warning: commands will be executed using /bin/sh job 3506 at Fri Jul 31 00:27:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150328/YutaMouse32-150328 ElecNo 5 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 4.52 and 6.78 GB of RAM. Memory request: 2.26 GB would take us to total of 2.26 GB. ---------------------------------------------------------- Loaded 1212361 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.75 GB would take us to total of 3.01 GB. ------ Running on subset of 404120 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (25 points): Lose 54.674121 but Gain 3201.547851 Iteration 0F (48.930000 sec): 19 clusters Score: Raw -54755418.098968 + Penalty 57627.861324 = -54697790.237644 nChanged 383193 Deleting Class 14 (400 points): Lose 1969.317660 but Gain 3201.547851 Iteration 1F (70.750000 sec): 18 clusters Score: Raw -66450749.315588 + Penalty 54426.313473 = -66396323.002115 nChanged 110902 Iteration 2F (88.410000 sec): 18 clusters Score: Raw -67107180.725949 + Penalty 54426.313473 = -67052754.412476 nChanged 95762 Iteration 3F (104.560000 sec): 18 clusters Score: Raw -67376162.026944 + Penalty 54426.313473 = -67321735.713471 nChanged 47294 Iteration 4F (121.550000 sec): 18 clusters Score: Raw -67468555.726577 + Penalty 54426.313473 = -67414129.413104 nChanged 23029 Iteration 5F (139.910000 sec): 18 clusters Score: Raw -67511883.033693 + Penalty 54426.313473 = -67457456.720220 nChanged 14512 Iteration 6Q (157.540000 sec): 18 clusters Score: Raw -67531857.357854 + Penalty 54426.313473 = -67477431.044381 nChanged 11275 Iteration 7Q (170.390000 sec): 18 clusters Score: Raw -67540755.399844 + Penalty 54426.313473 = -67486329.086371 nChanged 10000 Iteration 8Q (182.810000 sec): 18 clusters Score: Raw -67547583.111816 + Penalty 54426.313473 = -67493156.798343 nChanged 9623 Iteration 9Q (194.110000 sec): 18 clusters Score: Raw -67553751.927158 + Penalty 54426.313473 = -67499325.613685 nChanged 9719 Iteration 10Q (205.910000 sec): 18 clusters Score: Raw -67559401.503396 + Penalty 54426.313473 = -67504975.189923 nChanged 9909 Iteration 11Q (218.640000 sec): 18 clusters Score: Raw -67564852.259494 + Penalty 54426.313473 = -67510425.946021 nChanged 10184 Iteration 12Q (233.810000 sec): 18 clusters Score: Raw -67570350.861993 + Penalty 54426.313473 = -67515924.548520 nChanged 10231 Iteration 13Q (251.190000 sec): 18 clusters Score: Raw -67575772.219583 + Penalty 54426.313473 = -67521345.906110 nChanged 10483 Iteration 14Q (264.060000 sec): 18 clusters Score: Raw -67581538.516143 + Penalty 54426.313473 = -67527112.202670 nChanged 10855 Iteration 15Q (277.330000 sec): 18 clusters Score: Raw -67588074.923466 + Penalty 54426.313473 = -67533648.609993 nChanged 11156 Iteration 16Q (289.250000 sec): 18 clusters Score: Raw -67595583.130887 + Penalty 54426.313473 = -67541156.817414 nChanged 11513 Iteration 17Q (300.390000 sec): 18 clusters Score: Raw -67604309.386294 + Penalty 54426.313473 = -67549883.072821 nChanged 12122 Iteration 18Q (312.240000 sec): 18 clusters Score: Raw -67614976.503711 + Penalty 54426.313473 = -67560550.190239 nChanged 12546 Iteration 19Q (329.400000 sec): 18 clusters Score: Raw -67627325.193283 + Penalty 54426.313473 = -67572898.879811 nChanged 12463 Writing temp clu file Because OldScore, -67560550.190239, is greater than current (better) Score,-67572898.879811 Compute initial score before splitting: Score: Raw -67627325.193283 + Penalty 54426.313473 = -67572898.879811 Memory request: 0.01 GB would take us to total of 3.02 GB. Trying to split cluster 1 (4529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.550000 sec): 2 clusters Score: Raw -700460.028992 + Penalty 2087.727598 = -698372.301394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.740000 sec): 3 clusters Score: Raw -698720.572387 + Penalty 4175.455196 = -694545.117191 nChanged 1829 SP:Iteration 1F (329.930000 sec): 3 clusters Score: Raw -703960.272226 + Penalty 4175.455196 = -699784.817030 nChanged 899 SP:Iteration 2F (330.110000 sec): 3 clusters Score: Raw -706965.288929 + Penalty 4175.455196 = -702789.833733 nChanged 403 SP:Iteration 3F (330.300000 sec): 3 clusters Score: Raw -707648.321578 + Penalty 4175.455196 = -703472.866381 nChanged 142 SP:Iteration 4Q (330.450000 sec): 3 clusters Score: Raw -707798.937084 + Penalty 4175.455196 = -703623.481888 nChanged 67 SP:Iteration 5Q (330.590000 sec): 3 clusters Score: Raw -707868.944299 + Penalty 4175.455196 = -703693.489103 nChanged 51 SP:Iteration 6Q (330.740000 sec): 3 clusters Score: Raw -707911.146155 + Penalty 4175.455196 = -703735.690959 nChanged 38 SP:Iteration 7Q (330.890000 sec): 3 clusters Score: Raw -707930.148550 + Penalty 4175.455196 = -703754.693354 nChanged 11 SP:Iteration 8Q (331.040000 sec): 3 clusters Score: Raw -707935.249031 + Penalty 4175.455196 = -703759.793835 nChanged 5 SP:Iteration 9Q (331.190000 sec): 3 clusters Score: Raw -707937.855966 + Penalty 4175.455196 = -703762.400770 nChanged 6 SP:Iteration 10Q (331.340000 sec): 3 clusters Score: Raw -707939.808062 + Penalty 4175.455196 = -703764.352866 nChanged 2 SP:Iteration 11Q (331.490000 sec): 3 clusters Score: Raw -707940.346376 + Penalty 4175.455196 = -703764.891180 nChanged 2 SP:Iteration 12Q (331.640000 sec): 3 clusters Score: Raw -707940.901634 + Penalty 4175.455196 = -703765.446438 nChanged 1 SP:Iteration 13Q (331.830000 sec): 3 clusters Score: Raw -707941.077141 + Penalty 4175.455196 = -703765.621945 nChanged 0 SP:Iteration 14F (331.990000 sec): 3 clusters Score: Raw -707941.077141 + Penalty 4175.455196 = -703765.621945 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (84796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.610000 sec): 2 clusters Score: Raw -14185060.431097 + Penalty 2814.304905 = -14182246.126192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.410000 sec): 3 clusters Score: Raw -14131021.805848 + Penalty 5628.609811 = -14125393.196038 nChanged 40179 SP:Iteration 1F (334.180000 sec): 3 clusters Score: Raw -14155616.857014 + Penalty 5628.609811 = -14149988.247203 nChanged 5001 SP:Iteration 2F (334.910000 sec): 3 clusters Score: Raw -14161397.727051 + Penalty 5628.609811 = -14155769.117240 nChanged 6761 SP:Iteration 3F (335.730000 sec): 3 clusters Score: Raw -14170744.806935 + Penalty 5628.609811 = -14165116.197125 nChanged 8332 SP:Iteration 4F (336.480000 sec): 3 clusters Score: Raw -14180463.858470 + Penalty 5628.609811 = -14174835.248660 nChanged 8696 SP:Iteration 5F (337.250000 sec): 3 clusters Score: Raw -14190279.601884 + Penalty 5628.609811 = -14184650.992074 nChanged 7339 SP:Iteration 6F (338.010000 sec): 3 clusters Score: Raw -14197058.794637 + Penalty 5628.609811 = -14191430.184826 nChanged 5049 SP:Iteration 7F (338.800000 sec): 3 clusters Score: Raw -14200318.731773 + Penalty 5628.609811 = -14194690.121962 nChanged 3302 SP:Iteration 8Q (339.630000 sec): 3 clusters Score: Raw -14201913.724728 + Penalty 5628.609811 = -14196285.114917 nChanged 2589 SP:Iteration 9Q (340.510000 sec): 3 clusters Score: Raw -14203007.606612 + Penalty 5628.609811 = -14197378.996801 nChanged 2244 SP:Iteration 10Q (341.290000 sec): 3 clusters Score: Raw -14203916.443828 + Penalty 5628.609811 = -14198287.834017 nChanged 2030 SP:Iteration 11Q (342.040000 sec): 3 clusters Score: Raw -14204816.153655 + Penalty 5628.609811 = -14199187.543844 nChanged 1955 SP:Iteration 12Q (342.850000 sec): 3 clusters Score: Raw -14205933.890932 + Penalty 5628.609811 = -14200305.281121 nChanged 1795 SP:Iteration 13Q (343.670000 sec): 3 clusters Score: Raw -14207413.901023 + Penalty 5628.609811 = -14201785.291212 nChanged 1448 SP:Iteration 14Q (344.450000 sec): 3 clusters Score: Raw -14208848.614994 + Penalty 5628.609811 = -14203220.005183 nChanged 931 SP:Iteration 15Q (345.290000 sec): 3 clusters Score: Raw -14209556.947732 + Penalty 5628.609811 = -14203928.337922 nChanged 584 SP:Iteration 16Q (346.050000 sec): 3 clusters Score: Raw -14209850.909912 + Penalty 5628.609811 = -14204222.300102 nChanged 359 SP:Iteration 17Q (346.750000 sec): 3 clusters Score: Raw -14210014.054737 + Penalty 5628.609811 = -14204385.444926 nChanged 252 SP:Iteration 18Q (347.420000 sec): 3 clusters Score: Raw -14210128.629488 + Penalty 5628.609811 = -14204500.019677 nChanged 173 SP:Iteration 19Q (348.160000 sec): 3 clusters Score: Raw -14210190.601530 + Penalty 5628.609811 = -14204561.991719 nChanged 133 SP:Iteration 20F (348.990000 sec): 3 clusters Score: Raw -14210225.544727 + Penalty 5628.609811 = -14204596.934916 nChanged 94 SP:Iteration 21Q (349.680000 sec): 3 clusters Score: Raw -14210239.461803 + Penalty 5628.609811 = -14204610.851992 nChanged 70 SP:Iteration 22Q (350.480000 sec): 3 clusters Score: Raw -14210246.664713 + Penalty 5628.609811 = -14204618.054902 nChanged 41 SP:Iteration 23Q (351.310000 sec): 3 clusters Score: Raw -14210251.026540 + Penalty 5628.609811 = -14204622.416729 nChanged 25 SP:Iteration 24Q (352.050000 sec): 3 clusters Score: Raw -14210252.570749 + Penalty 5628.609811 = -14204623.960938 nChanged 18 SP:Iteration 25Q (352.770000 sec): 3 clusters Score: Raw -14210253.523568 + Penalty 5628.609811 = -14204624.913757 nChanged 16 SP:Iteration 26Q (353.520000 sec): 3 clusters Score: Raw -14210254.310102 + Penalty 5628.609811 = -14204625.700291 nChanged 12 SP:Iteration 27Q (354.230000 sec): 3 clusters Score: Raw -14210255.312050 + Penalty 5628.609811 = -14204626.702240 nChanged 17 SP:Iteration 28Q (354.910000 sec): 3 clusters Score: Raw -14210256.318368 + Penalty 5628.609811 = -14204627.708557 nChanged 16 SP:Iteration 29Q (355.600000 sec): 3 clusters Score: Raw -14210257.141693 + Penalty 5628.609811 = -14204628.531882 nChanged 11 SP:Iteration 30Q (356.310000 sec): 3 clusters Score: Raw -14210257.497106 + Penalty 5628.609811 = -14204628.887295 nChanged 3 SP:Iteration 31Q (356.980000 sec): 3 clusters Score: Raw -14210257.557893 + Penalty 5628.609811 = -14204628.948082 nChanged 3 SP:Iteration 32Q (357.630000 sec): 3 clusters Score: Raw -14210257.710455 + Penalty 5628.609811 = -14204629.100644 nChanged 1 SP:Iteration 33Q (358.290000 sec): 3 clusters Score: Raw -14210257.735354 + Penalty 5628.609811 = -14204629.125543 nChanged 2 SP:Iteration 34Q (358.950000 sec): 3 clusters Score: Raw -14210257.805012 + Penalty 5628.609811 = -14204629.195201 nChanged 1 SP:Iteration 35Q (359.620000 sec): 3 clusters Score: Raw -14210257.845927 + Penalty 5628.609811 = -14204629.236116 nChanged 0 SP:Iteration 36F (360.330000 sec): 3 clusters Score: Raw -14210257.845927 + Penalty 5628.609811 = -14204629.236116 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 3.02 GB. Trying to split cluster 3 (3736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.440000 sec): 2 clusters Score: Raw -584767.064867 + Penalty 2039.991158 = -582727.073708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.620000 sec): 3 clusters Score: Raw -583199.628775 + Penalty 4079.982316 = -579119.646459 nChanged 1407 SP:Iteration 1F (360.820000 sec): 3 clusters Score: Raw -585075.693696 + Penalty 4079.982316 = -580995.711380 nChanged 508 SP:Iteration 2F (360.990000 sec): 3 clusters Score: Raw -586167.843469 + Penalty 4079.982316 = -582087.861153 nChanged 442 SP:Iteration 3F (361.180000 sec): 3 clusters Score: Raw -586981.987051 + Penalty 4079.982316 = -582902.004735 nChanged 287 SP:Iteration 4F (361.360000 sec): 3 clusters Score: Raw -587309.675948 + Penalty 4079.982316 = -583229.693631 nChanged 127 SP:Iteration 5Q (361.610000 sec): 3 clusters Score: Raw -587444.446560 + Penalty 4079.982316 = -583364.464243 nChanged 94 SP:Iteration 6Q (361.800000 sec): 3 clusters Score: Raw -587535.212514 + Penalty 4079.982316 = -583455.230198 nChanged 60 SP:Iteration 7Q (362.000000 sec): 3 clusters Score: Raw -587595.396265 + Penalty 4079.982316 = -583515.413948 nChanged 52 SP:Iteration 8Q (362.200000 sec): 3 clusters Score: Raw -587650.544277 + Penalty 4079.982316 = -583570.561961 nChanged 46 SP:Iteration 9Q (362.330000 sec): 3 clusters Score: Raw -587698.518002 + Penalty 4079.982316 = -583618.535685 nChanged 37 SP:Iteration 10Q (362.500000 sec): 3 clusters Score: Raw -587725.276347 + Penalty 4079.982316 = -583645.294031 nChanged 24 SP:Iteration 11Q (362.730000 sec): 3 clusters Score: Raw -587745.797186 + Penalty 4079.982316 = -583665.814869 nChanged 26 SP:Iteration 12Q (362.900000 sec): 3 clusters Score: Raw -587770.386111 + Penalty 4079.982316 = -583690.403794 nChanged 29 SP:Iteration 13Q (363.090000 sec): 3 clusters Score: Raw -587798.728116 + Penalty 4079.982316 = -583718.745799 nChanged 31 SP:Iteration 14Q (363.280000 sec): 3 clusters Score: Raw -587833.563218 + Penalty 4079.982316 = -583753.580901 nChanged 35 SP:Iteration 15Q (363.470000 sec): 3 clusters Score: Raw -587902.566091 + Penalty 4079.982316 = -583822.583775 nChanged 48 SP:Iteration 16Q (363.630000 sec): 3 clusters Score: Raw -587979.209916 + Penalty 4079.982316 = -583899.227600 nChanged 43 SP:Iteration 17Q (363.750000 sec): 3 clusters Score: Raw -588073.080558 + Penalty 4079.982316 = -583993.098241 nChanged 33 SP:Iteration 18Q (363.890000 sec): 3 clusters Score: Raw -588136.792364 + Penalty 4079.982316 = -584056.810048 nChanged 31 SP:Iteration 19Q (364.110000 sec): 3 clusters Score: Raw -588193.117214 + Penalty 4079.982316 = -584113.134898 nChanged 34 SP:Iteration 20F (364.280000 sec): 3 clusters Score: Raw -588283.644648 + Penalty 4079.982316 = -584203.662332 nChanged 32 SP:Iteration 21Q (364.450000 sec): 3 clusters Score: Raw -588361.914505 + Penalty 4079.982316 = -584281.932189 nChanged 27 SP:Iteration 22Q (364.590000 sec): 3 clusters Score: Raw -588406.468456 + Penalty 4079.982316 = -584326.486139 nChanged 25 SP:Iteration 23Q (364.740000 sec): 3 clusters Score: Raw -588438.253440 + Penalty 4079.982316 = -584358.271124 nChanged 23 SP:Iteration 24Q (364.910000 sec): 3 clusters Score: Raw -588462.458021 + Penalty 4079.982316 = -584382.475705 nChanged 20 SP:Iteration 25Q (365.080000 sec): 3 clusters Score: Raw -588487.015566 + Penalty 4079.982316 = -584407.033249 nChanged 9 SP:Iteration 26Q (365.260000 sec): 3 clusters Score: Raw -588495.944944 + Penalty 4079.982316 = -584415.962627 nChanged 5 SP:Iteration 27Q (365.420000 sec): 3 clusters Score: Raw -588498.230553 + Penalty 4079.982316 = -584418.248236 nChanged 3 SP:Iteration 28Q (365.630000 sec): 3 clusters Score: Raw -588501.345936 + Penalty 4079.982316 = -584421.363619 nChanged 0 SP:Iteration 29F (365.870000 sec): 3 clusters Score: Raw -588501.345936 + Penalty 4079.982316 = -584421.363619 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 3.02 GB. Trying to split cluster 4 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.930000 sec): 2 clusters Score: Raw -195358.198873 + Penalty 1824.832051 = -193533.366822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.100000 sec): 3 clusters Score: Raw -195746.848329 + Penalty 3649.664101 = -192097.184227 nChanged 672 SP:Iteration 1F (366.230000 sec): 3 clusters Score: Raw -201520.373269 + Penalty 3649.664101 = -197870.709167 nChanged 250 SP:Iteration 2F (366.360000 sec): 3 clusters Score: Raw -205397.397536 + Penalty 3649.664101 = -201747.733435 nChanged 104 SP:Iteration 3F (366.500000 sec): 3 clusters Score: Raw -208017.239660 + Penalty 3649.664101 = -204367.575559 nChanged 72 SP:Iteration 4Q (366.630000 sec): 3 clusters Score: Raw -210469.564789 + Penalty 3649.664101 = -206819.900687 nChanged 43 SP:Iteration 5Q (366.760000 sec): 3 clusters Score: Raw -213857.659397 + Penalty 3649.664101 = -210207.995296 nChanged 26 SP:Iteration 6Q (366.880000 sec): 3 clusters Score: Raw -214290.920687 + Penalty 3649.664101 = -210641.256586 nChanged 17 SP:Iteration 7Q (367.050000 sec): 3 clusters Score: Raw -214431.532970 + Penalty 3649.664101 = -210781.868869 nChanged 8 SP:Iteration 8Q (367.220000 sec): 3 clusters Score: Raw -214465.100802 + Penalty 3649.664101 = -210815.436701 nChanged 2 SP:Iteration 9Q (367.360000 sec): 3 clusters Score: Raw -214468.460483 + Penalty 3649.664101 = -210818.796382 nChanged 1 SP:Iteration 10Q (367.510000 sec): 3 clusters Score: Raw -214470.239133 + Penalty 3649.664101 = -210820.575032 nChanged 0 SP:Iteration 11F (367.680000 sec): 3 clusters Score: Raw -214470.239133 + Penalty 3649.664101 = -210820.575032 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 3.02 GB. Trying to split cluster 5 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.770000 sec): 2 clusters Score: Raw -62072.089792 + Penalty 1503.241316 = -60568.848476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.990000 sec): 3 clusters Score: Raw -62209.363724 + Penalty 3006.482632 = -59202.881092 nChanged 88 SP:Iteration 1F (368.160000 sec): 3 clusters Score: Raw -62737.161409 + Penalty 3006.482632 = -59730.678777 nChanged 28 SP:Iteration 2F (368.360000 sec): 3 clusters Score: Raw -62835.754403 + Penalty 3006.482632 = -59829.271771 nChanged 20 SP:Iteration 3Q (368.510000 sec): 3 clusters Score: Raw -62898.206802 + Penalty 3006.482632 = -59891.724170 nChanged 17 SP:Iteration 4Q (368.690000 sec): 3 clusters Score: Raw -62959.733123 + Penalty 3006.482632 = -59953.250491 nChanged 18 SP:Iteration 5Q (368.920000 sec): 3 clusters Score: Raw -63093.145565 + Penalty 3006.482632 = -60086.662934 nChanged 22 SP:Iteration 6F (369.140000 sec): 3 clusters Score: Raw -63314.349958 + Penalty 3006.482632 = -60307.867326 nChanged 25 SP:Iteration 7F (369.300000 sec): 3 clusters Score: Raw -63492.950524 + Penalty 3006.482632 = -60486.467892 nChanged 19 SP:Iteration 8Q (369.480000 sec): 3 clusters Score: Raw -63653.558588 + Penalty 3006.482632 = -60647.075957 nChanged 16 SP:Iteration 9Q (369.660000 sec): 3 clusters Score: Raw -63819.885830 + Penalty 3006.482632 = -60813.403198 nChanged 5 SP:Iteration 10Q (369.790000 sec): 3 clusters Score: Raw -63944.448521 + Penalty 3006.482632 = -60937.965890 nChanged 1 SP:Iteration 11Q (369.960000 sec): 3 clusters Score: Raw -64075.307743 + Penalty 3006.482632 = -61068.825111 nChanged 2 SP:Iteration 12Q (370.130000 sec): 3 clusters Score: Raw -64087.639491 + Penalty 3006.482632 = -61081.156859 nChanged 2 SP:Iteration 13Q (370.270000 sec): 3 clusters Score: Raw -64114.749567 + Penalty 3006.482632 = -61108.266935 nChanged 1 SP:Iteration 14Q (370.400000 sec): 3 clusters Score: Raw -64161.172921 + Penalty 3006.482632 = -61154.690289 nChanged 2 SP:Iteration 15Q (370.590000 sec): 3 clusters Score: Raw -64238.579255 + Penalty 3006.482632 = -61232.096623 nChanged 1 SP:Iteration 16Q (370.730000 sec): 3 clusters Score: Raw -64320.335051 + Penalty 3006.482632 = -61313.852419 nChanged 3 SP:Iteration 17Q (370.870000 sec): 3 clusters Score: Raw -64442.803218 + Penalty 3006.482632 = -61436.320586 nChanged 1 SP:Iteration 18Q (371.040000 sec): 3 clusters Score: Raw -64473.395086 + Penalty 3006.482632 = -61466.912454 nChanged 2 SP:Iteration 19Q (371.220000 sec): 3 clusters Score: Raw -64484.387040 + Penalty 3006.482632 = -61477.904408 nChanged 0 SP:Iteration 20F (371.390000 sec): 3 clusters Score: Raw -64512.223359 + Penalty 3006.482632 = -61505.740728 nChanged 5 SP:Iteration 21Q (371.580000 sec): 3 clusters Score: Raw -64607.265261 + Penalty 3006.482632 = -61600.782629 nChanged 5 SP:Iteration 22Q (371.750000 sec): 3 clusters Score: Raw -64662.734519 + Penalty 3006.482632 = -61656.251888 nChanged 2 SP:Iteration 23Q (371.930000 sec): 3 clusters Score: Raw -64696.508047 + Penalty 3006.482632 = -61690.025415 nChanged 2 SP:Iteration 24Q (372.100000 sec): 3 clusters Score: Raw -64732.506819 + Penalty 3006.482632 = -61726.024187 nChanged 0 SP:Iteration 25F (372.260000 sec): 3 clusters Score: Raw -64787.421327 + Penalty 3006.482632 = -61780.938695 nChanged 8 SP:Iteration 26Q (372.420000 sec): 3 clusters Score: Raw -65051.301418 + Penalty 3006.482632 = -62044.818786 nChanged 6 SP:Iteration 27Q (372.600000 sec): 3 clusters Score: Raw -65233.461459 + Penalty 3006.482632 = -62226.978827 nChanged 1 SP:Iteration 28Q (372.720000 sec): 3 clusters Score: Raw -65268.810770 + Penalty 3006.482632 = -62262.328139 nChanged 1 SP:Iteration 29Q (372.870000 sec): 3 clusters Score: Raw -65283.836989 + Penalty 3006.482632 = -62277.354357 nChanged 0 SP:Iteration 30F (373.020000 sec): 3 clusters Score: Raw -65314.089769 + Penalty 3006.482632 = -62307.607138 nChanged 5 SP:Iteration 31Q (373.140000 sec): 3 clusters Score: Raw -65404.444620 + Penalty 3006.482632 = -62397.961988 nChanged 5 SP:Iteration 32Q (373.310000 sec): 3 clusters Score: Raw -65599.066931 + Penalty 3006.482632 = -62592.584299 nChanged 1 SP:Iteration 33Q (373.460000 sec): 3 clusters Score: Raw -65683.843498 + Penalty 3006.482632 = -62677.360867 nChanged 1 SP:Iteration 34Q (373.610000 sec): 3 clusters Score: Raw -65842.167165 + Penalty 3006.482632 = -62835.684533 nChanged 1 SP:Iteration 35Q (373.760000 sec): 3 clusters Score: Raw -65864.772433 + Penalty 3006.482632 = -62858.289801 nChanged 0 SP:Iteration 36F (373.930000 sec): 3 clusters Score: Raw -65864.772433 + Penalty 3006.482632 = -62858.289801 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 3.02 GB. Trying to split cluster 6 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.000000 sec): 2 clusters Score: Raw -276029.661805 + Penalty 1864.614590 = -274165.047215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.200000 sec): 3 clusters Score: Raw -275408.384922 + Penalty 3729.229180 = -271679.155743 nChanged 591 SP:Iteration 1F (374.450000 sec): 3 clusters Score: Raw -276156.607238 + Penalty 3729.229180 = -272427.378059 nChanged 232 SP:Iteration 2F (374.640000 sec): 3 clusters Score: Raw -277100.451138 + Penalty 3729.229180 = -273371.221958 nChanged 180 SP:Iteration 3F (374.840000 sec): 3 clusters Score: Raw -277929.595538 + Penalty 3729.229180 = -274200.366359 nChanged 157 SP:Iteration 4F (374.940000 sec): 3 clusters Score: Raw -278603.295560 + Penalty 3729.229180 = -274874.066380 nChanged 140 SP:Iteration 5F (375.130000 sec): 3 clusters Score: Raw -279480.658883 + Penalty 3729.229180 = -275751.429703 nChanged 89 SP:Iteration 6Q (375.320000 sec): 3 clusters Score: Raw -280063.592216 + Penalty 3729.229180 = -276334.363036 nChanged 66 SP:Iteration 7Q (375.440000 sec): 3 clusters Score: Raw -280567.556777 + Penalty 3729.229180 = -276838.327597 nChanged 61 SP:Iteration 8Q (375.600000 sec): 3 clusters Score: Raw -281132.608435 + Penalty 3729.229180 = -277403.379256 nChanged 58 SP:Iteration 9Q (375.840000 sec): 3 clusters Score: Raw -281897.514756 + Penalty 3729.229180 = -278168.285576 nChanged 53 SP:Iteration 10Q (376.070000 sec): 3 clusters Score: Raw -282112.643917 + Penalty 3729.229180 = -278383.414738 nChanged 35 SP:Iteration 11Q (376.280000 sec): 3 clusters Score: Raw -282367.247499 + Penalty 3729.229180 = -278638.018320 nChanged 25 SP:Iteration 12Q (376.420000 sec): 3 clusters Score: Raw -282661.672810 + Penalty 3729.229180 = -278932.443631 nChanged 18 SP:Iteration 13Q (376.610000 sec): 3 clusters Score: Raw -282968.665321 + Penalty 3729.229180 = -279239.436142 nChanged 8 SP:Iteration 14Q (376.770000 sec): 3 clusters Score: Raw -283049.235412 + Penalty 3729.229180 = -279320.006233 nChanged 1 SP:Iteration 15Q (376.940000 sec): 3 clusters Score: Raw -283059.693383 + Penalty 3729.229180 = -279330.464204 nChanged 1 SP:Iteration 16Q (377.070000 sec): 3 clusters Score: Raw -283070.165024 + Penalty 3729.229180 = -279340.935845 nChanged 1 SP:Iteration 17Q (377.210000 sec): 3 clusters Score: Raw -283072.783826 + Penalty 3729.229180 = -279343.554646 nChanged 1 SP:Iteration 18Q (377.340000 sec): 3 clusters Score: Raw -283076.291242 + Penalty 3729.229180 = -279347.062062 nChanged 1 SP:Iteration 19Q (377.580000 sec): 3 clusters Score: Raw -283078.208744 + Penalty 3729.229180 = -279348.979565 nChanged 0 SP:Iteration 20F (377.730000 sec): 3 clusters Score: Raw -283078.208744 + Penalty 3729.229180 = -279348.979565 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 3.02 GB. Trying to split cluster 7 (93022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.760000 sec): 2 clusters Score: Raw -16792334.542677 + Penalty 2837.266643 = -16789497.276034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.470000 sec): 3 clusters Score: Raw -16733238.092583 + Penalty 5674.533286 = -16727563.559296 nChanged 43728 SP:Iteration 1F (380.170000 sec): 3 clusters Score: Raw -16758661.254578 + Penalty 5674.533286 = -16752986.721291 nChanged 4063 SP:Iteration 2Q (381.190000 sec): 3 clusters Score: Raw -16760405.278713 + Penalty 5674.533286 = -16754730.745427 nChanged 4580 SP:Iteration 3Q (382.180000 sec): 3 clusters Score: Raw -16762696.410490 + Penalty 5674.533286 = -16757021.877203 nChanged 5156 SP:Iteration 4F (383.010000 sec): 3 clusters Score: Raw -16765481.370659 + Penalty 5674.533286 = -16759806.837373 nChanged 5844 SP:Iteration 5F (383.790000 sec): 3 clusters Score: Raw -16769172.650319 + Penalty 5674.533286 = -16763498.117032 nChanged 6969 SP:Iteration 6F (384.490000 sec): 3 clusters Score: Raw -16774960.639859 + Penalty 5674.533286 = -16769286.106573 nChanged 8116 SP:Iteration 7F (385.160000 sec): 3 clusters Score: Raw -16783560.086589 + Penalty 5674.533286 = -16777885.553302 nChanged 7964 SP:Iteration 8F (385.870000 sec): 3 clusters Score: Raw -16792962.908745 + Penalty 5674.533286 = -16787288.375458 nChanged 6062 SP:Iteration 9F (386.540000 sec): 3 clusters Score: Raw -16801029.915921 + Penalty 5674.533286 = -16795355.382635 nChanged 4411 SP:Iteration 10Q (387.350000 sec): 3 clusters Score: Raw -16808721.918524 + Penalty 5674.533286 = -16803047.385238 nChanged 3472 SP:Iteration 11Q (388.240000 sec): 3 clusters Score: Raw -16815984.580403 + Penalty 5674.533286 = -16810310.047116 nChanged 2643 SP:Iteration 12Q (389.090000 sec): 3 clusters Score: Raw -16819882.781922 + Penalty 5674.533286 = -16814208.248636 nChanged 1835 SP:Iteration 13Q (389.980000 sec): 3 clusters Score: Raw -16821152.934120 + Penalty 5674.533286 = -16815478.400834 nChanged 1134 SP:Iteration 14Q (390.830000 sec): 3 clusters Score: Raw -16821576.454130 + Penalty 5674.533286 = -16815901.920843 nChanged 655 SP:Iteration 15Q (391.690000 sec): 3 clusters Score: Raw -16821719.129228 + Penalty 5674.533286 = -16816044.595941 nChanged 438 SP:Iteration 16Q (392.550000 sec): 3 clusters Score: Raw -16821782.267760 + Penalty 5674.533286 = -16816107.734474 nChanged 299 SP:Iteration 17Q (393.420000 sec): 3 clusters Score: Raw -16821814.490005 + Penalty 5674.533286 = -16816139.956718 nChanged 192 SP:Iteration 18Q (394.280000 sec): 3 clusters Score: Raw -16821829.199292 + Penalty 5674.533286 = -16816154.666006 nChanged 133 SP:Iteration 19Q (395.140000 sec): 3 clusters Score: Raw -16821837.080070 + Penalty 5674.533286 = -16816162.546783 nChanged 85 SP:Iteration 20F (395.950000 sec): 3 clusters Score: Raw -16821842.956318 + Penalty 5674.533286 = -16816168.423032 nChanged 73 SP:Iteration 21Q (396.820000 sec): 3 clusters Score: Raw -16821846.771892 + Penalty 5674.533286 = -16816172.238606 nChanged 55 SP:Iteration 22Q (397.680000 sec): 3 clusters Score: Raw -16821848.958849 + Penalty 5674.533286 = -16816174.425562 nChanged 41 SP:Iteration 23Q (398.590000 sec): 3 clusters Score: Raw -16821850.467049 + Penalty 5674.533286 = -16816175.933763 nChanged 35 SP:Iteration 24Q (399.500000 sec): 3 clusters Score: Raw -16821851.363907 + Penalty 5674.533286 = -16816176.830621 nChanged 16 SP:Iteration 25Q (400.350000 sec): 3 clusters Score: Raw -16821851.757883 + Penalty 5674.533286 = -16816177.224597 nChanged 13 SP:Iteration 26Q (401.280000 sec): 3 clusters Score: Raw -16821852.002032 + Penalty 5674.533286 = -16816177.468746 nChanged 10 SP:Iteration 27Q (402.210000 sec): 3 clusters Score: Raw -16821852.335224 + Penalty 5674.533286 = -16816177.801937 nChanged 15 SP:Iteration 28Q (403.070000 sec): 3 clusters Score: Raw -16821852.811962 + Penalty 5674.533286 = -16816178.278675 nChanged 13 SP:Iteration 29Q (403.930000 sec): 3 clusters Score: Raw -16821853.436689 + Penalty 5674.533286 = -16816178.903403 nChanged 22 SP:Iteration 30Q (404.820000 sec): 3 clusters Score: Raw -16821854.376067 + Penalty 5674.533286 = -16816179.842780 nChanged 20 SP:Iteration 31Q (405.720000 sec): 3 clusters Score: Raw -16821855.176147 + Penalty 5674.533286 = -16816180.642860 nChanged 19 SP:Iteration 32Q (406.570000 sec): 3 clusters Score: Raw -16821856.005709 + Penalty 5674.533286 = -16816181.472423 nChanged 15 SP:Iteration 33Q (407.370000 sec): 3 clusters Score: Raw -16821856.556042 + Penalty 5674.533286 = -16816182.022755 nChanged 12 SP:Iteration 34Q (408.180000 sec): 3 clusters Score: Raw -16821856.892634 + Penalty 5674.533286 = -16816182.359348 nChanged 11 SP:Iteration 35Q (409.040000 sec): 3 clusters Score: Raw -16821857.224475 + Penalty 5674.533286 = -16816182.691188 nChanged 5 SP:Iteration 36Q (409.840000 sec): 3 clusters Score: Raw -16821857.378130 + Penalty 5674.533286 = -16816182.844843 nChanged 6 SP:Iteration 37Q (410.610000 sec): 3 clusters Score: Raw -16821857.514451 + Penalty 5674.533286 = -16816182.981165 nChanged 4 SP:Iteration 38Q (411.330000 sec): 3 clusters Score: Raw -16821857.609744 + Penalty 5674.533286 = -16816183.076457 nChanged 5 SP:Iteration 39Q (412.120000 sec): 3 clusters Score: Raw -16821857.687594 + Penalty 5674.533286 = -16816183.154308 nChanged 2 SP:Iteration 40F (412.910000 sec): 3 clusters Score: Raw -16821857.715480 + Penalty 5674.533286 = -16816183.182193 nChanged 3 SP:Iteration 41Q (413.610000 sec): 3 clusters Score: Raw -16821857.785562 + Penalty 5674.533286 = -16816183.252276 nChanged 3 SP:Iteration 42Q (414.340000 sec): 3 clusters Score: Raw -16821857.875894 + Penalty 5674.533286 = -16816183.342607 nChanged 2 SP:Iteration 43Q (415.170000 sec): 3 clusters Score: Raw -16821857.933202 + Penalty 5674.533286 = -16816183.399915 nChanged 2 SP:Iteration 44Q (416.010000 sec): 3 clusters Score: Raw -16821858.056875 + Penalty 5674.533286 = -16816183.523589 nChanged 5 SP:Iteration 45Q (416.850000 sec): 3 clusters Score: Raw -16821858.172292 + Penalty 5674.533286 = -16816183.639006 nChanged 3 SP:Iteration 46Q (417.710000 sec): 3 clusters Score: Raw -16821858.211853 + Penalty 5674.533286 = -16816183.678567 nChanged 3 SP:Iteration 47Q (418.470000 sec): 3 clusters Score: Raw -16821858.269994 + Penalty 5674.533286 = -16816183.736708 nChanged 0 SP:Iteration 48F (419.140000 sec): 3 clusters Score: Raw -16821858.269994 + Penalty 5674.533286 = -16816183.736708 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 3.02 GB. Trying to split cluster 8 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.290000 sec): 2 clusters Score: Raw -120565.283409 + Penalty 1659.328885 = -118905.954525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.400000 sec): 3 clusters Score: Raw -120760.507333 + Penalty 3318.657770 = -117441.849564 nChanged 237 SP:Iteration 1F (419.480000 sec): 3 clusters Score: Raw -122132.238995 + Penalty 3318.657770 = -118813.581225 nChanged 131 SP:Iteration 2F (419.680000 sec): 3 clusters Score: Raw -122934.605246 + Penalty 3318.657770 = -119615.947476 nChanged 36 SP:Iteration 3Q (419.810000 sec): 3 clusters Score: Raw -123080.337742 + Penalty 3318.657770 = -119761.679972 nChanged 13 SP:Iteration 4Q (420.040000 sec): 3 clusters Score: Raw -123124.401462 + Penalty 3318.657770 = -119805.743693 nChanged 3 SP:Iteration 5Q (420.160000 sec): 3 clusters Score: Raw -123140.160449 + Penalty 3318.657770 = -119821.502679 nChanged 2 SP:Iteration 6Q (420.350000 sec): 3 clusters Score: Raw -123153.084272 + Penalty 3318.657770 = -119834.426502 nChanged 2 SP:Iteration 7Q (420.580000 sec): 3 clusters Score: Raw -123158.841751 + Penalty 3318.657770 = -119840.183981 nChanged 3 SP:Iteration 8Q (420.710000 sec): 3 clusters Score: Raw -123172.821107 + Penalty 3318.657770 = -119854.163338 nChanged 3 SP:Iteration 9Q (420.930000 sec): 3 clusters Score: Raw -123189.506507 + Penalty 3318.657770 = -119870.848737 nChanged 5 SP:Iteration 10Q (421.100000 sec): 3 clusters Score: Raw -123253.844757 + Penalty 3318.657770 = -119935.186988 nChanged 13 SP:Iteration 11Q (421.290000 sec): 3 clusters Score: Raw -123498.815501 + Penalty 3318.657770 = -120180.157731 nChanged 19 SP:Iteration 12Q (421.410000 sec): 3 clusters Score: Raw -123858.145812 + Penalty 3318.657770 = -120539.488042 nChanged 13 SP:Iteration 13Q (421.640000 sec): 3 clusters Score: Raw -124056.409934 + Penalty 3318.657770 = -120737.752164 nChanged 5 SP:Iteration 14Q (421.770000 sec): 3 clusters Score: Raw -124085.874225 + Penalty 3318.657770 = -120767.216455 nChanged 1 SP:Iteration 15Q (421.980000 sec): 3 clusters Score: Raw -124092.759357 + Penalty 3318.657770 = -120774.101587 nChanged 1 SP:Iteration 16Q (422.170000 sec): 3 clusters Score: Raw -124095.008467 + Penalty 3318.657770 = -120776.350697 nChanged 0 SP:Iteration 17F (422.300000 sec): 3 clusters Score: Raw -124095.008467 + Penalty 3318.657770 = -120776.350697 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (10492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.410000 sec): 2 clusters Score: Raw -1693891.379160 + Penalty 2296.075349 = -1691595.303812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.630000 sec): 3 clusters Score: Raw -1688301.703940 + Penalty 4592.150697 = -1683709.553243 nChanged 4397 SP:Iteration 1F (422.880000 sec): 3 clusters Score: Raw -1692140.502944 + Penalty 4592.150697 = -1687548.352247 nChanged 1256 SP:Iteration 2F (423.130000 sec): 3 clusters Score: Raw -1694176.930217 + Penalty 4592.150697 = -1689584.779520 nChanged 1111 SP:Iteration 3F (423.330000 sec): 3 clusters Score: Raw -1696021.625318 + Penalty 4592.150697 = -1691429.474620 nChanged 1005 SP:Iteration 4F (423.550000 sec): 3 clusters Score: Raw -1698034.570578 + Penalty 4592.150697 = -1693442.419881 nChanged 1000 SP:Iteration 5F (423.730000 sec): 3 clusters Score: Raw -1701097.373026 + Penalty 4592.150697 = -1696505.222329 nChanged 853 SP:Iteration 6F (423.990000 sec): 3 clusters Score: Raw -1703135.377121 + Penalty 4592.150697 = -1698543.226424 nChanged 608 SP:Iteration 7F (424.250000 sec): 3 clusters Score: Raw -1704169.679553 + Penalty 4592.150697 = -1699577.528856 nChanged 391 SP:Iteration 8Q (424.450000 sec): 3 clusters Score: Raw -1704824.205425 + Penalty 4592.150697 = -1700232.054728 nChanged 329 SP:Iteration 9Q (424.730000 sec): 3 clusters Score: Raw -1705377.167407 + Penalty 4592.150697 = -1700785.016710 nChanged 263 SP:Iteration 10Q (424.980000 sec): 3 clusters Score: Raw -1705859.800900 + Penalty 4592.150697 = -1701267.650203 nChanged 238 SP:Iteration 11Q (425.220000 sec): 3 clusters Score: Raw -1706295.382839 + Penalty 4592.150697 = -1701703.232142 nChanged 208 SP:Iteration 12Q (425.460000 sec): 3 clusters Score: Raw -1706615.936844 + Penalty 4592.150697 = -1702023.786147 nChanged 175 SP:Iteration 13Q (425.690000 sec): 3 clusters Score: Raw -1706848.066723 + Penalty 4592.150697 = -1702255.916026 nChanged 136 SP:Iteration 14Q (425.910000 sec): 3 clusters Score: Raw -1707002.367161 + Penalty 4592.150697 = -1702410.216464 nChanged 108 SP:Iteration 15Q (426.190000 sec): 3 clusters Score: Raw -1707117.934122 + Penalty 4592.150697 = -1702525.783425 nChanged 84 SP:Iteration 16Q (426.420000 sec): 3 clusters Score: Raw -1707207.782336 + Penalty 4592.150697 = -1702615.631639 nChanged 66 SP:Iteration 17Q (426.600000 sec): 3 clusters Score: Raw -1707264.587908 + Penalty 4592.150697 = -1702672.437211 nChanged 38 SP:Iteration 18Q (426.800000 sec): 3 clusters Score: Raw -1707292.185635 + Penalty 4592.150697 = -1702700.034938 nChanged 24 SP:Iteration 19Q (426.940000 sec): 3 clusters Score: Raw -1707307.266363 + Penalty 4592.150697 = -1702715.115666 nChanged 12 SP:Iteration 20F (427.130000 sec): 3 clusters Score: Raw -1707329.504583 + Penalty 4592.150697 = -1702737.353886 nChanged 16 SP:Iteration 21Q (427.310000 sec): 3 clusters Score: Raw -1707361.420886 + Penalty 4592.150697 = -1702769.270189 nChanged 12 SP:Iteration 