966269 nChanged 68 SP:Iteration 37Q (7314.710000 sec): 3 clusters Score: Raw -3416179.024993 + Penalty 3327.615290 = -3412851.409703 nChanged 59 SP:Iteration 38Q (7314.780000 sec): 3 clusters Score: Raw -3416196.994405 + Penalty 3327.615290 = -3412869.379114 nChanged 68 SP:Iteration 39Q (7314.840000 sec): 3 clusters Score: Raw -3416216.991414 + Penalty 3327.615290 = -3412889.376123 nChanged 56 SP:Iteration 40F (7314.930000 sec): 3 clusters Score: Raw -3416232.449909 + Penalty 3327.615290 = -3412904.834619 nChanged 52 SP:Iteration 41Q (7315.000000 sec): 3 clusters Score: Raw -3416246.865098 + Penalty 3327.615290 = -3412919.249808 nChanged 41 SP:Iteration 42Q (7315.060000 sec): 3 clusters Score: Raw -3416261.968048 + Penalty 3327.615290 = -3412934.352758 nChanged 45 SP:Iteration 43Q (7315.130000 sec): 3 clusters Score: Raw -3416278.150756 + Penalty 3327.615290 = -3412950.535466 nChanged 36 SP:Iteration 44Q (7315.200000 sec): 3 clusters Score: Raw -3416291.057286 + Penalty 3327.615290 = -3412963.441996 nChanged 35 SP:Iteration 45Q (7315.260000 sec): 3 clusters Score: Raw -3416301.348351 + Penalty 3327.615290 = -3412973.733060 nChanged 37 SP:Iteration 46Q (7315.330000 sec): 3 clusters Score: Raw -3416315.567075 + Penalty 3327.615290 = -3412987.951785 nChanged 46 SP:Iteration 47Q (7315.390000 sec): 3 clusters Score: Raw -3416330.738467 + Penalty 3327.615290 = -3413003.123176 nChanged 34 SP:Iteration 48Q (7315.460000 sec): 3 clusters Score: Raw -3416342.805571 + Penalty 3327.615290 = -3413015.190281 nChanged 37 SP:Iteration 49Q (7315.520000 sec): 3 clusters Score: Raw -3416354.172861 + Penalty 3327.615290 = -3413026.557571 nChanged 23 SP:Iteration 50Q (7315.590000 sec): 3 clusters Score: Raw -3416360.586403 + Penalty 3327.615290 = -3413032.971113 nChanged 20 SP:Iteration 51Q (7315.660000 sec): 3 clusters Score: Raw -3416367.843889 + Penalty 3327.615290 = -3413040.228598 nChanged 23 SP:Iteration 52Q (7315.720000 sec): 3 clusters Score: Raw -3416376.026936 + Penalty 3327.615290 = -3413048.411645 nChanged 30 SP:Iteration 53Q (7315.790000 sec): 3 clusters Score: Raw -3416386.458505 + Penalty 3327.615290 = -3413058.843214 nChanged 26 SP:Iteration 54Q (7315.850000 sec): 3 clusters Score: Raw -3416395.012981 + Penalty 3327.615290 = -3413067.397690 nChanged 20 SP:Iteration 55Q (7315.920000 sec): 3 clusters Score: Raw -3416402.819709 + Penalty 3327.615290 = -3413075.204418 nChanged 19 SP:Iteration 56Q (7315.980000 sec): 3 clusters Score: Raw -3416410.171424 + Penalty 3327.615290 = -3413082.556133 nChanged 22 SP:Iteration 57Q (7316.050000 sec): 3 clusters Score: Raw -3416416.997822 + Penalty 3327.615290 = -3413089.382532 nChanged 12 SP:Iteration 58Q (7316.110000 sec): 3 clusters Score: Raw -3416421.069869 + Penalty 3327.615290 = -3413093.454579 nChanged 13 SP:Iteration 59Q (7316.180000 sec): 3 clusters Score: Raw -3416425.361565 + Penalty 3327.615290 = -3413097.746275 nChanged 13 SP:Iteration 60F (7316.260000 sec): 3 clusters Score: Raw -3416429.400899 + Penalty 3327.615290 = -3413101.785608 nChanged 18 SP:Iteration 61Q (7316.330000 sec): 3 clusters Score: Raw -3416434.944852 + Penalty 3327.615290 = -3413107.329561 nChanged 16 SP:Iteration 62Q (7316.390000 sec): 3 clusters Score: Raw -3416440.572533 + Penalty 3327.615290 = -3413112.957242 nChanged 19 SP:Iteration 63Q (7316.460000 sec): 3 clusters Score: Raw -3416447.320868 + Penalty 3327.615290 = -3413119.705578 nChanged 14 SP:Iteration 64Q (7316.530000 sec): 3 clusters Score: Raw -3416451.210324 + Penalty 3327.615290 = -3413123.595033 nChanged 7 SP:Iteration 65Q (7316.600000 sec): 3 clusters Score: Raw -3416453.268644 + Penalty 3327.615290 = -3413125.653354 nChanged 6 SP:Iteration 66Q (7316.660000 sec): 3 clusters Score: Raw -3416455.166038 + Penalty 3327.615290 = -3413127.550748 nChanged 6 SP:Iteration 67Q (7316.720000 sec): 3 clusters Score: Raw -3416456.676566 + Penalty 3327.615290 = -3413129.061276 nChanged 6 SP:Iteration 68Q (7316.790000 sec): 3 clusters Score: Raw -3416459.049052 + Penalty 3327.615290 = -3413131.433761 nChanged 8 SP:Iteration 69Q (7316.850000 sec): 3 clusters Score: Raw -3416461.777493 + Penalty 3327.615290 = -3413134.162203 nChanged 7 SP:Iteration 70Q (7316.920000 sec): 3 clusters Score: Raw -3416464.123311 + Penalty 3327.615290 = -3413136.508021 nChanged 4 SP:Iteration 71Q (7316.980000 sec): 3 clusters Score: Raw -3416465.558664 + Penalty 3327.615290 = -3413137.943373 nChanged 3 SP:Iteration 72Q (7317.040000 sec): 3 clusters Score: Raw -3416467.466086 + Penalty 3327.615290 = -3413139.850796 nChanged 4 SP:Iteration 73Q (7317.110000 sec): 3 clusters Score: Raw -3416468.939984 + Penalty 3327.615290 = -3413141.324694 nChanged 3 SP:Iteration 74Q (7317.180000 sec): 3 clusters Score: Raw -3416469.772484 + Penalty 3327.615290 = -3413142.157194 nChanged 0 SP:Iteration 75F (7317.270000 sec): 3 clusters Score: Raw -3416469.772484 + Penalty 3327.615290 = -3413142.157194 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 16 (4001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7317.290000 sec): 2 clusters Score: Raw -466064.165476 + Penalty 1347.823686 = -464716.341790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7317.310000 sec): 3 clusters Score: Raw -464086.922631 + Penalty 2695.647373 = -461391.275258 nChanged 1500 SP:Iteration 1F (7317.320000 sec): 3 clusters Score: Raw -464849.657912 + Penalty 2695.647373 = -462154.010540 nChanged 265 SP:Iteration 2F (7317.330000 sec): 3 clusters Score: Raw -464996.259176 + Penalty 2695.647373 = -462300.611803 nChanged 212 SP:Iteration 3F (7317.340000 sec): 3 clusters Score: Raw -465094.903458 + Penalty 2695.647373 = -462399.256085 nChanged 142 SP:Iteration 4Q (7317.350000 sec): 3 clusters Score: Raw -465160.344054 + Penalty 2695.647373 = -462464.696681 nChanged 112 SP:Iteration 5Q (7317.370000 sec): 3 clusters Score: Raw -465207.873497 + Penalty 2695.647373 = -462512.226125 nChanged 123 SP:Iteration 6Q (7317.380000 sec): 3 clusters Score: Raw -465267.034772 + Penalty 2695.647373 = -462571.387399 nChanged 97 SP:Iteration 7Q (7317.390000 sec): 3 clusters Score: Raw -465312.303335 + Penalty 2695.647373 = -462616.655962 nChanged 93 SP:Iteration 8Q (7317.410000 sec): 3 clusters Score: Raw -465358.480524 + Penalty 2695.647373 = -462662.833151 nChanged 82 SP:Iteration 9Q (7317.420000 sec): 3 clusters Score: Raw -465404.755489 + Penalty 2695.647373 = -462709.108116 nChanged 84 SP:Iteration 10Q (7317.430000 sec): 3 clusters Score: Raw -465450.076496 + Penalty 