22Q (427.490000 sec): 3 clusters Score: Raw -1707373.787827 + Penalty 4592.150697 = -1702781.637130 nChanged 7 SP:Iteration 23Q (427.670000 sec): 3 clusters Score: Raw -1707378.501083 + Penalty 4592.150697 = -1702786.350386 nChanged 3 SP:Iteration 24Q (427.860000 sec): 3 clusters Score: Raw -1707379.582149 + Penalty 4592.150697 = -1702787.431451 nChanged 2 SP:Iteration 25Q (428.030000 sec): 3 clusters Score: Raw -1707380.307755 + Penalty 4592.150697 = -1702788.157058 nChanged 0 SP:Iteration 26F (428.220000 sec): 3 clusters Score: Raw -1707380.307755 + Penalty 4592.150697 = -1702788.157058 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.350000 sec): 2 clusters Score: Raw -110784.541024 + Penalty 1673.401459 = -109111.139565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.520000 sec): 3 clusters Score: Raw -110832.807933 + Penalty 3346.802917 = -107486.005015 nChanged 258 SP:Iteration 1F (428.690000 sec): 3 clusters Score: Raw -111712.911261 + Penalty 3346.802917 = -108366.108344 nChanged 105 SP:Iteration 2F (428.830000 sec): 3 clusters Score: Raw -112482.548501 + Penalty 3346.802917 = -109135.745583 nChanged 75 SP:Iteration 3F (429.040000 sec): 3 clusters Score: Raw -112982.759697 + Penalty 3346.802917 = -109635.956779 nChanged 69 SP:Iteration 4F (429.170000 sec): 3 clusters Score: Raw -113587.364114 + Penalty 3346.802917 = -110240.561197 nChanged 69 SP:Iteration 5F (429.310000 sec): 3 clusters Score: Raw -114554.616347 + Penalty 3346.802917 = -111207.813430 nChanged 22 SP:Iteration 6Q (429.470000 sec): 3 clusters Score: Raw -115218.568367 + Penalty 3346.802917 = -111871.765450 nChanged 5 SP:Iteration 7Q (429.640000 sec): 3 clusters Score: Raw -115267.379432 + Penalty 3346.802917 = -111920.576514 nChanged 2 SP:Iteration 8Q (429.730000 sec): 3 clusters Score: Raw -115277.496340 + Penalty 3346.802917 = -111930.693423 nChanged 4 SP:Iteration 9Q (429.870000 sec): 3 clusters Score: Raw -115301.446240 + Penalty 3346.802917 = -111954.643323 nChanged 3 SP:Iteration 10Q (429.960000 sec): 3 clusters Score: Raw -115374.444023 + Penalty 3346.802917 = -112027.641105 nChanged 5 SP:Iteration 11Q (430.100000 sec): 3 clusters Score: Raw -115679.669829 + Penalty 3346.802917 = -112332.866911 nChanged 2 SP:Iteration 12Q (430.230000 sec): 3 clusters Score: Raw -115947.035375 + Penalty 3346.802917 = -112600.232458 nChanged 3 SP:Iteration 13Q (430.410000 sec): 3 clusters Score: Raw -116107.240869 + Penalty 3346.802917 = -112760.437952 nChanged 4 SP:Iteration 14Q (430.590000 sec): 3 clusters Score: Raw -116137.255107 + Penalty 3346.802917 = -112790.452190 nChanged 4 SP:Iteration 15Q (430.770000 sec): 3 clusters Score: Raw -116151.198392 + Penalty 3346.802917 = -112804.395475 nChanged 1 SP:Iteration 16Q (430.940000 sec): 3 clusters Score: Raw -116152.394601 + Penalty 3346.802917 = -112805.591684 nChanged 0 SP:Iteration 17F (431.150000 sec): 3 clusters Score: Raw -116162.986631 + Penalty 3346.802917 = -112816.183714 nChanged 1 SP:Iteration 18Q (431.350000 sec): 3 clusters Score: Raw -116191.279851 + Penalty 3346.802917 = -112844.476934 nChanged 1 SP:Iteration 19Q (431.530000 sec): 3 clusters Score: Raw -116192.236811 + Penalty 3346.802917 = -112845.433894 nChanged 0 SP:Iteration 20F (431.690000 sec): 3 clusters Score: Raw -116192.236811 + Penalty 3346.802917 = -112845.433894 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (90077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.280000 sec): 2 clusters Score: Raw -15242380.109978 + Penalty 2829.288194 = -15239550.821784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.040000 sec): 3 clusters Score: Raw -15184798.433683 + Penalty 5658.576389 = -15179139.857294 nChanged 42563 SP:Iteration 1F (433.860000 sec): 3 clusters Score: Raw -15210390.115756 + Penalty 5658.576389 = -15204731.539367 nChanged 5350 SP:Iteration 2F (434.600000 sec): 3 clusters Score: Raw -15214130.226321 + Penalty 5658.576389 = -15208471.649932 nChanged 7287 SP:Iteration 3F (435.270000 sec): 3 clusters Score: Raw -15220205.072521 + Penalty 5658.576389 = -15214546.496132 nChanged 8446 SP:Iteration 4F (436.060000 sec): 3 clusters Score: Raw -15227042.996165 + Penalty 5658.576389 = -15221384.419776 nChanged 7505 SP:Iteration 5F (436.870000 sec): 3 clusters Score: Raw -15232579.359677 + Penalty 5658.576389 = -15226920.783288 nChanged 5473 SP:Iteration 6F (437.730000 sec): 3 clusters Score: Raw -15236478.716816 + Penalty 5658.576389 = -15230820.140427 nChanged 3779 SP:Iteration 7Q (438.600000 sec): 3 clusters Score: Raw -15239031.227653 + Penalty 5658.576389 = -15233372.651264 nChanged 2629 SP:Iteration 8Q (439.420000 sec): 3 clusters Score: Raw -15240625.664515 + Penalty 5658.576389 = -15234967.088126 nChanged 2039 SP:Iteration 9Q (440.180000 sec): 3 clusters Score: Raw -15241644.882939 + Penalty 5658.576389 = -15235986.306550 nChanged 1620 SP:Iteration 10Q (440.940000 sec): 3 clusters Score: Raw -15242384.218517 + Penalty 5658.576389 = -15236725.642128 nChanged 1390 SP:Iteration 11Q (441.810000 sec): 3 clusters Score: Raw -15242943.887720 + Penalty 5658.576389 = -15237285.311331 nChanged 1244 SP:Iteration 12Q (442.640000 sec): 3 clusters Score: Raw -15243386.428078 + Penalty 5658.576389 = -15237727.851689 nChanged 1071 SP:Iteration 13Q (443.440000 sec): 3 clusters Score: Raw -15243730.139866 + Penalty 5658.576389 = -15238071.563477 nChanged 986 SP:Iteration 14Q (444.260000 sec): 3 clusters Score: Raw -15244038.287653 + Penalty 5658.576389 = -15238379.711264 nChanged 894 SP:Iteration 15Q (444.910000 sec): 3 clusters Score: Raw -15244304.409431 + Penalty 5658.576389 = -15238645.833042 nChanged 782 SP:Iteration 16Q (445.620000 sec): 3 clusters Score: Raw -15244530.491724 + Penalty 5658.576389 = -15238871.915335 nChanged 683 SP:Iteration 17Q (446.340000 sec): 3 clusters Score: Raw -15244719.716281 + Penalty 5658.576389 = -15239061.139892 nChanged 589 SP:Iteration 18Q (447.020000 sec): 3 clusters Score: Raw -15244879.984707 + Penalty 5658.576389 = -15239221.408318 nChanged 531 SP:Iteration 19Q (447.810000 sec): 3 clusters Score: Raw -15245012.828809 + Penalty 5658.576389 = -15239354.252420 nChanged 493 SP:Iteration 20F (448.560000 sec): 3 clusters Score: Raw -15245145.085586 + Penalty 5658.576389 = -15239486.509197 nChanged 452 SP:Iteration 21Q (449.380000 sec): 3 clusters Score: Raw -15245251.548285 + Penalty 5658.576389 = -15239592.971896 nChanged 352 SP:Iteration 22Q (450.180000 sec): 3 clusters Score: Raw -15245329.523341 + Penalty 5658.576389 = -15239670.946952 nChanged 299 SP:Iteration 23Q (451.030000 sec): 3 clusters Score: Raw -15245398.197013 + Penalty 5658.576389 = -15239739.620624 nChanged 282 SP:Iteration 24Q (451.850000 sec): 3 clusters Score: Raw -15245460.329530 + Penalty 5658.576389 = -15239801.753141 nChanged 238 SP:Iteration 25Q (452.680000 sec): 3 clusters Score: Raw -15245510.343801 + Penalty 5658.576389 = -15239851.767412 nChanged 230 SP:Iteration 26Q (453.570000 sec): 3 clusters Score: Raw -15245555.365706 + Penalty 5658.576389 = -15239896.789317 nChanged 205 SP:Iteration 27Q (454.420000 sec): 3 clusters Score: Raw -15245598.235218 + Penalty 5658.576389 = -15239939.658829 nChanged 206 SP:Iteration 28Q (455.240000 sec): 3 clusters Score: Raw -15245639.527438 + Penalty 5658.576389 = -15239980.951049 nChanged 214 SP:Iteration 29Q (456.050000 sec): 3 clusters Score: Raw -15245684.882341 + Penalty 5658.576389 = -15240026.305952 nChanged 197 SP:Iteration 30Q (456.890000 sec): 3 clusters Score: Raw -15245728.859847 + Penalty 5658.576389 = -15240070.283458 nChanged 190 SP:Iteration 31Q (457.760000 sec): 3 clusters Score: Raw -15245767.227001 + Penalty 5658.576389 = -15240108.650612 nChanged 156 SP:Iteration 32Q (458.610000 sec): 3 clusters Score: Raw -15245799.425137 + Penalty 5658.576389 = -15240140.848748 nChanged 151 SP:Iteration 33Q (459.460000 sec): 3 clusters Score: Raw -15245829.901129 + Penalty 5658.576389 = -15240171.324740 nChanged 135 SP:Iteration 34Q (460.280000 sec): 3 clusters Score: Raw -15245857.347994 + Penalty 5658.576389 = -15240198.771605 nChanged 125 SP:Iteration 35Q (461.110000 sec): 3 clusters Score: Raw -15245879.090844 + Penalty 5658.576389 = -15240220.514455 nChanged 119 SP:Iteration 36Q (461.940000 sec): 3 clusters Score: Raw -15245898.302737 + Penalty 5658.576389 = -15240239.726348 nChanged 92 SP:Iteration 37Q (462.760000 sec): 3 clusters Score: Raw -15245912.746570 + Penalty 5658.576389 = -15240254.170181 nChanged 82 SP:Iteration 38Q (463.580000 sec): 3 clusters Score: Raw -15245924.371080 + Penalty 5658.576389 = -15240265.794691 nChanged 66 SP:Iteration 39Q (464.410000 sec): 3 clusters Score: Raw -15245935.833506 + Penalty 5658.576389 = -15240277.257117 nChanged 69 SP:Iteration 40F (465.250000 sec): 3 clusters Score: Raw -15245945.612269 + Penalty 5658.576389 = -15240287.035880 nChanged 68 SP:Iteration 41Q (466.180000 sec): 3 clusters Score: Raw -15245954.671260 + Penalty 5658.576389 = -15240296.094871 nChanged 60 SP:Iteration 42Q (466.930000 sec): 3 clusters Score: Raw -15245962.314030 + Penalty 5658.576389 = -15240303.737641 nChanged 49 SP:Iteration 43Q (467.680000 sec): 3 clusters Score: Raw -15245968.072123 + Penalty 5658.576389 = -15240309.495734 nChanged 33 SP:Iteration 44Q (468.450000 sec): 3 clusters Score: Raw -15245971.762722 + Penalty 5658.576389 = -15240313.186333 nChanged 39 SP:Iteration 45Q (469.200000 sec): 3 clusters Score: Raw -15245976.171418 + Penalty 5658.576389 = -15240317.595029 nChanged 41 SP:Iteration 46Q (470.010000 sec): 3 clusters Score: Raw -15245981.361433 + Penalty 5658.576389 = -15240322.785044 nChanged 36 SP:Iteration 47Q (470.800000 sec): 3 clusters Score: Raw -15245984.916749 + Penalty 5658.576389 = -15240326.340360 nChanged 34 SP:Iteration 48Q (471.540000 sec): 3 clusters Score: Raw -15245987.819334 + Penalty 5658.576389 = -15240329.242945 nChanged 26 SP:Iteration 49Q (472.220000 sec): 3 clusters Score: Raw -15245990.455782 + Penalty 5658.576389 = -15240331.879393 nChanged 28 SP:Iteration 50Q (473.020000 sec): 3 clusters Score: Raw -15245993.239283 + Penalty 5658.576389 = -15240334.662894 nChanged 26 SP:Iteration 51Q (473.760000 sec): 3 clusters Score: Raw -15245995.729573 + Penalty 5658.576389 = -15240337.153184 nChanged 22 SP:Iteration 52Q (474.510000 sec): 3 clusters Score: Raw -15245997.579956 + Penalty 5658.576389 = -15240339.003567 nChanged 16 SP:Iteration 53Q (475.310000 sec): 3 clusters Score: Raw -15245999.020320 + Penalty 5658.576389 = -15240340.443931 nChanged 25 SP:Iteration 54Q (476.150000 sec): 3 clusters Score: Raw -15246000.845202 + Penalty 5658.576389 = -15240342.268813 nChanged 17 SP:Iteration 55Q (476.980000 sec): 3 clusters Score: Raw -15246001.978284 + Penalty 5658.576389 = -15240343.401895 nChanged 13 SP:Iteration 56Q (477.910000 sec): 3 clusters Score: Raw -15246003.223444 + Penalty 5658.576389 = -15240344.647055 nChanged 17 SP:Iteration 57Q (478.790000 sec): 3 clusters Score: Raw -15246004.988106 + Penalty 5658.576389 = -15240346.411717 nChanged 17 SP:Iteration 58Q (479.580000 sec): 3 clusters Score: Raw -15246006.306552 + Penalty 5658.576389 = -15240347.730163 nChanged 25 SP:Iteration 59Q (480.320000 sec): 3 clusters Score: Raw -15246009.186541 + Penalty 5658.576389 = -15240350.610152 nChanged 24 SP:Iteration 60F (481.100000 sec): 3 clusters Score: Raw -15246011.695892 + Penalty 5658.576389 = -15240353.119503 nChanged 27 SP:Iteration 61Q (481.840000 sec): 3 clusters Score: Raw -15246014.215007 + Penalty 5658.576389 = -15240355.638618 nChanged 26 SP:Iteration 62Q (482.580000 sec): 3 clusters Score: Raw -15246016.931532 + Penalty 5658.576389 = -15240358.355143 nChanged 31 SP:Iteration 63Q (483.350000 sec): 3 clusters Score: Raw -15246020.814232 + Penalty 5658.576389 = -15240362.237843 nChanged 25 SP:Iteration 64Q (484.110000 sec): 3 clusters Score: Raw -15246023.782756 + Penalty 5658.576389 = -15240365.206367 nChanged 25 SP:Iteration 65Q (484.950000 sec): 3 clusters Score: Raw -15246026.196469 + Penalty 5658.576389 = -15240367.620080 nChanged 22 SP:Iteration 66Q (485.770000 sec): 3 clusters Score: Raw -15246028.717623 + Penalty 5658.576389 = -15240370.141234 nChanged 28 SP:Iteration 67Q (486.430000 sec): 3 clusters Score: Raw -15246031.247770 + Penalty 5658.576389 = -15240372.671381 nChanged 28 SP:Iteration 68Q (487.150000 sec): 3 clusters Score: Raw -15246034.213970 + Penalty 5658.576389 = -15240375.637581 nChanged 25 SP:Iteration 69Q (487.810000 sec): 3 clusters Score: Raw -15246037.097463 + Penalty 5658.576389 = -15240378.521074 nChanged 27 SP:Iteration 70Q (488.510000 sec): 3 clusters Score: Raw -15246039.871859 + Penalty 5658.576389 = -15240381.295470 nChanged 24 SP:Iteration 71Q (489.230000 sec): 3 clusters Score: Raw -15246042.238167 + Penalty 5658.576389 = -15240383.661778 nChanged 26 SP:Iteration 72Q (489.970000 sec): 3 clusters Score: Raw -15246044.927259 + Penalty 5658.576389 = -15240386.350870 nChanged 23 SP:Iteration 73Q (490.670000 sec): 3 clusters Score: Raw -15246046.705382 + Penalty 5658.576389 = -15240388.128993 nChanged 10 SP:Iteration 74Q (491.540000 sec): 3 clusters Score: Raw -15246047.481228 + Penalty 5658.576389 = -15240388.904839 nChanged 9 SP:Iteration 75Q (492.340000 sec): 3 clusters Score: Raw -15246048.068866 + Penalty 5658.576389 = -15240389.492477 nChanged 6 SP:Iteration 76Q (493.010000 sec): 3 clusters Score: Raw -15246048.562840 + Penalty 5658.576389 = -15240389.986451 nChanged 6 SP:Iteration 77Q (493.780000 sec): 3 clusters Score: Raw -15246048.875257 + Penalty 5658.576389 = -15240390.298868 nChanged 4 SP:Iteration 78Q (494.650000 sec): 3 clusters Score: Raw -15246049.048284 + Penalty 5658.576389 = -15240390.471895 nChanged 2 SP:Iteration 79Q (495.530000 sec): 3 clusters Score: Raw -15246049.136321 + Penalty 5658.576389 = -15240390.559932 nChanged 1 SP:Iteration 80F (496.360000 sec): 3 clusters Score: Raw -15246049.279978 + Penalty 5658.576389 = -15240390.703589 nChanged 2 SP:Iteration 81Q (497.110000 sec): 3 clusters Score: Raw -15246049.549801 + Penalty 5658.576389 = -15240390.973412 nChanged 3 SP:Iteration 82Q (497.870000 sec): 3 clusters Score: Raw -15246049.758529 + Penalty 5658.576389 = -15240391.182140 nChanged 1 SP:Iteration 83Q (498.570000 sec): 3 clusters Score: Raw -15246049.815199 + Penalty 5658.576389 = -15240391.238810 nChanged 1 SP:Iteration 84Q (499.440000 sec): 3 clusters Score: Raw -15246049.837445 + Penalty 5658.576389 = -15240391.261056 nChanged 0 SP:Iteration 85F (500.280000 sec): 3 clusters Score: Raw -15246049.837445 + Penalty 5658.576389 = -15240391.261056 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.470000 sec): 2 clusters Score: Raw -131713.621018 + Penalty 1678.871210 = -130034.749807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.700000 sec): 3 clusters Score: Raw -131637.595188 + Penalty 3357.742421 = -128279.852768 nChanged 232 SP:Iteration 1F (500.910000 sec): 3 clusters Score: Raw -132322.047858 + Penalty 3357.742421 = -128964.305438 nChanged 100 SP:Iteration 2F (501.030000 sec): 3 clusters Score: Raw -133041.934822 + Penalty 3357.742421 = -129684.192401 nChanged 80 SP:Iteration 3F (501.280000 sec): 3 clusters Score: Raw -133676.087236 + Penalty 3357.742421 = -130318.344816 nChanged 44 SP:Iteration 4F (501.400000 sec): 3 clusters Score: Raw -133841.910116 + Penalty 3357.742421 = -130484.167696 nChanged 43 SP:Iteration 5Q (501.610000 sec): 3 clusters Score: Raw -133987.348411 + Penalty 3357.742421 = -130629.605990 nChanged 28 SP:Iteration 6Q (501.720000 sec): 3 clusters Score: Raw -134072.400884 + Penalty 3357.742421 = -130714.658464 nChanged 20 SP:Iteration 7Q (501.890000 sec): 3 clusters Score: Raw -134121.394256 + Penalty 3357.742421 = -130763.651836 nChanged 16 SP:Iteration 8Q (502.060000 sec): 3 clusters Score: Raw -134177.317065 + Penalty 3357.742421 = -130819.574644 nChanged 17 SP:Iteration 9Q (502.220000 sec): 3 clusters Score: Raw -134218.719260 + Penalty 3357.742421 = -130860.976840 nChanged 10 SP:Iteration 10Q (502.340000 sec): 3 clusters Score: Raw -134244.729976 + Penalty 3357.742421 = -130886.987556 nChanged 8 SP:Iteration 11Q (502.470000 sec): 3 clusters Score: Raw -134263.912980 + Penalty 3357.742421 = -130906.170559 nChanged 8 SP:Iteration 12Q (502.640000 sec): 3 clusters Score: Raw -134280.005808 + Penalty 3357.742421 = -130922.263387 nChanged 5 SP:Iteration 13Q (502.760000 sec): 3 clusters Score: Raw -134290.729421 + Penalty 3357.742421 = -130932.987001 nChanged 5 SP:Iteration 14Q (502.900000 sec): 3 clusters Score: Raw -134308.932241 + Penalty 3357.742421 = -130951.189821 nChanged 3 SP:Iteration 15Q (503.000000 sec): 3 clusters Score: Raw -134319.623256 + Penalty 3357.742421 = -130961.880836 nChanged 5 SP:Iteration 16Q (503.160000 sec): 3 clusters Score: Raw -134328.236999 + Penalty 3357.742421 = -130970.494579 nChanged 2 SP:Iteration 17Q (503.260000 sec): 3 clusters Score: Raw -134330.614720 + Penalty 3357.742421 = -130972.872299 nChanged 1 SP:Iteration 18Q (503.410000 sec): 3 clusters Score: Raw -134331.941540 + Penalty 3357.742421 = -130974.199119 nChanged 1 SP:Iteration 19Q (503.500000 sec): 3 clusters Score: Raw -134333.157365 + Penalty 3357.742421 = -130975.414944 nChanged 0 SP:Iteration 20F (503.640000 sec): 3 clusters Score: Raw -134333.157365 + Penalty 3357.742421 = -130975.414944 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (1089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.730000 sec): 2 clusters Score: Raw -144636.183740 + Penalty 1734.267750 = -142901.915990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.860000 sec): 3 clusters Score: Raw -144718.711567 + Penalty 3468.535501 = -141250.176066 nChanged 363 SP:Iteration 1F (503.980000 sec): 3 clusters Score: Raw -147025.199409 + Penalty 3468.535501 = -143556.663908 nChanged 176 SP:Iteration 2F (504.120000 sec): 3 clusters Score: Raw -149951.519197 + Penalty 3468.535501 = -146482.983696 nChanged 139 SP:Iteration 3F (504.250000 sec): 3 clusters Score: Raw -153087.677923 + Penalty 3468.535501 = -149619.142422 nChanged 90 SP:Iteration 4F (504.350000 sec): 3 clusters Score: Raw -155710.949478 + Penalty 3468.535501 = -152242.413977 nChanged 29 SP:Iteration 5Q (504.500000 sec): 3 clusters Score: Raw -157565.477946 + Penalty 3468.535501 = -154096.942445 nChanged 4 SP:Iteration 6Q (504.680000 sec): 3 clusters Score: Raw -157592.436679 + Penalty 3468.535501 = -154123.901178 nChanged 0 SP:Iteration 7F (504.860000 sec): 3 clusters Score: Raw -157592.436679 + Penalty 3468.535501 = -154123.901178 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.950000 sec): 2 clusters Score: Raw -101810.753153 + Penalty 1683.944114 = -100126.809038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.100000 sec): 3 clusters Score: Raw -102146.801837 + Penalty 3367.888229 = -98778.913609 nChanged 341 SP:Iteration 1F (505.200000 sec): 3 clusters Score: Raw -104640.738963 + Penalty 3367.888229 = -101272.850734 nChanged 111 SP:Iteration 2F (505.370000 sec): 3 clusters Score: Raw -106811.767541 + Penalty 3367.888229 = -103443.879312 nChanged 69 SP:Iteration 3F (505.520000 sec): 3 clusters Score: Raw -108782.186303 + Penalty 3367.888229 = -105414.298074 nChanged 32 SP:Iteration 4Q (505.700000 sec): 3 clusters Score: Raw -110773.198972 + Penalty 3367.888229 = -107405.310743 nChanged 6 SP:Iteration 5Q (505.860000 sec): 3 clusters Score: Raw -111075.122788 + Penalty 3367.888229 = -107707.234559 nChanged 2 SP:Iteration 6Q (506.020000 sec): 3 clusters Score: Raw -111088.587419 + Penalty 3367.888229 = -107720.699190 nChanged 4 SP:Iteration 7Q (506.140000 sec): 3 clusters Score: Raw -111163.403934 + Penalty 3367.888229 = -107795.515705 nChanged 2 SP:Iteration 8Q (506.320000 sec): 3 clusters Score: Raw -111174.863240 + Penalty 3367.888229 = -107806.975011 nChanged 0 SP:Iteration 9F (506.360000 sec): 3 clusters Score: Raw -111174.863240 + Penalty 3367.888229 = -107806.975011 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (2607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.430000 sec): 2 clusters Score: Raw -430874.304303 + Penalty 1950.756943 = -428923.547360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.610000 sec): 3 clusters Score: Raw -429946.119130 + Penalty 3901.513885 = -426044.605245 nChanged 947 SP:Iteration 1F (506.800000 sec): 3 clusters Score: Raw -431245.112145 + Penalty 3901.513885 = -427343.598260 nChanged 352 SP:Iteration 2F (506.950000 sec): 3 clusters Score: Raw -432849.049246 + Penalty 3901.513885 = -428947.535361 nChanged 406 SP:Iteration 3F (507.050000 sec): 3 clusters Score: Raw -434986.806681 + Penalty 3901.513885 = -431085.292796 nChanged 265 SP:Iteration 4F (507.200000 sec): 3 clusters Score: Raw -436359.089023 + Penalty 3901.513885 = -432457.575138 nChanged 185 SP:Iteration 5F (507.360000 sec): 3 clusters Score: Raw -437168.569407 + Penalty 3901.513885 = -433267.055522 nChanged 233 SP:Iteration 6F (507.530000 sec): 3 clusters Score: Raw -438725.222240 + Penalty 3901.513885 = -434823.708355 nChanged 316 SP:Iteration 7F (507.660000 sec): 3 clusters Score: Raw -441613.962038 + Penalty 3901.513885 = -437712.448152 nChanged 154 SP:Iteration 8F (507.780000 sec): 3 clusters Score: Raw -442782.830699 + Penalty 3901.513885 = -438881.316813 nChanged 22 SP:Iteration 9Q (507.910000 sec): 3 clusters Score: Raw -442926.048132 + Penalty 3901.513885 = -439024.534247 nChanged 3 SP:Iteration 10Q (508.050000 sec): 3 clusters Score: Raw -442928.326023 + Penalty 3901.513885 = -439026.812138 nChanged 0 SP:Iteration 11F (508.180000 sec): 3 clusters Score: Raw -442928.326023 + Penalty 3901.513885 = -439026.812138 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (90087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.850000 sec): 2 clusters Score: Raw -15456000.491929 + Penalty 2829.315725 = -15453171.176204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.680000 sec): 3 clusters Score: Raw -15398758.495953 + Penalty 5658.631450 = -15393099.864504 nChanged 42499 SP:Iteration 1F (510.490000 sec): 3 clusters Score: Raw -15425505.810424 + Penalty 5658.631450 = -15419847.178974 nChanged 5486 SP:Iteration 2F (511.270000 sec): 3 clusters Score: Raw -15429658.241452 + Penalty 5658.631450 = -15423999.610002 nChanged 6989 SP:Iteration 3F (512.080000 sec): 3 clusters Score: Raw -15435457.429502 + Penalty 5658.631450 = -15429798.798052 nChanged 8298 SP:Iteration 4F (512.840000 sec): 3 clusters Score: Raw -15442488.586885 + Penalty 5658.631450 = -15436829.955435 nChanged 8404 SP:Iteration 5F (513.630000 sec): 3 clusters Score: Raw -15449227.263971 + Penalty 5658.631450 = -15443568.632521 nChanged 6924 SP:Iteration 6F (514.310000 sec): 3 clusters Score: Raw -15453884.213434 + Penalty 5658.631450 = -15448225.581984 nChanged 4953 SP:Iteration 7F (515.070000 sec): 3 clusters Score: Raw -15456701.228007 + Penalty 5658.631450 = -15451042.596557 nChanged 3553 SP:Iteration 8Q (515.770000 sec): 3 clusters Score: Raw -15458456.465492 + Penalty 5658.631450 = -15452797.834042 nChanged 2775 SP:Iteration 9Q (516.540000 sec): 3 clusters Score: Raw -15459669.139738 + Penalty 5658.631450 = -15454010.508288 nChanged 2359 SP:Iteration 10Q (517.330000 sec): 3 clusters Score: Raw -15460618.805153 + Penalty 5658.631450 = -15454960.173704 nChanged 1962 SP:Iteration 11Q (518.110000 sec): 3 clusters Score: Raw -15461362.358731 + Penalty 5658.631450 = -15455703.727281 nChanged 1747 SP:Iteration 12Q (518.860000 sec): 3 clusters Score: Raw -15461993.562728 + Penalty 5658.631450 = -15456334.931278 nChanged 1468 SP:Iteration 13Q (519.650000 sec): 3 clusters Score: Raw -15462499.912144 + Penalty 5658.631450 = -15456841.280694 nChanged 1293 SP:Iteration 14Q (520.390000 sec): 3 clusters Score: Raw -15462956.310907 + Penalty 5658.631450 = -15457297.679457 nChanged 1163 SP:Iteration 15Q (521.120000 sec): 3 clusters Score: Raw -15463367.428616 + Penalty 5658.631450 = -15457708.797166 nChanged 1036 SP:Iteration 16Q (521.920000 sec): 3 clusters Score: Raw -15463730.993353 + Penalty 5658.631450 = -15458072.361903 nChanged 892 SP:Iteration 17Q (522.740000 sec): 3 clusters Score: Raw -15464034.688232 + Penalty 5658.631450 = -15458376.056782 nChanged 753 SP:Iteration 18Q (523.530000 sec): 3 clusters Score: Raw -15464297.849836 + Penalty 5658.631450 = -15458639.218386 nChanged 647 SP:Iteration 19Q (524.320000 sec): 3 clusters Score: Raw -15464536.888562 + Penalty 5658.631450 = -15458878.257112 nChanged 571 SP:Iteration 20F (525.060000 sec): 3 clusters Score: Raw -15464759.423501 + Penalty 5658.631450 = -15459100.792051 nChanged 508 SP:Iteration 21Q (525.840000 sec): 3 clusters Score: Raw -15464951.968876 + Penalty 5658.631450 = -15459293.337427 nChanged 449 SP:Iteration 22Q (526.710000 sec): 3 clusters Score: Raw -15465117.621546 + Penalty 5658.631450 = -15459458.990096 nChanged 360 SP:Iteration 23Q (527.490000 sec): 3 clusters Score: Raw -15465239.400046 + Penalty 5658.631450 = -15459580.768596 nChanged 299 SP:Iteration 24Q (528.160000 sec): 3 clusters Score: Raw -15465328.079955 + Penalty 5658.631450 = -15459669.448505 nChanged 265 SP:Iteration 25Q (528.860000 sec): 3 clusters Score: Raw -15465405.356329 + Penalty 5658.631450 = -15459746.724879 nChanged 250 SP:Iteration 26Q (529.600000 sec): 3 clusters Score: Raw -15465474.739826 + Penalty 5658.631450 = -15459816.108376 nChanged 228 SP:Iteration 27Q (530.340000 sec): 3 clusters Score: Raw -15465533.124269 + Penalty 5658.631450 = -15459874.492819 nChanged 191 SP:Iteration 28Q (531.130000 sec): 3 clusters Score: Raw -15465573.281650 + Penalty 5658.631450 = -15459914.650200 nChanged 155 SP:Iteration 29Q (531.830000 sec): 3 clusters Score: Raw -15465604.778408 + Penalty 5658.631450 = -15459946.146958 nChanged 120 SP:Iteration 30Q (532.500000 sec): 3 clusters Score: Raw -15465626.332580 + Penalty 5658.631450 = -15459967.701130 nChanged 107 SP:Iteration 31Q (533.160000 sec): 3 clusters Score: Raw -15465641.926669 + Penalty 5658.631450 = -15459983.295219 nChanged 96 SP:Iteration 32Q (533.840000 sec): 3 clusters Score: Raw -15465656.382965 + Penalty 5658.631450 = -15459997.751515 nChanged 82 SP:Iteration 33Q (534.450000 sec): 3 clusters Score: Raw -15465668.224847 + Penalty 5658.631450 = -15460009.593397 nChanged 69 SP:Iteration 34Q (535.260000 sec): 3 clusters Score: Raw -15465677.546630 + Penalty 5658.631450 = -15460018.915180 nChanged 60 SP:Iteration 35Q (536.130000 sec): 3 clusters Score: Raw -15465686.530159 + Penalty 5658.631450 = -15460027.898710 nChanged 61 SP:Iteration 36Q (536.940000 sec): 3 clusters Score: Raw -15465694.645491 + Penalty 5658.631450 = -15460036.014041 nChanged 59 SP:Iteration 37Q (537.670000 sec): 3 clusters Score: Raw -15465700.689079 + Penalty 5658.631450 = -15460042.057629 nChanged 50 SP:Iteration 38Q (538.330000 sec): 3 clusters Score: Raw -15465706.431707 + Penalty 5658.631450 = -15460047.800257 nChanged 49 SP:Iteration 39Q (539.030000 sec): 3 clusters Score: Raw -15465711.532102 + Penalty 5658.631450 = -15460052.900652 nChanged 44 SP:Iteration 40F (539.850000 sec): 3 clusters Score: Raw -15465716.383639 + Penalty 5658.631450 = -15460057.752189 nChanged 37 SP:Iteration 41Q (540.660000 sec): 3 clusters Score: Raw -15465720.208705 + Penalty 5658.631450 = -15460061.577255 nChanged 34 SP:Iteration 42Q (541.420000 sec): 3 clusters Score: Raw -15465724.510399 + Penalty 5658.631450 = -15460065.878949 nChanged 35 SP:Iteration 43Q (542.040000 sec): 3 clusters Score: Raw -15465727.656581 + Penalty 5658.631450 = -15460069.025131 nChanged 42 SP:Iteration 44Q (542.750000 sec): 3 clusters Score: Raw -15465730.906448 + Penalty 5658.631450 = -15460072.274998 nChanged 32 SP:Iteration 45Q (543.460000 sec): 3 clusters Score: Raw -15465734.511470 + Penalty 5658.631450 = -15460075.880020 nChanged 37 SP:Iteration 46Q (544.190000 sec): 3 clusters Score: Raw -15465738.215856 + Penalty 5658.631450 = -15460079.584406 nChanged 37 SP:Iteration 47Q (544.970000 sec): 3 clusters Score: Raw -15465741.907074 + Penalty 5658.631450 = -15460083.275624 nChanged 37 SP:Iteration 48Q (545.780000 sec): 3 clusters Score: Raw -15465745.938757 + Penalty 5658.631450 = -15460087.307307 nChanged 37 SP:Iteration 49Q (546.530000 sec): 3 clusters Score: Raw -15465749.560277 + Penalty 5658.631450 = -15460090.928827 nChanged 36 SP:Iteration 50Q (547.240000 sec): 3 clusters Score: Raw -15465753.242626 + Penalty 5658.631450 = -15460094.611177 nChanged 34 SP:Iteration 51Q (548.050000 sec): 3 clusters Score: Raw -15465755.989558 + Penalty 5658.631450 = -15460097.358108 nChanged 25 SP:Iteration 52Q (548.840000 sec): 3 clusters Score: Raw -15465757.962758 + Penalty 5658.631450 = -15460099.331308 nChanged 29 SP:Iteration 53Q (549.650000 sec): 3 clusters Score: Raw -15465759.613126 + Penalty 5658.631450 = -15460100.981676 nChanged 14 SP:Iteration 54Q (550.350000 sec): 3 clusters Score: Raw -15465760.397828 + Penalty 5658.631450 = -15460101.766378 nChanged 10 SP:Iteration 55Q (550.890000 sec): 3 clusters Score: Raw -15465760.939504 + Penalty 5658.631450 = -15460102.308054 nChanged 5 SP:Iteration 56Q (551.530000 sec): 3 clusters Score: Raw -15465761.166071 + Penalty 5658.631450 = -15460102.534621 nChanged 5 SP:Iteration 57Q (552.250000 sec): 3 clusters Score: Raw -15465761.570036 + Penalty 5658.631450 = -15460102.938586 nChanged 10 SP:Iteration 58Q (553.000000 sec): 3 clusters Score: Raw -15465762.111218 + Penalty 5658.631450 = -15460103.479768 nChanged 7 SP:Iteration 59Q (553.780000 sec): 3 clusters Score: Raw -15465762.590918 + Penalty 5658.631450 = -15460103.959468 nChanged 3 SP:Iteration 60F (554.550000 sec): 3 clusters Score: Raw -15465762.722421 + Penalty 5658.631450 = -15460104.090971 nChanged 3 SP:Iteration 61Q (555.250000 sec): 3 clusters Score: Raw -15465762.929403 + Penalty 5658.631450 = -15460104.297954 nChanged 4 SP:Iteration 62Q (555.930000 sec): 3 clusters Score: Raw -15465763.399735 + Penalty 5658.631450 = -15460104.768285 nChanged 4 SP:Iteration 63Q (556.650000 sec): 3 clusters Score: Raw -15465763.662611 + Penalty 5658.631450 = -15460105.031162 nChanged 0 SP:Iteration 64F (557.350000 sec): 3 clusters Score: Raw -15465763.662611 + Penalty 5658.631450 = -15460105.031162 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (13048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.480000 sec): 2 clusters Score: Raw -2144434.446567 + Penalty 2350.144756 = -2142084.301811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.780000 sec): 3 clusters Score: Raw -2137154.222402 + Penalty 4700.289512 = -2132453.932891 nChanged 5551 SP:Iteration 1F (558.050000 sec): 3 clusters Score: Raw -2140511.926358 + Penalty 4700.289512 = -2135811.636846 nChanged 1130 SP:Iteration 2F (558.300000 sec): 3 clusters Score: Raw -2141907.325312 + Penalty 4700.289512 = -2137207.035800 nChanged 1359 SP:Iteration 3F (558.510000 sec): 3 clusters Score: Raw -2144764.046792 + Penalty 4700.289512 = -2140063.757280 nChanged 1547 SP:Iteration 4F (558.770000 sec): 3 clusters Score: Raw -2147695.201417 + Penalty 4700.289512 = -2142994.911905 nChanged 1217 SP:Iteration 5F (559.030000 sec): 3 clusters Score: Raw -2149294.030970 + Penalty 4700.289512 = -2144593.741459 nChanged 831 SP:Iteration 6F (559.270000 sec): 3 clusters Score: Raw -2150466.707087 + Penalty 4700.289512 = -2145766.417576 nChanged 591 SP:Iteration 7Q (559.450000 sec): 3 clusters Score: Raw -2151298.048547 + Penalty 4700.289512 = -2146597.759035 nChanged 528 SP:Iteration 8Q (559.710000 sec): 3 clusters Score: Raw -2152082.130618 + Penalty 4700.289512 = -2147381.841106 nChanged 531 SP:Iteration 9Q (559.980000 sec): 3 clusters Score: Raw -2152814.384224 + Penalty 4700.289512 = -2148114.094713 nChanged 457 SP:Iteration 10Q (560.250000 sec): 3 clusters Score: Raw -2153297.365465 + Penalty 4700.289512 = -2148597.075953 nChanged 344 SP:Iteration 11Q (560.510000 sec): 3 clusters Score: Raw -2153568.129536 + Penalty 4700.289512 = -2148867.840025 nChanged 246 SP:Iteration 12Q (560.780000 sec): 3 clusters Score: Raw -2153700.314493 + Penalty 4700.289512 = -2149000.024981 nChanged 162 SP:Iteration 13Q (560.980000 sec): 3 clusters Score: Raw -2153770.676557 + Penalty 4700.289512 = -2149070.387045 nChanged 89 SP:Iteration 14Q (561.250000 sec): 3 clusters Score: Raw -2153794.979790 + Penalty 4700.289512 = -2149094.690278 nChanged 58 SP:Iteration 15Q (561.510000 sec): 3 clusters Score: Raw -2153807.116095 + Penalty 4700.289512 = -2149106.826584 nChanged 32 SP:Iteration 16Q (561.790000 sec): 3 clusters Score: Raw -2153813.405907 + Penalty 4700.289512 = -2149113.116396 nChanged 30 SP:Iteration 17Q (561.970000 sec): 3 clusters Score: Raw -2153817.534601 + Penalty 4700.289512 = -2149117.245089 nChanged 16 SP:Iteration 18Q (562.250000 sec): 3 clusters Score: Raw -2153819.906557 + Penalty 4700.289512 = -2149119.617046 nChanged 18 SP:Iteration 19Q (562.480000 sec): 3 clusters Score: Raw -2153822.471233 + Penalty 4700.289512 = -2149122.181721 nChanged 17 SP:Iteration 20F (562.710000 sec): 3 clusters Score: Raw -2153824.548896 + Penalty 4700.289512 = -2149124.259384 nChanged 8 SP:Iteration 21Q (562.970000 sec): 3 clusters Score: Raw -2153825.148820 + Penalty 4700.289512 = -2149124.859309 nChanged 4 SP:Iteration 22Q (563.250000 sec): 3 clusters Score: Raw -2153825.415956 + Penalty 4700.289512 = -2149125.126445 nChanged 5 SP:Iteration 23Q (563.440000 sec): 3 clusters Score: Raw -2153826.251601 + Penalty 4700.289512 = -2149125.962089 nChanged 4 SP:Iteration 24Q (563.710000 sec): 3 clusters Score: Raw -2153826.708006 + Penalty 4700.289512 = -2149126.418495 nChanged 1 SP:Iteration 25Q (563.980000 sec): 3 clusters Score: Raw -2153826.939470 + Penalty 4700.289512 = -2149126.649959 nChanged 0 SP:Iteration 26F (564.220000 sec): 3 clusters Score: Raw -2153826.939470 + Penalty 4700.289512 = -2149126.649959 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Deleting Class 5 (146 points): Lose 2862.021321 but Gain 3201.547851 Iteration 20F (602.620000 sec): 34 clusters Score: Raw -67832101.598324 + Penalty 105651.079095 = -67726450.519230 nChanged 25426 Iteration 21F (641.150000 sec): 34 clusters Score: Raw -67852808.304522 + Penalty 105651.079095 = -67747157.225428 nChanged 14110 Iteration 22Q (669.440000 sec): 34 clusters Score: Raw -67863520.699155 + Penalty 105651.079095 = -67757869.620061 nChanged 10608 Iteration 23Q (698.670000 sec): 34 clusters Score: Raw -67870541.465626 + Penalty 105651.079095 = -67764890.386531 nChanged 8790 Iteration 24Q (726.060000 sec): 34 clusters Score: Raw -67876002.591356 + Penalty 105651.079095 = -67770351.512262 nChanged 7642 Iteration 25Q (754.240000 sec): 34 clusters Score: Raw -67879939.834966 + Penalty 105651.079095 = -67774288.755871 nChanged 6858 Iteration 26Q (779.300000 sec): 34 clusters Score: Raw -67883390.610673 + Penalty 105651.079095 = -67777739.531578 nChanged 6638 Iteration 27Q (805.840000 sec): 34 clusters Score: Raw -67886941.183036 + Penalty 105651.079095 = -67781290.103941 nChanged 6351 Iteration 28Q (832.690000 sec): 34 clusters Score: Raw -67890327.220267 + Penalty 105651.079095 = -67784676.141172 nChanged 6191 Iteration 29Q (861.070000 sec): 34 clusters Score: Raw -67893639.487125 + Penalty 105651.079095 = -67787988.408030 nChanged 5949 Iteration 30Q (889.740000 sec): 34 clusters Score: Raw -67896780.955545 + Penalty 105651.079095 = -67791129.876450 nChanged 5696 Iteration 31Q (918.260000 sec): 34 clusters Score: Raw -67899802.709776 + Penalty 105651.079095 = -67794151.630681 nChanged 5100 Iteration 32Q (947.380000 sec): 34 clusters Score: Raw -67902287.372474 + Penalty 105651.079095 = -67796636.293379 nChanged 4304 Iteration 33Q (974.220000 sec): 34 clusters Score: Raw -67904108.541561 + Penalty 105651.079095 = -67798457.462467 nChanged 3588 Iteration 34Q (1002.180000 sec): 34 clusters Score: Raw -67905667.117586 + Penalty 