2695.647373 = -462754.429123 nChanged 89 SP:Iteration 11Q (7317.440000 sec): 3 clusters Score: Raw -465503.979432 + Penalty 2695.647373 = -462808.332059 nChanged 114 SP:Iteration 12Q (7317.450000 sec): 3 clusters Score: Raw -465580.264452 + Penalty 2695.647373 = -462884.617079 nChanged 113 SP:Iteration 13Q (7317.460000 sec): 3 clusters Score: Raw -465643.405399 + Penalty 2695.647373 = -462947.758026 nChanged 121 SP:Iteration 14Q (7317.470000 sec): 3 clusters Score: Raw -465723.727892 + Penalty 2695.647373 = -463028.080519 nChanged 121 SP:Iteration 15Q (7317.490000 sec): 3 clusters Score: Raw -465798.727399 + Penalty 2695.647373 = -463103.080026 nChanged 115 SP:Iteration 16Q (7317.500000 sec): 3 clusters Score: Raw -465867.322209 + Penalty 2695.647373 = -463171.674836 nChanged 106 SP:Iteration 17Q (7317.510000 sec): 3 clusters Score: Raw -465929.527061 + Penalty 2695.647373 = -463233.879688 nChanged 103 SP:Iteration 18Q (7317.520000 sec): 3 clusters Score: Raw -465989.957181 + Penalty 2695.647373 = -463294.309808 nChanged 100 SP:Iteration 19Q (7317.530000 sec): 3 clusters Score: Raw -466055.866719 + Penalty 2695.647373 = -463360.219346 nChanged 116 SP:Iteration 20F (7317.550000 sec): 3 clusters Score: Raw -466141.981280 + Penalty 2695.647373 = -463446.333908 nChanged 109 SP:Iteration 21Q (7317.560000 sec): 3 clusters Score: Raw -466206.511618 + Penalty 2695.647373 = -463510.864245 nChanged 96 SP:Iteration 22Q (7317.570000 sec): 3 clusters Score: Raw -466268.883861 + Penalty 2695.647373 = -463573.236488 nChanged 86 SP:Iteration 23Q (7317.580000 sec): 3 clusters Score: Raw -466326.152033 + Penalty 2695.647373 = -463630.504660 nChanged 83 SP:Iteration 24Q (7317.590000 sec): 3 clusters Score: Raw -466379.146469 + Penalty 2695.647373 = -463683.499096 nChanged 70 SP:Iteration 25Q (7317.610000 sec): 3 clusters Score: Raw -466425.959703 + Penalty 2695.647373 = -463730.312330 nChanged 52 SP:Iteration 26Q (7317.620000 sec): 3 clusters Score: Raw -466453.973848 + Penalty 2695.647373 = -463758.326475 nChanged 41 SP:Iteration 27Q (7317.630000 sec): 3 clusters Score: Raw -466477.988322 + Penalty 2695.647373 = -463782.340949 nChanged 38 SP:Iteration 28Q (7317.640000 sec): 3 clusters Score: Raw -466498.064382 + Penalty 2695.647373 = -463802.417009 nChanged 29 SP:Iteration 29Q (7317.650000 sec): 3 clusters Score: Raw -466512.453200 + Penalty 2695.647373 = -463816.805827 nChanged 25 SP:Iteration 30Q (7317.660000 sec): 3 clusters Score: Raw -466526.775206 + Penalty 2695.647373 = -463831.127833 nChanged 25 SP:Iteration 31Q (7317.670000 sec): 3 clusters Score: Raw -466537.273254 + Penalty 2695.647373 = -463841.625882 nChanged 21 SP:Iteration 32Q (7317.690000 sec): 3 clusters Score: Raw -466544.394547 + Penalty 2695.647373 = -463848.747174 nChanged 10 SP:Iteration 33Q (7317.700000 sec): 3 clusters Score: Raw -466547.963511 + Penalty 2695.647373 = -463852.316138 nChanged 4 SP:Iteration 34Q (7317.710000 sec): 3 clusters Score: Raw -466548.940100 + Penalty 2695.647373 = -463853.292727 nChanged 6 SP:Iteration 35Q (7317.720000 sec): 3 clusters Score: Raw -466550.652348 + Penalty 2695.647373 = -463855.004976 nChanged 4 SP:Iteration 36Q (7317.730000 sec): 3 clusters Score: Raw -466551.571109 + Penalty 2695.647373 = -463855.923736 nChanged 5 SP:Iteration 37Q (7317.740000 sec): 3 clusters Score: Raw -466553.310866 + Penalty 2695.647373 = -463857.663493 nChanged 3 SP:Iteration 38Q (7317.750000 sec): 3 clusters Score: Raw -466554.642219 + Penalty 2695.647373 = -463858.994846 nChanged 4 SP:Iteration 39Q (7317.770000 sec): 3 clusters Score: Raw -466556.746781 + Penalty 2695.647373 = -463861.099409 nChanged 8 SP:Iteration 40F (7317.780000 sec): 3 clusters Score: Raw -466559.307165 + Penalty 2695.647373 = -463863.659792 nChanged 1 SP:Iteration 41Q (7317.790000 sec): 3 clusters Score: Raw -466559.427362 + Penalty 2695.647373 = -463863.779989 nChanged 0 SP:Iteration 42F (7317.800000 sec): 3 clusters Score: Raw -466559.427362 + Penalty 2695.647373 = -463863.779989 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 17 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7317.810000 sec): 2 clusters Score: Raw -162540.683986 + Penalty 1180.745927 = -161359.938060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7317.810000 sec): 3 clusters Score: Raw -161987.906914 + Penalty 2361.491853 = -159626.415061 nChanged 480 SP:Iteration 1F (7317.820000 sec): 3 clusters Score: Raw -162309.002394 + Penalty 2361.491853 = -159947.510540 nChanged 98 SP:Iteration 2F (7317.820000 sec): 3 clusters Score: Raw -162381.801854 + Penalty 2361.491853 = -160020.310001 nChanged 59 SP:Iteration 3Q (7317.830000 sec): 3 clusters Score: Raw -162430.719543 + Penalty 2361.491853 = -160069.227690 nChanged 45 SP:Iteration 4Q (7317.830000 sec): 3 clusters Score: Raw -162469.131881 + Penalty 2361.491853 = -160107.640028 nChanged 42 SP:Iteration 5Q (7317.840000 sec): 3 clusters Score: Raw -162494.325908 + Penalty 2361.491853 = -160132.834055 nChanged 26 SP:Iteration 6Q (7317.840000 sec): 3 clusters Score: Raw -162514.082698 + Penalty 2361.491853 = -160152.590844 nChanged 23 SP:Iteration 7Q (7317.850000 sec): 3 clusters Score: Raw -162530.425404 + Penalty 2361.491853 = -160168.933551 nChanged 15 SP:Iteration 8Q (7317.850000 sec): 3 clusters Score: Raw -162540.547581 + Penalty 2361.491853 = -160179.055727 nChanged 13 SP:Iteration 9Q (7317.850000 sec): 3 clusters Score: Raw -162551.672738 + Penalty 2361.491853 = -160190.180885 nChanged 15 SP:Iteration 10Q (7317.860000 sec): 3 clusters Score: Raw -162562.576965 + Penalty 2361.491853 = -160201.085111 nChanged 9 SP:Iteration 11Q (7317.860000 sec): 3 clusters Score: Raw -162568.163383 + Penalty 2361.491853 = -160206.671530 nChanged 8 SP:Iteration 12Q (7317.870000 sec): 3 clusters Score: Raw -162574.269337 + Penalty 2361.491853 = -160212.777484 nChanged 5 SP:Iteration 13Q (7317.870000 sec): 3 clusters Score: Raw -162580.388948 + Penalty 2361.491853 = -160218.897095 nChanged 10 SP:Iteration 14Q (7317.880000 sec): 3 clusters Score: Raw -162589.415164 + Penalty 2361.491853 = -160227.923311 nChanged 11 SP:Iteration 15Q (7317.880000 sec): 3 clusters Score: Raw -162596.061381 + Penalty 2361.491853 = -160234.569528 nChanged 8 SP:Iteration 16Q (7317.890000 sec): 3 clusters Score: Raw -162609.943024 + Penalty 2361.491853 = -160248.451170 nChanged 15 SP:Iteration 17Q (7317.890000 sec): 3 clusters Score: Raw -162630.149348 + Penalty 2361.491853 = -160268.657495 nChanged 19 SP:Iteration 18Q (7317.890000 sec): 3 clusters Score: Raw -162651.320851 + Penalty 2361.491853 = -160289.828998 nChanged 23 SP:Iteration 19Q (7317.900000 sec): 3 clusters Score: Raw -162673.585467 + Penalty 2361.491853 = -160312.093614 nChanged 23 SP:Iteration 20F (7317.900000 sec): 3 clusters Score: Raw -162690.836380 + Penalty 2361.491853 = -160329.344527 nChanged 17 SP:Iteration 21Q (7317.910000 sec): 3 clusters Score: Raw -162698.677052 + Penalty 2361.491853 = -160337.185199 nChanged 4 SP:Iteration 22Q (7317.910000 sec): 3 clusters Score: Raw -162701.430662 + Penalty 2361.491853 = -160339.938808 nChanged 2 SP:Iteration 23Q (7317.910000 sec): 3 clusters Score: Raw -162703.202952 + Penalty 2361.491853 = -160341.711098 nChanged 1 SP:Iteration 24Q (7317.920000 sec): 3 clusters Score: Raw -162703.617038 + Penalty 2361.491853 = -160342.125185 nChanged 1 SP:Iteration 25Q (7317.920000 sec): 3 clusters Score: Raw -162704.120624 + Penalty 2361.491853 = -160342.628770 nChanged 1 SP:Iteration 26Q (7317.930000 sec): 3 clusters Score: Raw -162704.478001 + Penalty 2361.491853 = -160342.986148 nChanged 0 SP:Iteration 27F (7317.930000 sec): 3 clusters Score: Raw -162704.478001 + Penalty 2361.491853 = -160342.986148 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 18 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7317.940000 sec): 2 clusters Score: Raw -72316.846975 + Penalty 1053.504945 = -71263.342031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7317.940000 sec): 3 clusters Score: Raw -72184.426765 + Penalty 2107.009889 = -70077.416876 nChanged 167 SP:Iteration 1F (7317.940000 sec): 3 clusters Score: Raw -72471.700752 + Penalty 2107.009889 = -70364.690863 nChanged 61 SP:Iteration 2F (7317.940000 sec): 3 clusters Score: Raw -72662.441609 + Penalty 2107.009889 = -70555.431720 nChanged 44 SP:Iteration 3F (7317.950000 sec): 3 clusters Score: Raw -72758.974034 + Penalty 2107.009889 = -70651.964145 nChanged 17 SP:Iteration 4Q (7317.950000 sec): 3 clusters Score: Raw -72808.848403 + Penalty 2107.009889 = -70701.838514 nChanged 17 SP:Iteration 5Q (7317.950000 sec): 3 clusters Score: Raw -72830.870342 + Penalty 2107.009889 = -70723.860452 nChanged 13 SP:Iteration 6Q (7317.950000 sec): 3 clusters Score: Raw -72856.976265 + Penalty 2107.009889 = -70749.966375 nChanged 16 SP:Iteration 7Q (7317.950000 sec): 3 clusters Score: Raw -72892.006536 + Penalty 2107.009889 = -70784.996646 nChanged 15 SP:Iteration 8Q (7317.950000 sec): 3 clusters Score: Raw -72916.618184 + Penalty 2107.009889 = -70809.608295 nChanged 4 SP:Iteration 9Q (7317.960000 sec): 3 clusters Score: Raw -72922.663030 + Penalty 2107.009889 = -70815.653140 nChanged 6 SP:Iteration 10Q (7317.960000 sec): 3 clusters Score: Raw -72929.481196 + Penalty 2107.009889 = -70822.471307 nChanged 7 SP:Iteration 11Q (7317.960000 sec): 3 clusters Score: Raw -72941.701934 + Penalty 2107.009889 = -70834.692045 nChanged 4 SP:Iteration 12Q (7317.960000 sec): 3 clusters Score: Raw -72948.390813 + Penalty 2107.009889 = -70841.380923 nChanged 2 SP:Iteration 13Q (7317.970000 sec): 3 clusters Score: Raw -72951.039094 + Penalty 2107.009889 = -70844.029205 nChanged 0 SP:Iteration 14F (7317.970000 sec): 3 clusters Score: Raw -72951.039094 + Penalty 2107.009889 = -70844.029205 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 19 (145448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7318.450000 sec): 2 clusters Score: Raw -17080600.351294 + Penalty 1931.730761 = -17078668.620533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7318.920000 sec): 3 clusters Score: Raw -16985067.891449 + Penalty 3863.461522 = -16981204.429928 nChanged 70072 SP:Iteration 1F (7319.390000 sec): 3 clusters Score: Raw -17025735.817493 + Penalty 3863.461522 = -17021872.355971 nChanged 3851 SP:Iteration 2Q (7319.870000 sec): 3 clusters Score: Raw -17026529.816473 + Penalty 3863.461522 = -17022666.354951 nChanged 4268 SP:Iteration 3Q (7320.360000 sec): 3 clusters Score: Raw -17027582.530345 + Penalty 3863.461522 = -17023719.068824 nChanged 4872 SP:Iteration 4Q (7320.850000 sec): 3 clusters Score: Raw -17029030.894484 + Penalty 3863.461522 = -17025167.432962 nChanged 5782 SP:Iteration 5Q (7321.340000 sec): 3 clusters Score: Raw -17031098.905743 + Penalty 3863.461522 = -17027235.444221 nChanged 6674 SP:Iteration 6Q (7321.830000 sec): 3 clusters Score: Raw -17034039.851721 + Penalty 3863.461522 = -17030176.390199 nChanged 7545 SP:Iteration 7F (7322.290000 sec): 3 clusters Score: Raw -17037953.325992 + Penalty 3863.461522 = -17034089.864470 nChanged 8070 SP:Iteration 8F (7322.750000 sec): 3 clusters Score: Raw -17042544.281406 + Penalty 3863.461522 = -17038680.819884 nChanged 8066 SP:Iteration 9F (7323.220000 sec): 3 clusters Score: Raw -17046974.592498 + Penalty 3863.461522 = -17043111.130976 nChanged 7116 SP:Iteration 10Q (7323.700000 sec): 3 clusters Score: Raw -17050636.508920 + Penalty 3863.461522 = -17046773.047398 nChanged 5795 SP:Iteration 11Q (7324.190000 sec): 3 clusters Score: Raw -17053361.009622 + Penalty 3863.461522 = -17049497.548100 nChanged 4510 SP:Iteration 12Q (7324.670000 sec): 3 clusters Score: Raw -17055309.976223 + Penalty 3863.461522 = -17051446.514701 nChanged 3376 SP:Iteration 13Q (7325.140000 sec): 3 clusters Score: Raw -17056857.999402 + Penalty 3863.461522 = -17052994.537880 nChanged 2515 SP:Iteration 14Q (7325.610000 sec): 3 clusters Score: Raw -17058232.340405 + Penalty 3863.461522 = -17054368.878883 nChanged 2370 SP:Iteration 15Q (7326.070000 sec): 3 clusters Score: Raw -17059675.503212 + Penalty 3863.461522 = -17055812.041690 nChanged 2662 SP:Iteration 16Q (7326.540000 sec): 3 clusters Score: Raw -17061309.076763 + Penalty 3863.461522 = -17057445.615241 nChanged 3096 SP:Iteration 17Q (7327.020000 sec): 3 clusters Score: Raw -17063231.744768 + Penalty 3863.461522 = -17059368.283246 nChanged 3372 SP:Iteration 18Q (7327.490000 sec): 3 clusters Score: Raw -17065416.828189 + Penalty 3863.461522 = -17061553.366667 nChanged 3474 SP:Iteration 19Q (7327.950000 sec): 3 clusters Score: Raw -17067801.199495 + Penalty 3863.461522 = -17063937.737973 nChanged 3368 SP:Iteration 20F (7328.440000 sec): 3 clusters Score: Raw -17070166.755361 + Penalty 3863.461522 = -17066303.293839 nChanged 2987 SP:Iteration 21Q (7328.880000 sec): 3 clusters Score: Raw -17072146.082281 + Penalty 3863.461522 = -17068282.620759 nChanged 2606 SP:Iteration 22Q (7329.310000 sec): 3 clusters Score: Raw -17073671.782475 + Penalty 3863.461522 = -17069808.320953 nChanged 