105651.079095 = -67800016.038491 nChanged 2982 Iteration 35Q (1030.660000 sec): 34 clusters Score: Raw -67906856.388248 + Penalty 105651.079095 = -67801205.309154 nChanged 2330 Iteration 36Q (1059.490000 sec): 34 clusters Score: Raw -67907676.122840 + Penalty 105651.079095 = -67802025.043745 nChanged 1806 Iteration 37Q (1088.410000 sec): 34 clusters Score: Raw -67908182.644654 + Penalty 105651.079095 = -67802531.565559 nChanged 1384 Iteration 38Q (1116.590000 sec): 34 clusters Score: Raw -67908467.453416 + Penalty 105651.079095 = -67802816.374321 nChanged 1068 Iteration 39Q (1144.610000 sec): 34 clusters Score: Raw -67908624.540680 + Penalty 105651.079095 = -67802973.461585 nChanged 851 Iteration 40F (1182.820000 sec): 34 clusters Score: Raw -67912007.949794 + Penalty 105651.079095 = -67806356.870699 nChanged 1864 Iteration 41Q (1207.700000 sec): 34 clusters Score: Raw -67914637.837950 + Penalty 105651.079095 = -67808986.758856 nChanged 1875 Iteration 42Q (1235.220000 sec): 34 clusters Score: Raw -67915627.497705 + Penalty 105651.079095 = -67809976.418610 nChanged 1485 Iteration 43Q (1262.610000 sec): 34 clusters Score: Raw -67916295.202151 + Penalty 105651.079095 = -67810644.123056 nChanged 1261 Iteration 44Q (1292.090000 sec): 34 clusters Score: Raw -67916765.456710 + Penalty 105651.079095 = -67811114.377615 nChanged 1037 Iteration 45Q (1322.420000 sec): 34 clusters Score: Raw -67917051.751449 + Penalty 105651.079095 = -67811400.672355 nChanged 871 Iteration 46Q (1350.940000 sec): 34 clusters Score: Raw -67917293.510683 + Penalty 105651.079095 = -67811642.431588 nChanged 679 Iteration 47Q (1378.840000 sec): 34 clusters Score: Raw -67917536.759391 + Penalty 105651.079095 = -67811885.680296 nChanged 608 Iteration 48Q (1407.700000 sec): 34 clusters Score: Raw -67917750.359738 + Penalty 105651.079095 = -67812099.280643 nChanged 586 Iteration 49Q (1436.820000 sec): 34 clusters Score: Raw -67918044.738493 + Penalty 105651.079095 = -67812393.659399 nChanged 595 Iteration 50Q (1466.210000 sec): 34 clusters Score: Raw -67919214.143513 + Penalty 105651.079095 = -67813563.064419 nChanged 563 Iteration 51Q (1494.270000 sec): 34 clusters Score: Raw -67919331.334946 + Penalty 105651.079095 = -67813680.255852 nChanged 501 Iteration 52Q (1522.720000 sec): 34 clusters Score: Raw -67919403.889182 + Penalty 105651.079095 = -67813752.810088 nChanged 532 Iteration 53Q (1549.560000 sec): 34 clusters Score: Raw -67919467.287106 + Penalty 105651.079095 = -67813816.208011 nChanged 544 Iteration 54Q (1578.090000 sec): 34 clusters Score: Raw -67919542.265754 + Penalty 105651.079095 = -67813891.186659 nChanged 530 Iteration 55Q (1606.570000 sec): 34 clusters Score: Raw -67919603.242962 + Penalty 105651.079095 = -67813952.163868 nChanged 505 Iteration 56Q (1633.170000 sec): 34 clusters Score: Raw -67919681.302482 + Penalty 105651.079095 = -67814030.223387 nChanged 480 Iteration 57Q (1661.620000 sec): 34 clusters Score: Raw -67919742.338368 + Penalty 105651.079095 = -67814091.259273 nChanged 442 Iteration 58Q (1688.740000 sec): 34 clusters Score: Raw -67919820.840005 + Penalty 105651.079095 = -67814169.760911 nChanged 428 Writing temp clu file Because OldScore, -67814091.259273, is greater than current (better) Score,-67814169.760911 Compute initial score before splitting: Score: Raw -67919820.840005 + Penalty 105651.079095 = -67814169.760911 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.900000 sec): 2 clusters Score: Raw -604247.044797 + Penalty 2045.700102 = -602201.344695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1689.080000 sec): 3 clusters Score: Raw -602617.554732 + Penalty 4091.400204 = -598526.154529 nChanged 1415 SP:Iteration 1F (1689.270000 sec): 3 clusters Score: Raw -603695.719220 + Penalty 4091.400204 = -599604.319016 nChanged 360 SP:Iteration 2F (1689.430000 sec): 3 clusters Score: Raw -604073.453568 + Penalty 4091.400204 = -599982.053364 nChanged 278 SP:Iteration 3F (1689.570000 sec): 3 clusters Score: Raw -604438.021300 + Penalty 4091.400204 = -600346.621096 nChanged 265 SP:Iteration 4F (1689.750000 sec): 3 clusters Score: Raw -604855.939852 + Penalty 4091.400204 = -600764.539648 nChanged 265 SP:Iteration 5F (1689.930000 sec): 3 clusters Score: Raw -605347.468946 + Penalty 4091.400204 = -601256.068742 nChanged 274 SP:Iteration 6F (1690.120000 sec): 3 clusters Score: Raw -605840.887794 + Penalty 4091.400204 = -601749.487590 nChanged 227 SP:Iteration 7F (1690.270000 sec): 3 clusters Score: Raw -606203.142601 + Penalty 4091.400204 = -602111.742398 nChanged 165 SP:Iteration 8Q (1690.410000 sec): 3 clusters Score: Raw -606446.234039 + Penalty 4091.400204 = -602354.833835 nChanged 105 SP:Iteration 9Q (1690.550000 sec): 3 clusters Score: Raw -606558.150274 + Penalty 4091.400204 = -602466.750070 nChanged 62 SP:Iteration 10Q (1690.700000 sec): 3 clusters Score: Raw -606611.080041 + Penalty 4091.400204 = -602519.679837 nChanged 36 SP:Iteration 11Q (1690.880000 sec): 3 clusters Score: Raw -606663.775431 + Penalty 4091.400204 = -602572.375227 nChanged 51 SP:Iteration 12Q (1691.030000 sec): 3 clusters Score: Raw -606738.498409 + Penalty 4091.400204 = -602647.098205 nChanged 61 SP:Iteration 13Q (1691.210000 sec): 3 clusters Score: Raw -606913.973144 + Penalty 4091.400204 = -602822.572940 nChanged 69 SP:Iteration 14Q (1691.370000 sec): 3 clusters Score: Raw -607174.483485 + Penalty 4091.400204 = -603083.083281 nChanged 94 SP:Iteration 15Q (1691.580000 sec): 3 clusters Score: Raw -607337.474686 + Penalty 4091.400204 = -603246.074482 nChanged 83 SP:Iteration 16Q (1691.760000 sec): 3 clusters Score: Raw -607445.437153 + Penalty 4091.400204 = -603354.036949 nChanged 55 SP:Iteration 17Q (1691.910000 sec): 3 clusters Score: Raw -607489.155326 + Penalty 4091.400204 = -603397.755122 nChanged 32 SP:Iteration 18Q (1692.070000 sec): 3 clusters Score: Raw -607512.751709 + Penalty 4091.400204 = -603421.351505 nChanged 21 SP:Iteration 19Q (1692.230000 sec): 3 clusters Score: Raw -607527.347474 + Penalty 4091.400204 = -603435.947270 nChanged 15 SP:Iteration 20F (1692.390000 sec): 3 clusters Score: Raw -607546.187554 + Penalty 4091.400204 = -603454.787350 nChanged 16 SP:Iteration 21Q (1692.550000 sec): 3 clusters Score: Raw -607563.647668 + Penalty 4091.400204 = -603472.247464 nChanged 17 SP:Iteration 22Q (1692.730000 sec): 3 clusters Score: Raw -607577.626591 + Penalty 4091.400204 = -603486.226388 nChanged 10 SP:Iteration 23Q (1692.940000 sec): 3 clusters Score: Raw -607583.358847 + Penalty 4091.400204 = -603491.958643 nChanged 8 SP:Iteration 24Q (1693.120000 sec): 3 clusters Score: Raw -607586.289123 + Penalty 4091.400204 = -603494.888919 nChanged 1 SP:Iteration 25Q (1693.260000 sec): 3 clusters Score: Raw -607586.452559 + Penalty 4091.400204 = -603495.052355 nChanged 1 SP:Iteration 26Q (1693.420000 sec): 3 clusters Score: Raw -607587.019680 + Penalty 4091.400204 = -603495.619476 nChanged 1 SP:Iteration 27Q (1693.580000 sec): 3 clusters Score: Raw -607587.541122 + Penalty 4091.400204 = -603496.140918 nChanged 2 SP:Iteration 28Q (1693.740000 sec): 3 clusters Score: Raw -607588.782419 + Penalty 4091.400204 = -603497.382215 nChanged 2 SP:Iteration 29Q (1693.900000 sec): 3 clusters Score: Raw -607589.578639 + Penalty 4091.400204 = -603498.178435 nChanged 2 SP:Iteration 30Q (1694.060000 sec): 3 clusters Score: Raw -607590.429049 + Penalty 4091.400204 = -603499.028845 nChanged 2 SP:Iteration 31Q (1694.210000 sec): 3 clusters Score: Raw -607591.377369 + Penalty 4091.400204 = -603499.977165 nChanged 2 SP:Iteration 32Q (1694.370000 sec): 3 clusters Score: Raw -607591.869844 + Penalty 4091.400204 = -603500.469640 nChanged 0 SP:Iteration 33F (1694.550000 sec): 3 clusters Score: Raw -607591.869844 + Penalty 4091.400204 = -603500.469640 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (48355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.900000 sec): 2 clusters Score: Raw -7974714.154590 + Penalty 2675.008577 = -7972039.146012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.350000 sec): 3 clusters Score: Raw -7944765.932235 + Penalty 5350.017154 = -7939415.915081 nChanged 22338 SP:Iteration 1F (1695.870000 sec): 3 clusters Score: Raw -7957176.549171 + Penalty 5350.017154 = -7951826.532017 nChanged 2064 SP:Iteration 2Q (1696.400000 sec): 3 clusters Score: Raw -7957767.013950 + Penalty 5350.017154 = -7952416.996796 nChanged 1943 SP:Iteration 3Q (1696.900000 sec): 3 clusters Score: Raw -7958359.558550 + Penalty 5350.017154 = -7953009.541395 nChanged 1941 SP:Iteration 4Q (1697.380000 sec): 3 clusters Score: Raw -7959106.584848 + Penalty 5350.017154 = -7953756.567694 nChanged 2126 SP:Iteration 5Q (1697.920000 sec): 3 clusters Score: Raw -7960136.894215 + Penalty 5350.017154 = -7954786.877061 nChanged 2449 SP:Iteration 6F (1698.400000 sec): 3 clusters Score: Raw -7961540.871967 + Penalty 5350.017154 = -7956190.854813 nChanged 2718 SP:Iteration 7F (1698.890000 sec): 3 clusters Score: Raw -7963306.317865 + Penalty 5350.017154 = -7957956.300710 nChanged 2841 SP:Iteration 8F (1699.420000 sec): 3 clusters Score: Raw -7965174.708289 + Penalty 5350.017154 = -7959824.691134 nChanged 2767 SP:Iteration 9F (1699.890000 sec): 3 clusters Score: Raw -7967070.565897 + Penalty 5350.017154 = -7961720.548742 nChanged 2614 SP:Iteration 10F (1700.300000 sec): 3 clusters Score: Raw -7969016.350094 + Penalty 5350.017154 = -7963666.332939 nChanged 2378 SP:Iteration 11Q (1700.770000 sec): 3 clusters Score: Raw -7970890.955560 + Penalty 5350.017154 = -7965540.938406 nChanged 2041 SP:Iteration 12Q (1701.240000 sec): 3 clusters Score: Raw -7972339.150506 + Penalty 5350.017154 = -7966989.133352 nChanged 1497 SP:Iteration 13Q (1701.750000 sec): 3 clusters Score: Raw -7973218.917688 + Penalty 5350.017154 = -7967868.900533 nChanged 1091 SP:Iteration 14Q (1702.170000 sec): 3 clusters Score: Raw -7973791.731259 + Penalty 5350.017154 = -7968441.714104 nChanged 868 SP:Iteration 15Q (1702.690000 sec): 3 clusters Score: Raw -7974207.759424 + Penalty 5350.017154 = -7968857.742270 nChanged 745 SP:Iteration 16Q (1703.140000 sec): 3 clusters Score: Raw -7974520.198357 + Penalty 5350.017154 = -7969170.181203 nChanged 621 SP:Iteration 17Q (1703.630000 sec): 3 clusters Score: Raw -7974758.450738 + Penalty 5350.017154 = -7969408.433584 nChanged 548 SP:Iteration 18Q (1704.030000 sec): 3 clusters Score: Raw -7974943.342389 + Penalty 5350.017154 = -7969593.325234 nChanged 502 SP:Iteration 19Q (1704.450000 sec): 3 clusters Score: Raw -7975101.699622 + Penalty 5350.017154 = -7969751.682468 nChanged 467 SP:Iteration 20F (1704.810000 sec): 3 clusters Score: Raw -7975238.523080 + Penalty 5350.017154 = -7969888.505925 nChanged 411 SP:Iteration 21Q (1705.290000 sec): 3 clusters Score: Raw -7975350.491779 + Penalty 5350.017154 = -7970000.474625 nChanged 367 SP:Iteration 22Q (1705.680000 sec): 3 clusters Score: Raw -7975438.997696 + Penalty 5350.017154 = -7970088.980542 nChanged 312 SP:Iteration 23Q (1706.190000 sec): 3 clusters Score: Raw -7975506.563305 + Penalty 5350.017154 = -7970156.546150 nChanged 290 SP:Iteration 24Q (1706.700000 sec): 3 clusters Score: Raw -7975564.886340 + Penalty 5350.017154 = -7970214.869185 nChanged 258 SP:Iteration 25Q (1707.200000 sec): 3 clusters Score: Raw -7975618.289141 + Penalty 5350.017154 = -7970268.271986 nChanged 235 SP:Iteration 26Q (1707.690000 sec): 3 clusters Score: Raw -7975661.701417 + Penalty 5350.017154 = -7970311.684262 nChanged 212 SP:Iteration 27Q (1708.210000 sec): 3 clusters Score: Raw -7975700.864907 + Penalty 5350.017154 = -7970350.847752 nChanged 178 SP:Iteration 28Q (1708.630000 sec): 3 clusters Score: Raw -7975732.784292 + Penalty 5350.017154 = -7970382.767138 nChanged 154 SP:Iteration 29Q (1709.110000 sec): 3 clusters Score: Raw -7975756.441389 + Penalty 5350.017154 = -7970406.424234 nChanged 131 SP:Iteration 30Q (1709.570000 sec): 3 clusters Score: Raw -7975776.911282 + Penalty 5350.017154 = -7970426.894127 nChanged 118 SP:Iteration 31Q (1710.090000 sec): 3 clusters Score: Raw -7975795.785638 + Penalty 5350.017154 = -7970445.768484 nChanged 117 SP:Iteration 32Q (1710.540000 sec): 3 clusters Score: Raw -7975812.198319 + Penalty 5350.017154 = -7970462.181165 nChanged 110 SP:Iteration 33Q (1711.050000 sec): 3 clusters Score: Raw -7975828.084559 + Penalty 5350.017154 = -7970478.067405 nChanged 106 SP:Iteration 34Q (1711.480000 sec): 3 clusters Score: Raw -7975841.917734 + Penalty 5350.017154 = -7970491.900579 nChanged 91 SP:Iteration 35Q (1712.030000 sec): 3 clusters Score: Raw -7975852.453149 + Penalty 5350.017154 = -7970502.435994 nChanged 81 SP:Iteration 36Q (1712.480000 sec): 3 clusters Score: Raw -7975863.031971 + Penalty 5350.017154 = -7970513.014816 nChanged 76 SP:Iteration 37Q (1713.010000 sec): 3 clusters Score: Raw -7975872.604897 + Penalty 5350.017154 = -7970522.587743 nChanged 79 SP:Iteration 38Q (1713.560000 sec): 3 clusters Score: Raw -7975882.621635 + Penalty 5350.017154 = -7970532.604480 nChanged 70 SP:Iteration 39Q (1714.070000 sec): 3 clusters Score: Raw -7975891.388413 + Penalty 5350.017154 = -7970541.371258 nChanged 56 SP:Iteration 40F (1714.560000 sec): 3 clusters Score: Raw -7975897.493109 + Penalty 5350.017154 = -7970547.475955 nChanged 55 SP:Iteration 41Q (1715.070000 sec): 3 clusters Score: Raw -7975904.075016 + Penalty 5350.017154 = -7970554.057861 nChanged 62 SP:Iteration 42Q (1715.500000 sec): 3 clusters Score: Raw -7975911.468346 + Penalty 5350.017154 = -7970561.451191 nChanged 64 SP:Iteration 43Q (1715.930000 sec): 3 clusters Score: Raw -7975919.193549 + Penalty 5350.017154 = -7970569.176395 nChanged 53 SP:Iteration 44Q (1716.350000 sec): 3 clusters Score: Raw -7975925.676173 + Penalty 5350.017154 = -7970575.659018 nChanged 47 SP:Iteration 45Q (1716.850000 sec): 3 clusters Score: Raw -7975931.485152 + Penalty 5350.017154 = -7970581.467998 nChanged 40 SP:Iteration 46Q (1717.270000 sec): 3 clusters Score: Raw -7975936.107810 + Penalty 5350.017154 = -7970586.090656 nChanged 39 SP:Iteration 47Q (1717.700000 sec): 3 clusters Score: Raw -7975940.134969 + Penalty 5350.017154 = -7970590.117814 nChanged 37 SP:Iteration 48Q (1718.140000 sec): 3 clusters Score: Raw -7975943.610216 + Penalty 5350.017154 = -7970593.593061 nChanged 33 SP:Iteration 49Q (1718.640000 sec): 3 clusters Score: Raw -7975947.312701 + Penalty 5350.017154 = -7970597.295547 nChanged 43 SP:Iteration 50Q (1719.120000 sec): 3 clusters Score: Raw -7975952.278934 + Penalty 5350.017154 = -7970602.261780 nChanged 41 SP:Iteration 51Q (1719.570000 sec): 3 clusters Score: Raw -7975956.372303 + Penalty 5350.017154 = -7970606.355148 nChanged 44 SP:Iteration 52Q (1719.950000 sec): 3 clusters Score: Raw -7975961.119887 + Penalty 5350.017154 = -7970611.102732 nChanged 46 SP:Iteration 53Q (1720.390000 sec): 3 clusters Score: Raw -7975966.180602 + Penalty 5350.017154 = -7970616.163447 nChanged 40 SP:Iteration 54Q (1720.850000 sec): 3 clusters Score: Raw -7975969.872064 + Penalty 5350.017154 = -7970619.854909 nChanged 37 SP:Iteration 55Q (1721.340000 sec): 3 clusters Score: Raw -7975973.661589 + Penalty 5350.017154 = -7970623.644435 nChanged 29 SP:Iteration 56Q (1721.800000 sec): 3 clusters Score: Raw -7975976.679894 + Penalty 5350.017154 = -7970626.662739 nChanged 29 SP:Iteration 57Q (1722.310000 sec): 3 clusters Score: Raw -7975979.501241 + Penalty 5350.017154 = -7970629.484086 nChanged 23 SP:Iteration 58Q (1722.700000 sec): 3 clusters Score: Raw -7975981.956097 + Penalty 5350.017154 = -7970631.938942 nChanged 30 SP:Iteration 59Q (1723.100000 sec): 3 clusters Score: Raw -7975985.382171 + Penalty 5350.017154 = -7970635.365016 nChanged 25 SP:Iteration 60F (1723.600000 sec): 3 clusters Score: Raw -7975988.481802 + Penalty 5350.017154 = -7970638.464648 nChanged 27 SP:Iteration 61Q (1724.080000 sec): 3 clusters Score: Raw -7975991.502415 + Penalty 5350.017154 = -7970641.485261 nChanged 29 SP:Iteration 62Q (1724.480000 sec): 3 clusters Score: Raw -7975994.167732 + Penalty 5350.017154 = -7970644.150578 nChanged 14 SP:Iteration 63Q (1725.000000 sec): 3 clusters Score: Raw -7975995.359613 + Penalty 5350.017154 = -7970645.342459 nChanged 12 SP:Iteration 64Q (1725.470000 sec): 3 clusters Score: Raw -7975996.447903 + Penalty 5350.017154 = -7970646.430749 nChanged 13 SP:Iteration 65Q (1725.900000 sec): 3 clusters Score: Raw -7975997.644216 + Penalty 5350.017154 = -7970647.627062 nChanged 15 SP:Iteration 66Q (1726.320000 sec): 3 clusters Score: Raw -7975999.126507 + Penalty 5350.017154 = -7970649.109352 nChanged 19 SP:Iteration 67Q (1726.810000 sec): 3 clusters Score: Raw -7976001.282125 + Penalty 5350.017154 = -7970651.264971 nChanged 19 SP:Iteration 68Q (1727.270000 sec): 3 clusters Score: Raw -7976002.800654 + Penalty 5350.017154 = -7970652.783500 nChanged 20 SP:Iteration 69Q (1727.750000 sec): 3 clusters Score: Raw -7976005.131822 + Penalty 5350.017154 = -7970655.114667 nChanged 23 SP:Iteration 70Q (1728.210000 sec): 3 clusters Score: Raw -7976007.640228 + Penalty 5350.017154 = -7970657.623073 nChanged 17 SP:Iteration 71Q (1728.700000 sec): 3 clusters Score: Raw -7976009.513033 + Penalty 5350.017154 = -7970659.495878 nChanged 15 SP:Iteration 72Q (1729.170000 sec): 3 clusters Score: Raw -7976010.989704 + Penalty 5350.017154 = -7970660.972549 nChanged 14 SP:Iteration 73Q (1729.600000 sec): 3 clusters Score: Raw -7976012.079633 + Penalty 5350.017154 = -7970662.062479 nChanged 13 SP:Iteration 74Q (1730.100000 sec): 3 clusters Score: Raw -7976013.299849 + Penalty 5350.017154 = -7970663.282694 nChanged 11 SP:Iteration 75Q (1730.570000 sec): 3 clusters Score: Raw -7976014.039010 + Penalty 5350.017154 = -7970664.021855 nChanged 8 SP:Iteration 76Q (1731.030000 sec): 3 clusters Score: Raw -7976014.492782 + Penalty 5350.017154 = -7970664.475627 nChanged 9 SP:Iteration 77Q (1731.590000 sec): 3 clusters Score: Raw -7976015.238982 + Penalty 5350.017154 = -7970665.221828 nChanged 9 SP:Iteration 78Q (1731.980000 sec): 3 clusters Score: Raw -7976015.944838 + Penalty 5350.017154 = -7970665.927683 nChanged 10 SP:Iteration 79Q (1732.390000 sec): 3 clusters Score: Raw -7976016.611746 + Penalty 5350.017154 = -7970666.594592 nChanged 5 SP:Iteration 80F (1732.900000 sec): 3 clusters Score: Raw -7976016.842397 + Penalty 5350.017154 = -7970666.825243 nChanged 5 SP:Iteration 81Q (1733.280000 sec): 3 clusters Score: Raw -7976017.234519 + Penalty 5350.017154 = -7970667.217364 nChanged 1 SP:Iteration 82Q (1733.700000 sec): 3 clusters Score: Raw -7976017.281916 + Penalty 5350.017154 = -7970667.264761 nChanged 3 SP:Iteration 83Q (1734.140000 sec): 3 clusters Score: Raw -7976017.549501 + Penalty 5350.017154 = -7970667.532347 nChanged 9 SP:Iteration 84Q (1734.520000 sec): 3 clusters Score: Raw -7976018.310561 + Penalty 5350.017154 = -7970668.293406 nChanged 6 SP:Iteration 85Q (1735.030000 sec): 3 clusters Score: Raw -7976018.855091 + Penalty 5350.017154 = -7970668.837937 nChanged 9 SP:Iteration 86Q (1735.540000 sec): 3 clusters Score: Raw -7976019.460247 + Penalty 5350.017154 = -7970669.443092 nChanged 6 SP:Iteration 87Q (1736.020000 sec): 3 clusters Score: Raw -7976019.772990 + Penalty 5350.017154 = -7970669.755836 nChanged 7 SP:Iteration 88Q (1736.520000 sec): 3 clusters Score: Raw -7976020.130367 + Penalty 5350.017154 = -7970670.113213 nChanged 5 SP:Iteration 89Q (1736.990000 sec): 3 clusters Score: Raw -7976020.532982 + Penalty 5350.017154 = -7970670.515828 nChanged 4 SP:Iteration 90Q (1737.490000 sec): 3 clusters Score: Raw -7976020.800258 + Penalty 5350.017154 = -7970670.783104 nChanged 5 SP:Iteration 91Q (1737.960000 sec): 3 clusters Score: Raw -7976021.075965 + Penalty 5350.017154 = -7970671.058811 nChanged 1 SP:Iteration 92Q (1738.410000 sec): 3 clusters Score: Raw -7976021.154995 + Penalty 5350.017154 = -7970671.137840 nChanged 2 SP:Iteration 93Q (1738.870000 sec): 3 clusters Score: Raw -7976021.274683 + Penalty 5350.017154 = -7970671.257529 nChanged 4 SP:Iteration 94Q (1739.340000 sec): 3 clusters Score: Raw -7976021.554818 + Penalty 5350.017154 = -7970671.537663 nChanged 4 SP:Iteration 95Q (1739.790000 sec): 3 clusters Score: Raw -7976021.749298 + Penalty 5350.017154 = -7970671.732144 nChanged 2 SP:Iteration 96Q (1740.280000 sec): 3 clusters Score: Raw -7976022.001543 + Penalty 5350.017154 = -7970671.984388 nChanged 2 SP:Iteration 97Q (1740.770000 sec): 3 clusters Score: Raw -7976022.112557 + Penalty 5350.017154 = -7970672.095402 nChanged 3 SP:Iteration 98Q (1741.200000 sec): 3 clusters Score: Raw -7976022.375427 + Penalty 5350.017154 = -7970672.358273 nChanged 3 SP:Iteration 99Q (1741.660000 sec): 3 clusters Score: Raw -7976022.572870 + Penalty 5350.017154 = -7970672.555716 nChanged 2 SP:Iteration 100F (1742.160000 sec): 3 clusters Score: Raw -7976022.643913 + Penalty 5350.017154 = -7970672.626759 nChanged 1 SP:Iteration 101Q (1742.650000 sec): 3 clusters Score: Raw -7976022.680307 + Penalty 5350.017154 = -7970672.663153 nChanged 1 SP:Iteration 102Q (1743.140000 sec): 3 clusters Score: Raw -7976022.723653 + Penalty 5350.017154 = -7970672.706499 nChanged 0 SP:Iteration 103F (1743.580000 sec): 3 clusters Score: Raw -7976022.723653 + Penalty 5350.017154 = -7970672.706499 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (2727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1743.670000 sec): 2 clusters Score: Raw -428819.712447 + Penalty 1961.917431 = -426857.795016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1743.790000 sec): 3 clusters Score: Raw -427699.294519 + Penalty 3923.834862 = -423775.459657 nChanged 921 SP:Iteration 1F (1743.920000 sec): 3 clusters Score: Raw -428387.165419 + Penalty 3923.834862 = -424463.330557 nChanged 270 SP:Iteration 2F (1744.060000 sec): 3 clusters Score: Raw -428833.433543 + Penalty 3923.834862 = -424909.598681 nChanged 237 SP:Iteration 3F (1744.240000 sec): 3 clusters Score: Raw -429239.184275 + Penalty 3923.834862 = -425315.349413 nChanged 229 SP:Iteration 4F (1744.410000 sec): 3 clusters Score: Raw -429570.170479 + Penalty 3923.834862 = -425646.335617 nChanged 193 SP:Iteration 5F (1744.570000 sec): 3 clusters Score: Raw -429883.907269 + Penalty 3923.834862 = -425960.072407 nChanged 166 SP:Iteration 6F (1744.760000 sec): 3 clusters Score: Raw -430207.274340 + Penalty 3923.834862 = -426283.439478 nChanged 119 SP:Iteration 7Q (1744.890000 sec): 3 clusters Score: Raw -430379.437507 + Penalty 3923.834862 = -426455.602645 nChanged 71 SP:Iteration 8Q (1745.030000 sec): 3 clusters Score: Raw -430455.663949 + Penalty 3923.834862 = -426531.829087 nChanged 48 SP:Iteration 9Q (1745.170000 sec): 3 clusters Score: Raw -430503.179298 + Penalty 3923.834862 = -426579.344436 nChanged 29 SP:Iteration 10Q (1745.320000 sec): 3 clusters Score: Raw -430521.972097 + Penalty 3923.834862 = -426598.137235 nChanged 16 SP:Iteration 11Q (1745.460000 sec): 3 clusters Score: Raw -430536.161188 + Penalty 3923.834862 = -426612.326327 nChanged 14 SP:Iteration 12Q (1745.610000 sec): 3 clusters Score: Raw -430547.469492 + Penalty 3923.834862 = -426623.634630 nChanged 9 SP:Iteration 13Q (1745.750000 sec): 3 clusters Score: Raw -430553.547229 + Penalty 3923.834862 = -426629.712368 nChanged 6 SP:Iteration 14Q (1745.890000 sec): 3 clusters Score: Raw -430556.674930 + Penalty 3923.834862 = -426632.840069 nChanged 2 SP:Iteration 15Q (1746.040000 sec): 3 clusters Score: Raw -430557.605077 + Penalty 3923.834862 = -426633.770215 nChanged 2 SP:Iteration 16Q (1746.180000 sec): 3 clusters Score: Raw -430559.009479 + Penalty 3923.834862 = -426635.174617 nChanged 0 SP:Iteration 17F (1746.330000 sec): 3 clusters Score: Raw -430559.009479 + Penalty 3923.834862 = -426635.174617 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.400000 sec): 2 clusters Score: Raw -56924.223914 + Penalty 1539.230830 = -55384.993084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1746.540000 sec): 3 clusters Score: Raw -57393.693399 + Penalty 3078.461660 = -54315.231739 nChanged 156 SP:Iteration 1F (1746.690000 sec): 3 clusters Score: Raw -58332.319016 + Penalty 3078.461660 = -55253.857357 nChanged 49 SP:Iteration 2F (1746.830000 sec): 3 clusters Score: Raw -58662.410554 + Penalty 3078.461660 = -55583.948894 nChanged 20 SP:Iteration 3Q (1746.970000 sec): 3 clusters Score: Raw -58856.741258 + Penalty 3078.461660 = -55778.279598 nChanged 15 SP:Iteration 4Q (1747.110000 sec): 3 clusters Score: Raw -59053.442979 + Penalty 3078.461660 = -55974.981320 nChanged 12 SP:Iteration 5Q (1747.260000 sec): 3 clusters Score: Raw -59116.650722 + Penalty 3078.461660 = -56038.189063 nChanged 5 SP:Iteration 6Q (1747.420000 sec): 3 clusters Score: Raw -59129.227643 + Penalty 3078.461660 = -56050.765984 nChanged 7 SP:Iteration 7Q (1747.580000 sec): 3 clusters Score: Raw -59151.222625 + Penalty 3078.461660 = -56072.760965 nChanged 8 SP:Iteration 8Q (1747.740000 sec): 3 clusters Score: Raw -59180.600893 + Penalty 3078.461660 = -56102.139234 nChanged 8 SP:Iteration 9Q (1747.900000 sec): 3 clusters Score: Raw -59224.510842 + Penalty 3078.461660 = -56146.049182 nChanged 10 SP:Iteration 10Q (1748.060000 sec): 3 clusters Score: Raw -59310.738350 + Penalty 3078.461660 = -56232.276690 nChanged 12 SP:Iteration 11Q (1748.220000 sec): 3 clusters Score: Raw -59382.983804 + Penalty 3078.461660 = -56304.522144 nChanged 7 SP:Iteration 12Q (1748.370000 sec): 3 clusters Score: Raw -59412.118987 + Penalty 3078.461660 = -56333.657327 nChanged 2 SP:Iteration 13Q (1748.530000 sec): 3 clusters Score: Raw -59415.846268 + Penalty 3078.461660 = -56337.384608 nChanged 1 SP:Iteration 14Q (1748.700000 sec): 3 clusters Score: Raw -59417.016525 + Penalty 3078.461660 = -56338.554866 nChanged 0 SP:Iteration 15F (1748.860000 sec): 3 clusters Score: Raw -59425.298646 + Penalty 3078.461660 = -56346.836986 nChanged 3 SP:Iteration 16Q (1749.030000 sec): 3 clusters Score: Raw -59572.553909 + Penalty 3078.461660 = -56494.092249 nChanged 5 SP:Iteration 17Q (1749.190000 sec): 3 clusters Score: Raw -59686.411104 + Penalty 3078.461660 = -56607.949444 nChanged 8 SP:Iteration 18Q (1749.350000 sec): 3 clusters Score: Raw -59893.287971 + Penalty 3078.461660 = -56814.826311 nChanged 9 SP:Iteration 19Q (1749.550000 sec): 3 clusters Score: Raw -60022.433427 + Penalty 3078.461660 = -56943.971768 nChanged 4 SP:Iteration 20F (1749.700000 sec): 3 clusters Score: Raw -60040.769127 + Penalty 3078.461660 = -56962.307467 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.780000 sec): 2 clusters Score: Raw -159798.528829 + Penalty 1717.547609 = -158080.981221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.970000 sec): 3 clusters Score: Raw -159567.664157 + Penalty 3435.095218 = -156132.568940 nChanged 259 SP:Iteration 1F (1750.090000 sec): 3 clusters Score: Raw -159921.597147 + Penalty 3435.095218 = -156486.501929 nChanged 89 SP:Iteration 2F (1750.230000 sec): 3 clusters Score: Raw -160113.569797 + Penalty 3435.095218 = -156678.474579 nChanged 56 SP:Iteration 3F (1750.400000 sec): 3 clusters Score: Raw -160242.665555 + Penalty 3435.095218 = -156807.570337 nChanged 47 SP:Iteration 4Q (1750.570000 sec): 3 clusters Score: Raw -160380.865443 + Penalty 3435.095218 = -156945.770225 nChanged 48 SP:Iteration 5Q (1750.760000 sec): 3 clusters Score: Raw -160584.172646 + Penalty 3435.095218 = -157149.077428 nChanged 44 SP:Iteration 6Q (1750.900000 sec): 3 clusters Score: Raw -160801.243682 + Penalty 3435.095218 = -157366.148464 nChanged 62 SP:Iteration 7F (1751.030000 sec): 3 clusters Score: Raw -161263.937102 + Penalty 3435.095218 = -157828.841885 nChanged 84 SP:Iteration 8F (1751.170000 sec): 3 clusters Score: Raw -161999.408517 + Penalty 3435.095218 = -158564.313299 nChanged 84 SP:Iteration 9F (1751.330000 sec): 3 clusters Score: Raw -162977.396616 + Penalty 3435.095218 = -159542.301398 nChanged 57 SP:Iteration 10F (1751.480000 sec): 3 clusters Score: Raw -163531.482867 + Penalty 3435.095218 = -160096.387650 nChanged 18 SP:Iteration 11Q (1751.640000 sec): 3 clusters Score: Raw -164175.685498 + Penalty 3435.095218 = -160740.590280 nChanged 2 SP:Iteration 12Q (1751.790000 sec): 3 clusters Score: Raw -164508.689768 + Penalty 3435.095218 = -161073.594551 nChanged 0 SP:Iteration 13F (1751.940000 sec): 3 clusters Score: Raw -164508.689768 + Penalty 3435.095218 = -161073.594551 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (66824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1752.340000 sec): 2 clusters Score: Raw -12228789.287616 + Penalty 2755.234759 = -12226034.052857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1752.970000 sec): 3 clusters Score: Raw -12186798.046990 + Penalty 5510.469518 = -12181287.577472 nChanged 31289 SP:Iteration 1F (1753.570000 sec): 3 clusters Score: Raw -12204538.822947 + Penalty 5510.469518 = -12199028.353429 nChanged 2702 SP:Iteration 2Q (1754.170000 sec): 3 clusters Score: Raw -12205510.447261 + Penalty 5510.469518 = -12199999.977743 nChanged 2944 SP:Iteration 3Q (1754.770000 sec): 3 clusters Score: Raw -12206911.959117 + Penalty 5510.469518 = -12201401.489599 nChanged 3393 SP:Iteration 4F (1755.390000 sec): 3 clusters Score: Raw -12209024.434395 + Penalty 5510.469518 = -12203513.964877 nChanged 3979 SP:Iteration 5F (1755.980000 sec): 3 clusters Score: Raw -12212099.707096 + Penalty 5510.469518 = -12206589.237578 nChanged 4344 SP:Iteration 6F (1756.580000 sec): 3 clusters Score: Raw -12215747.781511 + Penalty 5510.469518 = -12210237.311993 nChanged 4292 SP:Iteration 7F (1757.180000 sec): 3 clusters Score: Raw -12219481.684649 + Penalty 5510.469518 = -12213971.215131 nChanged 3803 SP:Iteration 8F (1757.800000 sec): 3 clusters Score: Raw -12222743.765192 + Penalty 5510.469518 = -12217233.295674 nChanged 2937 SP:Iteration 9Q (1758.440000 sec): 3 clusters Score: Raw -12225133.727635 + Penalty 5510.469518 = -12219623.258117 nChanged 2068 SP:Iteration 10Q (1758.980000 sec): 3 clusters Score: Raw -12226700.722669 + Penalty 5510.469518 = -12221190.253151 nChanged 1310 SP:Iteration 11Q (1759.560000 sec): 3 clusters Score: Raw -12227626.496326 + Penalty 5510.469518 = -12222116.026808 nChanged 806 SP:Iteration 12Q (1760.170000 sec): 3 clusters Score: Raw -12228152.113528 + Penalty 5510.469518 = -12222641.644010 nChanged 534 SP:Iteration 13Q (1760.750000 sec): 3 clusters Score: Raw -12228504.890131 + Penalty 5510.469518 = -12222994.420613 nChanged 333 SP:Iteration 14Q (1761.340000 sec): 3 clusters Score: Raw -12228730.417604 + Penalty 5510.469518 = -12223219.948086 nChanged 223 SP:Iteration 15Q (1761.880000 sec): 3 clusters Score: Raw -12228890.468411 + Penalty 5510.469518 = -12223379.998893 nChanged 133 SP:Iteration 16Q (1762.440000 sec): 3 clusters Score: Raw -12228973.813007 + Penalty 5510.469518 = -12223463.343489 nChanged 96 SP:Iteration 17Q (1763.040000 sec): 3 clusters Score: Raw -12229031.679132 + Penalty 5510.469518 = -12223521.209614 nChanged 61 SP:Iteration 18Q (1763.620000 sec): 3 clusters Score: Raw -12229068.186477 + Penalty 5510.469518 = -12223557.716960 nChanged 43 SP:Iteration 19Q (1764.200000 sec): 3 clusters Score: Raw -12229093.573608 + Penalty 5510.469518 = -12223583.104090 nChanged 35 SP:Iteration 20F (1764.790000 sec): 3 clusters Score: Raw -12229112.979688 + Penalty 5510.469518 = -12223602.510171 nChanged 29 SP:Iteration 21Q (1765.370000 sec): 3 clusters Score: Raw -12229128.352322 + Penalty 5510.469518 = -12223617.882804 nChanged 28 SP:Iteration 22Q (1765.910000 sec): 3 clusters Score: Raw -12229142.593726 + Penalty 5510.469518 = -12223632.124208 nChanged 22 SP:Iteration 23Q (1766.400000 sec): 3 clusters Score: Raw -12229159.191258 + Penalty 5510.469518 = -12223648.721740 nChanged 23 SP:Iteration 24Q (1767.040000 sec): 3 clusters Score: Raw -12229170.189771 + Penalty 5510.469518 = -12223659.720253 nChanged 14 SP:Iteration 25Q (1767.620000 sec): 3 clusters Score: Raw -12229175.427267 + Penalty 5510.469518 = -12223664.957749 nChanged 4 SP:Iteration 26Q (1768.230000 sec): 3 clusters Score: Raw -12229177.636217 + Penalty 5510.469518 = -12223667.166699 nChanged 7 SP:Iteration 27Q (1768.830000 sec): 3 clusters Score: Raw -12229180.237022 + Penalty 5510.469518 = -12223669.767504 nChanged 5 SP:Iteration 28Q (1769.420000 sec): 3 clusters Score: Raw -12229182.505924 + Penalty 5510.469518 = -12223672.036406 nChanged 4 SP:Iteration 29Q (1769.960000 sec): 3 clusters Score: Raw -12229184.068906 + Penalty 5510.469518 = -12223673.599389 nChanged 5 SP:Iteration 30Q (1770.450000 sec): 3 clusters Score: Raw -12229186.405485 + Penalty 5510.469518 = -12223675.935967 nChanged 3 SP:Iteration 31Q (1771.040000 sec): 3 clusters Score: Raw -12229188.448076 + Penalty 5510.469518 = -12223677.978558 nChanged 3 SP:Iteration 32Q (1771.620000 sec): 3 clusters Score: Raw -12229189.960283 + Penalty 5510.469518 = -12223679.490765 nChanged 1 SP:Iteration 33Q (1772.200000 sec): 3 clusters Score: Raw -12229190.412178 + Penalty 5510.469518 = -12223679.942660 nChanged 2 SP:Iteration 34Q (1772.820000 sec): 3 clusters Score: Raw -12229191.255980 + Penalty 5510.469518 = -12223680.786462 nChanged 1 SP:Iteration 35Q (1773.290000 sec): 3 clusters Score: Raw -12229191.805846 + Penalty 5510.469518 = -12223681.336328 nChanged 2 SP:Iteration 36Q (1773.760000 sec): 3 clusters Score: Raw -12229193.029177 + Penalty 5510.469518 = -12223682.559659 nChanged 3 SP:Iteration 37Q (1774.330000 sec): 3 clusters Score: Raw -12229195.262160 + Penalty 5510.469518 = -12223684.792642 nChanged 5 SP:Iteration 38Q (1774.950000 sec): 3 clusters Score: Raw -12229197.950161 + Penalty 5510.469518 = -12223687.480643 nChanged 3 SP:Iteration 39Q (1775.560000 sec): 3 clusters Score: Raw -12229200.227547 + Penalty 5510.469518 = -12223689.758029 nChanged 3 SP:Iteration 40F (1776.140000 sec): 3 clusters Score: Raw -12229201.362289 + Penalty 5510.469518 = -12223690.892771 nChanged 4 SP:Iteration 41Q (1776.680000 sec): 3 clusters Score: Raw -12229202.575883 + Penalty 5510.469518 = -12223692.106365 nChanged 1 SP:Iteration 42Q (1777.160000 sec): 3 clusters Score: Raw -12229202.949341 + Penalty 5510.469518 = -12223692.479823 nChanged 0 SP:Iteration 43F (1777.710000 sec): 3 clusters Score: Raw -12229202.949341 + Penalty 5510.469518 = -12223692.479823 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1777.770000 sec): 2 clusters Score: Raw -100661.733347 + Penalty 1603.603892 = -99058.129455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1777.920000 sec): 3 clusters Score: Raw -100594.969888 + Penalty 3207.207783 = -97387.762105 nChanged 122 SP:Iteration 1F (1778.080000 sec): 3 clusters Score: Raw -100797.829940 + Penalty 3207.207783 = -97590.622157 nChanged 37 SP:Iteration 2F (1778.240000 sec): 3 clusters Score: Raw -100895.775657 + Penalty 3207.207783 = -97688.567874 nChanged 25 SP:Iteration 3Q (1778.400000 sec): 3 clusters Score: Raw -100960.908064 + Penalty 3207.207783 = -97753.700280 nChanged 17 SP:Iteration 4Q (1778.560000 sec): 3 clusters Score: Raw -101041.949121 + Penalty 3207.207783 = -97834.741338 nChanged 24 SP:Iteration 5Q (1778.720000 sec): 3 clusters Score: Raw -101274.653556 + Penalty 3207.207783 = -98067.445773 nChanged 28 SP:Iteration 6Q (1778.880000 sec): 3 clusters Score: Raw -101473.202683 + Penalty 3207.207783 = -98265.994900 nChanged 27 SP:Iteration 7Q (1779.040000 sec): 3 clusters Score: Raw -101537.118940 + Penalty 3207.207783 = -98329.911157 nChanged 23 SP:Iteration 8Q (1779.200000 sec): 3 clusters Score: Raw -101584.886324 + Penalty 3207.207783 = -98377.678541 nChanged 17 SP:Iteration 9Q (1779.360000 sec): 3 clusters Score: Raw -101627.345319 + Penalty 3207.207783 = -98420.137536 nChanged 15 SP:Iteration 10Q (1779.520000 sec): 3 clusters Score: Raw -101667.192430 + Penalty 3207.207783 = -98459.984647 nChanged 12 SP:Iteration 11Q (1779.680000 sec): 3 clusters Score: Raw -101690.684279 + Penalty 3207.207783 = -98483.476496 nChanged 6 SP:Iteration 12Q (1779.840000 sec): 3 clusters Score: Raw -101697.946511 + Penalty 3207.207783 = -98490.738728 nChanged 1 SP:Iteration 13Q (1780.000000 sec): 3 clusters Score: Raw -101700.692084 + Penalty 3207.207783 = -98493.484300 nChanged 0 SP:Iteration 14F (1780.170000 sec): 3 clusters Score: Raw -101700.692084 + Penalty 3207.207783 = -98493.484300 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (6413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1780.280000 sec): 2 clusters Score: Raw -1045956.828187 + Penalty 2173.988450 = -1043782.839737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1780.470000 sec): 3 clusters Score: Raw -1042665.146456 + Penalty 4347.976900 = -1038317.169556 nChanged 2585 SP:Iteration 1F (1780.660000 sec): 3 clusters Score: Raw -1044378.770979 + Penalty 4347.976900 = -1040030.794080 nChanged 615 SP:Iteration 2F (1780.830000 sec): 3 clusters Score: Raw -1045107.812539 + Penalty 4347.976900 = -1040759.835639 nChanged 595 SP:Iteration 3F (1781.010000 sec): 3 clusters Score: Raw -1045979.805770 + Penalty 4347.976900 = -1041631.828870 nChanged 606 SP:Iteration 4F (1781.190000 sec): 3 clusters Score: Raw -1046856.128528 + Penalty 4347.976900 = -1042508.151628 nChanged 505 SP:Iteration 5F (1781.370000 sec): 3 clusters Score: Raw -1047513.147418 + Penalty 4347.976900 = -1043165.170518 nChanged 376 SP:Iteration 6F (1781.540000 sec): 3 clusters Score: Raw -1047955.136411 + Penalty 4347.976900 = -1043607.159511 nChanged 259 SP:Iteration 7Q (1781.720000 sec): 3 clusters Score: Raw -1048218.407535 + Penalty 4347.976900 = -1043870.430635 nChanged 178 SP:Iteration 8Q (1781.900000 sec): 3 clusters Score: Raw -1048438.742472 + Penalty 4347.976900 = -1044090.765572 nChanged 142 SP:Iteration 9Q (1782.070000 sec): 3 clusters Score: Raw -1048587.625187 + Penalty 4347.976900 = -1044239.648287 nChanged 119 SP:Iteration 10Q (1782.290000 sec): 3 clusters Score: Raw -1048698.378444 + Penalty 4347.976900 = -1044350.401545 nChanged 95 SP:Iteration 11Q (1782.460000 sec): 3 clusters Score: Raw -1048790.222718 + Penalty 4347.976900 = -1044442.245818 nChanged 83 SP:Iteration 12Q (1782.690000 sec): 3 clusters Score: Raw -1048858.703266 + Penalty 4347.976900 = -1044510.726367 nChanged 64 SP:Iteration 13Q (1782.860000 sec): 3 clusters Score: Raw -1048896.031868 + Penalty 4347.976900 = -1044548.054968 nChanged 41 SP:Iteration 14Q (1783.060000 sec): 3 clusters Score: Raw -1048917.760134 + Penalty 4347.976900 = -1044569.783234 nChanged 48 SP:Iteration 15Q (1783.240000 sec): 3 clusters Score: Raw -1048942.344073 + Penalty 4347.976900 = -1044594.367174 nChanged 37 SP:Iteration 16Q (1783.410000 sec): 3 clusters Score: Raw -1048963.067038 + Penalty 4347.976900 = -1044615.090138 nChanged 27 SP:Iteration 17Q (1783.590000 sec): 3 clusters Score: Raw -1048976.792952 + Penalty 4347.976900 = -1044628.816052 nChanged 29 SP:Iteration 18Q (1783.800000 sec): 3 clusters Score: Raw -1048989.088835 + Penalty 4347.976900 = -1044641.111935 nChanged 32 SP:Iteration 19Q (1783.950000 sec): 3 clusters Score: Raw -1049019.680198 + Penalty 4347.976900 = -1044671.703298 nChanged 27 SP:Iteration 20F (1784.070000 sec): 3 clusters Score: Raw -1049067.684286 + Penalty 4347.976900 = -1044719.707386 nChanged 37 SP:Iteration 21Q (1784.230000 sec): 3 clusters Score: Raw -1049109.298674 + Penalty 4347.976900 = -1044761.321774 nChanged 51 SP:Iteration 22Q (1784.400000 sec): 3 clusters Score: Raw -1049163.097905 + Penalty 4347.976900 = -1044815.121005 nChanged 52 SP:Iteration 23Q (1784.560000 sec): 3 clusters Score: Raw -1049200.797309 + Penalty 4347.976900 = -1044852.820409 nChanged 51 SP:Iteration 24Q (1784.730000 sec): 3 clusters Score: Raw -1049230.607483 + Penalty 4347.976900 = -1044882.630583 nChanged 39 SP:Iteration 25Q (1784.890000 sec): 3 clusters Score: Raw -1049249.811838 + Penalty 4347.976900 = -1044901.834938 nChanged 33 SP:Iteration 26Q (1785.070000 sec): 3 clusters Score: Raw -1049261.559787 + Penalty 4347.976900 = -1044913.582887 nChanged 25 SP:Iteration 27Q (1785.240000 sec): 3 clusters Score: Raw -1049269.502595 + Penalty 4347.976900 = -1044921.525695 nChanged 18 SP:Iteration 28Q (1785.480000 sec): 3 clusters Score: Raw -1049274.037091 + Penalty 4347.976900 = -1044926.060191 nChanged 16 SP:Iteration 29Q (1785.650000 sec): 3 clusters Score: Raw -1049277.261892 + Penalty 4347.976900 = -1044929.284992 nChanged 10 SP:Iteration 30Q (1785.830000 sec): 3 clusters Score: Raw -1049279.921205 + Penalty 4347.976900 = -1044931.944305 nChanged 11 SP:Iteration 31Q (1786.010000 sec): 3 clusters Score: Raw -1049281.975203 + Penalty 4347.976900 = -1044933.998303 nChanged 7 SP:Iteration 32Q (1786.220000 sec): 3 clusters Score: Raw -1049283.831366 + Penalty 4347.976900 = -1044935.854467 nChanged 9 SP:Iteration 33Q (1786.430000 sec): 3 clusters Score: Raw -1049286.411106 + Penalty 4347.976900 = -1044938.434206 nChanged 7 SP:Iteration 34Q (1786.610000 sec): 3 clusters Score: Raw -1049287.516696 + Penalty 4347.976900 = -1044939.539796 nChanged 5 SP:Iteration 35Q (1786.790000 sec): 3 clusters Score: Raw -1049296.365855 + Penalty 4347.976900 = -1044948.388955 nChanged 7 SP:Iteration 36Q (1787.010000 sec): 3 clusters Score: Raw -1049301.842965 + Penalty 4347.976900 = -1044953.866065 nChanged 15 SP:Iteration 37Q (1787.190000 sec): 3 clusters Score: Raw -1049305.893275 + Penalty 4347.976900 = -1044957.916375 nChanged 12 SP:Iteration 38Q (1787.390000 sec): 3 clusters Score: Raw -1049309.471621 + Penalty 4347.976900 = -1044961.494721 nChanged 9 SP:Iteration 39Q (1787.560000 sec): 3 clusters Score: Raw -1049311.842854 + Penalty 4347.976900 = -1044963.865954 nChanged 10 SP:Iteration 40F (1787.780000 sec): 3 clusters Score: Raw -1049316.403960 + Penalty 4347.976900 = -1044968.427060 nChanged 5 SP:Iteration 41Q (1787.990000 sec): 3 clusters Score: Raw -1049318.197154 + Penalty 4347.976900 = -1044970.220254 nChanged 4 SP:Iteration 42Q (1788.210000 sec): 3 clusters Score: Raw -1049320.429984 + Penalty 4347.976900 = -1044972.453084 nChanged 9 SP:Iteration 43Q (1788.350000 sec): 3 clusters Score: Raw -1049323.758664 + Penalty 4347.976900 = -1044975.781765 nChanged 9 SP:Iteration 44Q (1788.540000 sec): 3 clusters Score: Raw -1049326.757083 + Penalty 4347.976900 = -1044978.780183 nChanged 11 SP:Iteration 45Q (1788.720000 sec): 3 clusters Score: Raw -1049330.745595 + Penalty 4347.976900 = -1044982.768695 nChanged 10 SP:Iteration 46Q (1788.940000 sec): 3 clusters Score: Raw -1049333.353534 + Penalty 4347.976900 = -1044985.376635 nChanged 12 SP:Iteration 47Q (1789.100000 sec): 3 clusters Score: Raw -1049336.033830 + Penalty 4347.976900 = -1044988.056931 nChanged 8 SP:Iteration 48Q (1789.300000 sec): 3 clusters Score: Raw -1049338.968748 + Penalty 4347.976900 = -1044990.991848 nChanged 9 SP:Iteration 49Q (1789.480000 sec): 3 clusters Score: Raw -1049341.451479 + Penalty 4347.976900 = -1044993.474579 nChanged 4 SP:Iteration 50Q (1789.650000 sec): 3 clusters Score: Raw -1049343.182440 + Penalty 4347.976900 = -1044995.205540 nChanged 9 SP:Iteration 51Q (1789.820000 sec): 3 clusters Score: Raw -1049348.113862 + Penalty 4347.976900 = -1045000.136963 nChanged 14 SP:Iteration 52Q (1789.950000 sec): 3 clusters Score: Raw -1049356.157724 + Penalty 4347.976900 = -1045008.180824 nChanged 12 SP:Iteration 53Q (1790.120000 sec): 3 clusters Score: Raw -1049359.625834 + Penalty 4347.976900 = -1045011.648935 nChanged 5 SP:Iteration 54Q (1790.290000 sec): 3 clusters Score: Raw -1049360.442043 + Penalty 4347.976900 = -1045012.465144 nChanged 1 SP:Iteration 55Q (1790.570000 sec): 3 clusters Score: Raw -1049360.625702 + Penalty 4347.976900 = -1045012.648803 nChanged 1 SP:Iteration 56Q (1790.720000 sec): 3 clusters Score: Raw -1049361.269512 + Penalty 4347.976900 = -1045013.292612 nChanged 2 SP:Iteration 57Q (1790.880000 sec): 3 clusters Score: Raw -1049361.489277 + Penalty 4347.976900 = -1045013.512377 nChanged 1 SP:Iteration 58Q (1791.060000 sec): 3 clusters Score: Raw -1049361.696708 + Penalty 4347.976900 = -1045013.719808 nChanged 1 SP:Iteration 59Q (1791.240000 sec): 3 clusters Score: Raw -1049361.847025 + Penalty 4347.976900 = -1045013.870125 nChanged 3 SP:Iteration 60F (1791.420000 sec): 3 clusters Score: Raw -1049362.776965 + Penalty 4347.976900 = -1045014.800065 nChanged 4 SP:Iteration 61Q (1791.590000 sec): 3 clusters Score: Raw -1049363.335863 + Penalty 4347.976900 = -1045015.358963 nChanged 3 SP:Iteration 62Q (1791.770000 sec): 3 clusters Score: Raw -1049364.009606 + Penalty 4347.976900 = -1045016.032706 nChanged 3 SP:Iteration 63Q (1791.950000 sec): 3 clusters Score: Raw -1049364.588362 + Penalty 4347.976900 = -1045016.611462 nChanged 3 SP:Iteration 64Q (1792.130000 sec): 3 clusters Score: Raw -1049365.130608 + Penalty 4347.976900 = -1045017.153708 nChanged 3 SP:Iteration 65Q (1792.300000 sec): 3 clusters Score: Raw -1049365.777206 + Penalty 4347.976900 = -1045017.800306 nChanged 1 SP:Iteration 66Q (1792.510000 sec): 3 clusters Score: Raw -1049365.926398 + Penalty 4347.976900 = -1045017.949498 nChanged 2 SP:Iteration 67Q (1792.720000 sec): 3 clusters Score: Raw -1049366.248686 + Penalty 4347.976900 = -1045018.271786 nChanged 0 SP:Iteration 68F (1792.930000 sec): 3 clusters Score: Raw -1049366.248686 + Penalty 4347.976900 = -1045018.271786 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.020000 sec): 2 clusters Score: Raw -143622.460382 + Penalty 1712.378191 = -141910.082191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.210000 sec): 3 clusters Score: Raw -143596.544726 + Penalty 3424.756382 = -140171.788345 nChanged 313 SP:Iteration 1F (1793.340000 sec): 3 clusters Score: Raw -144367.446367 + Penalty 3424.756382 = -140942.689985 nChanged 96 SP:Iteration 2F (1793.520000 sec): 3 clusters Score: Raw -144704.872517 + Penalty 3424.756382 = -141280.116135 nChanged 57 SP:Iteration 3F (1793.700000 sec): 3 clusters Score: Raw -144873.182428 + Penalty 3424.756382 = -141448.426046 nChanged 39 SP:Iteration 4Q (1793.870000 sec): 3 clusters Score: Raw -144966.967553 + Penalty 3424.756382 = -141542.211171 nChanged 32 SP:Iteration 5Q (1794.020000 sec): 3 clusters Score: Raw -145161.459032 + Penalty 3424.756382 = -141736.702650 nChanged 37 SP:Iteration 6Q (1794.140000 sec): 3 clusters Score: Raw -145329.335925 + Penalty 3424.756382 = -141904.579543 nChanged 28 SP:Iteration 7Q (1794.310000 sec): 3 clusters Score: Raw -145447.924244 + Penalty 3424.756382 = -142023.167862 nChanged 19 SP:Iteration 8Q (1794.470000 sec): 3 clusters Score: Raw -145543.093265 + Penalty 3424.756382 = -142118.336883 nChanged 20 SP:Iteration 9Q (1794.630000 sec): 3 clusters Score: Raw -145629.056276 + Penalty 3424.756382 = -142204.299894 nChanged 10 SP:Iteration 10Q (1794.800000 sec): 3 clusters Score: Raw -145649.097722 + Penalty 3424.756382 = -142224.341340 nChanged 6 SP:Iteration 11Q (1794.960000 sec): 3 clusters Score: Raw -145673.331318 + Penalty 3424.756382 = -142248.574936 nChanged 5 SP:Iteration 12Q (1795.120000 sec): 3 clusters Score: Raw -145681.280103 + Penalty 3424.756382 = -142256.523721 nChanged 2 SP:Iteration 13Q (1795.290000 sec): 3 clusters Score: Raw -145684.406677 + Penalty 3424.756382 = -142259.650295 nChanged 1 SP:Iteration 14Q (1795.450000 sec): 3 clusters Score: Raw -145686.783745 + Penalty 3424.756382 = -142262.027363 nChanged 1 SP:Iteration 15Q (1795.610000 sec): 3 clusters Score: Raw -145689.968479 + Penalty 3424.756382 = -142265.212098 nChanged 2 SP:Iteration 16Q (1795.770000 sec): 3 clusters Score: Raw -145691.690835 + Penalty 3424.756382 = -142266.934454 nChanged 1 SP:Iteration 17Q (1795.940000 sec): 3 clusters Score: Raw -145693.075533 + Penalty 3424.756382 = -142268.319151 nChanged 0 SP:Iteration 18F (1796.100000 sec): 3 clusters Score: Raw -145707.434478 + Penalty 3424.756382 = -142282.678097 nChanged 5 SP:Iteration 19Q (1796.260000 sec): 3 clusters Score: Raw -145764.996199 + Penalty 3424.756382 = -142340.239818 nChanged 9 SP:Iteration 20F (1796.420000 sec): 3 clusters Score: Raw -145775.416730 + Penalty 3424.756382 = -142350.660348 nChanged 2 SP:Iteration 21Q (1796.580000 sec): 3 clusters Score: Raw -145776.415807 + Penalty 3424.756382 = -142351.659425 nChanged 0 SP:Iteration 22F (1796.740000 sec): 3 clusters Score: Raw -145776.415807 + Penalty 3424.756382 = -142351.659425 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.830000 sec): 2 clusters Score: Raw -54715.215694 + Penalty 1485.883208 = -53229.332486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.990000 sec): 3 clusters Score: Raw -54885.203243 + Penalty 2971.766415 = -51913.436828 nChanged 85 SP:Iteration 1F (1797.160000 sec): 3 clusters Score: Raw -55407.319320 + Penalty 2971.766415 = -52435.552904 nChanged 64 SP:Iteration 2F (1797.320000 sec): 3 clusters Score: Raw -56469.583028 + Penalty 2971.766415 = -53497.816612 nChanged 38 SP:Iteration 3F (1797.480000 sec): 3 clusters Score: Raw -56988.408947 + Penalty 2971.766415 = -54016.642532 nChanged 19 SP:Iteration 4Q (1797.640000 sec): 3 clusters Score: Raw -57171.847064 + Penalty 2971.766415 = -54200.080649 nChanged 13 SP:Iteration 5Q (1797.810000 sec): 3 clusters Score: Raw -57365.075669 + Penalty 2971.766415 = -54393.309254 nChanged 5 SP:Iteration 6Q (1797.970000 sec): 3 clusters Score: Raw -57521.122215 + Penalty 2971.766415 = -54549.355800 nChanged 0 SP:Iteration 7F (1798.130000 sec): 3 clusters Score: Raw -57521.122215 + Penalty 2971.766415 = -54549.355800 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (77054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1798.620000 sec): 2 clusters Score: Raw -13118294.087351 + Penalty 2790.560915 = -13115503.526436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.250000 sec): 3 clusters Score: Raw -13069630.692896 + Penalty 5581.121830 = -13064049.571066 nChanged 36046 SP:Iteration 1F (1799.930000 sec): 3 clusters Score: Raw -13089800.418447 + Penalty 5581.121830 = -13084219.296617 nChanged 2894 SP:Iteration 2Q (1800.700000 sec): 3 clusters Score: Raw -13090536.833064 + Penalty 5581.121830 = -13084955.711234 nChanged 2778 SP:Iteration 3Q (1801.460000 sec): 3 clusters Score: Raw -13091323.545147 + Penalty 5581.121830 = -13085742.423317 nChanged 2898 SP:Iteration 4Q (1802.200000 sec): 3 clusters Score: Raw -13092315.326892 + Penalty 5581.121830 = -13086734.205062 nChanged 3133 SP:Iteration 5Q (1802.840000 sec): 3 clusters Score: Raw -13093427.291524 + Penalty 5581.121830 = -13087846.169694 nChanged 3309 SP:Iteration 6Q (1803.580000 sec): 3 clusters Score: Raw -13094722.630776 + Penalty 5581.121830 = -13089141.508946 nChanged 3634 SP:Iteration 7Q (1804.340000 sec): 3 clusters Score: Raw -13096410.167334 + Penalty 5581.121830 = -13090829.045504 nChanged 4084 SP:Iteration 8F (1805.000000 sec): 3 clusters Score: Raw -13098653.258576 + Penalty 5581.121830 = -13093072.136746 nChanged 4392 SP:Iteration 9F (1805.670000 sec): 3 clusters Score: Raw -13101443.712478 + Penalty 5581.121830 = -13095862.590648 nChanged 4374 SP:Iteration 10F (1806.270000 sec): 3 clusters Score: Raw -13104538.794412 + Penalty 5581.121830 = -13098957.672582 nChanged 4105 SP:Iteration 11F (1806.930000 sec): 3 clusters Score: Raw -13107608.332411 + Penalty 5581.121830 = -13102027.210581 nChanged 3759 SP:Iteration 12Q (1807.580000 sec): 3 clusters Score: Raw -13110468.295589 + Penalty 5581.121830 = -13104887.173759 nChanged 3217 SP:Iteration 13Q (1808.240000 sec): 3 clusters Score: Raw -13112940.407471 + Penalty 5581.121830 = -13107359.285642 nChanged 2486 SP:Iteration 14Q (1808.900000 sec): 3 clusters Score: Raw -13114769.650437 + Penalty 5581.121830 = -13109188.528607 nChanged 1826 SP:Iteration 15Q (1809.500000 sec): 3 clusters Score: Raw -13116019.911348 + Penalty 5581.121830 = -13110438.789518 nChanged 1337 SP:Iteration 16Q (1810.170000 sec): 3 clusters Score: Raw -13116893.773625 + Penalty 5581.121830 = -13111312.651795 nChanged 1024 SP:Iteration 17Q (1810.880000 sec): 3 clusters Score: Raw -13117533.380931 + Penalty 5581.121830 = -13111952.259101 nChanged 719 SP:Iteration 18Q (1811.540000 sec): 3 clusters Score: Raw -13117939.421361 + Penalty 5581.121830 = -13112358.299531 nChanged 507 SP:Iteration 19Q (1812.180000 sec): 3 clusters Score: Raw -13118217.085609 + Penalty 5581.121830 = -13112635.963779 nChanged 366 SP:Iteration 20F (1812.770000 sec): 3 clusters Score: Raw -13118400.498233 + Penalty 5581.121830 = -13112819.376403 nChanged 247 SP:Iteration 21Q (1813.370000 sec): 3 clusters Score: Raw -13118520.767858 + Penalty 5581.121830 = -13112939.646028 nChanged 189 SP:Iteration 22Q (1813.960000 sec): 3 clusters Score: Raw -13118603.440851 + Penalty 5581.121830 = -13113022.319021 nChanged 136 SP:Iteration 23Q (1814.600000 sec): 3 clusters Score: Raw -13118663.211617 + Penalty 5581.121830 = -13113082.089788 nChanged 97 SP:Iteration 24Q (1815.240000 sec): 3 clusters Score: Raw -13118713.551463 + Penalty 5581.121830 = -13113132.429633 nChanged 81 SP:Iteration 25Q (1815.780000 sec): 3 clusters Score: Raw -13118754.132988 + Penalty 5581.121830 = -13113173.011158 nChanged 58 SP:Iteration 26Q (1816.310000 sec): 3 clusters Score: Raw -13118784.936303 + Penalty 5581.121830 = -13113203.814473 nChanged 57 SP:Iteration 27Q (1816.950000 sec): 3 clusters Score: Raw -13118810.999754 + Penalty 5581.121830 = -13113229.877924 nChanged 31 SP:Iteration 28Q (1817.560000 sec): 3 clusters Score: Raw -13118824.624528 + Penalty 5581.121830 = -13113243.502698 nChanged 32 SP:Iteration 29Q (1818.200000 sec): 3 clusters Score: Raw -13118838.543223 + Penalty 5581.121830 = -13113257.421393 nChanged 28 SP:Iteration 30Q (1818.840000 sec): 3 clusters Score: Raw -13118852.584135 + Penalty 5581.121830 = -13113271.462305 nChanged 25 SP:Iteration 31Q (1819.390000 sec): 3 clusters Score: Raw -13118864.865741 + Penalty 5581.121830 = -13113283.743911 nChanged 21 SP:Iteration 32Q (1819.950000 sec): 3 clusters Score: Raw -13118877.531526 + Penalty 5581.121830 = -13113296.409696 nChanged 21 SP:Iteration 33Q (1820.550000 sec): 3 clusters Score: Raw -13118887.649662 + Penalty 5581.121830 = -13113306.527832 nChanged 19 SP:Iteration 34Q (1821.140000 sec): 3 clusters Score: Raw -13118895.560152 + Penalty 5581.121830 = -13113314.438322 nChanged 14 SP:Iteration 35Q (1821.740000 sec): 3 clusters Score: Raw -13118900.986647 + Penalty 5581.121830 = -13113319.864817 nChanged 10 SP:Iteration 36Q (1822.280000 sec): 3 clusters Score: Raw -13118903.732052 + Penalty 5581.121830 = -13113322.610222 nChanged 5 SP:Iteration 37Q (1822.830000 sec): 3 clusters Score: Raw -13118904.581428 + Penalty 5581.121830 = -13113323.459598 nChanged 4 SP:Iteration 38Q (1823.460000 sec): 3 clusters Score: Raw -13118906.240467 + Penalty 5581.121830 = -13113325.118637 nChanged 5 SP:Iteration 39Q (1824.100000 sec): 3 clusters Score: Raw -13118908.203290 + Penalty 5581.121830 = -13113327.081460 nChanged 3 SP:Iteration 40F (1824.740000 sec): 3 clusters Score: Raw -13118909.381712 + Penalty 5581.121830 = -13113328.259882 nChanged 4 SP:Iteration 41Q (1825.350000 sec): 3 clusters Score: Raw -13118911.689074 + Penalty 5581.121830 = -13113330.567244 nChanged 5 SP:Iteration 42Q (1825.850000 sec): 3 clusters Score: Raw -13118913.481254 + Penalty 5581.121830 = -13113332.359424 nChanged 3 SP:Iteration 43Q (1826.440000 sec): 3 clusters Score: Raw -13118914.143425 + Penalty 5581.121830 = -13113333.021595 nChanged 1 SP:Iteration 44Q (1827.090000 sec): 3 clusters Score: Raw -13118914.209725 + Penalty 5581.121830 = -13113333.087895 nChanged 0 SP:Iteration 45F (1827.740000 sec): 3 clusters Score: Raw -13118914.209725 + Penalty 5581.121830 = -13113333.087895 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.820000 sec): 2 clusters Score: Raw -83156.137893 + Penalty 1533.157057 = -81622.980836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.940000 sec): 3 clusters Score: Raw -83135.409083 + Penalty 3066.314114 = -80069.094969 nChanged 82 SP:Iteration 1F (1828.100000 sec): 3 clusters Score: Raw -83281.595829 + Penalty 3066.314114 = -80215.281715 nChanged 21 SP:Iteration 2Q (1828.260000 sec): 3 clusters Score: Raw -83322.494232 + Penalty 3066.314114 = -80256.180119 nChanged 5 SP:Iteration 3Q (1828.420000 sec): 3 clusters Score: Raw -83335.427713 + Penalty 3066.314114 = -80269.113600 nChanged 3 SP:Iteration 4Q (1828.580000 sec): 3 clusters Score: Raw -83348.094226 + Penalty 3066.314114 = -80281.780112 nChanged 2 SP:Iteration 5Q (1828.740000 sec): 3 clusters Score: Raw -83352.143172 + Penalty 3066.314114 = -80285.829059 nChanged 0 SP:Iteration 6F (1828.910000 sec): 3 clusters Score: Raw -83352.143172 + Penalty 3066.314114 = -80285.829059 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (13298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.060000 sec): 2 clusters Score: Raw -2291145.344518 + Penalty 2354.851494 = -2288790.493025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.330000 sec): 3 clusters Score: Raw -2283717.033641 + Penalty 4709.702988 = -2279007.330653 nChanged 5737 SP:Iteration 1F (1829.540000 sec): 3 clusters Score: Raw -2287303.796954 + Penalty 4709.702988 = -2282594.093966 nChanged 1157 SP:Iteration 2F (1829.800000 sec): 3 clusters Score: Raw -2288433.204654 + Penalty 4709.702988 = -2283723.501667 nChanged 1231 SP:Iteration 3F (1830.080000 sec): 3 clusters Score: Raw -2289622.928168 + Penalty 4709.702988 = -2284913.225180 nChanged 1263 SP:Iteration 4F (1830.250000 sec): 3 clusters Score: Raw -2290835.415373 + Penalty 4709.702988 = -2286125.712385 nChanged 1100 SP:Iteration 5F (1830.450000 sec): 3 clusters Score: Raw -2291805.346264 + Penalty 4709.702988 = -2287095.643276 nChanged 756 SP:Iteration 6F (1830.710000 sec): 3 clusters Score: Raw -2292377.282178 + Penalty 4709.702988 = -2287667.579190 nChanged 497 SP:Iteration 7Q (1830.970000 sec): 3 clusters Score: Raw -2292693.122720 + Penalty 4709.702988 = -2287983.419732 nChanged 270 SP:Iteration 8Q (1831.230000 sec): 3 clusters Score: Raw -2292840.657287 + Penalty 4709.702988 = -2288130.954299 nChanged 185 SP:Iteration 9Q (1831.490000 sec): 3 clusters Score: Raw -2292933.817764 + Penalty 4709.702988 = -2288224.114776 nChanged 124 SP:Iteration 10Q (1831.780000 sec): 3 clusters Score: Raw -2292983.157371 + Penalty 4709.702988 = -2288273.454383 nChanged 89 SP:Iteration 11Q (1832.040000 sec): 3 clusters Score: Raw -2293017.129361 + Penalty 4709.702988 = -2288307.426373 nChanged 75 SP:Iteration 12Q (1832.320000 sec): 3 clusters Score: Raw -2293042.219029 + Penalty 4709.702988 = -2288332.516041 nChanged 54 SP:Iteration 13Q (1832.630000 sec): 3 clusters Score: Raw -2293058.108322 + Penalty 4709.702988 = -2288348.405334 nChanged 52 SP:Iteration 14Q (1832.870000 sec): 3 clusters Score: Raw -2293070.788341 + Penalty 4709.702988 = -2288361.085353 nChanged 34 SP:Iteration 15Q (1833.140000 sec): 3 clusters Score: Raw -2293079.732369 + Penalty 4709.702988 = -2288370.029381 nChanged 33 SP:Iteration 16Q (1833.400000 sec): 3 clusters Score: Raw -2293087.893378 + Penalty 4709.702988 = -2288378.190390 nChanged 30 SP:Iteration 17Q (1833.670000 sec): 3 clusters Score: Raw -2293096.034119 + Penalty 4709.702988 = -2288386.331131 nChanged 20 SP:Iteration 18Q (1833.940000 sec): 3 clusters Score: Raw -2293100.341769 + Penalty 4709.702988 = -2288390.638782 nChanged 17 SP:Iteration 19Q (1834.200000 sec): 3 clusters Score: Raw -2293103.721533 + Penalty 4709.702988 = -2288394.018546 nChanged 22 SP:Iteration 20F (1834.370000 sec): 3 clusters Score: Raw -2293107.908385 + Penalty 4709.702988 = -2288398.205398 nChanged 25 SP:Iteration 21Q (1834.600000 sec): 3 clusters Score: Raw -2293113.108234 + Penalty 4709.702988 = -2288403.405246 nChanged 25 SP:Iteration 22Q (1834.880000 sec): 3 clusters Score: Raw -2293118.385250 + Penalty 4709.702988 = -2288408.682262 nChanged 18 SP:Iteration 23Q (1835.140000 sec): 3 clusters Score: Raw -2293121.782021 + Penalty 4709.702988 = -2288412.079033 nChanged 12 SP:Iteration 24Q (1835.400000 sec): 3 clusters Score: Raw -2293123.604481 + Penalty 4709.702988 = -2288413.901493 nChanged 9 SP:Iteration 25Q (1835.670000 sec): 3 clusters Score: Raw -2293124.604534 + Penalty 4709.702988 = -2288414.901546 nChanged 5 SP:Iteration 26Q (1835.930000 sec): 3 clusters Score: Raw -2293125.432668 + Penalty 4709.702988 = -2288415.729681 nChanged 0 SP:Iteration 27F (1836.120000 sec): 3 clusters Score: Raw -2293125.432668 + Penalty 4709.702988 = -2288415.729681 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.210000 sec): 2 clusters Score: Raw -113560.294047 + Penalty 1643.097307 = -111917.196740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.370000 sec): 3 clusters Score: Raw -113513.811305 + Penalty 3286.194615 = -110227.616690 nChanged 195 SP:Iteration 1F (1836.530000 sec): 3 clusters Score: Raw -113998.263250 + Penalty 3286.194615 = -110712.068636 nChanged 75 SP:Iteration 2F (1836.690000 sec): 3 clusters Score: Raw -114477.676131 + Penalty 3286.194615 = -111191.481517 nChanged 92 SP:Iteration 3F (1836.850000 sec): 3 clusters Score: Raw -115194.506278 + Penalty 3286.194615 = -111908.311663 nChanged 94 SP:Iteration 4F (1837.010000 sec): 3 clusters Score: Raw -116121.038086 + Penalty 3286.194615 = -112834.843471 nChanged 70 SP:Iteration 5F (1837.170000 sec): 3 clusters Score: Raw -117310.060301 + Penalty 3286.194615 = -114023.865686 nChanged 26 SP:Iteration 6Q (1837.320000 sec): 3 clusters Score: Raw -118050.592107 + Penalty 3286.194615 = -114764.397493 nChanged 7 SP:Iteration 7Q (1837.480000 sec): 3 clusters Score: Raw -118128.429617 + Penalty 3286.194615 = -114842.235002 nChanged 7 SP:Iteration 8Q (1837.640000 sec): 3 clusters Score: Raw -118201.858849 + Penalty 3286.194615 = -114915.664234 nChanged 4 SP:Iteration 9Q (1837.800000 sec): 3 clusters Score: Raw -118266.209109 + Penalty 3286.194615 = -114980.014494 nChanged 2 SP:Iteration 10Q (1837.960000 sec): 3 clusters Score: Raw -118283.625662 + Penalty 3286.194615 = -114997.431048 nChanged 0 SP:Iteration 11F (1838.160000 sec): 3 clusters Score: Raw -118283.625662 + Penalty 3286.194615 = -114997.431048 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.220000 sec): 2 clusters Score: Raw -55291.786134 + Penalty 1496.205383 = -53795.580751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.380000 sec): 3 clusters Score: Raw -55485.401778 + Penalty 2992.410766 = -52492.991012 nChanged 84 SP:Iteration 1F (1838.540000 sec): 3 clusters Score: Raw -55773.902025 + Penalty 2992.410766 = -52781.491259 nChanged 40 SP:Iteration 2F (1838.650000 sec): 3 clusters Score: Raw -55956.035172 + Penalty 2992.410766 = -52963.624406 nChanged 31 SP:Iteration 3F (1838.810000 sec): 3 clusters Score: Raw -56104.780141 + Penalty 2992.410766 = -53112.369375 nChanged 24 SP:Iteration 4F (1838.970000 sec): 3 clusters Score: Raw -56223.916905 + Penalty 2992.410766 = -53231.506139 nChanged 11 SP:Iteration 5Q (1839.130000 sec): 3 clusters Score: Raw -56344.806400 + Penalty 2992.410766 = -53352.395634 nChanged 8 SP:Iteration 6Q (1839.290000 sec): 3 clusters Score: Raw -56384.248976 + Penalty 2992.410766 = -53391.838210 nChanged 8 SP:Iteration 7Q (1839.540000 sec): 3 clusters Score: Raw -56424.809405 + Penalty 2992.410766 = -53432.398639 nChanged 1 SP:Iteration 8Q (1839.720000 sec): 3 clusters Score: Raw -56429.274990 + Penalty 2992.410766 = -53436.864224 nChanged 0 SP:Iteration 9F (1839.840000 sec): 3 clusters Score: Raw -56429.274990 + Penalty 2992.410766 = -53436.864224 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (1812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.960000 sec): 2 clusters Score: Raw -311471.712515 + Penalty 1860.542249 = -309611.170267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.170000 sec): 3 clusters Score: Raw -310840.491345 + Penalty 3721.084497 = -307119.406847 nChanged 565 SP:Iteration 1F (1840.350000 sec): 3 clusters Score: Raw -311583.687424 + Penalty 3721.084497 = -307862.602927 nChanged 234 SP:Iteration 2F (1840.510000 sec): 3 clusters Score: Raw -312334.662639 + Penalty 3721.084497 = -308613.578142 nChanged 175 SP:Iteration 3F (1840.670000 sec): 3 clusters Score: Raw -312999.037784 + Penalty 3721.084497 = -309277.953287 nChanged 145 SP:Iteration 4F (1840.830000 sec): 3 clusters Score: Raw -313272.467406 + Penalty 3721.084497 = -309551.382909 nChanged 84 SP:Iteration 5Q (1840.990000 sec): 3 clusters Score: Raw -313419.319052 + Penalty 3721.084497 = -309698.234555 nChanged 52 SP:Iteration 6Q (1841.150000 sec): 3 clusters Score: Raw -313497.681244 + Penalty 3721.084497 = -309776.596747 nChanged 35 SP:Iteration 7Q (1841.310000 sec): 3 clusters Score: Raw -313558.555267 + Penalty 3721.084497 = -309837.470770 nChanged 22 SP:Iteration 8Q (1841.470000 sec): 3 clusters Score: Raw -313584.155779 + Penalty 3721.084497 = -309863.071281 nChanged 10 SP:Iteration 9Q (1841.630000 sec): 3 clusters Score: Raw -313598.690211 + Penalty 3721.084497 = -309877.605714 nChanged 11 SP:Iteration 10Q (1841.790000 sec): 3 clusters Score: Raw -313625.355926 + Penalty 3721.084497 = -309904.271429 nChanged 8 SP:Iteration 11Q (1841.950000 sec): 3 clusters Score: Raw -313641.997627 + Penalty 3721.084497 = -309920.913129 nChanged 6 SP:Iteration 12Q (1842.110000 sec): 3 clusters Score: Raw -313650.456362 + Penalty 3721.084497 = -309929.371864 nChanged 1 SP:Iteration 13Q (1842.270000 sec): 3 clusters Score: Raw -313651.475778 + Penalty 3721.084497 = -309930.391281 nChanged 1 SP:Iteration 14Q (1842.430000 sec): 3 clusters Score: Raw -313652.483815 + Penalty 3721.084497 = -309931.399318 nChanged 0 SP:Iteration 15F (1842.590000 sec): 3 clusters Score: Raw -313652.483815 + Penalty 3721.084497 = -309931.399318 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (102856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1843.290000 sec): 2 clusters Score: Raw -17790720.550337 + Penalty 2862.189137 = -17787858.361200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.210000 sec): 3 clusters Score: Raw -17725036.551997 + Penalty 5724.378274 = -17719312.173722 nChanged 48464 SP:Iteration 1F (1845.090000 sec): 3 clusters Score: Raw -17752485.558421 + Penalty 5724.378274 = -17746761.180147 nChanged 3650 SP:Iteration 2Q (1846.040000 sec): 3 clusters Score: Raw -17753490.550607 + Penalty 5724.378274 = -17747766.172332 nChanged 3699 SP:Iteration 3Q (1846.860000 sec): 3 clusters Score: Raw -17754594.511317 + Penalty 5724.378274 = -17748870.133043 nChanged 3937 SP:Iteration 4Q (1847.850000 sec): 3 clusters Score: Raw -17755876.036554 + Penalty 5724.378274 = -17750151.658280 nChanged 4223 SP:Iteration 5Q (1848.840000 sec): 3 clusters Score: Raw -17757429.882322 + Penalty 5724.378274 = -17751705.504047 nChanged 4540 SP:Iteration 6Q (1849.600000 sec): 3 clusters Score: Raw -17759230.480256 + Penalty 5724.378274 = -17753506.101982 nChanged 4823 SP:Iteration 7Q (1850.610000 sec): 3 clusters Score: Raw -17761205.003024 + Penalty 5724.378274 = -17755480.624749 nChanged 4991 SP:Iteration 8Q (1851.560000 sec): 3 clusters Score: Raw -17763387.394237 + Penalty 5724.378274 = -17757663.015962 nChanged 4919 SP:Iteration 9Q (1852.320000 sec): 3 clusters Score: Raw -17765794.125810 + Penalty 5724.378274 = -17760069.747536 nChanged 4919 SP:Iteration 10Q (1853.290000 sec): 3 clusters Score: Raw -17768547.206842 + Penalty 5724.378274 = -17762822.828568 nChanged 4801 SP:Iteration 11Q (1854.290000 sec): 3 clusters Score: Raw -17771924.675333 + Penalty 5724.378274 = -17766200.297059 nChanged 4563 SP:Iteration 12Q (1855.230000 sec): 3 clusters Score: Raw -17775132.971093 + Penalty 5724.378274 = -17769408.592818 nChanged 3742 SP:Iteration 13Q (1856.130000 sec): 3 clusters Score: Raw -17776967.056327 + Penalty 5724.378274 = -17771242.678053 nChanged 2542 SP:Iteration 14Q (1857.000000 sec): 3 clusters Score: Raw -17777842.936729 + Penalty 5724.378274 = -17772118.558455 nChanged 1908 SP:Iteration 15Q (1857.860000 sec): 3 clusters Score: Raw -17778434.012279 + Penalty 5724.378274 = -17772709.634004 nChanged 1780 SP:Iteration 16Q (1858.650000 sec): 3 clusters Score: Raw -17778980.753591 + Penalty 5724.378274 = -17773256.375316 nChanged 1844 SP:Iteration 17Q (1859.590000 sec): 3 clusters Score: Raw -17779556.066982 + Penalty 5724.378274 = -17773831.688707 nChanged 1875 SP:Iteration 18Q (1860.530000 sec): 3 clusters Score: Raw -17780178.545791 + Penalty 5724.378274 = -17774454.167517 nChanged 1897 SP:Iteration 19Q (1861.410000 sec): 3 clusters Score: Raw -17780829.418045 + Penalty 5724.378274 = -17775105.039771 nChanged 1884 SP:Iteration 20F (1862.260000 sec): 3 clusters Score: Raw -17781485.766428 + Penalty 5724.378274 = -17775761.388154 nChanged 1831 SP:Iteration 21Q (1863.100000 sec): 3 clusters Score: Raw -17782136.824780 + Penalty 5724.378274 = -17776412.446505 nChanged 1837 SP:Iteration 22Q (1864.010000 sec): 3 clusters Score: Raw -17782824.380623 + Penalty 5724.378274 = -17777100.002349 nChanged 1780 SP:Iteration 23Q (1864.750000 sec): 3 clusters Score: Raw -17783512.531621 + Penalty 5724.378274 = -17777788.153346 nChanged 1753 SP:Iteration 24Q (1865.700000 sec): 3 clusters Score: Raw -17784212.973865 + Penalty 5724.378274 = -17778488.595591 nChanged 1686 SP:Iteration 25Q (1866.620000 sec): 3 clusters Score: Raw -17784916.911315 + Penalty 5724.378274 = -17779192.533041 nChanged 1576 SP:Iteration 26Q (1867.500000 sec): 3 clusters Score: Raw -17785584.875872 + Penalty 5724.378274 = -17779860.497597 nChanged 1512 SP:Iteration 27Q (1868.290000 sec): 3 clusters Score: Raw -17786219.977906 + Penalty 5724.378274 = -17780495.599631 nChanged 1304 SP:Iteration 28Q (1869.180000 sec): 3 clusters Score: Raw -17786771.588863 + Penalty 5724.378274 = -17781047.210589 nChanged 1165 SP:Iteration 29Q (1870.050000 sec): 3 clusters Score: Raw -17787276.770321 + Penalty 5724.378274 = -17781552.392046 nChanged 1052 SP:Iteration 30Q (1870.770000 sec): 3 clusters Score: Raw -17787737.544686 + Penalty 5724.378274 = -17782013.166412 nChanged 970 SP:Iteration 31Q (1871.640000 sec): 3 clusters Score: Raw -17788166.826675 + Penalty 5724.378274 = -17782442.448401 nChanged 852 SP:Iteration 32Q (1872.550000 sec): 3 clusters Score: Raw -17788546.048146 + Penalty 5724.378274 = -17782821.669871 nChanged 736 SP:Iteration 33Q (1873.440000 sec): 3 clusters Score: Raw -17788875.263823 + Penalty 5724.378274 = -17783150.885549 nChanged 644 SP:Iteration 34Q (1874.200000 sec): 3 clusters Score: Raw -17789145.107548 + Penalty 5724.378274 = -17783420.729273 nChanged 533 SP:Iteration 35Q (1875.070000 sec): 3 clusters Score: Raw -17789364.972395 + Penalty 5724.378274 = -17783640.594121 nChanged 498 SP:Iteration 36Q (1875.920000 sec): 3 clusters Score: Raw -17789576.540998 + Penalty 5724.378274 = -17783852.162723 nChanged 457 SP:Iteration 37Q (1876.780000 sec): 3 clusters Score: Raw -17789779.154420 + Penalty 5724.378274 = -17784054.776145 nChanged 404 SP:Iteration 38Q (1877.550000 sec): 3 clusters Score: Raw -17789950.858172 + Penalty 5724.378274 = -17784226.479897 nChanged 342 SP:Iteration 39Q (1878.480000 sec): 3 clusters Score: Raw -17790080.579025 + Penalty 5724.378274 = -17784356.200751 nChanged 292 SP:Iteration 40F (1879.360000 sec): 3 clusters Score: Raw -17790191.845890 + Penalty 5724.378274 = -17784467.467616 nChanged 262 SP:Iteration 41Q (1880.240000 sec): 3 clusters Score: Raw -17790289.789280 + Penalty 5724.378274 = -17784565.411006 nChanged 235 SP:Iteration 42Q (1881.010000 sec): 3 clusters Score: Raw -17790377.893159 + Penalty 5724.378274 = -17784653.514885 nChanged 194 SP:Iteration 43Q (1881.840000 sec): 3 clusters Score: Raw -17790449.431790 + Penalty 5724.378274 = -17784725.053515 nChanged 158 SP:Iteration 44Q (1882.690000 sec): 3 clusters Score: Raw -17790508.749836 + Penalty 5724.378274 = -17784784.371562 nChanged 142 SP:Iteration 45Q (1883.400000 sec): 3 clusters Score: Raw -17790563.507931 + Penalty 5724.378274 = -17784839.129656 nChanged 149 SP:Iteration 46Q (1884.240000 sec): 3 clusters Score: Raw -17790622.928067 + Penalty 5724.378274 = -17784898.549792 nChanged 127 SP:Iteration 47Q (1885.110000 sec): 3 clusters Score: Raw -17790678.887492 + Penalty 5724.378274 = -17784954.509218 nChanged 121 SP:Iteration 48Q (1885.960000 sec): 3 clusters Score: Raw -17790725.768211 + Penalty 5724.378274 = -17785001.389937 nChanged 114 SP:Iteration 49Q (1886.680000 sec): 3 clusters Score: Raw -17790768.171205 + Penalty 5724.378274 = -17785043.792930 nChanged 102 SP:Iteration 50Q (1887.550000 sec): 3 clusters Score: Raw -17790803.109540 + Penalty 5724.378274 = -17785078.731266 nChanged 74 SP:Iteration 51Q (1888.410000 sec): 3 clusters Score: Raw -17790830.985762 + Penalty 5724.378274 = -17785106.607488 nChanged 78 SP:Iteration 52Q (1889.260000 sec): 3 clusters Score: Raw -17790860.866173 + Penalty 5724.378274 = -17785136.487898 nChanged 69 SP:Iteration 53Q (1889.950000 sec): 3 clusters Score: Raw -17790886.062446 + Penalty 5724.378274 = -17785161.684172 nChanged 64 SP:Iteration 54Q (1890.770000 sec): 3 clusters Score: Raw -17790913.673956 + Penalty 5724.378274 = -17785189.295681 nChanged 60 SP:Iteration 55Q (1891.600000 sec): 3 clusters Score: Raw -17790934.743308 + Penalty 5724.378274 = -17785210.365033 nChanged 46 SP:Iteration 56Q (1892.470000 sec): 3 clusters Score: Raw -17790951.131441 + Penalty 5724.378274 = -17785226.753166 nChanged 42 SP:Iteration 57Q (1893.140000 sec): 3 clusters Score: Raw -17790964.564180 + Penalty 5724.378274 = -17785240.185906 nChanged 26 SP:Iteration 58Q (1893.960000 sec): 3 clusters Score: Raw -17790972.072230 + Penalty 5724.378274 = -17785247.693955 nChanged 22 SP:Iteration 59Q (1894.750000 sec): 3 clusters Score: Raw -17790978.615868 + Penalty 5724.378274 = -17785254.237593 nChanged 21 SP:Iteration 60F (1895.640000 sec): 3 clusters Score: Raw -17790986.286963 + Penalty 5724.378274 = -17785261.908688 nChanged 21 SP:Iteration 61Q (1896.430000 sec): 3 clusters Score: Raw -17790993.072739 + Penalty 5724.378274 = -17785268.694464 nChanged 17 SP:Iteration 62Q (1897.330000 sec): 3 clusters Score: Raw -17790998.794074 + Penalty 5724.378274 = -17785274.415800 nChanged 18 SP:Iteration 63Q (1898.170000 sec): 3 clusters Score: Raw -17791003.444491 + Penalty 5724.378274 = -17785279.066216 nChanged 17 SP:Iteration 64Q (1898.910000 sec): 3 clusters Score: Raw -17791008.873877 + Penalty 5724.378274 = -17785284.495603 nChanged 13 SP:Iteration 65Q (1899.770000 sec): 3 clusters Score: Raw -17791012.380792 + Penalty 5724.378274 = -17785288.002517 nChanged 10 SP:Iteration 66Q (1900.630000 sec): 3 clusters Score: Raw -17791015.781386 + Penalty 5724.378274 = -17785291.403112 nChanged 8 SP:Iteration 67Q (1901.470000 sec): 3 clusters Score: Raw -17791018.405378 + Penalty 5724.378274 = -17785294.027103 nChanged 5 SP:Iteration 68Q (1902.210000 sec): 3 clusters Score: Raw -17791019.938078 + Penalty 5724.378274 = -17785295.559804 nChanged 5 SP:Iteration 69Q (1903.100000 sec): 3 clusters Score: Raw -17791021.699097 + Penalty 5724.378274 = -17785297.320822 nChanged 6 SP:Iteration 70Q (1903.920000 sec): 3 clusters Score: Raw -17791023.839950 + Penalty 5724.378274 = -17785299.461675 nChanged 5 SP:Iteration 71Q (1904.760000 sec): 3 clusters Score: Raw -17791026.111142 + Penalty 5724.378274 = -17785301.732867 nChanged 3 SP:Iteration 72Q (1905.500000 sec): 3 clusters Score: Raw -17791027.625747 + Penalty 5724.378274 = -17785303.247472 nChanged 6 SP:Iteration 73Q (1906.340000 sec): 3 clusters Score: Raw -17791029.587612 + Penalty 5724.378274 = -17785305.209337 nChanged 2 SP:Iteration 74Q (1907.220000 sec): 3 clusters Score: Raw -17791030.178750 + Penalty 5724.378274 = -17785305.800475 nChanged 2 SP:Iteration 75Q (1908.100000 sec): 3 clusters Score: Raw -17791030.732332 + Penalty 5724.378274 = -17785306.354057 nChanged 3 SP:Iteration 76Q (1908.830000 sec): 3 clusters Score: Raw -17791031.317990 + Penalty 5724.378274 = -17785306.939715 nChanged 3 SP:Iteration 77Q (1909.690000 sec): 3 clusters Score: Raw -17791031.909624 + Penalty 5724.378274 = -17785307.531350 nChanged 1 SP:Iteration 78Q (1910.510000 sec): 3 clusters Score: Raw -17791032.063596 + Penalty 5724.378274 = -17785307.685321 nChanged 1 SP:Iteration 79Q (1911.320000 sec): 3 clusters Score: Raw -17791032.325218 + Penalty 5724.378274 = -17785307.946943 nChanged 1 SP:Iteration 80F (1912.020000 sec): 3 clusters Score: Raw -17791032.841316 + Penalty 5724.378274 = -17785308.463041 nChanged 2 SP:Iteration 81Q (1912.780000 sec): 3 clusters Score: Raw -17791033.154894 + Penalty 5724.378274 = -17785308.776620 nChanged 0 SP:Iteration 82F (1913.680000 sec): 3 clusters Score: Raw -17791033.154894 + Penalty 5724.378274 = -17785308.776620 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (6965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.780000 sec): 2 clusters Score: Raw -1156926.638004 + Penalty 2194.465916 = -1154732.172088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1914.010000 sec): 3 clusters Score: Raw -1153338.604022 + Penalty 4388.931832 = -1148949.672190 nChanged 2789 SP:Iteration 1F (1914.240000 sec): 3 clusters Score: Raw -1155174.180610 + Penalty 4388.931832 = -1150785.248778 nChanged 687 SP:Iteration 2F (1914.420000 sec): 3 clusters Score: Raw -1156099.774190 + Penalty 4388.931832 = -1151710.842359 nChanged 669 SP:Iteration 3F (1914.590000 sec): 3 clusters Score: Raw -1157050.017158 + Penalty 4388.931832 = -1152661.085327 nChanged 614 SP:Iteration 4F (1914.750000 sec): 3 clusters Score: Raw -1157866.336472 + Penalty 4388.931832 = -1153477.404641 nChanged 504 SP:Iteration 5F (1914.920000 sec): 3 clusters Score: Raw -1158460.305713 + Penalty 4388.931832 = -1154071.373881 nChanged 390 SP:Iteration 6F (1915.210000 sec): 3 clusters Score: Raw -1158832.696417 + Penalty 4388.931832 = -1154443.764586 nChanged 292 SP:Iteration 7Q (1915.340000 sec): 3 clusters Score: Raw -1159057.990020 + Penalty 4388.931832 = -1154669.058189 nChanged 204 SP:Iteration 8Q (1915.570000 sec): 3 clusters Score: Raw -1159164.143449 + Penalty 4388.931832 = -1154775.211617 nChanged 135 SP:Iteration 9Q (1915.830000 sec): 3 clusters Score: Raw -1159219.997056 + Penalty 4388.931832 = -1154831.065225 nChanged 89 SP:Iteration 10Q (1916.050000 sec): 3 clusters Score: Raw -1159261.627846 + Penalty 4388.931832 = -1154872.696014 nChanged 76 SP:Iteration 11Q (1916.220000 sec): 3 clusters Score: Raw -1159296.878383 + Penalty 4388.931832 = -1154907.946552 nChanged 75 SP:Iteration 12Q (1916.460000 sec): 3 clusters Score: Raw -1159327.108187 + Penalty 4388.931832 = -1154938.176355 nChanged 55 SP:Iteration 13Q (1916.580000 sec): 3 clusters Score: Raw -1159345.539171 + Penalty 4388.931832 = -1154956.607340 nChanged 43 SP:Iteration 14Q (1916.760000 sec): 3 clusters Score: Raw -1159358.348601 + Penalty 4388.931832 = -1154969.416770 nChanged 32 SP:Iteration 15Q (1916.930000 sec): 3 clusters Score: Raw -1159366.618387 + Penalty 4388.931832 = -1154977.686555 nChanged 22 SP:Iteration 16Q (1917.100000 sec): 3 clusters Score: Raw -1159372.125720 + Penalty 4388.931832 = -1154983.193889 nChanged 15 SP:Iteration 17Q (1917.280000 sec): 3 clusters Score: Raw -1159376.867351 + Penalty 4388.931832 = -1154987.935520 nChanged 13 SP:Iteration 18Q (1917.460000 sec): 3 clusters Score: Raw -1159380.544284 + Penalty 4388.931832 = -1154991.612453 nChanged 14 SP:Iteration 19Q (1917.670000 sec): 3 clusters Score: Raw -1159385.033001 + Penalty 4388.931832 = -1154996.101169 nChanged 19 SP:Iteration 20F (1917.840000 sec): 3 clusters Score: Raw -1159390.199780 + Penalty 4388.931832 = -1155001.267948 nChanged 12 SP:Iteration 21Q (1918.020000 sec): 3 clusters Score: Raw -1159392.473975 + Penalty 4388.931832 = -1155003.542144 nChanged 4 SP:Iteration 22Q (1918.200000 sec): 3 clusters Score: Raw -1159393.239867 + Penalty 4388.931832 = -1155004.308035 nChanged 7 SP:Iteration 23Q (1918.380000 sec): 3 clusters Score: Raw -1159395.042048 + Penalty 4388.931832 = -1155006.110217 nChanged 6 SP:Iteration 24Q (1918.550000 sec): 3 clusters Score: Raw -1159396.409355 + Penalty 4388.931832 = -1155007.477523 nChanged 5 SP:Iteration 25Q (1918.720000 sec): 3 clusters Score: Raw -1159397.235814 + Penalty 4388.931832 = -1155008.303982 nChanged 4 SP:Iteration 26Q (1918.900000 sec): 3 clusters Score: Raw -1159397.986008 + Penalty 4388.931832 = -1155009.054176 nChanged 2 SP:Iteration 27Q (1919.070000 sec): 3 clusters Score: Raw -1159398.588346 + Penalty 4388.931832 = -1155009.656515 nChanged 4 SP:Iteration 28Q (1919.280000 sec): 3 clusters Score: Raw -1159399.934936 + Penalty 4388.931832 = -1155011.003104 nChanged 8 SP:Iteration 29Q (1919.460000 sec): 3 clusters Score: Raw -1159402.602435 + Penalty 4388.931832 = -1155013.670603 nChanged 10 SP:Iteration 30Q (1919.630000 sec): 3 clusters Score: Raw -1159404.808925 + Penalty 4388.931832 = -1155015.877093 nChanged 6 SP:Iteration 31Q (1919.800000 sec): 3 clusters Score: Raw -1159406.479913 + Penalty 4388.931832 = -1155017.548082 nChanged 5 SP:Iteration 32Q (1919.980000 sec): 3 clusters Score: Raw -1159407.110258 + Penalty 4388.931832 = -1155018.178427 nChanged 1 SP:Iteration 33Q (1920.150000 sec): 3 clusters Score: Raw -1159407.288902 + Penalty 4388.931832 = -1155018.357070 nChanged 2 SP:Iteration 34Q (1920.320000 sec): 3 clusters Score: Raw -1159407.681177 + Penalty 4388.931832 = -1155018.749346 nChanged 5 SP:Iteration 35Q (1920.530000 sec): 3 clusters Score: Raw -1159408.801187 + Penalty 4388.931832 = -1155019.869356 nChanged 5 SP:Iteration 36Q (1920.710000 sec): 3 clusters Score: Raw -1159409.551076 + Penalty 4388.931832 = -1155020.619245 nChanged 5 SP:Iteration 37Q (1920.930000 sec): 3 clusters Score: Raw -1159410.039548 + Penalty 4388.931832 = -1155021.107717 nChanged 2 SP:Iteration 38Q (1921.160000 sec): 3 clusters Score: Raw -1159410.280217 + Penalty 4388.931832 = -1155021.348386 nChanged 2 SP:Iteration 39Q (1921.340000 sec): 3 clusters Score: Raw -1159410.524899 + Penalty 4388.931832 = -1155021.593068 nChanged 0 SP:Iteration 40F (1921.510000 sec): 3 clusters Score: Raw -1159410.524899 + Penalty 4388.931832 = -1155021.593068 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.640000 sec): 2 clusters Score: Raw -596342.976123 + Penalty 2038.326052 = -594304.650071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.870000 sec): 3 clusters Score: Raw -594707.711930 + Penalty 4076.652104 = -590631.059826 nChanged 1399 SP:Iteration 1F (1922.010000 sec): 3 clusters Score: Raw -595987.222535 + Penalty 4076.652104 = -591910.570431 nChanged 451 SP:Iteration 2F (1922.150000 sec): 3 clusters Score: Raw -596938.621002 + Penalty 4076.652104 = -592861.968898 nChanged 455 SP:Iteration 3F (1922.300000 sec): 3 clusters Score: Raw -597796.871913 + Penalty 4076.652104 = -593720.219809 nChanged 301 SP:Iteration 4F (1922.440000 sec): 3 clusters Score: Raw -598250.399327 + Penalty 4076.652104 = -594173.747223 nChanged 190 SP:Iteration 5F (1922.580000 sec): 3 clusters Score: Raw -598426.827715 + Penalty 4076.652104 = -594350.175611 nChanged 84 SP:Iteration 6Q (1922.720000 sec): 3 clusters Score: Raw -598495.981640 + Penalty 4076.652104 = -594419.329536 nChanged 45 SP:Iteration 7Q (1922.880000 sec): 3 clusters Score: Raw -598533.617609 + Penalty 4076.652104 = -594456.965505 nChanged 41 SP:Iteration 8Q (1923.020000 sec): 3 clusters Score: Raw -598566.362882 + Penalty 4076.652104 = -594489.710779 nChanged 24 SP:Iteration 9Q (1923.200000 sec): 3 clusters Score: Raw -598581.947018 + Penalty 4076.652104 = -594505.294914 nChanged 13 SP:Iteration 10Q (1923.370000 sec): 3 clusters Score: Raw -598591.140502 + Penalty 4076.652104 = -594514.488398 nChanged 13 SP:Iteration 11Q (1923.530000 sec): 3 clusters Score: Raw -598597.661334 + Penalty 4076.652104 = -594521.009231 nChanged 5 SP:Iteration 12Q (1923.690000 sec): 3 clusters Score: Raw -598599.285028 + Penalty 4076.652104 = -594522.632924 nChanged 2 SP:Iteration 13Q (1923.850000 sec): 3 clusters Score: Raw -598600.998176 + Penalty 4076.652104 = -594524.346072 nChanged 1 SP:Iteration 14Q (1924.000000 sec): 3 clusters Score: Raw -598601.327233 + Penalty 4076.652104 = -594524.675129 nChanged 1 SP:Iteration 15Q (1924.170000 sec): 3 clusters Score: Raw -598601.966325 + Penalty 4076.652104 = -594525.314221 nChanged 1 SP:Iteration 16Q (1924.330000 sec): 3 clusters Score: Raw -598602.589499 + Penalty 4076.652104 = -594525.937395 nChanged 1 SP:Iteration 17Q (1924.480000 sec): 3 clusters Score: Raw -598602.801342 + Penalty 4076.652104 = -594526.149238 nChanged 0 SP:Iteration 18F (1924.640000 sec): 3 clusters Score: Raw -598602.801342 + Penalty 4076.652104 = -594526.149238 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1924.720000 sec): 2 clusters Score: Raw -126921.693278 + Penalty 1669.588255 = -125252.105023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1924.880000 sec): 3 clusters Score: Raw -126834.266872 + Penalty 3339.176510 = -123495.090362 nChanged 228 SP:Iteration 1F (1925.040000 sec): 3 clusters Score: Raw -127472.924187 + Penalty 3339.176510 = -124133.747677 nChanged 94 SP:Iteration 2F (1925.200000 sec): 3 clusters Score: Raw -128139.924520 + Penalty 3339.176510 = -124800.748010 nChanged 115 SP:Iteration 3F (1925.360000 sec): 3 clusters Score: Raw -129348.932041 + Penalty 3339.176510 = -126009.755530 nChanged 101 SP:Iteration 4F (1925.520000 sec): 3 clusters Score: Raw -131095.167234 + Penalty 3339.176510 = -127755.990724 nChanged 56 SP:Iteration 5F (1925.680000 sec): 3 clusters Score: Raw -132719.875869 + Penalty 3339.176510 = -129380.699359 nChanged 8 SP:Iteration 6Q (1925.830000 sec): 3 clusters Score: Raw -132809.569981 + Penalty 3339.176510 = -129470.393471 nChanged 1 SP:Iteration 7Q (1925.990000 sec): 3 clusters Score: Raw -132883.368677 + Penalty 3339.176510 = -129544.192167 nChanged 0 SP:Iteration 8F (1926.150000 sec): 3 clusters Score: Raw -132883.368677 + Penalty 3339.176510 = -129544.192167 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.230000 sec): 2 clusters Score: Raw -44873.956092 + Penalty 1400.070831 = -43473.885261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.390000 sec): 3 clusters Score: Raw -45019.380622 + Penalty 2800.141661 = -42219.238960 nChanged 23 SP:Iteration 1F (1926.550000 sec): 3 clusters Score: Raw -45106.834532 + Penalty 2800.141661 = -42306.692870 nChanged 6 SP:Iteration 2Q (1926.710000 sec): 3 clusters Score: Raw -45134.288950 + Penalty 2800.141661 = -42334.147288 nChanged 2 SP:Iteration 3Q (1926.910000 sec): 3 clusters Score: Raw -45143.484855 + Penalty 2800.141661 = -42343.343194 nChanged 2 SP:Iteration 4Q (1927.130000 sec): 3 clusters Score: Raw -45152.467153 + Penalty 2800.141661 = -42352.325492 nChanged 1 SP:Iteration 5Q (1927.330000 sec): 3 clusters Score: Raw -45155.461768 + Penalty 2800.141661 = -42355.320106 nChanged 0 SP:Iteration 6F (1927.500000 sec): 3 clusters Score: Raw -45155.461768 + Penalty 2800.141661 = -42355.320106 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.570000 sec): 2 clusters Score: Raw -129092.357520 + Penalty 1673.692368 = -127418.665153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.770000 sec): 3 clusters Score: Raw -128963.165166 + Penalty 3347.384736 = -125615.780430 nChanged 205 SP:Iteration 1F (1927.900000 sec): 3 clusters Score: Raw -129372.233819 + Penalty 3347.384736 = -126024.849084 nChanged 78 SP:Iteration 2F (1928.060000 sec): 3 clusters Score: Raw -129598.302306 + Penalty 3347.384736 = -126250.917570 nChanged 58 SP:Iteration 3F (1928.220000 sec): 3 clusters Score: Raw -129797.381893 + Penalty 3347.384736 = -126449.997158 nChanged 49 SP:Iteration 4F (1928.380000 sec): 3 clusters Score: Raw -130016.949506 + Penalty 3347.384736 = -126669.564770 nChanged 46 SP:Iteration 5F (1928.540000 sec): 3 clusters Score: Raw -130203.494577 + Penalty 3347.384736 = -126856.109842 nChanged 40 SP:Iteration 6Q (1928.700000 sec): 3 clusters Score: Raw -130363.599413 + Penalty 3347.384736 = -127016.214677 nChanged 28 SP:Iteration 7Q (1928.860000 sec): 3 clusters Score: Raw -130470.409538 + Penalty 3347.384736 = -127123.024803 nChanged 24 SP:Iteration 8Q (1929.020000 sec): 3 clusters Score: Raw -130567.656370 + Penalty 3347.384736 = -127220.271635 nChanged 31 SP:Iteration 9Q (1929.180000 sec): 3 clusters Score: Raw -130706.458458 + Penalty 3347.384736 = -127359.073722 nChanged 22 SP:Iteration 10Q (1929.340000 sec): 3 clusters Score: Raw -130810.358688 + Penalty 3347.384736 = -127462.973953 nChanged 15 SP:Iteration 11Q (1929.500000 sec): 3 clusters Score: Raw -130879.983375 + Penalty 3347.384736 = -127532.598639 nChanged 10 SP:Iteration 12Q (1929.660000 sec): 3 clusters Score: Raw -130924.500641 + Penalty 3347.384736 = -127577.115906 nChanged 6 SP:Iteration 13Q (1929.820000 sec): 3 clusters Score: Raw -130958.856184 + Penalty 3347.384736 = -127611.471449 nChanged 7 SP:Iteration 14Q (1929.980000 sec): 3 clusters Score: Raw -131014.715220 + Penalty 3347.384736 = -127667.330484 nChanged 5 SP:Iteration 15Q (1930.150000 sec): 3 clusters Score: Raw -131115.588061 + Penalty 3347.384736 = -127768.203326 nChanged 4 SP:Iteration 16Q (1930.300000 sec): 3 clusters Score: Raw -131180.143820 + Penalty 3347.384736 = -127832.759085 nChanged 7 SP:Iteration 17Q (1930.470000 sec): 3 clusters Score: Raw -131198.994514 + Penalty 3347.384736 = -127851.609779 nChanged 2 SP:Iteration 18Q (1930.630000 sec): 3 clusters Score: Raw -131208.492327 + Penalty 3347.384736 = -127861.107592 nChanged 3 SP:Iteration 19Q (1930.790000 sec): 3 clusters Score: Raw -131215.262207 + Penalty 3347.384736 = -127867.877471 nChanged 0 SP:Iteration 20F (1930.960000 sec): 3 clusters Score: Raw -131225.440117 + Penalty 3347.384736 = -127878.055381 nChanged 2 SP:Iteration 21Q (1931.120000 sec): 3 clusters Score: Raw -131248.441289 + Penalty 3347.384736 = -127901.056554 nChanged 1 SP:Iteration 22Q (1931.280000 sec): 3 clusters Score: Raw -131251.178950 + Penalty 3347.384736 = -127903.794215 nChanged 0 SP:Iteration 23F (1931.440000 sec): 3 clusters Score: Raw -131251.178950 + Penalty 3347.384736 = -127903.794215 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (20130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1931.650000 sec): 2 clusters Score: Raw -3489848.313492 + Penalty 2457.671697 = -3487390.641796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1931.990000 sec): 3 clusters Score: Raw -3478165.800933 + Penalty 4915.343393 = -3473250.457540 nChanged 8808 SP:Iteration 1F (1932.320000 sec): 3 clusters Score: Raw -3482727.789560 + Penalty 4915.343393 = -3477812.446167 nChanged 1049 SP:Iteration 2F (1932.620000 sec): 3 clusters Score: Raw -3483070.868668 + Penalty 4915.343393 = -3478155.525274 nChanged 855 SP:Iteration 3Q (1932.960000 sec): 3 clusters Score: Raw -3483353.055245 + Penalty 4915.343393 = -3478437.711852 nChanged 776 SP:Iteration 4Q (1933.200000 sec): 3 clusters Score: Raw -3483638.576204 + Penalty 4915.343393 = -3478723.232811 nChanged 764 SP:Iteration 5Q (1933.540000 sec): 3 clusters Score: Raw -3483933.164183 + Penalty 4915.343393 = -3479017.820790 nChanged 794 SP:Iteration 6Q (1933.870000 sec): 3 clusters Score: Raw -3484302.762679 + Penalty 4915.343393 = -3479387.419285 nChanged 928 SP:Iteration 7Q (1934.140000 sec): 3 clusters Score: Raw -3484803.165578 + Penalty 4915.343393 = -3479887.822185 nChanged 1045 SP:Iteration 8F (1934.420000 sec): 3 clusters Score: Raw -3485443.426270 + Penalty 4915.343393 = -3480528.082877 nChanged 1201 SP:Iteration 9F (1934.730000 sec): 3 clusters Score: Raw -3486331.207264 + Penalty 4915.343393 = -3481415.863871 nChanged 1212 SP:Iteration 10F (1935.050000 sec): 3 clusters Score: Raw -3487323.361497 + Penalty 4915.343393 = -3482408.018103 nChanged 1076 SP:Iteration 11F (1935.370000 sec): 3 clusters Score: Raw -3488245.528345 + Penalty 4915.343393 = -3483330.184952 nChanged 840 SP:Iteration 12Q (1935.720000 sec): 3 clusters Score: Raw -3489014.987331 + Penalty 4915.343393 = -3484099.643937 nChanged 529 SP:Iteration 13Q (1936.030000 sec): 3 clusters Score: Raw -3489492.161557 + Penalty 4915.343393 = -3484576.818163 nChanged 296 SP:Iteration 14Q (1936.330000 sec): 3 clusters Score: Raw -3489785.080399 + Penalty 4915.343393 = -3484869.737005 nChanged 153 SP:Iteration 15Q (1936.630000 sec): 3 clusters Score: Raw -3489928.082013 + Penalty 4915.343393 = -3485012.738620 nChanged 69 SP:Iteration 16Q (1936.900000 sec): 3 clusters Score: Raw -3489995.855969 + Penalty 4915.343393 = -3485080.512576 nChanged 40 SP:Iteration 17Q (1937.210000 sec): 3 clusters Score: Raw -3490036.462553 + Penalty 4915.343393 = -3485121.119160 nChanged 34 SP:Iteration 18Q (1937.540000 sec): 3 clusters Score: Raw -3490074.241254 + Penalty 4915.343393 = -3485158.897861 nChanged 19 SP:Iteration 19Q (1937.810000 sec): 3 clusters Score: Raw -3490093.463415 + Penalty 4915.343393 = -3485178.120021 nChanged 9 SP:Iteration 20F (1938.140000 sec): 3 clusters Score: Raw -3490104.576714 + Penalty 4915.343393 = -3485189.233321 nChanged 8 SP:Iteration 21Q (1938.370000 sec): 3 clusters Score: Raw -3490112.533022 + Penalty 4915.343393 = -3485197.189629 nChanged 11 SP:Iteration 22Q (1938.640000 sec): 3 clusters Score: Raw -3490122.724849 + Penalty 4915.343393 = -3485207.381455 nChanged 6 SP:Iteration 23Q (1938.920000 sec): 3 clusters Score: Raw -3490133.665787 + Penalty 4915.343393 = -3485218.322394 nChanged 10 SP:Iteration 24Q (1939.200000 sec): 3 clusters Score: Raw -3490144.359945 + Penalty 4915.343393 = -3485229.016552 nChanged 6 SP:Iteration 25Q (1939.470000 sec): 3 clusters Score: Raw -3490152.113704 + Penalty 4915.343393 = -3485236.770311 nChanged 3 SP:Iteration 26Q (1939.750000 sec): 3 clusters Score: Raw -3490155.688449 + Penalty 4915.343393 = -3485240.345055 nChanged 4 SP:Iteration 27Q (1940.060000 sec): 3 clusters Score: Raw -3490162.322957 + Penalty 4915.343393 = -3485246.979563 nChanged 6 SP:Iteration 28Q (1940.340000 sec): 3 clusters Score: Raw -3490172.267524 + Penalty 4915.343393 = -3485256.924131 nChanged 8 SP:Iteration 29Q (1940.580000 sec): 3 clusters Score: Raw -3490181.227720 + Penalty 4915.343393 = -3485265.884327 nChanged 6 SP:Iteration 30Q (1940.890000 sec): 3 clusters Score: Raw -3490189.255046 + Penalty 4915.343393 = -3485273.911653 nChanged 4 SP:Iteration 31Q (1941.160000 sec): 3 clusters Score: Raw -3490196.106877 + Penalty 4915.343393 = -3485280.763483 nChanged 4 SP:Iteration 32Q (1941.450000 sec): 3 clusters Score: Raw -3490200.520284 + Penalty 4915.343393 = -3485285.176891 nChanged 5 SP:Iteration 33Q (1941.730000 sec): 3 clusters Score: Raw -3490204.753867 + Penalty 4915.343393 = -3485289.410474 nChanged 1 SP:Iteration 34Q (1942.010000 sec): 3 clusters Score: Raw -3490206.180165 + Penalty 4915.343393 = -3485290.836772 nChanged 0 SP:Iteration 35F (1942.290000 sec): 3 clusters Score: Raw -3490206.180165 + Penalty 4915.343393 = -3485290.836772 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.380000 sec): 2 clusters Score: Raw -24355.369680 + Penalty 1267.772972 = -23087.596709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.540000 sec): 3 clusters Score: Raw -24694.090720 + Penalty 2535.545943 = -22158.544777 nChanged 23 SP:Iteration 1F (1942.700000 sec): 3 clusters Score: Raw -24815.027095 + Penalty 2535.545943 = -22279.481151 nChanged 8 SP:Iteration 2Q (1942.860000 sec): 3 clusters Score: Raw -24860.595114 + Penalty 2535.545943 = -22325.049171 nChanged 3 SP:Iteration 3Q (1943.020000 sec): 3 clusters Score: Raw -24878.359871 + Penalty 2535.545943 = -22342.813928 nChanged 0 SP:Iteration 4F (1943.180000 sec): 3 clusters Score: Raw -24878.359871 + Penalty 2535.545943 = -22342.813928 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (2116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1943.250000 sec): 2 clusters Score: Raw -375785.432439 + Penalty 1899.006133 = -373886.426307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1943.410000 sec): 3 clusters Score: Raw -375003.802758 + Penalty 3798.012265 = -371205.790492 nChanged 673 SP:Iteration 1F (1943.570000 sec): 3 clusters Score: Raw -375530.659208 + Penalty 3798.012265 = -371732.646943 nChanged 166 SP:Iteration 2F (1943.730000 sec): 3 clusters Score: Raw -375670.711744 + Penalty 3798.012265 = -371872.699479 nChanged 90 SP:Iteration 3Q (1943.890000 sec): 3 clusters Score: Raw -375744.664403 + Penalty 3798.012265 = -371946.652138 nChanged 58 SP:Iteration 4Q (1944.060000 sec): 3 clusters Score: Raw -375789.759752 + Penalty 3798.012265 = -371991.747486 nChanged 37 SP:Iteration 5Q (1944.210000 sec): 3 clusters Score: Raw -375815.353211 + Penalty 3798.012265 = -372017.340945 nChanged 23 SP:Iteration 6Q (1944.370000 sec): 3 clusters Score: Raw -375831.279498 + Penalty 3798.012265 = -372033.267232 nChanged 18 SP:Iteration 7Q (1944.530000 sec): 3 clusters Score: Raw -375844.266821 + Penalty 3798.012265 = -372046.254555 nChanged 16 SP:Iteration 8Q (1944.690000 sec): 3 clusters Score: Raw -375855.798754 + Penalty 3798.012265 = -372057.786489 nChanged 17 SP:Iteration 9Q (1944.850000 sec): 3 clusters Score: Raw -375867.444726 + Penalty 3798.012265 = -372069.432460 nChanged 19 SP:Iteration 10Q (1945.010000 sec): 3 clusters Score: Raw -375879.537564 + Penalty 3798.012265 = -372081.525299 nChanged 14 SP:Iteration 11Q (1945.170000 sec): 3 clusters Score: Raw -375889.366574 + Penalty 3798.012265 = -372091.354308 nChanged 15 SP:Iteration 12Q (1945.330000 sec): 3 clusters Score: Raw -375898.064025 + Penalty 3798.012265 = -372100.051760 nChanged 14 SP:Iteration 13Q (1945.490000 sec): 3 clusters Score: Raw -375907.568859 + Penalty 3798.012265 = -372109.556594 nChanged 11 SP:Iteration 14Q (1945.650000 sec): 3 clusters Score: Raw -375913.755612 + Penalty 3798.012265 = -372115.743347 nChanged 12 SP:Iteration 15Q (1945.880000 sec): 3 clusters Score: Raw -375920.420865 + Penalty 3798.012265 = -372122.408600 nChanged 12 SP:Iteration 16Q (1946.040000 sec): 3 clusters Score: Raw -375926.215612 + Penalty 3798.012265 = -372128.203346 nChanged 11 SP:Iteration 17Q (1946.220000 sec): 3 clusters Score: Raw -375932.063248 + Penalty 3798.012265 = -372134.050983 nChanged 9 SP:Iteration 18Q (1946.350000 sec): 3 clusters Score: Raw -375937.504408 + Penalty 3798.012265 = -372139.492143 nChanged 9 SP:Iteration 19Q (1946.580000 sec): 3 clusters Score: Raw -375944.411684 + Penalty 3798.012265 = -372146.399419 nChanged 6 SP:Iteration 20F (1946.760000 sec): 3 clusters Score: Raw -375949.638931 + Penalty 3798.012265 = -372151.626665 nChanged 7 SP:Iteration 21Q (1946.910000 sec): 3 clusters Score: Raw -375953.977120 + Penalty 3798.012265 = -372155.964855 nChanged 7 SP:Iteration 22Q (1947.040000 sec): 3 clusters Score: Raw -375957.945534 + Penalty 3798.012265 = -372159.933269 nChanged 7 SP:Iteration 23Q (1947.190000 sec): 3 clusters Score: Raw -375961.399439 + Penalty 3798.012265 = -372163.387173 nChanged 4 SP:Iteration 24Q (1947.380000 sec): 3 clusters Score: Raw -375964.518285 + Penalty 3798.012265 = -372166.506019 nChanged 6 SP:Iteration 25Q (1947.510000 sec): 3 clusters Score: Raw -375969.631478 + Penalty 3798.012265 = -372171.619213 nChanged 10 SP:Iteration 26Q (1947.660000 sec): 3 clusters Score: Raw -375976.120576 + Penalty 3798.012265 = -372178.108311 nChanged 7 SP:Iteration 27Q (1947.800000 sec): 3 clusters Score: Raw -375979.603217 + Penalty 3798.012265 = -372181.590951 nChanged 5 SP:Iteration 28Q (1947.940000 sec): 3 clusters Score: Raw -375982.282855 + Penalty 3798.012265 = -372184.270590 nChanged 4 SP:Iteration 29Q (1948.090000 sec): 3 clusters Score: Raw -375984.106223 + Penalty 3798.012265 = -372186.093958 nChanged 2 SP:Iteration 30Q (1948.250000 sec): 3 clusters Score: Raw -375984.962639 + Penalty 3798.012265 = -372186.950373 nChanged 1 SP:Iteration 31Q (1948.410000 sec): 3 clusters Score: Raw -375986.169597 + Penalty 3798.012265 = -372188.157332 nChanged 2 SP:Iteration 32Q (1948.570000 sec): 3 clusters Score: Raw -375987.028342 + Penalty 3798.012265 = -372189.016076 nChanged 2 SP:Iteration 33Q (1948.730000 sec): 3 clusters Score: Raw -375988.645193 + Penalty 3798.012265 = -372190.632927 nChanged 0 SP:Iteration 34F (1948.890000 sec): 3 clusters Score: Raw -375988.645193 + Penalty 3798.012265 = -372190.632927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.970000 sec): 2 clusters Score: Raw -83587.128824 + Penalty 1590.944046 = -81996.184778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.130000 sec): 3 clusters Score: Raw -83649.980411 + Penalty 3181.888092 = -80468.092319 nChanged 153 SP:Iteration 1F (1949.290000 sec): 3 clusters Score: Raw -84375.177079 + Penalty 3181.888092 = -81193.288987 nChanged 88 SP:Iteration 2F (1949.450000 sec): 3 clusters Score: Raw -85450.115699 + Penalty 3181.888092 = -82268.227607 nChanged 77 SP:Iteration 3F (1949.610000 sec): 3 clusters Score: Raw -86845.732252 + Penalty 3181.888092 = -83663.844160 nChanged 33 SP:Iteration 4F (1949.770000 sec): 3 clusters Score: Raw -87899.510939 + Penalty 3181.888092 = -84717.622847 nChanged 27 SP:Iteration 5Q (1949.930000 sec): 3 clusters Score: Raw -88412.980831 + Penalty 3181.888092 = -85231.092739 nChanged 23 SP:Iteration 6Q (1950.090000 sec): 3 clusters Score: Raw -88967.162110 + Penalty 3181.888092 = -85785.274019 nChanged 7 SP:Iteration 7Q (1950.250000 sec): 3 clusters Score: Raw -89191.944295 + Penalty 3181.888092 = -86010.056203 nChanged 5 SP:Iteration 8Q (1950.410000 sec): 3 clusters Score: Raw -89327.576033 + Penalty 3181.888092 = -86145.687941 nChanged 4 SP:Iteration 9Q (1950.570000 sec): 3 clusters Score: Raw -90019.339630 + Penalty 3181.888092 = -86837.451538 nChanged 0 SP:Iteration 10F (1950.730000 sec): 3 clusters Score: Raw -90019.339630 + Penalty 3181.888092 = -86837.451538 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (7681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1950.840000 sec): 2 clusters Score: Raw -1298127.717999 + Penalty 2218.733246 = -1295908.984752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1951.060000 sec): 3 clusters Score: Raw -1294172.262375 + Penalty 4437.466493 = -1289734.795882 nChanged 3043 SP:Iteration 1F (1951.260000 sec): 3 clusters Score: Raw -1295787.880729 + Penalty 4437.466493 = -1291350.414236 nChanged 539 SP:Iteration 2F (1951.450000 sec): 3 clusters Score: Raw -1296097.469091 + Penalty 4437.466493 = -1291660.002598 nChanged 449 SP:Iteration 3F (1951.640000 sec): 3 clusters Score: Raw -1296370.692273 + Penalty 4437.466493 = -1291933.225780 nChanged 414 SP:Iteration 4F (1951.850000 sec): 3 clusters Score: Raw -1296637.602325 + Penalty 4437.466493 = -1292200.135833 nChanged 372 SP:Iteration 5Q (1952.120000 sec): 3 clusters Score: Raw -1296899.086454 + Penalty 4437.466493 = -1292461.619961 nChanged 373 SP:Iteration 6Q (1952.330000 sec): 3 clusters Score: Raw -1297159.433808 + Penalty 4437.466493 = -1292721.967315 nChanged 359 SP:Iteration 7Q (1952.540000 sec): 3 clusters Score: Raw -1297412.757579 + Penalty 4437.466493 = -1292975.291086 nChanged 344 SP:Iteration 8Q (1952.750000 sec): 3 clusters Score: Raw -1297641.860931 + Penalty 4437.466493 = -1293204.394438 nChanged 313 SP:Iteration 9Q (1952.970000 sec): 3 clusters Score: Raw -1297850.955261 + Penalty 4437.466493 = -1293413.488768 nChanged 278 SP:Iteration 10Q (1953.220000 sec): 3 clusters Score: Raw -1298030.094055 + Penalty 4437.466493 = -1293592.627562 nChanged 271 SP:Iteration 11Q (1953.370000 sec): 3 clusters Score: Raw -1298218.130960 + Penalty 4437.466493 = -1293780.664467 nChanged 224 SP:Iteration 12Q (1953.570000 sec): 3 clusters Score: Raw -1298348.192095 + Penalty 4437.466493 = -1293910.725602 nChanged 170 SP:Iteration 13Q (1953.780000 sec): 3 clusters Score: Raw -1298436.360643 + Penalty 4437.466493 = -1293998.894150 nChanged 155 SP:Iteration 14Q (1953.980000 sec): 3 clusters Score: Raw -1298507.313272 + Penalty 4437.466493 = -1294069.846779 nChanged 133 SP:Iteration 15Q (1954.140000 sec): 3 clusters Score: Raw -1298559.077364 + Penalty 4437.466493 = -1294121.610871 nChanged 95 SP:Iteration 16Q (1954.350000 sec): 3 clusters Score: Raw -1298592.810986 + Penalty 4437.466493 = -1294155.344493 nChanged 65 SP:Iteration 17Q (1954.550000 sec): 3 clusters Score: Raw -1298611.160917 + Penalty 4437.466493 = -1294173.694424 nChanged 49 SP:Iteration 18Q (1954.760000 sec): 3 clusters Score: Raw -1298626.226987 + Penalty 4437.466493 = -1294188.760494 nChanged 54 SP:Iteration 19Q (1954.960000 sec): 3 clusters Score: Raw -1298642.462534 + Penalty 4437.466493 = -1294204.996041 nChanged 54 SP:Iteration 20F (1955.170000 sec): 3 clusters Score: Raw -1298660.180859 + Penalty 4437.466493 = -1294222.714366 nChanged 48 SP:Iteration 21Q (1955.420000 sec): 3 clusters Score: Raw -1298678.400184 + Penalty 4437.466493 = -1294240.933691 nChanged 49 SP:Iteration 22Q (1955.590000 sec): 3 clusters Score: Raw -1298699.479885 + Penalty 4437.466493 = -1294262.013392 nChanged 56 SP:Iteration 23Q (1955.800000 sec): 3 clusters Score: Raw -1298718.765863 + Penalty 4437.466493 = -1294281.299370 nChanged 50 SP:Iteration 24Q (1956.010000 sec): 3 clusters Score: Raw -1298733.793999 + Penalty 4437.466493 = -1294296.327506 nChanged 44 SP:Iteration 25Q (1956.210000 sec): 3 clusters Score: Raw -1298747.914235 + Penalty 4437.466493 = -1294310.447742 nChanged 40 SP:Iteration 26Q (1956.380000 sec): 3 clusters Score: Raw -1298762.246845 + Penalty 4437.466493 = -1294324.780352 nChanged 34 SP:Iteration 27Q (1956.590000 sec): 3 clusters Score: Raw -1298771.967569 + Penalty 4437.466493 = -1294334.501076 nChanged 36 SP:Iteration 28Q (1956.840000 sec): 3 clusters Score: Raw -1298785.335030 + Penalty 4437.466493 = -1294347.868537 nChanged 30 SP:Iteration 29Q (1957.100000 sec): 3 clusters Score: Raw -1298794.002221 + Penalty 4437.466493 = -1294356.535728 nChanged 28 SP:Iteration 30Q (1957.320000 sec): 3 clusters Score: Raw -1298801.300824 + Penalty 4437.466493 = -1294363.834331 nChanged 19 SP:Iteration 31Q (1957.570000 sec): 3 clusters Score: Raw -1298806.946020 + Penalty 4437.466493 = -1294369.479527 nChanged 19 SP:Iteration 32Q (1957.760000 sec): 3 clusters Score: Raw -1298812.274418 + Penalty 4437.466493 = -1294374.807925 nChanged 21 SP:Iteration 33Q (1957.990000 sec): 3 clusters Score: Raw -1298818.816420 + Penalty 4437.466493 = -1294381.349927 nChanged 15 SP:Iteration 34Q (1958.150000 sec): 3 clusters Score: Raw -1298822.918507 + Penalty 4437.466493 = -1294385.452014 nChanged 14 SP:Iteration 35Q (1958.360000 sec): 3 clusters Score: Raw -1298827.171036 + Penalty 4437.466493 = -1294389.704543 nChanged 13 SP:Iteration 36Q (1958.550000 sec): 3 clusters Score: Raw -1298831.497002 + Penalty 4437.466493 = -1294394.030509 nChanged 19 SP:Iteration 37Q (1958.790000 sec): 3 clusters Score: Raw -1298838.130597 + Penalty 4437.466493 = -1294400.664104 nChanged 23 SP:Iteration 38Q (1958.950000 sec): 3 clusters Score: Raw -1298845.647173 + Penalty 4437.466493 = -1294408.180681 nChanged 19 SP:Iteration 39Q (1959.170000 sec): 3 clusters Score: Raw -1298850.601935 + Penalty 4437.466493 = -1294413.135442 nChanged 14 SP:Iteration 40F (1959.350000 sec): 3 clusters Score: Raw -1298854.760759 + Penalty 4437.466493 = -1294417.294266 nChanged 16 SP:Iteration 41Q (1959.550000 sec): 3 clusters Score: Raw -1298858.717290 + Penalty 4437.466493 = -1294421.250797 nChanged 17 SP:Iteration 42Q (1959.760000 sec): 3 clusters Score: Raw -1298865.140253 + Penalty 4437.466493 = -1294427.673761 nChanged 20 SP:Iteration 43Q (1959.960000 sec): 3 clusters Score: Raw -1298872.915627 + Penalty 4437.466493 = -1294435.449134 nChanged 19 SP:Iteration 44Q (1960.160000 sec): 3 clusters Score: Raw -1298878.308651 + Penalty 4437.466493 = -1294440.842158 nChanged 17 SP:Iteration 45Q (1960.390000 sec): 3 clusters Score: Raw -1298883.075618 + Penalty 4437.466493 = -1294445.609125 nChanged 14 SP:Iteration 46Q (1960.570000 sec): 3 clusters Score: Raw -1298886.899707 + Penalty 4437.466493 = -1294449.433214 nChanged 8 SP:Iteration 47Q (1960.780000 sec): 3 clusters Score: Raw -1298889.180683 + Penalty 4437.466493 = -1294451.714190 nChanged 3 SP:Iteration 48Q (1960.980000 sec): 3 clusters Score: Raw -1298889.913941 + Penalty 4437.466493 = -1294452.447448 nChanged 5 SP:Iteration 49Q (1961.180000 sec): 3 clusters Score: Raw -1298891.202104 + Penalty 4437.466493 = -1294453.735611 nChanged 5 SP:Iteration 50Q (1961.380000 sec): 3 clusters Score: Raw -1298892.409096 + Penalty 4437.466493 = -1294454.942603 nChanged 6 SP:Iteration 51Q (1961.580000 sec): 3 clusters Score: Raw -1298894.087882 + Penalty 4437.466493 = -1294456.621389 nChanged 4 SP:Iteration 52Q (1961.780000 sec): 3 clusters Score: Raw -1298895.211102 + Penalty 4437.466493 = -1294457.744609 nChanged 8 SP:Iteration 53Q (1961.980000 sec): 3 clusters Score: Raw -1298897.463442 + Penalty 4437.466493 = -1294459.996950 nChanged 8 SP:Iteration 54Q (1962.190000 sec): 3 clusters Score: Raw -1298899.327251 + Penalty 4437.466493 = -1294461.860758 nChanged 8 SP:Iteration 55Q (1962.410000 sec): 3 clusters Score: Raw -1298902.366921 + Penalty 4437.466493 = -1294464.900428 nChanged 3 SP:Iteration 56Q (1962.650000 sec): 3 clusters Score: Raw -1298903.261179 + Penalty 4437.466493 = -1294465.794686 nChanged 6 SP:Iteration 57Q (1962.870000 sec): 3 clusters Score: Raw -1298904.868999 + Penalty 4437.466493 = -1294467.402506 nChanged 5 SP:Iteration 58Q (1963.070000 sec): 3 clusters Score: Raw -1298905.815442 + Penalty 4437.466493 = -1294468.348950 nChanged 6 SP:Iteration 59Q (1963.290000 sec): 3 clusters Score: Raw -1298906.654363 + Penalty 4437.466493 = -1294469.187870 nChanged 6 SP:Iteration 60F (1963.450000 sec): 3 clusters Score: Raw -1298907.868907 + Penalty 4437.466493 = -1294470.402414 nChanged 8 SP:Iteration 61Q (1963.640000 sec): 3 clusters Score: Raw -1298909.714434 + Penalty 4437.466493 = -1294472.247941 nChanged 6 SP:Iteration 62Q (1963.890000 sec): 3 clusters Score: Raw -1298911.179307 + Penalty 4437.466493 = -1294473.712814 nChanged 5 SP:Iteration 63Q (1964.070000 sec): 3 clusters Score: Raw -1298912.270397 + Penalty 4437.466493 = -1294474.803904 nChanged 7 SP:Iteration 64Q (1964.260000 sec): 3 clusters Score: Raw -1298913.937089 + Penalty 4437.466493 = -1294476.470596 nChanged 5 SP:Iteration 65Q (1964.480000 sec): 3 clusters Score: Raw -1298915.439522 + Penalty 4437.466493 = -1294477.973029 nChanged 8 SP:Iteration 66Q (1964.660000 sec): 3 clusters Score: Raw -1298917.950938 + Penalty 4437.466493 = -1294480.484445 nChanged 10 SP:Iteration 67Q (1964.840000 sec): 3 clusters Score: Raw -1298920.571564 + Penalty 4437.466493 = -1294483.105071 nChanged 13 SP:Iteration 68Q (1965.030000 sec): 3 clusters Score: Raw -1298925.044468 + Penalty 4437.466493 = -1294487.577975 nChanged 14 SP:Iteration 69Q (1965.210000 sec): 3 clusters Score: Raw -1298929.054886 + Penalty 4437.466493 = -1294491.588393 nChanged 15 SP:Iteration 70Q (1965.370000 sec): 3 clusters Score: Raw -1298934.504681 + Penalty 4437.466493 = -1294497.038188 nChanged 24 SP:Iteration 71Q (1965.560000 sec): 3 clusters Score: Raw -1298942.389527 + Penalty 4437.466493 = -1294504.923034 nChanged 20 SP:Iteration 72Q (1965.730000 sec): 3 clusters Score: Raw -1298947.352512 + Penalty 4437.466493 = -1294509.886019 nChanged 14 SP:Iteration 73Q (1966.010000 sec): 3 clusters Score: Raw -1298950.743187 + Penalty 4437.466493 = -1294513.276694 nChanged 10 SP:Iteration 74Q (1966.170000 sec): 3 clusters Score: Raw -1298952.977903 + Penalty 4437.466493 = -1294515.511410 nChanged 5 SP:Iteration 75Q (1966.380000 sec): 3 clusters Score: Raw -1298954.563911 + Penalty 4437.466493 = -1294517.097418 nChanged 5 SP:Iteration 76Q (1966.580000 sec): 3 clusters Score: Raw -1298955.468052 + Penalty 4437.466493 = -1294518.001559 nChanged 3 SP:Iteration 77Q (1966.820000 sec): 3 clusters Score: Raw -1298956.167302 + Penalty 4437.466493 = -1294518.700809 nChanged 7 SP:Iteration 78Q (1967.060000 sec): 3 clusters Score: Raw -1298957.331514 + Penalty 4437.466493 = -1294519.865021 nChanged 3 SP:Iteration 79Q (1967.300000 sec): 3 clusters Score: Raw -1298958.086129 + Penalty 4437.466493 = -1294520.619636 nChanged 4 SP:Iteration 80F (1967.570000 sec): 3 clusters Score: Raw -1298959.139444 + Penalty 4437.466493 = -1294521.672951 nChanged 6 SP:Iteration 81Q (1967.780000 sec): 3 clusters Score: Raw -1298960.638986 + Penalty 4437.466493 = -1294523.172493 nChanged 9 SP:Iteration 82Q (1967.930000 sec): 3 clusters Score: Raw -1298963.163457 + Penalty 4437.466493 = -1294525.696964 nChanged 10 SP:Iteration 83Q (1968.160000 sec): 3 clusters Score: Raw -1298965.531964 + Penalty 4437.466493 = -1294528.065471 nChanged 7 SP:Iteration 84Q (1968.310000 sec): 3 clusters Score: Raw -1298967.131128 + Penalty 4437.466493 = -1294529.664635 nChanged 5 SP:Iteration 85Q (1968.500000 sec): 3 clusters Score: Raw -1298968.829341 + Penalty 4437.466493 = -1294531.362848 nChanged 7 SP:Iteration 86Q (1968.660000 sec): 3 clusters Score: Raw -1298970.367054 + Penalty 4437.466493 = -1294532.900561 nChanged 6 SP:Iteration 87Q (1968.790000 sec): 3 clusters Score: Raw -1298971.170594 + Penalty 4437.466493 = -1294533.704101 nChanged 1 SP:Iteration 88Q (1968.980000 sec): 3 clusters Score: Raw -1298971.329991 + Penalty 4437.466493 = -1294533.863498 nChanged 0 SP:Iteration 89F (1969.160000 sec): 3 clusters Score: Raw -1298971.329991 + Penalty 4437.466493 = -1294533.863498 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.230000 sec): 2 clusters Score: Raw -105523.623848 + Penalty 1622.175440 = -103901.448408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.380000 sec): 3 clusters Score: Raw -105471.492192 + Penalty 3244.350880 = -102227.141313 nChanged 154 SP:Iteration 1F (1969.530000 sec): 3 clusters Score: Raw -105799.716671 + Penalty 3244.350880 = -102555.365791 nChanged 61 SP:Iteration 2F (1969.680000 sec): 3 clusters Score: Raw -106118.465329 + Penalty 3244.350880 = -102874.114449 nChanged 62 SP:Iteration 3F (1969.820000 sec): 3 clusters Score: Raw -106570.086271 + Penalty 3244.350880 = -103325.735392 nChanged 70 SP:Iteration 4F (1969.970000 sec): 3 clusters Score: Raw -107006.177281 + Penalty 3244.350880 = -103761.826401 nChanged 48 SP:Iteration 5F (1970.110000 sec): 3 clusters Score: Raw -107233.257564 + Penalty 3244.350880 = -103988.906685 nChanged 25 SP:Iteration 6Q (1970.260000 sec): 3 clusters Score: Raw -107369.290123 + Penalty 3244.350880 = -104124.939243 nChanged 16 SP:Iteration 7Q (1970.410000 sec): 3 clusters Score: Raw -107451.192159 + Penalty 3244.350880 = -104206.841280 nChanged 5 SP:Iteration 8Q (1970.560000 sec): 3 clusters Score: Raw -107478.394264 + Penalty 3244.350880 = -104234.043384 nChanged 5 SP:Iteration 9Q (1970.720000 sec): 3 clusters Score: Raw -107512.008759 + Penalty 3244.350880 = -104267.657879 nChanged 3 SP:Iteration 10Q (1970.880000 sec): 3 clusters Score: Raw -107526.932099 + Penalty 3244.350880 = -104282.581220 nChanged 1 SP:Iteration 11Q (1971.040000 sec): 3 clusters Score: Raw -107529.231629 + Penalty 3244.350880 = -104284.880750 nChanged 2 SP:Iteration 12Q (1971.200000 sec): 3 clusters Score: Raw -107532.606857 + Penalty 3244.350880 = -104288.255978 nChanged 0 SP:Iteration 13F (1971.360000 sec): 3 clusters Score: Raw -107532.606857 + Penalty 3244.350880 = -104288.255978 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1971.440000 sec): 2 clusters Score: Raw -84928.299070 + Penalty 1586.024876 = -83342.274193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.600000 sec): 3 clusters Score: Raw -85038.726799 + Penalty 3172.049753 = -81866.677046 nChanged 145 SP:Iteration 1F (1971.770000 sec): 3 clusters Score: Raw -85589.560048 + Penalty 3172.049753 = -82417.510295 nChanged 70 SP:Iteration 2F (1971.920000 sec): 3 clusters Score: Raw -85945.252919 + Penalty 3172.049753 = -82773.203166 nChanged 52 SP:Iteration 3F (1972.100000 sec): 3 clusters Score: Raw -86277.690921 + Penalty 3172.049753 = -83105.641168 nChanged 33 SP:Iteration 4F (1972.330000 sec): 3 clusters Score: Raw -86616.502827 + Penalty 3172.049753 = -83444.453074 nChanged 21 SP:Iteration 5Q (1972.430000 sec): 3 clusters Score: Raw -86827.152689 + Penalty 3172.049753 = -83655.102937 nChanged 11 SP:Iteration 6Q (1972.570000 sec): 3 clusters Score: Raw -86958.553417 + Penalty 3172.049753 = -83786.503664 nChanged 2 SP:Iteration 7Q (1972.690000 sec): 3 clusters Score: Raw -86974.274312 + Penalty 3172.049753 = -83802.224559 nChanged 0 SP:Iteration 8F (1972.850000 sec): 3 clusters Score: Raw -86988.098170 + Penalty 3172.049753 = -83816.048417 nChanged 1 SP:Iteration 9Q (1973.020000 sec): 3 clusters Score: Raw -87051.628125 + Penalty 3172.049753 = -83879.578373 nChanged 0 SP:Iteration 10F (1973.170000 sec): 3 clusters Score: Raw -87051.628125 + Penalty 3172.049753 = -83879.578373 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1973.220000 sec): 2 clusters Score: Raw -22534.630515 + Penalty 1350.790868 = -21183.839647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1973.360000 sec): 3 clusters Score: Raw -22923.304116 + Penalty 2701.581736 = -20221.722380 nChanged 32 SP:Iteration 1F (1973.510000 sec): 3 clusters Score: Raw -23081.316250 + Penalty 2701.581736 = -20379.734514 nChanged 11 SP:Iteration 2Q (1973.650000 sec): 3 clusters Score: Raw -23222.048780 + Penalty 2701.581736 = -20520.467043 nChanged 8 SP:Iteration 3Q (1973.790000 sec): 3 clusters Score: Raw -23256.112804 + Penalty 2701.581736 = -20554.531067 nChanged 4 SP:Iteration 4Q (1973.940000 sec): 3 clusters Score: Raw -23278.298438 + Penalty 2701.581736 = -20576.716701 nChanged 4 SP:Iteration 5Q (1974.090000 sec): 3 clusters Score: Raw -23311.566447 + Penalty 2701.581736 = -20609.984710 nChanged 4 SP:Iteration 6Q (1974.240000 sec): 3 clusters Score: Raw -23328.210758 + Penalty 2701.581736 = -20626.629022 nChanged 2 SP:Iteration 7Q (1974.400000 sec): 3 clusters Score: Raw -23407.578048 + Penalty 2701.581736 = -20705.996312 nChanged 5 SP:Iteration 8Q (1974.560000 sec): 3 clusters Score: Raw -23460.113078 + Penalty 2701.581736 = -20758.531342 nChanged 5 SP:Iteration 9Q (1974.720000 sec): 3 clusters Score: Raw -23469.171412 + Penalty 2701.581736 = -20767.589676 nChanged 0 SP:Iteration 10F (1974.880000 sec): 3 clusters Score: Raw -23469.171412 + Penalty 2701.581736 = -20767.589676 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (1429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1974.970000 sec): 2 clusters Score: Raw -245679.187009 + Penalty 1801.653084 = -243877.533925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1975.130000 sec): 3 clusters Score: Raw -245257.863943 + Penalty 3603.306168 = -241654.557774 nChanged 455 SP:Iteration 1F (1975.340000 sec): 3 clusters Score: Raw -245827.342868 + Penalty 3603.306168 = -242224.036700 nChanged 166 SP:Iteration 2F (1975.490000 sec): 3 clusters Score: Raw -246268.516316 + Penalty 3603.306168 = -242665.210148 nChanged 153 SP:Iteration 3F (1975.630000 sec): 3 clusters Score: Raw -246845.406408 + Penalty 3603.306168 = -243242.100240 nChanged 153 SP:Iteration 4F (1975.760000 sec): 3 clusters Score: Raw -247485.731321 + Penalty 3603.306168 = -243882.425153 nChanged 119 SP:Iteration 5F (1975.920000 sec): 3 clusters Score: Raw -248097.233721 + Penalty 3603.306168 = -244493.927553 nChanged 79 SP:Iteration 6F (1976.080000 sec): 3 clusters Score: Raw -248422.577615 + Penalty 3603.306168 = -244819.271446 nChanged 51 SP:Iteration 7Q (1976.240000 sec): 3 clusters Score: Raw -248540.183363 + Penalty 3603.306168 = -244936.877195 nChanged 20 SP:Iteration 8Q (1976.400000 sec): 3 clusters Score: Raw -248583.455909 + Penalty 3603.306168 = -244980.149741 nChanged 6 SP:Iteration 9Q (1976.560000 sec): 3 clusters Score: Raw -248590.052320 + Penalty 3603.306168 = -244986.746152 nChanged 4 SP:Iteration 10Q (1976.720000 sec): 3 clusters Score: Raw -248592.935823 + Penalty 3603.306168 = -244989.629655 nChanged 1 SP:Iteration 11Q (1976.890000 sec): 3 clusters Score: Raw -248593.275695 + Penalty 3603.306168 = -244989.969526 nChanged 0 SP:Iteration 12F (1977.080000 sec): 3 clusters Score: Raw -248593.275695 + Penalty 3603.306168 = -244989.969526 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (10719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.230000 sec): 2 clusters Score: Raw -1816198.934834 + Penalty 2301.383740 = -1813897.551093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.440000 sec): 3 clusters Score: Raw -1810421.649874 + Penalty 4602.767481 = -1805818.882394 nChanged 4485 SP:Iteration 1F (1977.680000 sec): 3 clusters Score: Raw -1812966.879726 + Penalty 4602.767481 = -1808364.112246 nChanged 822 SP:Iteration 2F (1977.910000 sec): 3 clusters Score: Raw -1813494.644897 + Penalty 4602.767481 = -1808891.877417 nChanged 701 SP:Iteration 3F (1978.180000 sec): 3 clusters Score: Raw -1813961.528128 + Penalty 4602.767481 = -1809358.760647 nChanged 667 SP:Iteration 4F (1978.420000 sec): 3 clusters Score: Raw -1814379.687157 + Penalty 4602.767481 = -1809776.919676 nChanged 570 SP:Iteration 5F (1978.600000 sec): 3 clusters Score: Raw -1814719.118654 + Penalty 4602.767481 = -1810116.351173 nChanged 508 SP:Iteration 6Q (1978.850000 sec): 3 clusters Score: Raw -1814997.515286 + Penalty 4602.767481 = -1810394.747805 nChanged 403 SP:Iteration 7Q (1979.070000 sec): 3 clusters Score: Raw -1815214.889890 + Penalty 4602.767481 = -1810612.122409 nChanged 333 SP:Iteration 8Q (1979.280000 sec): 3 clusters Score: Raw -1815387.769715 + Penalty 4602.767481 = -1810785.002234 nChanged 273 SP:Iteration 9Q (1979.530000 sec): 3 clusters Score: Raw -1815519.171292 + Penalty 4602.767481 = -1810916.403811 nChanged 233 SP:Iteration 10Q (1979.740000 sec): 3 clusters Score: Raw -1815617.351902 + Penalty 4602.767481 = -1811014.584421 nChanged 198 SP:Iteration 11Q (1980.000000 sec): 3 clusters Score: Raw -1815700.863391 + Penalty 4602.767481 = -1811098.095911 nChanged 174 SP:Iteration 12Q (1980.250000 sec): 3 clusters Score: Raw -1815770.766016 + Penalty 4602.767481 = -1811167.998535 nChanged 124 SP:Iteration 13Q (1980.460000 sec): 3 clusters Score: Raw -1815809.274414 + Penalty 4602.767481 = -1811206.506933 nChanged 90 SP:Iteration 14Q (1980.710000 sec): 3 clusters Score: Raw -1815834.470344 + Penalty 4602.767481 = -1811231.702864 nChanged 73 SP:Iteration 15Q (1980.970000 sec): 3 clusters Score: Raw -1815853.135885 + Penalty 4602.767481 = -1811250.368404 nChanged 52 SP:Iteration 16Q (1981.230000 sec): 3 clusters Score: Raw -1815865.964474 + Penalty 4602.767481 = -1811263.196993 nChanged 54 SP:Iteration 17Q (1981.440000 sec): 3 clusters Score: Raw -1815880.460056 + Penalty 4602.767481 = -1811277.692575 nChanged 52 SP:Iteration 18Q (1981.650000 sec): 3 clusters Score: Raw -1815896.414751 + Penalty 4602.767481 = -1811293.647270 nChanged 58 SP:Iteration 19Q (1981.930000 sec): 3 clusters Score: Raw -1815918.505963 + Penalty 4602.767481 = -1811315.738482 nChanged 73 SP:Iteration 20F (1982.110000 sec): 3 clusters Score: Raw -1815953.597824 + Penalty 4602.767481 = -1811350.830343 nChanged 82 SP:Iteration 21Q (1982.330000 sec): 3 clusters Score: Raw -1815985.945847 + Penalty 4602.767481 = -1811383.178367 nChanged 91 SP:Iteration 22Q (1982.600000 sec): 3 clusters Score: Raw -1816039.553941 + Penalty 4602.767481 = -1811436.786460 nChanged 104 SP:Iteration 23Q (1982.790000 sec): 3 clusters Score: Raw -1816139.079519 + Penalty 4602.767481 = -1811536.312038 nChanged 120 SP:Iteration 24Q (1983.060000 sec): 3 clusters Score: Raw -1816270.581912 + Penalty 4602.767481 = -1811667.814431 nChanged 148 SP:Iteration 25Q (1983.340000 sec): 3 clusters Score: Raw -1816427.991489 + Penalty 4602.767481 = -1811825.224009 nChanged 157 SP:Iteration 26Q (1983.550000 sec): 3 clusters Score: Raw -1816568.628522 + Penalty 4602.767481 = -1811965.861042 nChanged 150 SP:Iteration 27Q (1983.710000 sec): 3 clusters Score: Raw -1816689.160768 + Penalty 4602.767481 = -1812086.393287 nChanged 138 SP:Iteration 28Q (1983.920000 sec): 3 clusters Score: Raw -1816780.579869 + Penalty 4602.767481 = -1812177.812389 nChanged 121 SP:Iteration 29Q (1984.130000 sec): 3 clusters Score: Raw -1816843.994474 + Penalty 4602.767481 = -1812241.226993 nChanged 93 SP:Iteration 30Q (1984.340000 sec): 3 clusters Score: Raw -1816892.001164 + Penalty 4602.767481 = -1812289.233683 nChanged 91 SP:Iteration 31Q (1984.550000 sec): 3 clusters Score: Raw -1816946.475464 + Penalty 4602.767481 = -1812343.707983 nChanged 94 SP:Iteration 32Q (1984.810000 sec): 3 clusters Score: Raw -1817001.531467 + Penalty 4602.767481 = -1812398.763986 nChanged 86 SP:Iteration 33Q (1985.020000 sec): 3 clusters Score: Raw -1817041.951357 + Penalty 4602.767481 = -1812439.183877 nChanged 73 SP:Iteration 34Q (1985.270000 sec): 3 clusters Score: Raw -1817077.100415 + Penalty 4602.767481 = -1812474.332935 nChanged 66 SP:Iteration 35Q (1985.490000 sec): 3 clusters Score: Raw -1817113.366003 + Penalty 4602.767481 = -1812510.598523 nChanged 77 SP:Iteration 36Q (1985.740000 sec): 3 clusters Score: Raw -1817149.591528 + Penalty 4602.767481 = -1812546.824047 nChanged 67 SP:Iteration 37Q (1985.950000 sec): 3 clusters Score: Raw -1817179.073771 + Penalty 4602.767481 = -1812576.306290 nChanged 53 SP:Iteration 38Q (1986.200000 sec): 3 clusters Score: Raw -1817210.979930 + Penalty 4602.767481 = -1812608.212449 nChanged 73 SP:Iteration 39Q (1986.420000 sec): 3 clusters Score: Raw -1817261.693753 + Penalty 4602.767481 = -1812658.926272 nChanged 75 SP:Iteration 40F (1986.630000 sec): 3 clusters Score: Raw -1817329.893562 + Penalty 4602.767481 = -1812727.126081 nChanged 85 SP:Iteration 41Q (1986.850000 sec): 3 clusters Score: Raw -1817429.311241 + Penalty 4602.767481 = -1812826.543760 nChanged 76 SP:Iteration 42Q (1987.060000 sec): 3 clusters Score: Raw -1817510.875417 + Penalty 4602.767481 = -1812908.107936 nChanged 57 SP:Iteration 43Q (1987.270000 sec): 3 clusters Score: Raw -1817551.074214 + Penalty 4602.767481 = -1812948.306733 nChanged 45 SP:Iteration 44Q (1987.530000 sec): 3 clusters Score: Raw -1817570.384480 + Penalty 4602.767481 = -1812967.617000 nChanged 31 SP:Iteration 45Q (1987.760000 sec): 3 clusters Score: Raw -1817585.420787 + Penalty 4602.767481 = -1812982.653306 nChanged 32 SP:Iteration 46Q (1987.960000 sec): 3 clusters Score: Raw -1817597.992675 + Penalty 4602.767481 = -1812995.225194 nChanged 30 SP:Iteration 47Q (1988.160000 sec): 3 clusters Score: Raw -1817609.229219 + Penalty 4602.767481 = -1813006.461738 nChanged 16 SP:Iteration 48Q (1988.380000 sec): 3 clusters Score: Raw -1817614.454664 + Penalty 4602.767481 = -1813011.687183 nChanged 17 SP:Iteration 49Q (1988.590000 sec): 3 clusters Score: Raw -1817620.065898 + Penalty 4602.767481 = -1813017.298417 nChanged 12 SP:Iteration 50Q (1988.790000 sec): 3 clusters Score: Raw -1817623.214476 + Penalty 4602.767481 = -1813020.446995 nChanged 9 SP:Iteration 51Q (1989.000000 sec): 3 clusters Score: Raw -1817625.418139 + Penalty 4602.767481 = -1813022.650658 nChanged 8 SP:Iteration 52Q (1989.210000 sec): 3 clusters Score: Raw -1817627.231996 + Penalty 4602.767481 = -1813024.464515 nChanged 4 SP:Iteration 53Q (1989.420000 sec): 3 clusters Score: Raw -1817628.701039 + Penalty 4602.767481 = -1813025.933558 nChanged 4 SP:Iteration 54Q (1989.630000 sec): 3 clusters Score: Raw -1817629.721523 + Penalty 4602.767481 = -1813026.954042 nChanged 1 SP:Iteration 55Q (1989.840000 sec): 3 clusters Score: Raw -1817629.926681 + Penalty 4602.767481 = -1813027.159200 nChanged 0 SP:Iteration 56F (1990.020000 sec): 3 clusters Score: Raw -1817629.926681 + Penalty 4602.767481 = -1813027.159200 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (15449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.190000 sec): 2 clusters Score: Raw -2683570.889319 + Penalty 2392.034290 = -2681178.855029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.470000 sec): 3 clusters Score: Raw -2674866.535217 + Penalty 4784.068579 = -2670082.466637 nChanged 6702 SP:Iteration 1F (1990.720000 sec): 3 clusters Score: Raw -2678505.471229 + Penalty 4784.068579 = -2673721.402650 nChanged 976 SP:Iteration 2F (1990.970000 sec): 3 clusters Score: Raw -2679058.893839 + Penalty 4784.068579 = -2674274.825259 nChanged 929 SP:Iteration 3F (1991.210000 sec): 3 clusters Score: Raw -2679613.008754 + Penalty 4784.068579 = -2674828.940174 nChanged 908 SP:Iteration 4F (1991.500000 sec): 3 clusters Score: Raw -2680305.644392 + Penalty 4784.068579 = -2675521.575813 nChanged 1033 SP:Iteration 5F (1991.740000 sec): 3 clusters Score: Raw -2681280.176586 + Penalty 4784.068579 = -2676496.108007 nChanged 1186 SP:Iteration 6F (1991.990000 sec): 3 clusters Score: Raw -2682536.778097 + Penalty 4784.068579 = -2677752.709517 nChanged 1133 SP:Iteration 7F (1992.230000 sec): 3 clusters Score: Raw -2683651.699404 + Penalty 4784.068579 = -2678867.630825 nChanged 991 SP:Iteration 8F (1992.530000 sec): 3 clusters Score: Raw -2684509.682614 + Penalty 4784.068579 = -2679725.614035 nChanged 777 SP:Iteration 9F (1992.740000 sec): 3 clusters Score: Raw -2685093.072172 + Penalty 4784.068579 = -2680309.003593 nChanged 588 SP:Iteration 10Q (1993.020000 sec): 3 clusters Score: Raw -2685441.706628 + Penalty 4784.068579 = -2680657.638048 nChanged 423 SP:Iteration 11Q (1993.300000 sec): 3 clusters Score: Raw -2685640.934680 + Penalty 4784.068579 = -2680856.866100 nChanged 325 SP:Iteration 12Q (1993.540000 sec): 3 clusters Score: Raw -2685789.378026 + Penalty 4784.068579 = -2681005.309447 nChanged 271 SP:Iteration 13Q (1993.800000 sec): 3 clusters Score: Raw -2685895.499813 + Penalty 4784.068579 = -2681111.431233 nChanged 271 SP:Iteration 14Q (1994.100000 sec): 3 clusters Score: Raw -2685990.190306 + Penalty 4784.068579 = -2681206.121727 nChanged 243 SP:Iteration 15Q (1994.360000 sec): 3 clusters Score: Raw -2686074.823725 + Penalty 4784.068579 = -2681290.755145 nChanged 236 SP:Iteration 16Q (1994.610000 sec): 3 clusters Score: Raw -2686152.315920 + Penalty 4784.068579 = -2681368.247341 nChanged 217 SP:Iteration 17Q (1994.900000 sec): 3 clusters Score: Raw -2686221.213086 + Penalty 4784.068579 = -2681437.144507 nChanged 228 SP:Iteration 18Q (1995.190000 sec): 3 clusters Score: Raw -2686298.736900 + Penalty 4784.068579 = -2681514.668321 nChanged 237 SP:Iteration 19Q (1995.470000 sec): 3 clusters Score: Raw -2686377.465296 + Penalty 4784.068579 = -2681593.396716 nChanged 246 SP:Iteration 20F (1995.730000 sec): 3 clusters Score: Raw -2686458.954085 + Penalty 4784.068579 = -2681674.885506 nChanged 243 SP:Iteration 21Q (1996.010000 sec): 3 clusters Score: Raw -2686542.307247 + Penalty 4784.068579 = -2681758.238667 nChanged 242 SP:Iteration 22Q (1996.260000 sec): 3 clusters Score: Raw -2686620.544363 + Penalty 4784.068579 = -2681836.475784 nChanged 241 SP:Iteration 23Q (1996.540000 sec): 3 clusters Score: Raw -2686697.601685 + Penalty 4784.068579 = -2681913.533105 nChanged 222 SP:Iteration 24Q (1996.830000 sec): 3 clusters Score: Raw -2686763.965567 + Penalty 4784.068579 = -2681979.896987 nChanged 197 SP:Iteration 25Q (1997.110000 sec): 3 clusters Score: Raw -2686825.919033 + Penalty 4784.068579 = -2682041.850454 nChanged 194 SP:Iteration 26Q (1997.380000 sec): 3 clusters Score: Raw -2686883.566388 + Penalty 4784.068579 = -2682099.497809 nChanged 174 SP:Iteration 27Q (1997.640000 sec): 3 clusters Score: Raw -2686933.816281 + Penalty 4784.068579 = -2682149.747702 nChanged 160 SP:Iteration 28Q (1997.930000 sec): 3 clusters Score: Raw -2686979.899444 + Penalty 4784.068579 = -2682195.830865 nChanged 155 SP:Iteration 29Q (1998.220000 sec): 3 clusters Score: Raw -2687021.201074 + Penalty 4784.068579 = -2682237.132494 nChanged 134 SP:Iteration 30Q (1998.500000 sec): 3 clusters Score: Raw -2687053.697071 + Penalty 4784.068579 = -2682269.628491 nChanged 115 SP:Iteration 31Q (1998.780000 sec): 3 clusters Score: Raw -2687080.798731 + Penalty 4784.068579 = -2682296.730152 nChanged 107 SP:Iteration 32Q (1999.060000 sec): 3 clusters Score: Raw -2687102.386839 + Penalty 4784.068579 = -2682318.318260 nChanged 85 SP:Iteration 33Q (1999.350000 sec): 3 clusters Score: Raw -2687121.003165 + Penalty 4784.068579 = -2682336.934586 nChanged 81 SP:Iteration 34Q (1999.630000 sec): 3 clusters Score: Raw -2687137.047858 + Penalty 4784.068579 = -2682352.979279 nChanged 75 SP:Iteration 35Q (1999.880000 sec): 3 clusters Score: Raw -2687152.422805 + Penalty 4784.068579 = -2682368.354226 nChanged 69 SP:Iteration 36Q (2000.140000 sec): 3 clusters Score: Raw -2687166.128258 + Penalty 4784.068579 = -2682382.059679 nChanged 72 SP:Iteration 37Q (2000.420000 sec): 3 clusters Score: Raw -2687183.210255 + Penalty 4784.068579 = -2682399.141676 nChanged 80 SP:Iteration 38Q (2000.710000 sec): 3 clusters Score: Raw -2687201.578817 + Penalty 4784.068579 = -2682417.510238 nChanged 81 SP:Iteration 39Q (2001.000000 sec): 3 clusters Score: Raw -2687219.047989 + Penalty 4784.068579 = -2682434.979410 nChanged 66 SP:Iteration 40F (2001.250000 sec): 3 clusters Score: Raw -2687231.328658 + Penalty 4784.068579 = -2682447.260078 nChanged 51 SP:Iteration 41Q (2001.510000 sec): 3 clusters Score: Raw -2687239.442478 + Penalty 4784.068579 = -2682455.373898 nChanged 45 SP:Iteration 42Q (2001.780000 sec): 3 clusters Score: Raw -2687246.304970 + Penalty 4784.068579 = -2682462.236390 nChanged 36 SP:Iteration 43Q (2002.000000 sec): 3 clusters Score: Raw -2687251.806980 + Penalty 4784.068579 = -2682467.738400 nChanged 28 SP:Iteration 44Q (2002.280000 sec): 3 clusters Score: Raw -2687255.495971 + Penalty 4784.068579 = -2682471.427392 nChanged 24 SP:Iteration 45Q (2002.570000 sec): 3 clusters Score: Raw -2687258.806943 + Penalty 4784.068579 = -2682474.738364 nChanged 18 SP:Iteration 46Q (2002.840000 sec): 3 clusters Score: Raw -2687261.462227 + Penalty 4784.068579 = -2682477.393647 nChanged 20 SP:Iteration 47Q (2003.120000 sec): 3 clusters Score: Raw -2687264.413389 + Penalty 4784.068579 = -2682480.344809 nChanged 17 SP:Iteration 48Q (2003.400000 sec): 3 clusters Score: Raw -2687266.439278 + Penalty 4784.068579 = -2682482.370699 nChanged 12 SP:Iteration 49Q (2003.680000 sec): 3 clusters Score: Raw -2687267.941621 + Penalty 4784.068579 = -2682483.873042 nChanged 14 SP:Iteration 50Q (2003.970000 sec): 3 clusters Score: Raw -2687269.460514 + Penalty 4784.068579 = -2682485.391935 nChanged 10 SP:Iteration 51Q (2004.250000 sec): 3 clusters Score: Raw -2687270.615785 + Penalty 4784.068579 = -2682486.547205 nChanged 6 SP:Iteration 52Q (2004.520000 sec): 3 clusters Score: Raw -2687271.275409 + Penalty 4784.068579 = -2682487.206830 nChanged 7 SP:Iteration 53Q (2004.770000 sec): 3 clusters Score: Raw -2687272.207749 + Penalty 4784.068579 = -2682488.139170 nChanged 8 SP:Iteration 54Q (2005.030000 sec): 3 clusters Score: Raw -2687274.009458 + Penalty 4784.068579 = -2682489.940878 nChanged 15 SP:Iteration 55Q (2005.290000 sec): 3 clusters Score: Raw -2687277.321507 + Penalty 4784.068579 = -2682493.252928 nChanged 20 SP:Iteration 56Q (2005.550000 sec): 3 clusters Score: Raw -2687280.014122 + Penalty 4784.068579 = -2682495.945542 nChanged 15 SP:Iteration 57Q (2005.810000 sec): 3 clusters Score: Raw -2687282.278458 + Penalty 4784.068579 = -2682498.209878 nChanged 15 SP:Iteration 58Q (2006.070000 sec): 3 clusters Score: Raw -2687284.758051 + Penalty 4784.068579 = -2682500.689472 nChanged 16 SP:Iteration 59Q (2006.340000 sec): 3 clusters Score: Raw -2687287.598612 + Penalty 4784.068579 = -2682503.530033 nChanged 20 SP:Iteration 60F (2006.660000 sec): 3 clusters Score: Raw -2687290.176685 + Penalty 4784.068579 = -2682506.108106 nChanged 13 SP:Iteration 61Q (2006.890000 sec): 3 clusters Score: Raw -2687292.653961 + Penalty 4784.068579 = -2682508.585381 nChanged 14 SP:Iteration 62Q (2007.150000 sec): 3 clusters Score: Raw -2687294.710087 + Penalty 4784.068579 = -2682510.641508 nChanged 17 SP:Iteration 63Q (2007.410000 sec): 3 clusters Score: Raw -2687296.644395 + Penalty 4784.068579 = -2682512.575815 nChanged 11 SP:Iteration 64Q (2007.690000 sec): 3 clusters Score: Raw -2687298.360989 + Penalty 4784.068579 = -2682514.292410 nChanged 8 SP:Iteration 65Q (2007.950000 sec): 3 clusters Score: Raw -2687299.289854 + Penalty 4784.068579 = -2682515.221274 nChanged 7 SP:Iteration 66Q (2008.210000 sec): 3 clusters Score: Raw -2687300.213256 + Penalty 4784.068579 = -2682516.144676 nChanged 10 SP:Iteration 67Q (2008.480000 sec): 3 clusters Score: Raw -2687301.419496 + Penalty 4784.068579 = -2682517.350916 nChanged 9 SP:Iteration 68Q (2008.720000 sec): 3 clusters Score: Raw -2687302.282707 + Penalty 4784.068579 = -2682518.214127 nChanged 3 SP:Iteration 69Q (2008.990000 sec): 3 clusters Score: Raw -2687302.728472 + Penalty 4784.068579 = -2682518.659893 nChanged 3 SP:Iteration 70Q (2009.250000 sec): 3 clusters Score: Raw -2687303.199703 + Penalty 4784.068579 = -2682519.131123 nChanged 1 SP:Iteration 71Q (2009.510000 sec): 3 clusters Score: Raw -2687303.375990 + Penalty 4784.068579 = -2682519.307410 nChanged 3 SP:Iteration 72Q (2009.740000 sec): 3 clusters Score: Raw -2687303.712711 + Penalty 4784.068579 = -2682519.644132 nChanged 1 SP:Iteration 73Q (2009.970000 sec): 3 clusters Score: Raw -2687303.804760 + Penalty 4784.068579 = -2682519.736181 nChanged 0 SP:Iteration 74F (2010.200000 sec): 3 clusters Score: Raw -2687303.804760 + Penalty 4784.068579 = -2682519.736181 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Iteration 59Q (2052.150000 sec): 51 clusters Score: Raw -67979195.549242 + Penalty 160077.392568 = -67819118.156675 nChanged 3757 Iteration 60F (2108.980000 sec): 51 clusters Score: Raw -67983156.382731 + Penalty 160077.392568 = -67823078.990163 nChanged 3911 Iteration 61Q (2150.810000 sec): 51 clusters Score: Raw -67985808.524750 + Penalty 160077.392568 = -67825731.132183 nChanged 2686 Iteration 62Q (2196.340000 sec): 51 clusters Score: Raw -67987138.978617 + Penalty 160077.392568 = -67827061.586049 nChanged 2129 Iteration 63Q (2230.020000 sec): 51 clusters Score: Raw -67987989.277643 + Penalty 160077.392568 = -67827911.885075 nChanged 1866 Iteration 64Q (2263.110000 sec): 51 clusters Score: Raw -67988655.606199 + Penalty 160077.392568 = -67828578.213631 nChanged 1550 Iteration 65Q (2307.960000 sec): 51 clusters Score: Raw -67989108.225956 + Penalty 160077.392568 = -67829030.833388 nChanged 1344 Iteration 66Q (2339.150000 sec): 51 clusters Score: Raw -67989419.180538 + Penalty 160077.392568 = -67829341.787971 nChanged 1068 Iteration 67Q (2368.120000 sec): 51 clusters Score: Raw -67989657.343742 + Penalty 160077.392568 = -67829579.951174 nChanged 935 Iteration 68Q (2396.800000 sec): 51 clusters Score: Raw -67989869.840301 + Penalty 160077.392568 = -67829792.447733 nChanged 843 Iteration 69Q (2425.360000 sec): 51 clusters Score: Raw -67990076.461557 + Penalty 160077.392568 = -67829999.068990 nChanged 750 Iteration 70Q (2453.840000 sec): 51 clusters Score: Raw -67990245.634484 + Penalty 160077.392568 = -67830168.241917 nChanged 678 Iteration 71Q (2499.380000 sec): 51 clusters Score: Raw -67990386.100876 + Penalty 160077.392568 = -67830308.708309 nChanged 607 Iteration 72Q (2532.760000 sec): 51 clusters Score: Raw -67990511.483128 + Penalty 160077.392568 = -67830434.090560 nChanged 550 Iteration 73Q (2566.400000 sec): 51 clusters Score: Raw -67990603.598138 + Penalty 160077.392568 = -67830526.205571 nChanged 470 Iteration 74Q (2612.890000 sec): 51 clusters Score: Raw -67990678.395914 + Penalty 160077.392568 = -67830601.003347 nChanged 437 Iteration 75Q (2645.970000 sec): 51 clusters Score: Raw -67990748.290957 + Penalty 160077.392568 = -67830670.898390 nChanged 374 Iteration 76Q (2679.140000 sec): 51 clusters Score: Raw -67990812.120227 + Penalty 160077.392568 = -67830734.727659 nChanged 373 Iteration 77Q (2721.590000 sec): 51 clusters Score: Raw -67990884.440416 + Penalty 160077.392568 = -67830807.047848 nChanged 338 Iteration 78Q (2754.550000 sec): 51 clusters Score: Raw -67990937.214029 + Penalty 160077.392568 = -67830859.821461 nChanged 326 Iteration 79Q (2788.890000 sec): 51 clusters Score: Raw -67990985.416216 + Penalty 160077.392568 = -67830908.023649 nChanged 307 Iteration 80F (2847.750000 sec): 51 clusters Score: Raw -67991400.623623 + Penalty 160077.392568 = -67831323.231055 nChanged 373 Iteration 81Q (2880.220000 sec): 51 clusters Score: Raw -67992155.713130 + Penalty 160077.392568 = -67832078.320563 nChanged 390 Iteration 82Q (2913.640000 sec): 51 clusters Score: Raw -67992439.363047 + Penalty 160077.392568 = -67832361.970479 nChanged 427 Iteration 83Q (2959.940000 sec): 51 clusters Score: Raw -67992603.840036 + Penalty 160077.392568 = -67832526.447469 nChanged 421 Iteration 84Q (2992.930000 sec): 51 clusters Score: Raw -67992733.537356 + Penalty 160077.392568 = -67832656.144789 nChanged 439 Iteration 85Q (3027.150000 sec): 51 clusters Score: Raw -67992835.515679 + Penalty 160077.392568 = -67832758.123112 nChanged 440 Iteration 86Q (3074.250000 sec): 51 clusters Score: Raw -67992920.356074 + Penalty 160077.392568 = -67832842.963506 nChanged 471 Iteration 87Q (3108.690000 sec): 51 clusters Score: Raw -67993012.279550 + Penalty 160077.392568 = -67832934.886982 nChanged 499 Iteration 88Q (3143.290000 sec): 51 clusters Score: Raw -67993120.082166 + Penalty 160077.392568 = -67833042.689599 nChanged 525 Iteration 89Q (3192.260000 sec): 51 clusters Score: Raw -67993225.162504 + Penalty 160077.392568 = -67833147.769937 nChanged 509 Iteration 90Q (3224.430000 sec): 51 clusters Score: Raw -67993341.709399 + Penalty 160077.392568 = -67833264.316831 nChanged 537 Iteration 91Q (3258.020000 sec): 51 clusters Score: Raw -67993474.812847 + Penalty 160077.392568 = -67833397.420280 nChanged 572 Iteration 92Q (3302.680000 sec): 51 clusters Score: Raw -67993643.115766 + Penalty 160077.392568 = -67833565.723198 nChanged 658 Iteration 93Q (3336.110000 sec): 51 clusters Score: Raw -67993857.568805 + Penalty 160077.392568 = -67833780.176238 nChanged 709 Iteration 94Q (3369.390000 sec): 51 clusters Score: Raw -67994107.888198 + Penalty 160077.392568 = -67834030.495630 nChanged 801 Iteration 95Q (3410.420000 sec): 51 clusters Score: Raw -67994398.038121 + Penalty 160077.392568 = -67834320.645553 nChanged 891 Iteration 96Q (3447.180000 sec): 51 clusters Score: Raw -67994700.941042 + Penalty 160077.392568 = -67834623.548475 nChanged 898 Iteration 97Q (3479.080000 sec): 51 clusters Score: Raw -67994977.274063 + Penalty 160077.392568 = -67834899.881496 nChanged 872 Iteration 98Q (3519.130000 sec): 51 clusters Score: Raw -67995212.055732 + Penalty 160077.392568 = -67835134.663165 nChanged 804 Writing temp clu file Because OldScore, -67834899.881496, is greater than current (better) Score,-67835134.663165 Compute initial score before splitting: Score: Raw -67995212.055732 + Penalty 160077.392568 = -67835134.663165 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (6047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3519.270000 sec): 2 clusters Score: Raw -978156.002515 + Penalty 2159.414755 = -975996.587760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.490000 sec): 3 clusters Score: Raw -975202.969062 + Penalty 4318.829510 = -970884.139552 nChanged 2364 SP:Iteration 1F (3519.680000 sec): 3 clusters Score: Raw -976683.467343 + Penalty 4318.829510 = -972364.637833 nChanged 588 SP:Iteration 2F (3519.860000 sec): 3 clusters Score: Raw -977336.910705 + Penalty 4318.829510 = -973018.081195 nChanged 546 SP:Iteration 3F (3520.040000 sec): 3 clusters Score: Raw -978102.662438 + Penalty 4318.829510 = -973783.832928 nChanged 542 SP:Iteration 4F (3520.220000 sec): 3 clusters Score: Raw -978951.635730 + Penalty 4318.829510 = -974632.806220 nChanged 477 