2147 SP:Iteration 23Q (7329.750000 sec): 3 clusters Score: Raw -17074746.284209 + Penalty 3863.461522 = -17070882.822687 nChanged 1836 SP:Iteration 24Q (7330.180000 sec): 3 clusters Score: Raw -17075514.500314 + Penalty 3863.461522 = -17071651.038792 nChanged 1496 SP:Iteration 25Q (7330.600000 sec): 3 clusters Score: Raw -17076049.090166 + Penalty 3863.461522 = -17072185.628644 nChanged 1273 SP:Iteration 26Q (7331.020000 sec): 3 clusters Score: Raw -17076464.019916 + Penalty 3863.461522 = -17072600.558394 nChanged 1138 SP:Iteration 27Q (7331.440000 sec): 3 clusters Score: Raw -17076800.312518 + Penalty 3863.461522 = -17072936.850996 nChanged 1063 SP:Iteration 28Q (7331.850000 sec): 3 clusters Score: Raw -17077095.118964 + Penalty 3863.461522 = -17073231.657442 nChanged 968 SP:Iteration 29Q (7332.260000 sec): 3 clusters Score: Raw -17077345.275467 + Penalty 3863.461522 = -17073481.813945 nChanged 922 SP:Iteration 30Q (7332.660000 sec): 3 clusters Score: Raw -17077570.376943 + Penalty 3863.461522 = -17073706.915421 nChanged 855 SP:Iteration 31Q (7333.070000 sec): 3 clusters Score: Raw -17077772.585048 + Penalty 3863.461522 = -17073909.123526 nChanged 806 SP:Iteration 32Q (7333.470000 sec): 3 clusters Score: Raw -17077948.139790 + Penalty 3863.461522 = -17074084.678269 nChanged 702 SP:Iteration 33Q (7333.870000 sec): 3 clusters Score: Raw -17078094.553618 + Penalty 3863.461522 = -17074231.092096 nChanged 653 SP:Iteration 34Q (7334.270000 sec): 3 clusters Score: Raw -17078224.244689 + Penalty 3863.461522 = -17074360.783167 nChanged 577 SP:Iteration 35Q (7334.670000 sec): 3 clusters Score: Raw -17078336.103175 + Penalty 3863.461522 = -17074472.641653 nChanged 582 SP:Iteration 36Q (7335.060000 sec): 3 clusters Score: Raw -17078447.245085 + Penalty 3863.461522 = -17074583.783563 nChanged 518 SP:Iteration 37Q (7335.460000 sec): 3 clusters Score: Raw -17078538.930394 + Penalty 3863.461522 = -17074675.468872 nChanged 499 SP:Iteration 38Q (7335.850000 sec): 3 clusters Score: Raw -17078627.469894 + Penalty 3863.461522 = -17074764.008372 nChanged 473 SP:Iteration 39Q (7336.250000 sec): 3 clusters Score: Raw -17078708.627339 + Penalty 3863.461522 = -17074845.165817 nChanged 427 SP:Iteration 40F (7336.730000 sec): 3 clusters Score: Raw -17078779.549578 + Penalty 3863.461522 = -17074916.088056 nChanged 417 SP:Iteration 41Q (7337.110000 sec): 3 clusters Score: Raw -17078848.728336 + Penalty 3863.461522 = -17074985.266814 nChanged 394 SP:Iteration 42Q (7337.500000 sec): 3 clusters Score: Raw -17078912.337848 + Penalty 3863.461522 = -17075048.876326 nChanged 398 SP:Iteration 43Q (7337.890000 sec): 3 clusters Score: Raw -17078976.732401 + Penalty 3863.461522 = -17075113.270879 nChanged 380 SP:Iteration 44Q (7338.270000 sec): 3 clusters Score: Raw -17079039.473316 + Penalty 3863.461522 = -17075176.011794 nChanged 395 SP:Iteration 45Q (7338.660000 sec): 3 clusters Score: Raw -17079103.378905 + Penalty 3863.461522 = -17075239.917383 nChanged 361 SP:Iteration 46Q (7339.050000 sec): 3 clusters Score: Raw -17079165.621175 + Penalty 3863.461522 = -17075302.159653 nChanged 357 SP:Iteration 47Q (7339.440000 sec): 3 clusters Score: Raw -17079226.961536 + Penalty 3863.461522 = -17075363.500014 nChanged 367 SP:Iteration 48Q (7339.830000 sec): 3 clusters Score: Raw -17079291.156909 + Penalty 3863.461522 = -17075427.695387 nChanged 357 SP:Iteration 49Q (7340.210000 sec): 3 clusters Score: Raw -17079352.966070 + Penalty 3863.461522 = -17075489.504549 nChanged 320 SP:Iteration 50Q (7340.620000 sec): 3 clusters Score: Raw -17079404.664464 + Penalty 3863.461522 = -17075541.202942 nChanged 296 SP:Iteration 51Q (7341.000000 sec): 3 clusters Score: Raw -17079451.027516 + Penalty 3863.461522 = -17075587.565994 nChanged 303 SP:Iteration 52Q (7341.390000 sec): 3 clusters Score: Raw -17079500.825435 + Penalty 3863.461522 = -17075637.363913 nChanged 303 SP:Iteration 53Q (7341.770000 sec): 3 clusters Score: Raw -17079547.201324 + Penalty 3863.461522 = -17075683.739802 nChanged 256 SP:Iteration 54Q (7342.160000 sec): 3 clusters Score: Raw -17079583.720107 + Penalty 3863.461522 = -17075720.258585 nChanged 228 SP:Iteration 55Q (7342.540000 sec): 3 clusters Score: Raw -17079613.826867 + Penalty 3863.461522 = -17075750.365346 nChanged 217 SP:Iteration 56Q (7342.920000 sec): 3 clusters Score: Raw -17079639.728506 + Penalty 3863.461522 = -17075776.266984 nChanged 169 SP:Iteration 57Q (7343.300000 sec): 3 clusters Score: Raw -17079659.220300 + Penalty 3863.461522 = -17075795.758778 nChanged 180 SP:Iteration 58Q (7343.680000 sec): 3 clusters Score: Raw -17079682.747503 + Penalty 3863.461522 = -17075819.285981 nChanged 183 SP:Iteration 59Q (7344.070000 sec): 3 clusters Score: Raw -17079708.093460 + Penalty 3863.461522 = -17075844.631938 nChanged 198 SP:Iteration 60F (7344.560000 sec): 3 clusters Score: Raw -17079735.877047 + Penalty 3863.461522 = -17075872.415525 nChanged 183 SP:Iteration 61Q (7344.930000 sec): 3 clusters Score: Raw -17079759.421449 + Penalty 3863.461522 = -17075895.959928 nChanged 163 SP:Iteration 62Q (7345.310000 sec): 3 clusters Score: Raw -17079780.588623 + Penalty 3863.461522 = -17075917.127101 nChanged 148 SP:Iteration 63Q (7345.690000 sec): 3 clusters Score: Raw -17079796.809623 + Penalty 3863.461522 = -17075933.348101 nChanged 139 SP:Iteration 64Q (7346.050000 sec): 3 clusters Score: Raw -17079812.250437 + Penalty 3863.461522 = -17075948.788915 nChanged 148 SP:Iteration 65Q (7346.420000 sec): 3 clusters Score: Raw -17079829.471788 + Penalty 3863.461522 = -17075966.010266 nChanged 132 SP:Iteration 66Q (7346.800000 sec): 3 clusters Score: Raw -17079846.367441 + Penalty 3863.461522 = -17075982.905919 nChanged 132 SP:Iteration 67Q (7347.170000 sec): 3 clusters Score: Raw -17079865.211341 + Penalty 3863.461522 = -17076001.749819 nChanged 156 SP:Iteration 68Q (7347.540000 sec): 3 clusters Score: Raw -17079887.943895 + Penalty 3863.461522 = -17076024.482373 nChanged 147 SP:Iteration 69Q (7347.900000 sec): 3 clusters Score: Raw -17079905.310217 + Penalty 3863.461522 = -17076041.848695 nChanged 131 SP:Iteration 70Q (7348.280000 sec): 3 clusters Score: Raw -17079920.606767 + Penalty 3863.461522 = -17076057.145245 nChanged 130 SP:Iteration 71Q (7348.650000 sec): 3 clusters Score: Raw -17079934.262736 + Penalty 3863.461522 = -17076070.801215 nChanged 135 SP:Iteration 72Q (7349.020000 sec): 3 clusters Score: Raw -17079949.400890 + Penalty 3863.461522 = -17076085.939368 nChanged 123 SP:Iteration 73Q (7349.390000 sec): 3 clusters Score: Raw -17079963.643954 + Penalty 3863.461522 = -17076100.182432 nChanged 119 SP:Iteration 74Q (7349.770000 sec): 3 clusters Score: Raw -17079975.806241 + Penalty 3863.461522 = -17076112.344719 nChanged 97 SP:Iteration 75Q (7350.150000 sec): 3 clusters Score: Raw -17079985.833552 + Penalty 3863.461522 = -17076122.372030 nChanged 93 SP:Iteration 76Q (7350.520000 sec): 3 clusters Score: Raw -17079995.195172 + Penalty 3863.461522 = -17076131.733650 nChanged 99 SP:Iteration 77Q (7350.900000 sec): 3 clusters Score: Raw -17080005.656556 + Penalty 3863.461522 = -17076142.195034 nChanged 95 SP:Iteration 78Q (7351.270000 sec): 3 clusters Score: Raw -17080015.658466 + Penalty 3863.461522 = -17076152.196944 nChanged 102 SP:Iteration 79Q (7351.650000 sec): 3 clusters Score: Raw -17080027.761868 + Penalty 3863.461522 = -17076164.300346 nChanged 97 SP:Iteration 80F (7352.130000 sec): 3 clusters Score: Raw -17080039.062385 + Penalty 3863.461522 = -17076175.600863 nChanged 96 SP:Iteration 81Q (7352.510000 sec): 3 clusters Score: Raw -17080050.730237 + Penalty 3863.461522 = -17076187.268715 nChanged 101 SP:Iteration 82Q (7352.880000 sec): 3 clusters Score: Raw -17080063.023766 + Penalty 3863.461522 = -17076199.562244 nChanged 96 SP:Iteration 83Q (7353.250000 sec): 3 clusters Score: Raw -17080073.286511 + Penalty 3863.461522 = -17076209.824990 nChanged 90 SP:Iteration 84Q (7353.630000 sec): 3 clusters Score: Raw -17080082.184088 + Penalty 3863.461522 = -17076218.722566 nChanged 86 SP:Iteration 85Q (7354.000000 sec): 3 clusters Score: Raw -17080090.973390 + Penalty 3863.461522 = -17076227.511868 nChanged 80 SP:Iteration 86Q (7354.370000 sec): 3 clusters Score: Raw -17080098.335032 + Penalty 3863.461522 = -17076234.873510 nChanged 72 SP:Iteration 87Q (7354.750000 sec): 3 clusters Score: Raw -17080105.181848 + Penalty 3863.461522 = -17076241.720326 nChanged 66 SP:Iteration 88Q (7355.120000 sec): 3 clusters Score: Raw -17080111.522568 + Penalty 3863.461522 = -17076248.061046 nChanged 62 SP:Iteration 89Q (7355.490000 sec): 3 clusters Score: Raw -17080119.198310 + Penalty 3863.461522 = -17076255.736788 nChanged 72 SP:Iteration 90Q (7355.860000 sec): 3 clusters Score: Raw -17080127.870168 + Penalty 3863.461522 = -17076264.408646 nChanged 72 SP:Iteration 91Q (7356.230000 sec): 3 clusters Score: Raw -17080136.295110 + Penalty 3863.461522 = -17076272.833588 nChanged 66 SP:Iteration 92Q (7356.610000 sec): 3 clusters Score: Raw -17080142.885706 + Penalty 3863.461522 = -17076279.424184 nChanged 65 SP:Iteration 93Q (7356.970000 sec): 3 clusters Score: Raw -17080150.635879 + Penalty 3863.461522 = -17076287.174357 nChanged 77 SP:Iteration 94Q (7357.350000 sec): 3 clusters Score: Raw -17080160.687232 + Penalty 3863.461522 = -17076297.225710 nChanged 72 SP:Iteration 95Q (7357.710000 sec): 3 clusters Score: Raw -17080168.839801 + Penalty 3863.461522 = -17076305.378279 nChanged 65 SP:Iteration 96Q (7358.080000 sec): 3 clusters Score: Raw -17080175.980538 + Penalty 3863.461522 = -17076312.519016 nChanged 59 SP:Iteration 97Q (7358.450000 sec): 3 clusters Score: Raw -17080182.436782 + Penalty 3863.461522 = -17076318.975261 nChanged 64 SP:Iteration 98Q (7358.830000 sec): 3 clusters Score: Raw -17080190.056305 + Penalty 3863.461522 = -17076326.594783 nChanged 62 SP:Iteration 99Q (7359.190000 sec): 3 clusters Score: Raw -17080195.904266 + Penalty 3863.461522 = -17076332.442744 nChanged 60 SP:Iteration 100F (7359.680000 sec): 3 clusters Score: Raw -17080202.145446 + Penalty 3863.461522 = -17076338.683924 nChanged 52 SP:Iteration 101Q (7360.060000 sec): 3 clusters Score: Raw -17080207.837073 + Penalty 3863.461522 = -17076344.375552 nChanged 55 SP:Iteration 102Q (7360.430000 sec): 3 clusters Score: Raw -17080213.375741 + Penalty 3863.461522 = -17076349.914219 nChanged 45 SP:Iteration 103Q (7360.800000 sec): 3 clusters Score: Raw -17080217.130123 + Penalty 3863.461522 = -17076353.668601 nChanged 35 SP:Iteration 104Q (7361.170000 sec): 3 clusters Score: Raw -17080220.048730 + Penalty 3863.461522 = -17076356.587208 nChanged 41 SP:Iteration 105Q (7361.550000 sec): 3 clusters Score: Raw -17080223.307309 + Penalty 3863.461522 = -17076359.845787 nChanged 33 SP:Iteration 106Q (7361.930000 sec): 3 clusters Score: Raw -17080225.943201 + Penalty 3863.461522 = -17076362.481679 nChanged 37 SP:Iteration 107Q (7362.300000 sec): 3 clusters Score: Raw -17080229.173249 + Penalty 3863.461522 = -17076365.711728 nChanged 34 SP:Iteration 108Q (7362.670000 sec): 3 clusters Score: Raw -17080232.046634 + Penalty 3863.461522 = -17076368.585112 nChanged 28 SP:Iteration 109Q (7363.040000 sec): 3 clusters Score: Raw -17080234.330801 + Penalty 3863.461522 = -17076370.869279 nChanged 31 SP:Iteration 110Q (7363.410000 sec): 3 clusters Score: Raw -17080236.984028 + Penalty 3863.461522 = -17076373.522507 nChanged 40 SP:Iteration 111Q (7363.780000 sec): 3 clusters Score: Raw -17080240.231245 + Penalty 3863.461522 = -17076376.769723 nChanged 47 SP:Iteration 112Q (7364.150000 sec): 3 clusters Score: Raw -17080244.505428 + Penalty 3863.461522 = -17076381.043906 nChanged 36 SP:Iteration 113Q (7364.530000 sec): 3 clusters Score: Raw -17080248.057231 + Penalty 3863.461522 = -17076384.595709 nChanged 35 SP:Iteration 114Q (7364.890000 sec): 3 clusters Score: Raw -17080251.068106 + Penalty 3863.461522 = -17076387.606584 nChanged 41 SP:Iteration 115Q (7365.270000 sec): 3 clusters Score: Raw -17080255.104547 + Penalty 3863.461522 = -17076391.643025 nChanged 42 SP:Iteration 116Q (7365.640000 sec): 3 clusters Score: Raw -17080259.520106 + Penalty 3863.461522 = -17076396.058584 nChanged 48 SP:Iteration 117Q (7366.010000 sec): 3 clusters Score: Raw -17080264.029738 + Penalty 3863.461522 = -17076400.568216 nChanged 35 SP:Iteration 118Q (7366.380000 sec): 3 clusters Score: Raw -17080267.041177 + Penalty 3863.461522 = -17076403.579655 nChanged 35 SP:Iteration 119Q (7366.750000 sec): 3 clusters Score: Raw -17080270.625689 + Penalty 3863.461522 = -17076407.164167 nChanged 47 SP:Iteration 120F (7367.240000 sec): 3 clusters Score: Raw -17080276.076210 + Penalty 3863.461522 = -17076412.614688 nChanged 61 SP:Iteration 121Q (7367.610000 sec): 3 clusters Score: Raw -17080282.438213 + Penalty 3863.461522 = -17076418.976691 nChanged 48 SP:Iteration 122Q (7367.980000 sec): 3 clusters Score: Raw -17080287.549625 + Penalty 3863.461522 = -17076424.088103 nChanged 52 SP:Iteration 123Q (7368.350000 sec): 3 clusters Score: Raw -17080293.463214 + Penalty 3863.461522 = -17076430.001692 nChanged 47 SP:Iteration 124Q (7368.720000 sec): 3 clusters Score: Raw -17080298.996939 + Penalty 3863.461522 = -17076435.535417 nChanged 50 SP:Iteration 125Q (7369.070000 sec): 3 clusters Score: Raw -17080305.564471 + Penalty 3863.461522 = -17076442.102950 nChanged 61 SP:Iteration 126Q (7369.430000 sec): 3 clusters Score: Raw -17080312.500430 + Penalty 3863.461522 = -17076449.038908 nChanged 42 SP:Iteration 127Q (7369.790000 sec): 3 clusters Score: Raw -17080317.552261 + Penalty 3863.461522 = -17076454.090739 nChanged 53 SP:Iteration 128Q (7370.160000 sec): 3 clusters Score: Raw -17080322.948632 + Penalty 3863.461522 = -17076459.487111 nChanged 52 SP:Iteration 129Q (7370.520000 sec): 3 clusters Score: Raw -17080329.503855 + Penalty 3863.461522 = -17076466.042333 nChanged 45 SP:Iteration 130Q (7370.890000 sec): 3 clusters Score: Raw -17080334.754865 + Penalty 3863.461522 = -17076471.293344 nChanged 46 SP:Iteration 131Q (7371.250000 sec): 3 clusters Score: Raw -17080341.052864 + Penalty 3863.461522 = -17076477.591342 nChanged 46 SP:Iteration 132Q (7371.610000 sec): 3 clusters Score: Raw -17080346.561894 + Penalty 3863.461522 = -17076483.100372 nChanged 48 SP:Iteration 133Q (7371.980000 sec): 3 clusters Score: Raw -17080353.197587 + Penalty 3863.461522 = -17076489.736065 nChanged 63 SP:Iteration 134Q (7372.340000 sec): 3 clusters Score: Raw -17080361.952701 + Penalty 3863.461522 = -17076498.491179 nChanged 70 SP:Iteration 135Q (7372.710000 sec): 3 clusters Score: Raw -17080371.698824 + Penalty 3863.461522 = -17076508.237302 nChanged 50 SP:Iteration 136Q (7373.070000 sec): 3 clusters Score: Raw -17080377.403212 + Penalty 3863.461522 = -17076513.941690 nChanged 44 SP:Iteration 137Q (7373.440000 sec): 3 clusters Score: Raw -17080382.529962 + Penalty 3863.461522 = -17076519.068441 nChanged 40 SP:Iteration 138Q (7373.800000 sec): 3 clusters Score: Raw -17080387.162045 + Penalty 3863.461522 = -17076523.700523 nChanged 38 SP:Iteration 139Q (7374.160000 sec): 3 clusters Score: Raw -17080390.938324 + Penalty 3863.461522 = -17076527.476802 nChanged 34 SP:Iteration 140F (7374.650000 sec): 3 clusters Score: Raw -17080394.621605 + Penalty 3863.461522 = -17076531.160084 nChanged 24 SP:Iteration 141Q (7375.020000 sec): 3 clusters Score: Raw -17080398.396547 + Penalty 3863.461522 = -17076534.935025 nChanged 29 SP:Iteration 142Q (7375.390000 sec): 3 clusters Score: Raw -17080401.722059 + Penalty 3863.461522 = -17076538.260537 nChanged 37 SP:Iteration 143Q (7375.760000 sec): 3 clusters Score: Raw -17080406.661008 + Penalty 3863.461522 = -17076543.199487 nChanged 32 SP:Iteration 144Q (7376.120000 sec): 3 clusters Score: Raw -17080410.413940 + Penalty 3863.461522 = -17076546.952418 nChanged 45 SP:Iteration 145Q (7376.480000 sec): 3 clusters Score: Raw -17080416.225971 + Penalty 3863.461522 = -17076552.764449 nChanged 41 SP:Iteration 146Q (7376.850000 sec): 3 clusters Score: Raw -17080421.515782 + Penalty 3863.461522 = -17076558.054260 nChanged 32 SP:Iteration 147Q (7377.210000 sec): 3 clusters Score: Raw -17080425.244684 + Penalty 3863.461522 = -17076561.783162 nChanged 32 SP:Iteration 148Q (7377.570000 sec): 3 clusters Score: Raw -17080428.666479 + Penalty 3863.461522 = -17076565.204957 nChanged 24 SP:Iteration 149Q (7377.930000 sec): 3 clusters Score: Raw -17080432.267164 + Penalty 3863.461522 = -17076568.805643 nChanged 31 SP:Iteration 150Q (7378.300000 sec): 3 clusters Score: Raw -17080436.020621 + Penalty 3863.461522 = -17076572.559099 nChanged 22 SP:Iteration 151Q (7378.660000 sec): 3 clusters Score: Raw -17080438.644697 + Penalty 3863.461522 = -17076575.183175 nChanged 25 SP:Iteration 152Q (7379.020000 sec): 3 clusters Score: Raw -17080441.458869 + Penalty 3863.461522 = -17076577.997347 nChanged 23 SP:Iteration 153Q (7379.390000 sec): 3 clusters Score: Raw -17080443.790522 + Penalty 3863.461522 = -17076580.329000 nChanged 21 SP:Iteration 154Q (7379.750000 sec): 3 clusters Score: Raw -17080446.418964 + Penalty 3863.461522 = -17076582.957442 nChanged 24 SP:Iteration 155Q (7380.140000 sec): 3 clusters Score: Raw -17080448.916880 + Penalty 3863.461522 = -17076585.455358 nChanged 28 SP:Iteration 156Q (7380.500000 sec): 3 clusters Score: Raw -17080451.815349 + Penalty 3863.461522 = -17076588.353827 nChanged 26 SP:Iteration 157Q (7380.860000 sec): 3 clusters Score: Raw -17080455.021908 + Penalty 3863.461522 = -17076591.560386 nChanged 26 SP:Iteration 158Q (7381.220000 sec): 3 clusters Score: Raw -17080459.301928 + Penalty 3863.461522 = -17076595.840406 nChanged 36 SP:Iteration 159Q (7381.580000 sec): 3 clusters Score: Raw -17080465.849546 + Penalty 3863.461522 = -17076602.388024 nChanged 43 SP:Iteration 160F (7382.070000 sec): 3 clusters Score: Raw -17080472.472914 + Penalty 3863.461522 = -17076609.011392 nChanged 36 SP:Iteration 161Q (7382.430000 sec): 3 clusters Score: Raw -17080477.564907 + Penalty 3863.461522 = -17076614.103385 nChanged 41 SP:Iteration 162Q (7382.800000 sec): 3 clusters Score: Raw -17080483.426368 + Penalty 3863.461522 = -17076619.964847 nChanged 41 SP:Iteration 163Q (7383.160000 sec): 3 clusters Score: Raw -17080489.992709 + Penalty 3863.461522 = -17076626.531187 nChanged 39 SP:Iteration 164Q (7383.520000 sec): 3 clusters Score: Raw -17080497.188592 + Penalty 3863.461522 = -17076633.727071 nChanged 45 SP:Iteration 165Q (7383.880000 sec): 3 clusters Score: Raw -17080504.249940 + Penalty 3863.461522 = -17076640.788418 nChanged 38 SP:Iteration 166Q (7384.250000 sec): 3 clusters Score: Raw -17080510.034286 + Penalty 3863.461522 = -17076646.572764 nChanged 43 SP:Iteration 167Q (7384.610000 sec): 3 clusters Score: Raw -17080516.301814 + Penalty 3863.461522 = -17076652.840293 nChanged 41 SP:Iteration 168Q (7384.970000 sec): 3 clusters Score: Raw -17080522.506118 + Penalty 3863.461522 = -17076659.044596 nChanged 36 SP:Iteration 169Q (7385.340000 sec): 3 clusters Score: Raw -17080526.498344 + Penalty 3863.461522 = -17076663.036822 nChanged 31 SP:Iteration 170Q (7385.700000 sec): 3 clusters Score: Raw -17080530.489100 + Penalty 3863.461522 = -17076667.027578 nChanged 29 SP:Iteration 171Q (7386.060000 sec): 3 clusters Score: Raw -17080534.186270 + Penalty 3863.461522 = -17076670.724748 nChanged 27 SP:Iteration 172Q (7386.420000 sec): 3 clusters Score: Raw -17080537.530556 + Penalty 3863.461522 = -17076674.069035 nChanged 21 SP:Iteration 173Q (7386.780000 sec): 3 clusters Score: Raw -17080540.294031 + Penalty 3863.461522 = -17076676.832509 nChanged 18 SP:Iteration 174Q (7387.140000 sec): 3 clusters Score: Raw -17080541.994347 + Penalty 3863.461522 = -17076678.532825 nChanged 11 SP:Iteration 175Q (7387.500000 sec): 3 clusters Score: Raw -17080543.441586 + Penalty 3863.461522 = -17076679.980064 nChanged 16 SP:Iteration 176Q (7387.860000 sec): 3 clusters Score: Raw -17080545.409129 + Penalty 3863.461522 = -17076681.947607 nChanged 13 SP:Iteration 177Q (7388.230000 sec): 3 clusters Score: Raw -17080546.722496 + Penalty 3863.461522 = -17076683.260974 nChanged 17 SP:Iteration 178Q (7388.590000 sec): 3 clusters Score: Raw -17080548.862102 + Penalty 3863.461522 = -17076685.400580 nChanged 14 SP:Iteration 179Q (7388.950000 sec): 3 clusters Score: Raw -17080550.926848 + Penalty 3863.461522 = -17076687.465326 nChanged 20 SP:Iteration 180F (7389.430000 sec): 3 clusters Score: Raw -17080553.650793 + Penalty 3863.461522 = -17076690.189271 nChanged 21 SP:Iteration 181Q (7389.790000 sec): 3 clusters Score: Raw -17080556.978084 + Penalty 3863.461522 = -17076693.516562 nChanged 19 SP:Iteration 182Q (7390.150000 sec): 3 clusters Score: Raw -17080559.709335 + Penalty 3863.461522 = -17076696.247813 nChanged 20 SP:Iteration 183Q (7390.510000 sec): 3 clusters Score: Raw -17080561.796339 + Penalty 3863.461522 = -17076698.334817 nChanged 17 SP:Iteration 184Q (7390.860000 sec): 3 clusters Score: Raw -17080563.492288 + Penalty 3863.461522 = -17076700.030766 nChanged 14 SP:Iteration 185Q (7391.220000 sec): 3 clusters Score: Raw -17080565.117293 + Penalty 3863.461522 = -17076701.655772 nChanged 18 SP:Iteration 186Q (7391.580000 sec): 3 clusters Score: Raw -17080567.141174 + Penalty 3863.461522 = -17076703.679652 nChanged 19 SP:Iteration 187Q (7391.940000 sec): 3 clusters Score: Raw -17080569.651665 + Penalty 3863.461522 = -17076706.190143 nChanged 15 SP:Iteration 188Q (7392.300000 sec): 3 clusters Score: Raw -17080572.214420 + Penalty 3863.461522 = -17076708.752898 nChanged 24 SP:Iteration 189Q (7392.660000 sec): 3 clusters Score: Raw -17080575.896143 + Penalty 3863.461522 = -17076712.434622 nChanged 23 SP:Iteration 190Q (7393.020000 sec): 3 clusters Score: Raw -17080578.983600 + Penalty 3863.461522 = -17076715.522078 nChanged 20 SP:Iteration 191Q (7393.380000 sec): 3 clusters Score: Raw -17080581.261558 + Penalty 3863.461522 = -17076717.800036 nChanged 17 SP:Iteration 192Q (7393.730000 sec): 3 clusters Score: Raw -17080582.893422 + Penalty 3863.461522 = -17076719.431900 nChanged 8 SP:Iteration 193Q (7394.090000 sec): 3 clusters Score: Raw -17080583.839444 + Penalty 3863.461522 = -17076720.377922 nChanged 9 SP:Iteration 194Q (7394.450000 sec): 3 clusters Score: Raw -17080585.051440 + Penalty 3863.461522 = -17076721.589918 nChanged 11 SP:Iteration 195Q (7394.810000 sec): 3 clusters Score: Raw -17080586.395082 + Penalty 3863.461522 = -17076722.933560 nChanged 10 SP:Iteration 196Q (7395.170000 sec): 3 clusters Score: Raw -17080587.818929 + Penalty 3863.461522 = -17076724.357407 nChanged 4 SP:Iteration 197Q (7395.530000 sec): 3 clusters Score: Raw -17080588.245472 + Penalty 3863.461522 = -17076724.783950 nChanged 5 SP:Iteration 198Q (7395.890000 sec): 3 clusters Score: Raw -17080588.893796 + Penalty 3863.461522 = -17076725.432274 nChanged 2 SP:Iteration 199Q (7396.240000 sec): 3 clusters Score: Raw -17080588.975819 + Penalty 3863.461522 = -17076725.514297 nChanged 3 SP:Iteration 200F (7396.720000 sec): 3 clusters Score: Raw -17080589.288713 + Penalty 3863.461522 = -17076725.827191 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 20 (28762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7396.880000 sec): 2 clusters Score: Raw -3434957.496457 + Penalty 1668.356682 = -3433289.139775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7396.970000 sec): 3 clusters Score: Raw -3417389.824675 + Penalty 3336.713364 = -3414053.111311 nChanged 13101 SP:Iteration 1F (7397.070000 sec): 3 clusters Score: Raw -3424414.014526 + Penalty 3336.713364 = -3421077.301162 nChanged 1005 SP:Iteration 2Q (7397.160000 sec): 3 clusters Score: Raw -3424652.120028 + Penalty 3336.713364 = -3421315.406664 nChanged 883 SP:Iteration 3Q (7397.250000 sec): 3 clusters Score: Raw -3424847.835135 + Penalty 3336.713364 = -3421511.121771 nChanged 848 SP:Iteration 4Q (7397.340000 sec): 3 clusters Score: Raw -3425037.946193 + Penalty 3336.713364 = -3421701.232829 nChanged 848 SP:Iteration 5Q (7397.440000 sec): 3 clusters Score: Raw -3425245.293203 + Penalty 3336.713364 = -3421908.579839 nChanged 868 SP:Iteration 6Q (7397.530000 sec): 3 clusters Score: Raw -3425486.625104 + Penalty 3336.713364 = -3422149.911740 nChanged 1042 SP:Iteration 7Q (7397.620000 sec): 3 clusters Score: Raw -3425878.432138 + Penalty 3336.713364 = -3422541.718774 nChanged 1317 SP:Iteration 8Q (7397.720000 sec): 3 clusters Score: Raw -3426527.359576 + Penalty 3336.713364 = -3423190.646212 nChanged 1717 SP:Iteration 9F (7397.810000 sec): 3 clusters Score: Raw -3427610.484908 + Penalty 3336.713364 = -3424273.771544 nChanged 2045 SP:Iteration 10F (7397.900000 sec): 3 clusters Score: Raw -3429166.618437 + Penalty 3336.713364 = -3425829.905073 nChanged 2058 SP:Iteration 11F (7397.990000 sec): 3 clusters Score: Raw -3430992.115947 + Penalty 3336.713364 = -3427655.402583 nChanged 1702 SP:Iteration 12F (7398.080000 sec): 3 clusters Score: Raw -3432640.487260 + Penalty 3336.713364 = -3429303.773897 nChanged 1189 SP:Iteration 13Q (7398.170000 sec): 3 clusters Score: Raw -3433877.752828 + Penalty 3336.713364 = -3430541.039464 nChanged 611 SP:Iteration 14Q (7398.250000 sec): 3 clusters Score: Raw -3434499.804654 + Penalty 3336.713364 = -3431163.091290 nChanged 307 SP:Iteration 15Q (7398.320000 sec): 3 clusters Score: Raw -3434812.578457 + Penalty 3336.713364 = -3431475.865093 nChanged 161 SP:Iteration 16Q (7398.390000 sec): 3 clusters Score: Raw -3434961.921446 + Penalty 3336.713364 = -3431625.208082 nChanged 87 SP:Iteration 17Q (7398.460000 sec): 3 clusters Score: Raw -3435036.018135 + Penalty 3336.713364 = -3431699.304771 nChanged 52 SP:Iteration 18Q (7398.520000 sec): 3 clusters Score: Raw -3435074.217045 + Penalty 3336.713364 = -3431737.503681 nChanged 32 SP:Iteration 19Q (7398.590000 sec): 3 clusters Score: Raw -3435098.216144 + Penalty 3336.713364 = -3431761.502780 nChanged 24 SP:Iteration 20F (7398.680000 sec): 3 clusters Score: Raw -3435113.890894 + Penalty 3336.713364 = -3431777.177530 nChanged 14 SP:Iteration 21Q (7398.750000 sec): 3 clusters Score: Raw -3435123.953138 + Penalty 3336.713364 = -3431787.239774 nChanged 15 SP:Iteration 22Q (7398.820000 sec): 3 clusters Score: Raw -3435134.969319 + Penalty 3336.713364 = -3431798.255955 nChanged 13 SP:Iteration 23Q (7398.880000 sec): 3 clusters Score: Raw -3435144.417970 + Penalty 3336.713364 = -3431807.704606 nChanged 11 SP:Iteration 24Q (7398.950000 sec): 3 clusters Score: Raw -3435151.474486 + Penalty 3336.713364 = -3431814.761122 nChanged 9 SP:Iteration 25Q (7399.020000 sec): 3 clusters Score: Raw -3435159.202271 + Penalty 3336.713364 = -3431822.488908 nChanged 5 SP:Iteration 26Q (7399.080000 sec): 3 clusters Score: Raw -3435163.911328 + Penalty 3336.713364 = -3431827.197964 nChanged 6 SP:Iteration 27Q (7399.150000 sec): 3 clusters Score: Raw -3435168.388538 + Penalty 3336.713364 = -3431831.675174 nChanged 4 SP:Iteration 28Q (7399.220000 sec): 3 clusters Score: Raw -3435171.532102 + Penalty 3336.713364 = -3431834.818738 nChanged 5 SP:Iteration 29Q (7399.280000 sec): 3 clusters Score: Raw -3435174.939217 + Penalty 3336.713364 = -3431838.225854 nChanged 2 SP:Iteration 30Q (7399.350000 sec): 3 clusters Score: Raw -3435176.780703 + Penalty 3336.713364 = -3431840.067339 nChanged 1 SP:Iteration 31Q (7399.420000 sec): 3 clusters Score: Raw -3435177.336227 + Penalty 3336.713364 = -3431840.622863 nChanged 2 SP:Iteration 32Q (7399.480000 sec): 3 clusters Score: Raw -3435178.751590 + Penalty 3336.713364 = -3431842.038226 nChanged 1 SP:Iteration 33Q (7399.550000 sec): 3 clusters Score: Raw -3435179.724341 + Penalty 3336.713364 = -3431843.010977 nChanged 2 SP:Iteration 34Q (7399.620000 sec): 3 clusters Score: Raw -3435181.061947 + Penalty 3336.713364 = -3431844.348583 nChanged 2 SP:Iteration 35Q (7399.680000 sec): 3 clusters Score: Raw -3435182.245981 + Penalty 3336.713364 = -3431845.532617 nChanged 2 SP:Iteration 36Q (7399.750000 sec): 3 clusters Score: Raw -3435183.551209 + Penalty 3336.713364 = -3431846.837845 nChanged 0 SP:Iteration 37F (7399.840000 sec): 3 clusters Score: Raw -3435183.551209 + Penalty 3336.713364 = -3431846.837845 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 21 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7399.860000 sec): 2 clusters Score: Raw -152021.271556 + Penalty 1170.915716 = -150850.355840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7399.870000 sec): 3 clusters Score: Raw -151497.385283 + Penalty 2341.831432 = -149155.553851 nChanged 418 SP:Iteration 1F (7399.870000 sec): 3 clusters Score: Raw -151805.541816 + Penalty 2341.831432 = -149463.710384 nChanged 107 SP:Iteration 2F (7399.880000 sec): 3 clusters Score: Raw -151906.035855 + Penalty 2341.831432 = -149564.204422 nChanged 75 SP:Iteration 3F (7399.880000 sec): 3 clusters Score: Raw -151981.615588 + Penalty 2341.831432 = -149639.784155 nChanged 54 SP:Iteration 4Q (7399.880000 sec): 3 clusters Score: Raw -152034.981705 + Penalty 2341.831432 = -149693.150272 nChanged 45 SP:Iteration 5Q (7399.890000 sec): 3 clusters Score: Raw -152075.768186 + Penalty 2341.831432 = -149733.936754 nChanged 27 SP:Iteration 6Q (7399.890000 sec): 3 clusters Score: Raw -152101.735238 + Penalty 2341.831432 = -149759.903806 nChanged 26 SP:Iteration 7Q (7399.900000 sec): 3 clusters Score: Raw -152123.624186 + Penalty 2341.831432 = -149781.792754 nChanged 26 SP:Iteration 8Q (7399.900000 sec): 3 clusters Score: Raw -152142.857536 + Penalty 2341.831432 = -149801.026103 nChanged 14 SP:Iteration 9Q (7399.900000 sec): 3 clusters Score: Raw -152155.884833 + Penalty 2341.831432 = -149814.053401 nChanged 14 SP:Iteration 10Q (7399.910000 sec): 3 clusters Score: Raw -152166.166161 + Penalty 2341.831432 = -149824.334729 nChanged 7 SP:Iteration 11Q (7399.910000 sec): 3 clusters Score: Raw -152171.785104 + Penalty 2341.831432 = -149829.953672 nChanged 7 SP:Iteration 12Q (7399.920000 sec): 3 clusters Score: Raw -152178.489298 + Penalty 2341.831432 = -149836.657865 nChanged 6 SP:Iteration 13Q (7399.920000 sec): 3 clusters Score: Raw -152183.189715 + Penalty 2341.831432 = -149841.358282 nChanged 7 SP:Iteration 14Q (7399.920000 sec): 3 clusters Score: Raw -152187.962306 + Penalty 2341.831432 = -149846.130874 nChanged 4 SP:Iteration 15Q (7399.930000 sec): 3 clusters Score: Raw -152191.186076 + Penalty 2341.831432 = -149849.354644 nChanged 6 SP:Iteration 16Q (7399.930000 sec): 3 clusters Score: Raw -152195.030655 + Penalty 2341.831432 = -149853.199223 nChanged 2 SP:Iteration 17Q (7399.940000 sec): 3 clusters Score: Raw -152196.136060 + Penalty 2341.831432 = -149854.304627 nChanged 3 SP:Iteration 18Q (7399.940000 sec): 3 clusters Score: Raw -152198.072823 + Penalty 2341.831432 = -149856.241390 nChanged 2 SP:Iteration 19Q (7399.940000 sec): 3 clusters Score: Raw -152198.775595 + Penalty 2341.831432 = -149856.944162 nChanged 0 SP:Iteration 20F (7399.950000 sec): 3 clusters Score: Raw -152198.775595 + Penalty 2341.831432 = -149856.944162 nChanged 0 Memory request: 0.00 GB would take us to total of 12.33 GB. Trying to split cluster 22 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7399.950000 sec): 2 clusters Score: Raw -27069.094883 + Penalty 895.275605 = -26173.819278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7399.960000 sec): 3 clusters Score: Raw -27140.207895 + Penalty 1790.551209 = -25349.656686 nChanged 35 SP:Iteration 1F (7399.960000 sec): 3 clusters Score: Raw -27233.124328 + Penalty 1790.551209 = -25442.573119 nChanged 16 SP:Iteration 2F (7399.960000 sec): 3 clusters Score: Raw -27293.710356 + Penalty 1790.551209 = -25503.159146 nChanged 6 SP:Iteration 3Q (7399.960000 sec): 3 clusters Score: Raw -27314.057955 + Penalty 1790.551209 = -25523.506746 nChanged 1 SP:Iteration 4Q (7399.960000 sec): 3 clusters Score: Raw -27316.301710 + Penalty 1790.551209 = -25525.750500 nChanged 0 SP:Iteration 5F (7399.960000 sec): 3 clusters Score: Raw -27316.301710 + Penalty 1790.551209 = -25525.750500 nChanged 0 ------ Evaluating fit on full set of 4268546 points ------ Score: Raw -503099633.286780 + Penalty 54578.752128 = -503045054.534652 Time taken for this iteration:4254.920000 seconds. 21->23 Clusters: Score -503045054.534652, best is -503032987.744498 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 8865 (time per iteration =887.673266 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 889956645696.000000 (time per metric unit =8.842255ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21358959496704.000000 (time per metric unit=368.427287ps) That took 7869.223500 seconds.