SP:Iteration 5F (3520.390000 sec): 3 clusters Score: Raw -979786.381261 + Penalty 4318.829510 = -975467.551751 nChanged 435 SP:Iteration 6F (3520.570000 sec): 3 clusters Score: Raw -980425.125066 + Penalty 4318.829510 = -976106.295556 nChanged 322 SP:Iteration 7F (3520.750000 sec): 3 clusters Score: Raw -980775.179736 + Penalty 4318.829510 = -976456.350226 nChanged 194 SP:Iteration 8Q (3520.930000 sec): 3 clusters Score: Raw -980919.656785 + Penalty 4318.829510 = -976600.827275 nChanged 103 SP:Iteration 9Q (3521.110000 sec): 3 clusters Score: Raw -980983.116687 + Penalty 4318.829510 = -976664.287177 nChanged 53 SP:Iteration 10Q (3521.290000 sec): 3 clusters Score: Raw -981003.835649 + Penalty 4318.829510 = -976685.006140 nChanged 32 SP:Iteration 11Q (3521.470000 sec): 3 clusters Score: Raw -981013.153921 + Penalty 4318.829510 = -976694.324411 nChanged 10 SP:Iteration 12Q (3521.640000 sec): 3 clusters Score: Raw -981015.959246 + Penalty 4318.829510 = -976697.129736 nChanged 4 SP:Iteration 13Q (3521.820000 sec): 3 clusters Score: Raw -981017.078912 + Penalty 4318.829510 = -976698.249402 nChanged 1 SP:Iteration 14Q (3522.000000 sec): 3 clusters Score: Raw -981017.240475 + Penalty 4318.829510 = -976698.410965 nChanged 0 SP:Iteration 15F (3522.180000 sec): 3 clusters Score: Raw -981017.240475 + Penalty 4318.829510 = -976698.410965 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (40748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.490000 sec): 2 clusters Score: Raw -6719685.351659 + Penalty 2632.560185 = -6717052.791473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.930000 sec): 3 clusters Score: Raw -6694711.397694 + Penalty 5265.120371 = -6689446.277323 nChanged 18655 SP:Iteration 1F (3523.370000 sec): 3 clusters Score: Raw -6704972.709483 + Penalty 5265.120371 = -6699707.589112 nChanged 1810 SP:Iteration 2Q (3523.860000 sec): 3 clusters Score: Raw -6705615.887295 + Penalty 5265.120371 = -6700350.766924 nChanged 2001 SP:Iteration 3Q (3524.350000 sec): 3 clusters Score: Raw -6706498.501461 + Penalty 5265.120371 = -6701233.381091 nChanged 2364 SP:Iteration 4F (3524.760000 sec): 3 clusters Score: Raw -6707804.180351 + Penalty 5265.120371 = -6702539.059981 nChanged 2782 SP:Iteration 5F (3525.210000 sec): 3 clusters Score: Raw -6709727.854589 + Penalty 5265.120371 = -6704462.734218 nChanged 3104 SP:Iteration 6F (3525.660000 sec): 3 clusters Score: Raw -6712311.316883 + Penalty 5265.120371 = -6707046.196513 nChanged 3106 SP:Iteration 7F (3526.080000 sec): 3 clusters Score: Raw -6715251.651766 + Penalty 5265.120371 = -6709986.531396 nChanged 2383 SP:Iteration 8F (3526.510000 sec): 3 clusters Score: Raw -6717629.587997 + Penalty 5265.120371 = -6712364.467626 nChanged 1380 SP:Iteration 9Q (3526.970000 sec): 3 clusters Score: Raw -6718980.349504 + Penalty 5265.120371 = -6713715.229133 nChanged 630 SP:Iteration 10Q (3527.410000 sec): 3 clusters Score: Raw -6719573.772691 + Penalty 5265.120371 = -6714308.652320 nChanged 278 SP:Iteration 11Q (3527.840000 sec): 3 clusters Score: Raw -6719832.488859 + Penalty 5265.120371 = -6714567.368488 nChanged 110 SP:Iteration 12Q (3528.340000 sec): 3 clusters Score: Raw -6719941.674215 + Penalty 5265.120371 = -6714676.553845 nChanged 57 SP:Iteration 13Q (3528.810000 sec): 3 clusters Score: Raw -6719999.939837 + Penalty 5265.120371 = -6714734.819466 nChanged 33 SP:Iteration 14Q (3529.280000 sec): 3 clusters Score: Raw -6720033.329730 + Penalty 5265.120371 = -6714768.209360 nChanged 17 SP:Iteration 15Q (3529.740000 sec): 3 clusters Score: Raw -6720049.683600 + Penalty 5265.120371 = -6714784.563230 nChanged 15 SP:Iteration 16Q (3530.230000 sec): 3 clusters Score: Raw -6720066.824270 + Penalty 5265.120371 = -6714801.703899 nChanged 15 SP:Iteration 17Q (3530.690000 sec): 3 clusters Score: Raw -6720083.102134 + Penalty 5265.120371 = -6714817.981764 nChanged 11 SP:Iteration 18Q (3531.130000 sec): 3 clusters Score: Raw -6720091.085658 + Penalty 5265.120371 = -6714825.965287 nChanged 6 SP:Iteration 19Q (3531.520000 sec): 3 clusters Score: Raw -6720096.469679 + Penalty 5265.120371 = -6714831.349308 nChanged 6 SP:Iteration 20F (3531.970000 sec): 3 clusters Score: Raw -6720101.305237 + Penalty 5265.120371 = -6714836.184866 nChanged 5 SP:Iteration 21Q (3532.440000 sec): 3 clusters Score: Raw -6720106.036439 + Penalty 5265.120371 = -6714840.916069 nChanged 2 SP:Iteration 22Q (3532.840000 sec): 3 clusters Score: Raw -6720108.331328 + Penalty 5265.120371 = -6714843.210957 nChanged 1 SP:Iteration 23Q (3533.250000 sec): 3 clusters Score: Raw -6720109.914804 + Penalty 5265.120371 = -6714844.794434 nChanged 1 SP:Iteration 24Q (3533.680000 sec): 3 clusters Score: Raw -6720111.356603 + Penalty 5265.120371 = -6714846.236233 nChanged 2 SP:Iteration 25Q (3534.090000 sec): 3 clusters Score: Raw -6720113.316052 + Penalty 5265.120371 = -6714848.195681 nChanged 1 SP:Iteration 26Q (3534.560000 sec): 3 clusters Score: Raw -6720113.848726 + Penalty 5265.120371 = -6714848.728355 nChanged 0 SP:Iteration 27F (3535.000000 sec): 3 clusters Score: Raw -6720113.848726 + Penalty 5265.120371 = -6714848.728355 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3535.120000 sec): 2 clusters Score: Raw -275901.226003 + Penalty 1853.884131 = -274047.341872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3535.320000 sec): 3 clusters Score: Raw -275313.342683 + Penalty 3707.768261 = -271605.574422 nChanged 575 SP:Iteration 1F (3535.420000 sec): 3 clusters Score: Raw -276088.380357 + Penalty 3707.768261 = -272380.612096 nChanged 190 SP:Iteration 2F (3535.560000 sec): 3 clusters Score: Raw -276579.370614 + Penalty 3707.768261 = -272871.602353 nChanged 131 SP:Iteration 3F (3535.700000 sec): 3 clusters Score: Raw -276804.778827 + Penalty 3707.768261 = -273097.010565 nChanged 101 SP:Iteration 4F (3535.830000 sec): 3 clusters Score: Raw -276983.876367 + Penalty 3707.768261 = -273276.108105 nChanged 71 SP:Iteration 5Q (3535.970000 sec): 3 clusters Score: Raw -277153.210396 + Penalty 3707.768261 = -273445.442135 nChanged 68 SP:Iteration 6Q (3536.100000 sec): 3 clusters Score: Raw -277284.241648 + Penalty 3707.768261 = -273576.473387 nChanged 55 SP:Iteration 7Q (3536.200000 sec): 3 clusters Score: Raw -277392.857275 + Penalty 3707.768261 = -273685.089014 nChanged 37 SP:Iteration 8Q (3536.350000 sec): 3 clusters Score: Raw -277460.841291 + Penalty 3707.768261 = -273753.073030 nChanged 34 SP:Iteration 9Q (3536.480000 sec): 3 clusters Score: Raw -277519.992709 + Penalty 3707.768261 = -273812.224447 nChanged 30 SP:Iteration 10Q (3536.660000 sec): 3 clusters Score: Raw -277578.303710 + Penalty 3707.768261 = -273870.535448 nChanged 14 SP:Iteration 11Q (3536.850000 sec): 3 clusters Score: Raw -277602.205064 + Penalty 3707.768261 = -273894.436803 nChanged 12 SP:Iteration 12Q (3536.960000 sec): 3 clusters Score: Raw -277619.966971 + Penalty 3707.768261 = -273912.198709 nChanged 13 SP:Iteration 13Q (3537.080000 sec): 3 clusters Score: Raw -277643.581248 + Penalty 3707.768261 = -273935.812986 nChanged 12 SP:Iteration 14Q (3537.280000 sec): 3 clusters Score: Raw -277659.725858 + Penalty 3707.768261 = -273951.957596 nChanged 7 SP:Iteration 15Q (3537.470000 sec): 3 clusters Score: Raw -277672.035089 + Penalty 3707.768261 = -273964.266828 nChanged 7 SP:Iteration 16Q (3537.620000 sec): 3 clusters Score: Raw -277681.473653 + Penalty 3707.768261 = -273973.705392 nChanged 8 SP:Iteration 17Q (3537.760000 sec): 3 clusters Score: Raw -277689.255465 + Penalty 3707.768261 = -273981.487204 nChanged 5 SP:Iteration 18Q (3537.940000 sec): 3 clusters Score: Raw -277694.697473 + Penalty 3707.768261 = -273986.929212 nChanged 7 SP:Iteration 19Q (3538.130000 sec): 3 clusters Score: Raw -277703.886665 + Penalty 3707.768261 = -273996.118403 nChanged 9 SP:Iteration 20F (3538.290000 sec): 3 clusters Score: Raw -277714.674832 + Penalty 3707.768261 = -274006.906571 nChanged 4 SP:Iteration 21Q (3538.480000 sec): 3 clusters Score: Raw -277719.257226 + Penalty 3707.768261 = -274011.488965 nChanged 2 SP:Iteration 22Q (3538.660000 sec): 3 clusters Score: Raw -277721.928306 + Penalty 3707.768261 = -274014.160044 nChanged 4 SP:Iteration 23Q (3538.890000 sec): 3 clusters Score: Raw -277726.598051 + Penalty 3707.768261 = -274018.829789 nChanged 4 SP:Iteration 24Q (3539.060000 sec): 3 clusters Score: Raw -277731.361193 + Penalty 3707.768261 = -274023.592932 nChanged 2 SP:Iteration 25Q (3539.240000 sec): 3 clusters Score: Raw -277735.152809 + Penalty 3707.768261 = -274027.384548 nChanged 4 SP:Iteration 26Q (3539.410000 sec): 3 clusters Score: Raw -277741.471245 + Penalty 3707.768261 = -274033.702984 nChanged 3 SP:Iteration 27Q (3539.580000 sec): 3 clusters Score: Raw -277744.235772 + Penalty 3707.768261 = -274036.467511 nChanged 1 SP:Iteration 28Q (3539.770000 sec): 3 clusters Score: Raw -277745.105219 + Penalty 3707.768261 = -274037.336957 nChanged 0 SP:Iteration 29F (3539.960000 sec): 3 clusters Score: Raw -277745.105219 + Penalty 3707.768261 = -274037.336957 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3540.070000 sec): 2 clusters Score: Raw -31059.467751 + Penalty 1360.229640 = -29699.238111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3540.230000 sec): 3 clusters Score: Raw -31380.733002 + Penalty 2720.459279 = -28660.273723 nChanged 43 SP:Iteration 1F (3540.420000 sec): 3 clusters Score: Raw -31615.015680 + Penalty 2720.459279 = -28894.556401 nChanged 11 SP:Iteration 2Q (3540.540000 sec): 3 clusters Score: Raw -31709.013989 + Penalty 2720.459279 = -28988.554710 nChanged 10 SP:Iteration 3Q (3540.680000 sec): 3 clusters Score: Raw -31758.578220 + Penalty 2720.459279 = -29038.118941 nChanged 9 SP:Iteration 4Q (3540.790000 sec): 3 clusters Score: Raw -31787.882834 + Penalty 2720.459279 = -29067.423555 nChanged 4 SP:Iteration 5Q (3540.990000 sec): 3 clusters Score: Raw -31810.292529 + Penalty 2720.459279 = -29089.833250 nChanged 8 SP:Iteration 6Q (3541.160000 sec): 3 clusters Score: Raw -31878.657223 + Penalty 2720.459279 = -29158.197944 nChanged 6 SP:Iteration 7Q (3541.280000 sec): 3 clusters Score: Raw -31919.377209 + Penalty 2720.459279 = -29198.917930 nChanged 4 SP:Iteration 8Q (3541.490000 sec): 3 clusters Score: Raw -31935.299933 + Penalty 2720.459279 = -29214.840654 nChanged 1 SP:Iteration 9Q (3541.620000 sec): 3 clusters Score: Raw -31941.454310 + Penalty 2720.459279 = -29220.995031 nChanged 3 SP:Iteration 10Q (3541.760000 sec): 3 clusters Score: Raw -31956.747808 + Penalty 2720.459279 = -29236.288529 nChanged 1 SP:Iteration 11Q (3541.910000 sec): 3 clusters Score: Raw -31959.798224 + Penalty 2720.459279 = -29239.338945 nChanged 1 SP:Iteration 12Q (3542.040000 sec): 3 clusters Score: Raw -31962.372747 + Penalty 2720.459279 = -29241.913468 nChanged 0 SP:Iteration 13F (3542.200000 sec): 3 clusters Score: Raw -31962.372747 + Penalty 2720.459279 = -29241.913468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3542.330000 sec): 2 clusters Score: Raw -240662.982636 + Penalty 1814.339109 = -238848.643526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3542.480000 sec): 3 clusters Score: Raw -240383.193884 + Penalty 3628.678218 = -236754.515666 nChanged 502 SP:Iteration 1F (3542.640000 sec): 3 clusters Score: Raw -241204.928325 + Penalty 3628.678218 = -237576.250106 nChanged 154 SP:Iteration 2F (3542.780000 sec): 3 clusters Score: Raw -241470.661376 + Penalty 3628.678218 = -237841.983158 nChanged 85 SP:Iteration 3F (3542.960000 sec): 3 clusters Score: Raw -241602.430761 + Penalty 3628.678218 = -237973.752542 nChanged 54 SP:Iteration 4Q (3543.080000 sec): 3 clusters Score: Raw -241695.145021 + Penalty 3628.678218 = -238066.466803 nChanged 24 SP:Iteration 5Q (3543.210000 sec): 3 clusters Score: Raw -241726.016436 + Penalty 3628.678218 = -238097.338218 nChanged 10 SP:Iteration 6Q (3543.390000 sec): 3 clusters Score: Raw -241735.344806 + Penalty 3628.678218 = -238106.666588 nChanged 6 SP:Iteration 7Q (3543.540000 sec): 3 clusters Score: Raw -241743.712349 + Penalty 3628.678218 = -238115.034131 nChanged 5 SP:Iteration 8Q (3543.730000 sec): 3 clusters Score: Raw -241754.483998 + Penalty 3628.678218 = -238125.805780 nChanged 8 SP:Iteration 9Q (3543.860000 sec): 3 clusters Score: Raw -241764.147624 + Penalty 3628.678218 = -238135.469406 nChanged 6 SP:Iteration 10Q (3543.990000 sec): 3 clusters Score: Raw -241771.134619 + Penalty 3628.678218 = -238142.456401 nChanged 5 SP:Iteration 11Q (3544.180000 sec): 3 clusters Score: Raw -241779.073677 + Penalty 3628.678218 = -238150.395459 nChanged 5 SP:Iteration 12Q (3544.330000 sec): 3 clusters Score: Raw -241786.107289 + Penalty 3628.678218 = -238157.429071 nChanged 5 SP:Iteration 13Q (3544.440000 sec): 3 clusters Score: Raw -241790.804337 + Penalty 3628.678218 = -238162.126118 nChanged 6 SP:Iteration 14Q (3544.620000 sec): 3 clusters Score: Raw -241796.310087 + Penalty 3628.678218 = -238167.631868 nChanged 4 SP:Iteration 15Q (3544.760000 sec): 3 clusters Score: Raw -241800.662811 + Penalty 3628.678218 = -238171.984592 nChanged 4 SP:Iteration 16Q (3544.890000 sec): 3 clusters Score: Raw -241805.821623 + Penalty 3628.678218 = -238177.143405 nChanged 2 SP:Iteration 17Q (3545.030000 sec): 3 clusters Score: Raw -241808.873681 + Penalty 3628.678218 = -238180.195463 nChanged 3 SP:Iteration 18Q (3545.230000 sec): 3 clusters Score: Raw -241814.925100 + Penalty 3628.678218 = -238186.246882 nChanged 7 SP:Iteration 19Q (3545.350000 sec): 3 clusters Score: Raw -241825.011568 + Penalty 3628.678218 = -238196.333349 nChanged 8 SP:Iteration 20F (3545.490000 sec): 3 clusters Score: Raw -241834.278858 + Penalty 3628.678218 = -238205.600640 nChanged 10 SP:Iteration 21Q (3545.630000 sec): 3 clusters Score: Raw -241850.799444 + Penalty 3628.678218 = -238222.121226 nChanged 6 SP:Iteration 22Q (3545.770000 sec): 3 clusters Score: Raw -241860.959642 + Penalty 3628.678218 = -238232.281424 nChanged 7 SP:Iteration 23Q (3545.900000 sec): 3 clusters Score: Raw -241877.105257 + Penalty 3628.678218 = -238248.427038 nChanged 6 SP:Iteration 24Q (3546.040000 sec): 3 clusters Score: Raw -241893.544049 + Penalty 3628.678218 = -238264.865831 nChanged 12 SP:Iteration 25Q (3546.190000 sec): 3 clusters Score: Raw -241946.324366 + Penalty 3628.678218 = -238317.646148 nChanged 17 SP:Iteration 26Q (3546.330000 sec): 3 clusters Score: Raw -241988.806201 + Penalty 3628.678218 = -238360.127983 nChanged 20 SP:Iteration 27Q (3546.440000 sec): 3 clusters Score: Raw -242027.313704 + Penalty 3628.678218 = -238398.635485 nChanged 24 SP:Iteration 28Q (3546.610000 sec): 3 clusters Score: Raw -242077.326248 + Penalty 3628.678218 = -238448.648030 nChanged 24 SP:Iteration 29Q (3546.790000 sec): 3 clusters Score: Raw -242139.534435 + Penalty 3628.678218 = -238510.856217 nChanged 25 SP:Iteration 30Q (3546.950000 sec): 3 clusters Score: Raw -242208.944409 + Penalty 3628.678218 = -238580.266190 nChanged 33 SP:Iteration 31Q (3547.120000 sec): 3 clusters Score: Raw -242316.939408 + Penalty 3628.678218 = -238688.261190 nChanged 37 SP:Iteration 32Q (3547.220000 sec): 3 clusters Score: Raw -242431.775346 + Penalty 3628.678218 = -238803.097128 nChanged 28 SP:Iteration 33Q (3547.350000 sec): 3 clusters Score: Raw -242492.130326 + Penalty 3628.678218 = -238863.452108 nChanged 20 SP:Iteration 34Q (3547.490000 sec): 3 clusters Score: Raw -242542.848755 + Penalty 3628.678218 = -238914.170537 nChanged 18 SP:Iteration 35Q (3547.630000 sec): 3 clusters Score: Raw -242576.691282 + Penalty 3628.678218 = -238948.013064 nChanged 16 SP:Iteration 36Q (3547.800000 sec): 3 clusters Score: Raw -242593.079516 + Penalty 3628.678218 = -238964.401298 nChanged 9 SP:Iteration 37Q (3547.980000 sec): 3 clusters Score: Raw -242617.753122 + Penalty 3628.678218 = -238989.074904 nChanged 16 SP:Iteration 38Q (3548.110000 sec): 3 clusters Score: Raw -242659.682939 + Penalty 3628.678218 = -239031.004721 nChanged 14 SP:Iteration 39Q (3548.240000 sec): 3 clusters Score: Raw -242684.795983 + Penalty 3628.678218 = -239056.117765 nChanged 10 SP:Iteration 40F (3548.370000 sec): 3 clusters Score: Raw -242712.091875 + Penalty 3628.678218 = -239083.413657 nChanged 14 SP:Iteration 41Q (3548.500000 sec): 3 clusters Score: Raw -242748.875801 + Penalty 3628.678218 = -239120.197583 nChanged 10 SP:Iteration 42Q (3548.630000 sec): 3 clusters Score: Raw -242758.096993 + Penalty 3628.678218 = -239129.418775 nChanged 4 SP:Iteration 43Q (3548.770000 sec): 3 clusters Score: Raw -242778.153700 + Penalty 3628.678218 = -239149.475482 nChanged 7 SP:Iteration 44Q (3548.900000 sec): 3 clusters Score: Raw -242795.263784 + Penalty 3628.678218 = -239166.585566 nChanged 6 SP:Iteration 45Q (3549.030000 sec): 3 clusters Score: Raw -242801.358879 + Penalty 3628.678218 = -239172.680661 nChanged 2 SP:Iteration 46Q (3549.130000 sec): 3 clusters Score: Raw -242804.513818 + Penalty 3628.678218 = -239175.835600 nChanged 2 SP:Iteration 47Q (3549.300000 sec): 3 clusters Score: Raw -242807.099771 + Penalty 3628.678218 = -239178.421553 nChanged 2 SP:Iteration 48Q (3549.440000 sec): 3 clusters Score: Raw -242808.516350 + Penalty 3628.678218 = -239179.838132 nChanged 1 SP:Iteration 49Q (3549.580000 sec): 3 clusters Score: Raw -242809.669655 + Penalty 3628.678218 = -239180.991437 nChanged 2 SP:Iteration 50Q (3549.720000 sec): 3 clusters Score: Raw -242812.435737 + Penalty 3628.678218 = -239183.757518 nChanged 0 SP:Iteration 51F (3549.860000 sec): 3 clusters Score: Raw -242812.435737 + Penalty 3628.678218 = -239183.757518 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3549.950000 sec): 2 clusters Score: Raw -93057.046350 + Penalty 1571.532781 = -91485.513568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.130000 sec): 3 clusters Score: Raw -93024.792049 + Penalty 3143.065563 = -89881.726486 nChanged 100 SP:Iteration 1F (3550.330000 sec): 3 clusters Score: Raw -93192.731262 + Penalty 3143.065563 = -90049.665699 nChanged 22 SP:Iteration 2Q (3550.480000 sec): 3 clusters Score: Raw -93236.268627 + Penalty 3143.065563 = -90093.203065 nChanged 6 SP:Iteration 3Q (3550.610000 sec): 3 clusters Score: Raw -93245.568868 + Penalty 3143.065563 = -90102.503306 nChanged 6 SP:Iteration 4Q (3550.780000 sec): 3 clusters Score: Raw -93254.254636 + Penalty 3143.065563 = -90111.189074 nChanged 1 SP:Iteration 5Q (3550.940000 sec): 3 clusters Score: Raw -93257.114283 + Penalty 3143.065563 = -90114.048721 nChanged 2 SP:Iteration 6Q (3551.040000 sec): 3 clusters Score: Raw -93260.931922 + Penalty 3143.065563 = -90117.866359 nChanged 2 SP:Iteration 7Q (3551.170000 sec): 3 clusters Score: Raw -93265.112587 + Penalty 3143.065563 = -90122.047024 nChanged 3 SP:Iteration 8Q (3551.310000 sec): 3 clusters Score: Raw -93273.635661 + Penalty 3143.065563 = -90130.570098 nChanged 4 SP:Iteration 9Q (3551.520000 sec): 3 clusters Score: Raw -93281.374394 + Penalty 3143.065563 = -90138.308831 nChanged 3 SP:Iteration 10Q (3551.750000 sec): 3 clusters Score: Raw -93286.897287 + Penalty 3143.065563 = -90143.831724 nChanged 1 SP:Iteration 11Q (3551.880000 sec): 3 clusters Score: Raw -93291.023274 + Penalty 3143.065563 = -90147.957711 nChanged 3 SP:Iteration 12Q (3552.060000 sec): 3 clusters Score: Raw -93297.339902 + Penalty 3143.065563 = -90154.274339 nChanged 2 SP:Iteration 13Q (3552.210000 sec): 3 clusters Score: Raw -93300.496068 + Penalty 3143.065563 = -90157.430505 nChanged 1 SP:Iteration 14Q (3552.340000 sec): 3 clusters Score: Raw -93302.763807 + Penalty 3143.065563 = -90159.698244 nChanged 1 SP:Iteration 15Q (3552.490000 sec): 3 clusters Score: Raw -93305.129417 + Penalty 3143.065563 = -90162.063854 nChanged 0 SP:Iteration 16F (3552.650000 sec): 3 clusters Score: Raw -93305.129417 + Penalty 3143.065563 = -90162.063854 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (66108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.220000 sec): 2 clusters Score: Raw -12103361.420700 + Penalty 2752.563172 = -12100608.857528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.840000 sec): 3 clusters Score: Raw -12061831.769121 + Penalty 5505.126343 = -12056326.642778 nChanged 30917 SP:Iteration 1F (3554.440000 sec): 3 clusters Score: Raw -12079397.189660 + Penalty 5505.126343 = -12073892.063317 nChanged 3212 SP:Iteration 2Q (3555.050000 sec): 3 clusters Score: Raw -12080797.592293 + Penalty 5505.126343 = -12075292.465950 nChanged 3997 SP:Iteration 3F (3555.650000 sec): 3 clusters Score: Raw -12083099.947974 + Penalty 5505.126343 = -12077594.821630 nChanged 4942 SP:Iteration 4F (3556.240000 sec): 3 clusters Score: Raw -12086558.744873 + Penalty 5505.126343 = -12081053.618529 nChanged 5418 SP:Iteration 5F (3556.770000 sec): 3 clusters Score: Raw -12090742.036735 + Penalty 5505.126343 = -12085236.910391 nChanged 4856 SP:Iteration 6F (3557.260000 sec): 3 clusters Score: Raw -12094564.961128 + Penalty 5505.126343 = -12089059.834784 nChanged 3576 SP:Iteration 7F (3557.830000 sec): 3 clusters Score: Raw -12097392.883951 + Penalty 5505.126343 = -12091887.757607 nChanged 2447 SP:Iteration 8Q (3558.430000 sec): 3 clusters Score: Raw -12099340.663779 + Penalty 5505.126343 = -12093835.537436 nChanged 1707 SP:Iteration 9Q (3559.050000 sec): 3 clusters Score: Raw -12100776.709586 + Penalty 5505.126343 = -12095271.583242 nChanged 1224 SP:Iteration 10Q (3559.730000 sec): 3 clusters Score: Raw -12101858.318127 + Penalty 5505.126343 = -12096353.191783 nChanged 894 SP:Iteration 11Q (3560.280000 sec): 3 clusters Score: Raw -12102624.615870 + Penalty 5505.126343 = -12097119.489526 nChanged 673 SP:Iteration 12Q (3560.770000 sec): 3 clusters Score: Raw -12103133.578490 + Penalty 5505.126343 = -12097628.452147 nChanged 492 SP:Iteration 13Q (3561.350000 sec): 3 clusters Score: Raw -12103430.886064 + Penalty 5505.126343 = -12097925.759720 nChanged 373 SP:Iteration 14Q (3561.850000 sec): 3 clusters Score: Raw -12103617.669138 + Penalty 5505.126343 = -12098112.542794 nChanged 307 SP:Iteration 15Q (3562.370000 sec): 3 clusters Score: Raw -12103753.155443 + Penalty 5505.126343 = -12098248.029099 nChanged 260 SP:Iteration 16Q (3562.920000 sec): 3 clusters Score: Raw -12103855.476550 + Penalty 5505.126343 = -12098350.350207 nChanged 218 SP:Iteration 17Q (3563.470000 sec): 3 clusters Score: Raw -12103931.765873 + Penalty 5505.126343 = -12098426.639530 nChanged 183 SP:Iteration 18Q (3564.160000 sec): 3 clusters Score: Raw -12103999.103566 + Penalty 5505.126343 = -12098493.977223 nChanged 170 SP:Iteration 19Q (3564.750000 sec): 3 clusters Score: Raw -12104062.575793 + Penalty 5505.126343 = -12098557.449449 nChanged 158 SP:Iteration 20F (3565.370000 sec): 3 clusters Score: Raw -12104115.307688 + Penalty 5505.126343 = -12098610.181344 nChanged 133 SP:Iteration 21Q (3566.050000 sec): 3 clusters Score: Raw -12104159.651317 + Penalty 5505.126343 = -12098654.524973 nChanged 116 SP:Iteration 22Q (3566.620000 sec): 3 clusters Score: Raw -12104195.314244 + Penalty 5505.126343 = -12098690.187901 nChanged 102 SP:Iteration 23Q (3567.210000 sec): 3 clusters Score: Raw -12104221.438667 + Penalty 5505.126343 = -12098716.312323 nChanged 83 SP:Iteration 24Q (3567.770000 sec): 3 clusters Score: Raw -12104242.458879 + Penalty 5505.126343 = -12098737.332535 nChanged 80 SP:Iteration 25Q (3568.390000 sec): 3 clusters Score: Raw -12104262.695324 + Penalty 5505.126343 = -12098757.568981 nChanged 67 SP:Iteration 26Q (3569.070000 sec): 3 clusters Score: Raw -12104279.242165 + Penalty 5505.126343 = -12098774.115822 nChanged 65 SP:Iteration 27Q (3569.780000 sec): 3 clusters Score: Raw -12104299.312534 + Penalty 5505.126343 = -12098794.186190 nChanged 78 SP:Iteration 28Q (3570.490000 sec): 3 clusters Score: Raw -12104322.909890 + Penalty 5505.126343 = -12098817.783546 nChanged 70 SP:Iteration 29Q (3571.180000 sec): 3 clusters Score: Raw -12104342.149702 + Penalty 5505.126343 = -12098837.023359 nChanged 65 SP:Iteration 30Q (3571.850000 sec): 3 clusters Score: Raw -12104365.163499 + Penalty 5505.126343 = -12098860.037155 nChanged 88 SP:Iteration 31Q (3572.380000 sec): 3 clusters Score: Raw -12104396.180883 + Penalty 5505.126343 = -12098891.054539 nChanged 70 SP:Iteration 32Q (3572.930000 sec): 3 clusters Score: Raw -12104420.310012 + Penalty 5505.126343 = -12098915.183668 nChanged 68 SP:Iteration 33Q (3573.500000 sec): 3 clusters Score: Raw -12104441.372447 + Penalty 5505.126343 = -12098936.246103 nChanged 74 SP:Iteration 34Q (3574.200000 sec): 3 clusters Score: Raw -12104463.766780 + Penalty 5505.126343 = -12098958.640437 nChanged 55 SP:Iteration 35Q (3574.870000 sec): 3 clusters Score: Raw -12104483.803887 + Penalty 5505.126343 = -12098978.677544 nChanged 59 SP:Iteration 36Q (3575.670000 sec): 3 clusters Score: Raw -12104504.665357 + Penalty 5505.126343 = -12098999.539014 nChanged 60 SP:Iteration 37Q (3576.280000 sec): 3 clusters Score: Raw -12104524.743508 + Penalty 5505.126343 = -12099019.617165 nChanged 55 SP:Iteration 38Q (3576.970000 sec): 3 clusters Score: Raw -12104542.675902 + Penalty 5505.126343 = -12099037.549559 nChanged 53 SP:Iteration 39Q (3577.570000 sec): 3 clusters Score: Raw -12104564.147859 + Penalty 5505.126343 = -12099059.021516 nChanged 63 SP:Iteration 40F (3578.110000 sec): 3 clusters Score: Raw -12104590.275907 + Penalty 5505.126343 = -12099085.149563 nChanged 54 SP:Iteration 41Q (3578.690000 sec): 3 clusters Score: Raw -12104616.575345 + Penalty 5505.126343 = -12099111.449001 nChanged 76 SP:Iteration 42Q (3579.220000 sec): 3 clusters Score: Raw -12104651.947384 + Penalty 5505.126343 = -12099146.821041 nChanged 67 SP:Iteration 43Q (3579.760000 sec): 3 clusters Score: Raw -12104688.070705 + Penalty 5505.126343 = -12099182.944361 nChanged 63 SP:Iteration 44Q (3580.310000 sec): 3 clusters Score: Raw -12104732.452160 + Penalty 5505.126343 = -12099227.325816 nChanged 65 SP:Iteration 45Q (3580.890000 sec): 3 clusters Score: Raw -12104781.459004 + Penalty 5505.126343 = -12099276.332661 nChanged 80 SP:Iteration 46Q (3581.530000 sec): 3 clusters Score: Raw -12104840.776313 + Penalty 5505.126343 = -12099335.649969 nChanged 82 SP:Iteration 47Q (3582.180000 sec): 3 clusters Score: Raw -12104901.589223 + Penalty 5505.126343 = -12099396.462879 nChanged 57 SP:Iteration 48Q (3582.840000 sec): 3 clusters Score: Raw -12104939.780862 + Penalty 5505.126343 = -12099434.654519 nChanged 63 SP:Iteration 49Q (3583.540000 sec): 3 clusters Score: Raw -12104984.653955 + Penalty 5505.126343 = -12099479.527611 nChanged 45 SP:Iteration 50Q (3584.240000 sec): 3 clusters Score: Raw -12105013.420018 + Penalty 5505.126343 = -12099508.293674 nChanged 41 SP:Iteration 51Q (3584.910000 sec): 3 clusters Score: Raw -12105031.387791 + Penalty 5505.126343 = -12099526.261447 nChanged 24 SP:Iteration 52Q (3585.640000 sec): 3 clusters Score: Raw -12105040.852083 + Penalty 5505.126343 = -12099535.725739 nChanged 17 SP:Iteration 53Q (3586.300000 sec): 3 clusters Score: Raw -12105046.955864 + Penalty 5505.126343 = -12099541.829521 nChanged 9 SP:Iteration 54Q (3587.000000 sec): 3 clusters Score: Raw -12105049.939559 + Penalty 5505.126343 = -12099544.813215 nChanged 10 SP:Iteration 55Q (3587.680000 sec): 3 clusters Score: Raw -12105054.110661 + Penalty 5505.126343 = -12099548.984317 nChanged 8 SP:Iteration 56Q (3588.400000 sec): 3 clusters Score: Raw -12105056.180678 + Penalty 5505.126343 = -12099551.054335 nChanged 6 SP:Iteration 57Q (3589.120000 sec): 3 clusters Score: Raw -12105057.874708 + Penalty 5505.126343 = -12099552.748364 nChanged 3 SP:Iteration 58Q (3589.810000 sec): 3 clusters Score: Raw -12105058.661948 + Penalty 5505.126343 = -12099553.535605 nChanged 3 SP:Iteration 59Q (3590.530000 sec): 3 clusters Score: Raw -12105059.366335 + Penalty 5505.126343 = -12099554.239992 nChanged 1 SP:Iteration 60F (3591.110000 sec): 3 clusters Score: Raw -12105059.514408 + Penalty 5505.126343 = -12099554.388065 nChanged 1 SP:Iteration 61Q (3591.770000 sec): 3 clusters Score: Raw -12105059.853768 + Penalty 5505.126343 = -12099554.727424 nChanged 1 SP:Iteration 62Q (3592.500000 sec): 3 clusters Score: Raw -12105060.156875 + Penalty 5505.126343 = -12099555.030531 nChanged 1 SP:Iteration 63Q (3593.210000 sec): 3 clusters Score: Raw -12105060.300519 + Penalty 5505.126343 = -12099555.174175 nChanged 0 SP:Iteration 64F (3593.890000 sec): 3 clusters Score: Raw -12105060.300519 + Penalty 5505.126343 = -12099555.174175 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3593.980000 sec): 2 clusters Score: Raw -100661.733347 + Penalty 1603.603892 = -99058.129455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3594.200000 sec): 3 clusters Score: Raw -100573.587688 + Penalty 3207.207783 = -97366.379904 nChanged 124 SP:Iteration 1F (3594.370000 sec): 3 clusters Score: Raw -100766.957284 + Penalty 3207.207783 = -97559.749501 nChanged 30 SP:Iteration 2Q (3594.530000 sec): 3 clusters Score: Raw -100823.487965 + Penalty 3207.207783 = -97616.280182 nChanged 15 SP:Iteration 3Q (3594.690000 sec): 3 clusters Score: Raw -100844.976926 + Penalty 3207.207783 = -97637.769143 nChanged 9 SP:Iteration 4Q (3594.860000 sec): 3 clusters Score: Raw -100868.773032 + Penalty 3207.207783 = -97661.565249 nChanged 5 SP:Iteration 5Q (3595.020000 sec): 3 clusters Score: Raw -100876.256966 + Penalty 3207.207783 = -97669.049183 nChanged 5 SP:Iteration 6Q (3595.180000 sec): 3 clusters Score: Raw -100885.315542 + Penalty 3207.207783 = -97678.107759 nChanged 2 SP:Iteration 7Q (3595.340000 sec): 3 clusters Score: Raw -100887.594806 + Penalty 3207.207783 = -97680.387023 nChanged 1 SP:Iteration 8Q (3595.510000 sec): 3 clusters Score: Raw -100889.250854 + Penalty 3207.207783 = -97682.043070 nChanged 0 SP:Iteration 9F (3595.670000 sec): 3 clusters Score: Raw -100889.250854 + Penalty 3207.207783 = -97682.043070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (4541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3595.750000 sec): 2 clusters Score: Raw -746826.556151 + Penalty 2088.383828 = -744738.172323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3595.910000 sec): 3 clusters Score: Raw -744776.548436 + Penalty 4176.767655 = -740599.780780 nChanged 1686 SP:Iteration 1F (3596.060000 sec): 3 clusters Score: Raw -745907.364600 + Penalty 4176.767655 = -741730.596944 nChanged 374 SP:Iteration 2F (3596.220000 sec): 3 clusters Score: Raw -746156.476042 + Penalty 4176.767655 = -741979.708387 nChanged 226 SP:Iteration 3Q (3596.370000 sec): 3 clusters Score: Raw -746310.516379 + Penalty 4176.767655 = -742133.748724 nChanged 192 SP:Iteration 4Q (3596.520000 sec): 3 clusters Score: Raw -746449.310123 + Penalty 4176.767655 = -742272.542467 nChanged 180 SP:Iteration 5Q (3596.670000 sec): 3 clusters Score: Raw -746600.040481 + Penalty 4176.767655 = -742423.272826 nChanged 195 SP:Iteration 6Q (3596.820000 sec): 3 clusters Score: Raw -746748.292467 + Penalty 4176.767655 = -742571.524811 nChanged 182 SP:Iteration 7Q (3596.980000 sec): 3 clusters Score: Raw -746928.222826 + Penalty 4176.767655 = -742751.455171 nChanged 187 SP:Iteration 8Q (3597.130000 sec): 3 clusters Score: Raw -747156.368104 + Penalty 4176.767655 = -742979.600449 nChanged 196 SP:Iteration 9Q (3597.280000 sec): 3 clusters Score: Raw -747364.897665 + Penalty 4176.767655 = -743188.130009 nChanged 187 SP:Iteration 10Q (3597.430000 sec): 3 clusters Score: Raw -747557.092575 + Penalty 4176.767655 = -743380.324920 nChanged 162 SP:Iteration 11Q (3597.580000 sec): 3 clusters Score: Raw -747699.423419 + Penalty 4176.767655 = -743522.655764 nChanged 116 SP:Iteration 12Q (3597.800000 sec): 3 clusters Score: Raw -747820.541209 + Penalty 4176.767655 = -743643.773553 nChanged 104 SP:Iteration 13Q (3597.970000 sec): 3 clusters Score: Raw -747929.693933 + Penalty 4176.767655 = -743752.926278 nChanged 86 SP:Iteration 14Q (3598.120000 sec): 3 clusters Score: Raw -748010.784784 + Penalty 4176.767655 = -743834.017128 nChanged 70 SP:Iteration 15Q (3598.330000 sec): 3 clusters Score: Raw -748074.494302 + Penalty 4176.767655 = -743897.726647 nChanged 65 SP:Iteration 16Q (3598.540000 sec): 3 clusters Score: Raw -748144.039647 + Penalty 4176.767655 = -743967.271991 nChanged 68 SP:Iteration 17Q (3598.690000 sec): 3 clusters Score: Raw -748212.110942 + Penalty 4176.767655 = -744035.343286 nChanged 73 SP:Iteration 18Q (3598.840000 sec): 3 clusters Score: Raw -748265.710465 + Penalty 4176.767655 = -744088.942809 nChanged 56 SP:Iteration 19Q (3599.000000 sec): 3 clusters Score: Raw -748299.118997 + Penalty 4176.767655 = -744122.351342 nChanged 47 SP:Iteration 20F (3599.150000 sec): 3 clusters Score: Raw -748330.583408 + Penalty 4176.767655 = -744153.815753 nChanged 43 SP:Iteration 21Q (3599.300000 sec): 3 clusters Score: Raw -748357.426157 + Penalty 4176.767655 = -744180.658501 nChanged 40 SP:Iteration 22Q (3599.450000 sec): 3 clusters Score: Raw -748376.177259 + Penalty 4176.767655 = -744199.409603 nChanged 42 SP:Iteration 23Q (3599.610000 sec): 3 clusters Score: Raw -748391.462423 + Penalty 4176.767655 = -744214.694767 nChanged 25 SP:Iteration 24Q (3599.760000 sec): 3 clusters Score: Raw -748400.931820 + Penalty 4176.767655 = -744224.164164 nChanged 21 SP:Iteration 25Q (3599.980000 sec): 3 clusters Score: Raw -748410.336349 + Penalty 4176.767655 = -744233.568693 nChanged 21 SP:Iteration 26Q (3600.140000 sec): 3 clusters Score: Raw -748417.437947 + Penalty 4176.767655 = -744240.670292 nChanged 14 SP:Iteration 27Q (3600.290000 sec): 3 clusters Score: Raw -748422.460603 + Penalty 4176.767655 = -744245.692947 nChanged 13 SP:Iteration 28Q (3600.440000 sec): 3 clusters Score: Raw -748426.865584 + Penalty 4176.767655 = -744250.097928 nChanged 15 SP:Iteration 29Q (3600.620000 sec): 3 clusters Score: Raw -748432.326230 + Penalty 4176.767655 = -744255.558574 nChanged 8 SP:Iteration 30Q (3600.790000 sec): 3 clusters Score: Raw -748434.496063 + Penalty 4176.767655 = -744257.728408 nChanged 9 SP:Iteration 31Q (3600.940000 sec): 3 clusters Score: Raw -748437.077190 + Penalty 4176.767655 = -744260.309535 nChanged 6 SP:Iteration 32Q (3601.090000 sec): 3 clusters Score: Raw -748438.767221 + Penalty 4176.767655 = -744261.999566 nChanged 6 SP:Iteration 33Q (3601.240000 sec): 3 clusters Score: Raw -748441.390838 + Penalty 4176.767655 = -744264.623183 nChanged 5 SP:Iteration 34Q (3601.400000 sec): 3 clusters Score: Raw -748442.951335 + Penalty 4176.767655 = -744266.183680 nChanged 4 SP:Iteration 35Q (3601.550000 sec): 3 clusters Score: Raw -748444.171047 + Penalty 4176.767655 = -744267.403392 nChanged 4 SP:Iteration 36Q (3601.760000 sec): 3 clusters Score: Raw -748446.209734 + Penalty 4176.767655 = -744269.442079 nChanged 7 SP:Iteration 37Q (3601.930000 sec): 3 clusters Score: Raw -748449.090195 + Penalty 4176.767655 = -744272.322539 nChanged 7 SP:Iteration 38Q (3602.080000 sec): 3 clusters Score: Raw -748451.789142 + Penalty 4176.767655 = -744275.021487 nChanged 6 SP:Iteration 39Q (3602.240000 sec): 3 clusters Score: Raw -748453.245761 + Penalty 4176.767655 = -744276.478106 nChanged 3 SP:Iteration 40F (3602.390000 sec): 3 clusters Score: Raw -748453.926080 + Penalty 4176.767655 = -744277.158425 nChanged 1 SP:Iteration 41Q (3602.540000 sec): 3 clusters Score: Raw -748454.181549 + Penalty 4176.767655 = -744277.413893 nChanged 0 SP:Iteration 42F (3602.690000 sec): 3 clusters Score: Raw -748454.181549 + Penalty 4176.767655 = -744277.413893 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3602.770000 sec): 2 clusters Score: Raw -65831.215848 + Penalty 1510.083129 = -64321.132719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3602.930000 sec): 3 clusters Score: Raw -65942.861868 + Penalty 3020.166258 = -62922.695610 nChanged 85 SP:Iteration 1F (3603.090000 sec): 3 clusters Score: Raw -66217.599648 + Penalty 3020.166258 = -63197.433390 nChanged 37 SP:Iteration 2F (3603.250000 sec): 3 clusters Score: Raw -66422.918409 + Penalty 3020.166258 = -63402.752151 nChanged 27 SP:Iteration 3F (3603.410000 sec): 3 clusters Score: Raw -66673.795568 + Penalty 3020.166258 = -63653.629310 nChanged 13 SP:Iteration 4Q (3603.570000 sec): 3 clusters Score: Raw -66754.458142 + Penalty 3020.166258 = -63734.291884 nChanged 8 SP:Iteration 5Q (3603.730000 sec): 3 clusters Score: Raw -66811.051811 + Penalty 3020.166258 = -63790.885553 nChanged 7 SP:Iteration 6Q (3603.890000 sec): 3 clusters Score: Raw -66834.672151 + Penalty 3020.166258 = -63814.505893 nChanged 5 SP:Iteration 7Q (3604.050000 sec): 3 clusters Score: Raw -66864.176210 + Penalty 3020.166258 = -63844.009952 nChanged 4 SP:Iteration 8Q (3604.210000 sec): 3 clusters Score: Raw -66880.102242 + Penalty 3020.166258 = -63859.935983 nChanged 3 SP:Iteration 9Q (3604.370000 sec): 3 clusters Score: Raw -66889.579712 + Penalty 3020.166258 = -63869.413454 nChanged 4 SP:Iteration 10Q (3604.530000 sec): 3 clusters Score: Raw -66912.380902 + Penalty 3020.166258 = -63892.214644 nChanged 0 SP:Iteration 11F (3604.690000 sec): 3 clusters Score: Raw -66915.292040 + Penalty 3020.166258 = -63895.125782 nChanged 1 SP:Iteration 12Q (3604.850000 sec): 3 clusters Score: Raw -66932.838670 + Penalty 3020.166258 = -63912.672412 nChanged 2 SP:Iteration 13Q (3605.070000 sec): 3 clusters Score: Raw -66939.262507 + Penalty 3020.166258 = -63919.096249 nChanged 1 SP:Iteration 14Q (3605.220000 sec): 3 clusters Score: Raw -66940.653741 + Penalty 3020.166258 = -63920.487483 nChanged 0 SP:Iteration 15F (3605.340000 sec): 3 clusters Score: Raw -66940.653741 + Penalty 3020.166258 = -63920.487483 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3605.400000 sec): 2 clusters Score: Raw -41873.260454 + Penalty 1401.817317 = -40471.443137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3605.620000 sec): 3 clusters Score: Raw -42063.293413 + Penalty 2803.634633 = -39259.658780 nChanged 32 SP:Iteration 1F (3605.860000 sec): 3 clusters Score: Raw -42232.686403 + Penalty 2803.634633 = -39429.051770 nChanged 12 SP:Iteration 2Q (3606.060000 sec): 3 clusters Score: Raw -42306.938116 + Penalty 2803.634633 = -39503.303483 nChanged 10 SP:Iteration 3Q (3606.280000 sec): 3 clusters Score: Raw -42363.959982 + Penalty 2803.634633 = -39560.325349 nChanged 6 SP:Iteration 4Q (3606.450000 sec): 3 clusters Score: Raw -42398.129042 + Penalty 2803.634633 = -39594.494409 nChanged 1 SP:Iteration 5Q (3606.710000 sec): 3 clusters Score: Raw -42403.746376 + Penalty 2803.634633 = -39600.111742 nChanged 0 SP:Iteration 6F (3606.850000 sec): 3 clusters Score: Raw -42403.746376 + Penalty 2803.634633 = -39600.111742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (76596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3607.300000 sec): 2 clusters Score: Raw -13043952.033305 + Penalty 2789.082433 = -13041162.950871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3607.980000 sec): 3 clusters Score: Raw -12995360.197695 + Penalty 5578.164867 = -12989782.032828 nChanged 35994 SP:Iteration 1F (3608.610000 sec): 3 clusters Score: Raw -13015588.815704 + Penalty 5578.164867 = -13010010.650837 nChanged 2735 SP:Iteration 2Q (3609.260000 sec): 3 clusters Score: Raw -13016280.889137 + Penalty 5578.164867 = -13010702.724270 nChanged 2781 SP:Iteration 3Q (3609.910000 sec): 3 clusters Score: Raw -13017036.530821 + Penalty 5578.164867 = -13011458.365954 nChanged 2853 SP:Iteration 4Q (3610.790000 sec): 3 clusters Score: Raw -13017901.635912 + Penalty 5578.164867 = -13012323.471045 nChanged 3157 SP:Iteration 5Q (3611.530000 sec): 3 clusters Score: Raw -13019011.161524 + Penalty 5578.164867 = -13013432.996657 nChanged 3507 SP:Iteration 6Q (3612.200000 sec): 3 clusters Score: Raw -13020498.531811 + Penalty 5578.164867 = -13014920.366944 nChanged 4079 SP:Iteration 7F (3612.800000 sec): 3 clusters Score: Raw -13022716.947814 + Penalty 5578.164867 = -13017138.782947 nChanged 4746 SP:Iteration 8F (3613.500000 sec): 3 clusters Score: Raw -13025906.231367 + Penalty 5578.164867 = -13020328.066500 nChanged 5208 SP:Iteration 9F (3614.220000 sec): 3 clusters Score: Raw -13030153.334184 + Penalty 5578.164867 = -13024575.169317 nChanged 4841 SP:Iteration 10F (3614.880000 sec): 3 clusters Score: Raw -13034583.405800 + Penalty 5578.164867 = -13029005.240933 nChanged 3752 SP:Iteration 11Q (3615.550000 sec): 3 clusters Score: Raw -13038085.601053 + Penalty 5578.164867 = -13032507.436186 nChanged 2393 SP:Iteration 12Q (3616.280000 sec): 3 clusters Score: Raw -13040197.566271 + Penalty 5578.164867 = -13034619.401404 nChanged 1553 SP:Iteration 13Q (3616.970000 sec): 3 clusters Score: Raw -13041414.504988 + Penalty 5578.164867 = -13035836.340121 nChanged 1109 SP:Iteration 14Q (3617.670000 sec): 3 clusters Score: Raw -13042144.457259 + Penalty 5578.164867 = -13036566.292392 nChanged 760 SP:Iteration 15Q (3618.220000 sec): 3 clusters Score: Raw -13042582.641447 + Penalty 5578.164867 = -13037004.476580 nChanged 617 SP:Iteration 16Q (3618.810000 sec): 3 clusters Score: Raw -13042914.857418 + Penalty 5578.164867 = -13037336.692551 nChanged 513 SP:Iteration 17Q (3619.480000 sec): 3 clusters Score: Raw -13043177.961790 + Penalty 5578.164867 = -13037599.796923 nChanged 400 SP:Iteration 18Q (3620.080000 sec): 3 clusters Score: Raw -13043372.292211 + Penalty 5578.164867 = -13037794.127344 nChanged 328 SP:Iteration 19Q (3620.610000 sec): 3 clusters Score: Raw -13043524.490565 + Penalty 5578.164867 = -13037946.325698 nChanged 296 SP:Iteration 20F (3621.220000 sec): 3 clusters Score: Raw -13043666.486762 + Penalty 5578.164867 = -13038088.321895 nChanged 237 SP:Iteration 21Q (3621.820000 sec): 3 clusters Score: Raw -13043786.768993 + Penalty 5578.164867 = -13038208.604126 nChanged 197 SP:Iteration 22Q (3622.390000 sec): 3 clusters Score: Raw -13043884.020331 + Penalty 5578.164867 = -13038305.855464 nChanged 153 SP:Iteration 23Q (3622.950000 sec): 3 clusters Score: Raw -13043959.396010 + Penalty 5578.164867 = -13038381.231143 nChanged 146 SP:Iteration 24Q (3623.580000 sec): 3 clusters Score: Raw -13044037.616926 + Penalty 5578.164867 = -13038459.452059 nChanged 130 SP:Iteration 25Q (3624.160000 sec): 3 clusters Score: Raw -13044104.985473 + Penalty 5578.164867 = -13038526.820606 nChanged 99 SP:Iteration 26Q (3624.780000 sec): 3 clusters Score: Raw -13044154.946568 + Penalty 5578.164867 = -13038576.781701 nChanged 77 SP:Iteration 27Q (3625.380000 sec): 3 clusters Score: Raw -13044189.302043 + Penalty 5578.164867 = -13038611.137176 nChanged 59 SP:Iteration 28Q (3626.040000 sec): 3 clusters Score: Raw -13044217.746893 + Penalty 5578.164867 = -13038639.582026 nChanged 44 SP:Iteration 29Q (3626.660000 sec): 3 clusters Score: Raw -13044236.135587 + Penalty 5578.164867 = -13038657.970720 nChanged 34 SP:Iteration 30Q (3627.340000 sec): 3 clusters Score: Raw -13044247.256193 + Penalty 5578.164867 = -13038669.091326 nChanged 24 SP:Iteration 31Q (3628.040000 sec): 3 clusters Score: Raw -13044258.268488 + Penalty 5578.164867 = -13038680.103621 nChanged 29 SP:Iteration 32Q (3628.580000 sec): 3 clusters Score: Raw -13044271.713747 + Penalty 5578.164867 = -13038693.548880 nChanged 25 SP:Iteration 33Q (3629.180000 sec): 3 clusters Score: Raw -13044282.091183 + Penalty 5578.164867 = -13038703.926316 nChanged 19 SP:Iteration 34Q (3629.710000 sec): 3 clusters Score: Raw -13044292.213219 + Penalty 5578.164867 = -13038714.048352 nChanged 23 SP:Iteration 35Q (3630.290000 sec): 3 clusters Score: Raw -13044302.916068 + Penalty 5578.164867 = -13038724.751201 nChanged 31 SP:Iteration 36Q (3630.850000 sec): 3 clusters Score: Raw -13044317.200706 + Penalty 5578.164867 = -13038739.035839 nChanged 28 SP:Iteration 37Q (3631.390000 sec): 3 clusters Score: Raw -13044331.912329 + Penalty 5578.164867 = -13038753.747462 nChanged 29 SP:Iteration 38Q (3631.980000 sec): 3 clusters Score: Raw -13044347.151879 + Penalty 5578.164867 = -13038768.987012 nChanged 18 SP:Iteration 39Q (3632.590000 sec): 3 clusters Score: Raw -13044355.817299 + Penalty 5578.164867 = -13038777.652432 nChanged 17 SP:Iteration 40F (3633.200000 sec): 3 clusters Score: Raw -13044364.858690 + Penalty 5578.164867 = -13038786.693823 nChanged 16 SP:Iteration 41Q (3633.840000 sec): 3 clusters Score: Raw -13044374.628297 + Penalty 5578.164867 = -13038796.463430 nChanged 18 SP:Iteration 42Q (3634.490000 sec): 3 clusters Score: Raw -13044385.779599 + Penalty 5578.164867 = -13038807.614732 nChanged 19 SP:Iteration 43Q (3635.130000 sec): 3 clusters Score: Raw -13044395.589117 + Penalty 5578.164867 = -13038817.424250 nChanged 15 SP:Iteration 44Q (3635.700000 sec): 3 clusters Score: Raw -13044404.268393 + Penalty 5578.164867 = -13038826.103526 nChanged 12 SP:Iteration 45Q (3636.280000 sec): 3 clusters Score: Raw -13044409.096771 + Penalty 5578.164867 = -13038830.931904 nChanged 8 SP:Iteration 46Q (3636.980000 sec): 3 clusters Score: Raw -13044411.731224 + Penalty 5578.164867 = -13038833.566357 nChanged 2 SP:Iteration 47Q (3637.630000 sec): 3 clusters Score: Raw -13044412.756840 + Penalty 5578.164867 = -13038834.591973 nChanged 3 SP:Iteration 48Q (3638.250000 sec): 3 clusters Score: Raw -13044413.672823 + Penalty 5578.164867 = -13038835.507956 nChanged 3 SP:Iteration 49Q (3638.810000 sec): 3 clusters Score: Raw -13044414.852051 + Penalty 5578.164867 = -13038836.687184 nChanged 4 SP:Iteration 50Q (3639.460000 sec): 3 clusters Score: Raw -13044417.450614 + Penalty 5578.164867 = -13038839.285747 nChanged 5 SP:Iteration 51Q (3640.030000 sec): 3 clusters Score: Raw -13044419.728023 + Penalty 5578.164867 = -13038841.563156 nChanged 2 SP:Iteration 52Q (3640.650000 sec): 3 clusters Score: Raw -13044420.528115 + Penalty 5578.164867 = -13038842.363248 nChanged 1 SP:Iteration 53Q (3641.220000 sec): 3 clusters Score: Raw -13044421.215797 + Penalty 5578.164867 = -13038843.050930 nChanged 2 SP:Iteration 54Q (3641.850000 sec): 3 clusters Score: Raw -13044422.234425 + Penalty 5578.164867 = -13038844.069558 nChanged 2 SP:Iteration 55Q (3642.510000 sec): 3 clusters Score: Raw -13044423.402643 + Penalty 5578.164867 = -13038845.237776 nChanged 1 SP:Iteration 56Q (3643.140000 sec): 3 clusters Score: Raw -13044423.570213 + Penalty 5578.164867 = -13038845.405346 nChanged 0 SP:Iteration 57F (3643.930000 sec): 3 clusters Score: Raw -13044423.570213 + Penalty 5578.164867 = -13038845.405346 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3644.060000 sec): 2 clusters Score: Raw -135456.131145 + Penalty 1653.720606 = -133802.410540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3644.220000 sec): 3 clusters Score: Raw -135383.399804 + Penalty 3307.441211 = -132075.958593 nChanged 169 SP:Iteration 1F (3644.410000 sec): 3 clusters Score: Raw -135681.961735 + Penalty 3307.441211 = -132374.520524 nChanged 46 SP:Iteration 2F (3644.580000 sec): 3 clusters Score: Raw -135815.936816 + Penalty 3307.441211 = -132508.495605 nChanged 37 SP:Iteration 3Q (3644.710000 sec): 3 clusters Score: Raw -135920.144193 + Penalty 3307.441211 = -132612.702982 nChanged 39 SP:Iteration 4Q (3644.840000 sec): 3 clusters Score: Raw -136003.343374 + Penalty 3307.441211 = -132695.902163 nChanged 26 SP:Iteration 5Q (3645.030000 sec): 3 clusters Score: Raw -136066.418763 + Penalty 3307.441211 = -132758.977552 nChanged 28 SP:Iteration 6Q (3645.180000 sec): 3 clusters Score: Raw -136157.387751 + Penalty 3307.441211 = -132849.946540 nChanged 29 SP:Iteration 7Q (3645.410000 sec): 3 clusters Score: Raw -136300.977606 + Penalty 3307.441211 = -132993.536395 nChanged 37 SP:Iteration 8Q (3645.570000 sec): 3 clusters Score: Raw -136447.643583 + Penalty 3307.441211 = -133140.202371 nChanged 36 SP:Iteration 9Q (3645.730000 sec): 3 clusters Score: Raw -136557.739612 + Penalty 3307.441211 = -133250.298401 nChanged 22 SP:Iteration 10Q (3645.890000 sec): 3 clusters Score: Raw -136626.061935 + Penalty 3307.441211 = -133318.620724 nChanged 11 SP:Iteration 11Q (3646.120000 sec): 3 clusters Score: Raw -136657.674886 + Penalty 3307.441211 = -133350.233675 nChanged 3 SP:Iteration 12Q (3646.310000 sec): 3 clusters Score: Raw -136665.862179 + Penalty 3307.441211 = -133358.420968 nChanged 3 SP:Iteration 13Q (3646.450000 sec): 3 clusters Score: Raw -136672.871823 + Penalty 3307.441211 = -133365.430612 nChanged 0 SP:Iteration 14F (3646.610000 sec): 3 clusters Score: Raw -136672.871823 + Penalty 3307.441211 = -133365.430612 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (12153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3646.710000 sec): 2 clusters Score: Raw -2102408.954933 + Penalty 2332.522170 = -2100076.432762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3646.940000 sec): 3 clusters Score: Raw -2095737.134649 + Penalty 4665.044341 = -2091072.090308 nChanged 5115 SP:Iteration 1F (3647.130000 sec): 3 clusters Score: Raw -2098584.497193 + Penalty 4665.044341 = -2093919.452853 nChanged 851 SP:Iteration 2F (3647.390000 sec): 3 clusters Score: Raw -2099036.978495 + Penalty 4665.044341 = -2094371.934154 nChanged 694 SP:Iteration 3F (3647.610000 sec): 3 clusters Score: Raw -2099399.243999 + Penalty 4665.044341 = -2094734.199659 nChanged 599 SP:Iteration 4Q (3647.880000 sec): 3 clusters Score: Raw -2099687.403280 + Penalty 4665.044341 = -2095022.358939 nChanged 540 SP:Iteration 5Q (3648.110000 sec): 3 clusters Score: Raw -2099962.610651 + Penalty 4665.044341 = -2095297.566310 nChanged 515 SP:Iteration 6Q (3648.290000 sec): 3 clusters Score: Raw -2100217.662118 + Penalty 4665.044341 = -2095552.617777 nChanged 525 SP:Iteration 7Q (3648.530000 sec): 3 clusters Score: Raw -2100483.105223 + Penalty 4665.044341 = -2095818.060883 nChanged 479 SP:Iteration 8Q (3648.770000 sec): 3 clusters Score: Raw -2100709.872947 + Penalty 4665.044341 = -2096044.828606 nChanged 439 SP:Iteration 9Q (3649.030000 sec): 3 clusters Score: Raw -2100917.774184 + Penalty 4665.044341 = -2096252.729843 nChanged 369 SP:Iteration 10Q (3649.260000 sec): 3 clusters Score: Raw -2101089.109756 + Penalty 4665.044341 = -2096424.065415 nChanged 338 SP:Iteration 11Q (3649.490000 sec): 3 clusters Score: Raw -2101242.530559 + Penalty 4665.044341 = -2096577.486218 nChanged 286 SP:Iteration 12Q (3649.770000 sec): 3 clusters Score: Raw -2101359.668812 + Penalty 4665.044341 = -2096694.624472 nChanged 231 SP:Iteration 13Q (3650.020000 sec): 3 clusters Score: Raw -2101436.926043 + Penalty 4665.044341 = -2096771.881702 nChanged 181 SP:Iteration 14Q (3650.280000 sec): 3 clusters Score: Raw -2101499.020680 + Penalty 4665.044341 = -2096833.976339 nChanged 154 SP:Iteration 15Q (3650.570000 sec): 3 clusters Score: Raw -2101545.530462 + Penalty 4665.044341 = -2096880.486121 nChanged 129 SP:Iteration 16Q (3650.800000 sec): 3 clusters Score: Raw -2101588.546684 + Penalty 4665.044341 = -2096923.502344 nChanged 133 SP:Iteration 17Q (3651.090000 sec): 3 clusters Score: Raw -2101643.210277 + Penalty 4665.044341 = -2096978.165937 nChanged 141 SP:Iteration 18Q (3651.310000 sec): 3 clusters Score: Raw -2101700.099810 + Penalty 4665.044341 = -2097035.055469 nChanged 157 SP:Iteration 19Q (3651.580000 sec): 3 clusters Score: Raw -2101759.394078 + Penalty 4665.044341 = -2097094.349737 nChanged 140 SP:Iteration 20F (3651.780000 sec): 3 clusters Score: Raw -2101802.023511 + Penalty 4665.044341 = -2097136.979170 nChanged 133 SP:Iteration 21Q (3652.010000 sec): 3 clusters Score: Raw -2101839.902937 + Penalty 4665.044341 = -2097174.858596 nChanged 133 SP:Iteration 22Q (3652.210000 sec): 3 clusters Score: Raw -2101879.353085 + Penalty 4665.044341 = -2097214.308745 nChanged 117 SP:Iteration 23Q (3652.450000 sec): 3 clusters Score: Raw -2101912.030855 + Penalty 4665.044341 = -2097246.986514 nChanged 117 SP:Iteration 24Q (3652.660000 sec): 3 clusters Score: Raw -2101948.417812 + Penalty 4665.044341 = -2097283.373471 nChanged 128 SP:Iteration 25Q (3652.870000 sec): 3 clusters Score: Raw -2101985.254336 + Penalty 4665.044341 = -2097320.209995 nChanged 112 SP:Iteration 26Q (3653.110000 sec): 3 clusters Score: Raw -2102015.561448 + Penalty 4665.044341 = -2097350.517108 nChanged 112 SP:Iteration 27Q (3653.360000 sec): 3 clusters Score: Raw -2102045.303607 + Penalty 4665.044341 = -2097380.259267 nChanged 105 SP:Iteration 28Q (3653.550000 sec): 3 clusters Score: Raw -2102075.038233 + Penalty 4665.044341 = -2097409.993892 nChanged 104 SP:Iteration 29Q (3653.800000 sec): 3 clusters Score: Raw -2102104.921032 + Penalty 4665.044341 = -2097439.876691 nChanged 119 SP:Iteration 30Q (3654.000000 sec): 3 clusters Score: Raw -2102137.856239 + Penalty 4665.044341 = -2097472.811898 nChanged 107 SP:Iteration 31Q (3654.250000 sec): 3 clusters Score: Raw -2102163.860829 + Penalty 4665.044341 = -2097498.816489 nChanged 110 SP:Iteration 32Q (3654.450000 sec): 3 clusters Score: Raw -2102194.827735 + Penalty 4665.044341 = -2097529.783395 nChanged 107 SP:Iteration 33Q (3654.690000 sec): 3 clusters Score: Raw -2102224.437088 + Penalty 4665.044341 = -2097559.392747 nChanged 110 SP:Iteration 34Q (3654.890000 sec): 3 clusters Score: Raw -2102253.160091 + Penalty 4665.044341 = -2097588.115751 nChanged 117 SP:Iteration 35Q (3655.090000 sec): 3 clusters Score: Raw -2102282.010996 + Penalty 4665.044341 = -2097616.966655 nChanged 114 SP:Iteration 36Q (3655.330000 sec): 3 clusters Score: Raw -2102316.981503 + Penalty 4665.044341 = -2097651.937162 nChanged 110 SP:Iteration 37Q (3655.570000 sec): 3 clusters Score: Raw -2102345.778912 + Penalty 4665.044341 = -2097680.734572 nChanged 129 SP:Iteration 38Q (3655.780000 sec): 3 clusters Score: Raw -2102381.200559 + Penalty 4665.044341 = -2097716.156219 nChanged 112 SP:Iteration 39Q (3656.030000 sec): 3 clusters Score: Raw -2102416.157581 + Penalty 4665.044341 = -2097751.113241 nChanged 141 SP:Iteration 40F (3656.230000 sec): 3 clusters Score: Raw -2102455.833161 + Penalty 4665.044341 = -2097790.788820 nChanged 138 SP:Iteration 41Q (3656.470000 sec): 3 clusters Score: Raw -2102497.524498 + Penalty 4665.044341 = -2097832.480158 nChanged 157 SP:Iteration 42Q (3656.670000 sec): 3 clusters Score: Raw -2102545.803013 + Penalty 4665.044341 = -2097880.758673 nChanged 157 SP:Iteration 43Q (3656.910000 sec): 3 clusters Score: Raw -2102604.318891 + Penalty 4665.044341 = -2097939.274550 nChanged 169 SP:Iteration 44Q (3657.100000 sec): 3 clusters Score: Raw -2102668.890146 + Penalty 4665.044341 = -2098003.845806 nChanged 177 SP:Iteration 45Q (3657.300000 sec): 3 clusters Score: Raw -2102728.026767 + Penalty 4665.044341 = -2098062.982427 nChanged 164 SP:Iteration 46Q (3657.540000 sec): 3 clusters Score: Raw -2102784.269065 + Penalty 4665.044341 = -2098119.224725 nChanged 175 SP:Iteration 47Q (3657.780000 sec): 3 clusters Score: Raw -2102843.231436 + Penalty 4665.044341 = -2098178.187095 nChanged 156 SP:Iteration 48Q (3657.990000 sec): 3 clusters Score: Raw -2102888.473982 + Penalty 4665.044341 = -2098223.429641 nChanged 128 SP:Iteration 49Q (3658.230000 sec): 3 clusters Score: Raw -2102922.502150 + Penalty 4665.044341 = -2098257.457809 nChanged 124 SP:Iteration 50Q (3658.430000 sec): 3 clusters Score: Raw -2102955.621039 + Penalty 4665.044341 = -2098290.576698 nChanged 120 SP:Iteration 51Q (3658.670000 sec): 3 clusters Score: Raw -2102987.617769 + Penalty 4665.044341 = -2098322.573428 nChanged 94 SP:Iteration 52Q (3658.880000 sec): 3 clusters Score: Raw -2103007.436530 + Penalty 4665.044341 = -2098342.392190 nChanged 84 SP:Iteration 53Q (3659.130000 sec): 3 clusters Score: Raw -2103025.194625 + Penalty 4665.044341 = -2098360.150285 nChanged 75 SP:Iteration 54Q (3659.330000 sec): 3 clusters Score: Raw -2103039.670123 + Penalty 4665.044341 = -2098374.625783 nChanged 64 SP:Iteration 55Q (3659.570000 sec): 3 clusters Score: Raw -2103050.240739 + Penalty 4665.044341 = -2098385.196398 nChanged 58 SP:Iteration 56Q (3659.770000 sec): 3 clusters Score: Raw -2103060.780116 + Penalty 4665.044341 = -2098395.735776 nChanged 47 SP:Iteration 57Q (3660.050000 sec): 3 clusters Score: Raw -2103070.099640 + Penalty 4665.044341 = -2098405.055300 nChanged 48 SP:Iteration 58Q (3660.260000 sec): 3 clusters Score: Raw -2103078.305490 + Penalty 4665.044341 = -2098413.261149 nChanged 46 SP:Iteration 59Q (3660.500000 sec): 3 clusters Score: Raw -2103086.465531 + Penalty 4665.044341 = -2098421.421190 nChanged 38 SP:Iteration 60F (3660.700000 sec): 3 clusters Score: Raw -2103092.568338 + Penalty 4665.044341 = -2098427.523997 nChanged 37 SP:Iteration 61Q (3660.930000 sec): 3 clusters Score: Raw -2103098.547457 + Penalty 4665.044341 = -2098433.503117 nChanged 44 SP:Iteration 62Q (3661.170000 sec): 3 clusters Score: Raw -2103106.064646 + Penalty 4665.044341 = -2098441.020305 nChanged 29 SP:Iteration 63Q (3661.360000 sec): 3 clusters Score: Raw -2103111.185692 + Penalty 4665.044341 = -2098446.141351 nChanged 28 SP:Iteration 64Q (3661.640000 sec): 3 clusters Score: Raw -2103116.057201 + Penalty 4665.044341 = -2098451.012861 nChanged 26 SP:Iteration 65Q (3661.850000 sec): 3 clusters Score: Raw -2103120.240956 + Penalty 4665.044341 = -2098455.196615 nChanged 26 SP:Iteration 66Q (3662.090000 sec): 3 clusters Score: Raw -2103124.048076 + Penalty 4665.044341 = -2098459.003736 nChanged 15 SP:Iteration 67Q (3662.290000 sec): 3 clusters Score: Raw -2103126.604626 + Penalty 4665.044341 = -2098461.560286 nChanged 17 SP:Iteration 68Q (3662.530000 sec): 3 clusters Score: Raw -2103128.881431 + Penalty 4665.044341 = -2098463.837091 nChanged 13 SP:Iteration 69Q (3662.740000 sec): 3 clusters Score: Raw -2103130.754272 + Penalty 4665.044341 = -2098465.709931 nChanged 16 SP:Iteration 70Q (3662.980000 sec): 3 clusters Score: Raw -2103133.878120 + Penalty 4665.044341 = -2098468.833779 nChanged 18 SP:Iteration 71Q (3663.190000 sec): 3 clusters Score: Raw -2103137.106053 + Penalty 4665.044341 = -2098472.061712 nChanged 20 SP:Iteration 72Q (3663.430000 sec): 3 clusters Score: Raw -2103140.329755 + Penalty 4665.044341 = -2098475.285414 nChanged 21 SP:Iteration 73Q (3663.630000 sec): 3 clusters Score: Raw -2103144.554312 + Penalty 4665.044341 = -2098479.509971 nChanged 26 SP:Iteration 74Q (3663.870000 sec): 3 clusters Score: Raw -2103148.570155 + Penalty 4665.044341 = -2098483.525815 nChanged 20 SP:Iteration 75Q (3664.080000 sec): 3 clusters Score: Raw -2103152.178311 + Penalty 4665.044341 = -2098487.133970 nChanged 27 SP:Iteration 76Q (3664.320000 sec): 3 clusters Score: Raw -2103156.760417 + Penalty 4665.044341 = -2098491.716076 nChanged 26 SP:Iteration 77Q (3664.520000 sec): 3 clusters Score: Raw -2103161.835049 + Penalty 4665.044341 = -2098496.790708 nChanged 29 SP:Iteration 78Q (3664.770000 sec): 3 clusters Score: Raw -2103166.018078 + Penalty 4665.044341 = -2098500.973737 nChanged 21 SP:Iteration 79Q (3664.970000 sec): 3 clusters Score: Raw -2103169.158512 + Penalty 4665.044341 = -2098504.114171 nChanged 29 SP:Iteration 80F (3665.170000 sec): 3 clusters Score: Raw -2103173.891154 + Penalty 4665.044341 = -2098508.846813 nChanged 26 SP:Iteration 81Q (3665.410000 sec): 3 clusters Score: Raw -2103177.974126 + Penalty 4665.044341 = -2098512.929786 nChanged 24 SP:Iteration 82Q (3665.650000 sec): 3 clusters Score: Raw -2103181.738961 + Penalty 4665.044341 = -2098516.694621 nChanged 24 SP:Iteration 83Q (3665.850000 sec): 3 clusters Score: Raw -2103186.514429 + Penalty 4665.044341 = -2098521.470089 nChanged 24 SP:Iteration 84Q (3666.050000 sec): 3 clusters Score: Raw -2103191.395410 + Penalty 4665.044341 = -2098526.351069 nChanged 22 SP:Iteration 85Q (3666.290000 sec): 3 clusters Score: Raw -2103194.490271 + Penalty 4665.044341 = -2098529.445930 nChanged 16 SP:Iteration 86Q (3666.530000 sec): 3 clusters Score: Raw -2103196.470165 + Penalty 4665.044341 = -2098531.425824 nChanged 7 SP:Iteration 87Q (3666.730000 sec): 3 clusters Score: Raw -2103197.468354 + Penalty 4665.044341 = -2098532.424013 nChanged 8 SP:Iteration 88Q (3666.970000 sec): 3 clusters Score: Raw -2103198.768273 + Penalty 4665.044341 = -2098533.723932 nChanged 13 SP:Iteration 89Q (3667.210000 sec): 3 clusters Score: Raw -2103200.569677 + Penalty 4665.044341 = -2098535.525336 nChanged 5 SP:Iteration 90Q (3667.450000 sec): 3 clusters Score: Raw -2103201.190484 + Penalty 4665.044341 = -2098536.146143 nChanged 2 SP:Iteration 91Q (3667.690000 sec): 3 clusters Score: Raw -2103201.478673 + Penalty 4665.044341 = -2098536.434332 nChanged 3 SP:Iteration 92Q (3667.890000 sec): 3 clusters Score: Raw -2103202.051012 + Penalty 4665.044341 = -2098537.006671 nChanged 8 SP:Iteration 93Q (3668.100000 sec): 3 clusters Score: Raw -2103203.285334 + Penalty 4665.044341 = -2098538.240993 nChanged 7 SP:Iteration 94Q (3668.350000 sec): 3 clusters Score: Raw -2103204.529475 + Penalty 4665.044341 = -2098539.485135 nChanged 8 SP:Iteration 95Q (3668.580000 sec): 3 clusters Score: Raw -2103206.041530 + Penalty 4665.044341 = -2098540.997189 nChanged 13 SP:Iteration 96Q (3668.790000 sec): 3 clusters Score: Raw -2103207.844333 + Penalty 4665.044341 = -2098542.799993 nChanged 13 SP:Iteration 97Q (3669.030000 sec): 3 clusters Score: Raw -2103210.490900 + Penalty 4665.044341 = -2098545.446559 nChanged 10 SP:Iteration 98Q (3669.230000 sec): 3 clusters Score: Raw -2103212.063550 + Penalty 4665.044341 = -2098547.019210 nChanged 8 SP:Iteration 99Q (3669.440000 sec): 3 clusters Score: Raw -2103212.984204 + Penalty 4665.044341 = -2098547.939864 nChanged 6 SP:Iteration 100F (3669.680000 sec): 3 clusters Score: Raw -2103213.686011 + Penalty 4665.044341 = -2098548.641671 nChanged 3 SP:Iteration 101Q (3669.920000 sec): 3 clusters Score: Raw -2103214.196663 + Penalty 4665.044341 = -2098549.152322 nChanged 4 SP:Iteration 102Q (3670.120000 sec): 3 clusters Score: Raw -2103214.707725 + Penalty 4665.044341 = -2098549.663385 nChanged 7 SP:Iteration 103Q (3670.320000 sec): 3 clusters Score: Raw -2103215.417159 + Penalty 4665.044341 = -2098550.372819 nChanged 5 SP:Iteration 104Q (3670.560000 sec): 3 clusters Score: Raw -2103216.083915 + Penalty 4665.044341 = -2098551.039575 nChanged 5 SP:Iteration 105Q (3670.800000 sec): 3 clusters Score: Raw -2103216.568959 + Penalty 4665.044341 = -2098551.524619 nChanged 3 SP:Iteration 106Q (3671.000000 sec): 3 clusters Score: Raw -2103216.829363 + Penalty 4665.044341 = -2098551.785022 nChanged 1 SP:Iteration 107Q (3671.250000 sec): 3 clusters Score: Raw -2103216.894715 + Penalty 4665.044341 = -2098551.850374 nChanged 0 SP:Iteration 108F (3671.450000 sec): 3 clusters Score: Raw -2103216.894715 + Penalty 4665.044341 = -2098551.850374 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3671.540000 sec): 2 clusters Score: Raw -65565.497124 + Penalty 1497.983168 = -64067.513955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3671.700000 sec): 3 clusters Score: Raw -65645.193280 + Penalty 2995.966337 = -62649.226943 nChanged 67 SP:Iteration 1F (3671.860000 sec): 3 clusters Score: Raw -65787.935660 + Penalty 2995.966337 = -62791.969324 nChanged 14 SP:Iteration 2Q (3672.020000 sec): 3 clusters Score: Raw -65821.334855 + Penalty 2995.966337 = -62825.368518 nChanged 5 SP:Iteration 3Q (3672.180000 sec): 3 clusters Score: Raw -65832.994913 + Penalty 2995.966337 = -62837.028576 nChanged 2 SP:Iteration 4Q (3672.340000 sec): 3 clusters Score: Raw -65835.257396 + Penalty 2995.966337 = -62839.291059 nChanged 3 SP:Iteration 5Q (3672.500000 sec): 3 clusters Score: Raw -65840.777496 + Penalty 2995.966337 = -62844.811159 nChanged 3 SP:Iteration 6Q (3672.660000 sec): 3 clusters Score: Raw -65846.513732 + Penalty 2995.966337 = -62850.547395 nChanged 1 SP:Iteration 7Q (3672.820000 sec): 3 clusters Score: Raw -65854.048506 + Penalty 2995.966337 = -62858.082169 nChanged 1 SP:Iteration 8Q (3672.980000 sec): 3 clusters Score: Raw -65854.356194 + Penalty 2995.966337 = -62858.389857 nChanged 1 SP:Iteration 9Q (3673.140000 sec): 3 clusters Score: Raw -65855.060324 + Penalty 2995.966337 = -62859.093987 nChanged 1 SP:Iteration 10Q (3673.300000 sec): 3 clusters Score: Raw -65855.415256 + Penalty 2995.966337 = -62859.448920 nChanged 0 SP:Iteration 11F (3673.460000 sec): 3 clusters Score: Raw -65855.415256 + Penalty 2995.966337 = -62859.448920 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3673.530000 sec): 2 clusters Score: Raw -50376.432738 + Penalty 1474.464311 = -48901.968427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3673.690000 sec): 3 clusters Score: Raw -50509.803912 + Penalty 2948.928622 = -47560.875290 nChanged 66 SP:Iteration 1F (3673.850000 sec): 3 clusters Score: Raw -50710.658111 + Penalty 2948.928622 = -47761.729489 nChanged 24 SP:Iteration 2F (3674.010000 sec): 3 clusters Score: Raw -50810.598948 + Penalty 2948.928622 = -47861.670327 nChanged 10 SP:Iteration 3Q (3674.170000 sec): 3 clusters Score: Raw -50838.494777 + Penalty 2948.928622 = -47889.566155 nChanged 5 SP:Iteration 4Q (3674.330000 sec): 3 clusters Score: Raw -50876.875065 + Penalty 2948.928622 = -47927.946443 nChanged 5 SP:Iteration 5Q (3674.490000 sec): 3 clusters Score: Raw -50883.907478 + Penalty 2948.928622 = -47934.978857 nChanged 2 SP:Iteration 6Q (3674.650000 sec): 3 clusters Score: Raw -50889.117960 + Penalty 2948.928622 = -47940.189338 nChanged 4 SP:Iteration 7Q (3674.810000 sec): 3 clusters Score: Raw -50909.890267 + Penalty 2948.928622 = -47960.961645 nChanged 8 SP:Iteration 8Q (3674.970000 sec): 3 clusters Score: Raw -50967.285634 + Penalty 2948.928622 = -48018.357013 nChanged 13 SP:Iteration 9Q (3675.130000 sec): 3 clusters Score: Raw -51040.246177 + Penalty 2948.928622 = -48091.317556 nChanged 13 SP:Iteration 10Q (3675.290000 sec): 3 clusters Score: Raw -51108.735807 + Penalty 2948.928622 = -48159.807185 nChanged 8 SP:Iteration 11Q (3675.450000 sec): 3 clusters Score: Raw -51149.115011 + Penalty 2948.928622 = -48200.186389 nChanged 8 SP:Iteration 12Q (3675.610000 sec): 3 clusters Score: Raw -51180.017226 + Penalty 2948.928622 = -48231.088605 nChanged 7 SP:Iteration 13Q (3675.770000 sec): 3 clusters Score: Raw -51241.866972 + Penalty 2948.928622 = -48292.938350 nChanged 8 SP:Iteration 14Q (3675.930000 sec): 3 clusters Score: Raw -51257.245605 + Penalty 2948.928622 = -48308.316983 nChanged 3 SP:Iteration 15Q (3676.100000 sec): 3 clusters Score: Raw -51262.140789 + Penalty 2948.928622 = -48313.212168 nChanged 3 SP:Iteration 16Q (3676.250000 sec): 3 clusters Score: Raw -51269.764891 + Penalty 2948.928622 = -48320.836270 nChanged 5 SP:Iteration 17Q (3676.410000 sec): 3 clusters Score: Raw -51303.720647 + Penalty 2948.928622 = -48354.792025 nChanged 8 SP:Iteration 18Q (3676.570000 sec): 3 clusters Score: Raw -51339.868457 + Penalty 2948.928622 = -48390.939835 nChanged 5 SP:Iteration 19Q (3676.740000 sec): 3 clusters Score: Raw -51365.465051 + Penalty 2948.928622 = -48416.536429 nChanged 3 SP:Iteration 20F (3676.890000 sec): 3 clusters Score: Raw -51374.952755 + Penalty 2948.928622 = -48426.024133 nChanged 3 SP:Iteration 21Q (3677.050000 sec): 3 clusters Score: Raw -51441.144134 + Penalty 2948.928622 = -48492.215512 nChanged 4 SP:Iteration 22Q (3677.210000 sec): 3 clusters Score: Raw -51452.370058 + Penalty 2948.928622 = -48503.441436 nChanged 4 SP:Iteration 23Q (3677.370000 sec): 3 clusters Score: Raw -51467.087742 + Penalty 2948.928622 = -48518.159120 nChanged 2 SP:Iteration 24Q (3677.530000 sec): 3 clusters Score: Raw -51478.477359 + Penalty 2948.928622 = -48529.548737 nChanged 0 SP:Iteration 25F (3677.690000 sec): 3 clusters Score: Raw -51478.477359 + Penalty 2948.928622 = -48529.548737 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (2577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3677.790000 sec): 2 clusters Score: Raw -453206.220642 + Penalty 1947.886540 = -451258.334102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3677.940000 sec): 3 clusters Score: Raw -452170.369747 + Penalty 3895.773080 = -448274.596666 nChanged 868 SP:Iteration 1F (3678.090000 sec): 3 clusters Score: Raw -452824.466830 + Penalty 3895.773080 = -448928.693749 nChanged 226 SP:Iteration 2F (3678.230000 sec): 3 clusters Score: Raw -453034.306342 + Penalty 3895.773080 = -449138.533262 nChanged 150 SP:Iteration 3F (3678.380000 sec): 3 clusters Score: Raw -453207.424438 + Penalty 3895.773080 = -449311.651358 nChanged 114 SP:Iteration 4Q (3678.520000 sec): 3 clusters Score: Raw -453415.422598 + Penalty 3895.773080 = -449519.649518 nChanged 140 SP:Iteration 5F (3678.680000 sec): 3 clusters Score: Raw -453658.936349 + Penalty 3895.773080 = -449763.163269 nChanged 151 SP:Iteration 6F (3678.840000 sec): 3 clusters Score: Raw -453870.789191 + Penalty 3895.773080 = -449975.016111 nChanged 139 SP:Iteration 7F (3679.000000 sec): 3 clusters Score: Raw -454064.251892 + Penalty 3895.773080 = -450168.478812 nChanged 143 SP:Iteration 8F (3679.160000 sec): 3 clusters Score: Raw -454239.490107 + Penalty 3895.773080 = -450343.717027 nChanged 114 SP:Iteration 9Q (3679.320000 sec): 3 clusters Score: Raw -454426.836718 + Penalty 3895.773080 = -450531.063638 nChanged 98 SP:Iteration 10Q (3679.480000 sec): 3 clusters Score: Raw -454630.370493 + Penalty 3895.773080 = -450734.597413 nChanged 108 SP:Iteration 11Q (3679.640000 sec): 3 clusters Score: Raw -454932.450522 + Penalty 3895.773080 = -451036.677441 nChanged 114 SP:Iteration 12Q (3679.840000 sec): 3 clusters Score: Raw -455302.549846 + Penalty 3895.773080 = -451406.776765 nChanged 113 SP:Iteration 13Q (3680.130000 sec): 3 clusters Score: Raw -455794.790532 + Penalty 3895.773080 = -451899.017452 nChanged 84 SP:Iteration 14Q (3680.330000 sec): 3 clusters Score: Raw -456403.843628 + Penalty 3895.773080 = -452508.070548 nChanged 49 SP:Iteration 15Q (3680.550000 sec): 3 clusters Score: Raw -456878.436804 + Penalty 3895.773080 = -452982.663723 nChanged 46 SP:Iteration 16Q (3680.720000 sec): 3 clusters Score: Raw -456979.838978 + Penalty 3895.773080 = -453084.065897 nChanged 20 SP:Iteration 17Q (3680.850000 sec): 3 clusters Score: Raw -456996.195431 + Penalty 3895.773080 = -453100.422351 nChanged 5 SP:Iteration 18Q (3681.080000 sec): 3 clusters Score: Raw -457001.307531 + Penalty 3895.773080 = -453105.534451 nChanged 3 SP:Iteration 19Q (3681.290000 sec): 3 clusters Score: Raw -457004.172913 + Penalty 3895.773080 = -453108.399833 nChanged 2 SP:Iteration 20F (3681.470000 sec): 3 clusters Score: Raw -457007.916820 + Penalty 3895.773080 = -453112.143739 nChanged 1 SP:Iteration 21Q (3681.640000 sec): 3 clusters Score: Raw -457008.769649 + Penalty 3895.773080 = -453112.996568 nChanged 2 SP:Iteration 22Q (3681.770000 sec): 3 clusters Score: Raw -457010.016903 + Penalty 3895.773080 = -453114.243822 nChanged 0 SP:Iteration 23F (3682.010000 sec): 3 clusters Score: Raw -457010.016903 + Penalty 3895.773080 = -453114.243822 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (101484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3682.850000 sec): 2 clusters Score: Raw -17555082.742140 + Penalty 2858.858795 = -17552223.883345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3683.780000 sec): 3 clusters Score: Raw -17489924.117132 + Penalty 5717.717589 = -17484206.399543 nChanged 48015 SP:Iteration 1F (3684.600000 sec): 3 clusters Score: Raw -17517441.268148 + Penalty 5717.717589 = -17511723.550559 nChanged 3196 SP:Iteration 2Q (3685.590000 sec): 3 clusters Score: Raw -17518214.498079 + Penalty 5717.717589 = -17512496.780490 nChanged 3386 SP:Iteration 3Q (3686.550000 sec): 3 clusters Score: Raw -17519167.448046 + Penalty 5717.717589 = -17513449.730457 nChanged 3775 SP:Iteration 4Q (3687.400000 sec): 3 clusters Score: Raw -17520383.260361 + Penalty 5717.717589 = -17514665.542772 nChanged 4236 SP:Iteration 5Q (3688.360000 sec): 3 clusters Score: Raw -17521920.033288 + Penalty 5717.717589 = -17516202.315699 nChanged 4877 SP:Iteration 6Q (3689.290000 sec): 3 clusters Score: Raw -17523979.415972 + Penalty 5717.717589 = -17518261.698383 nChanged 5540 SP:Iteration 7F (3690.160000 sec): 3 clusters Score: Raw -17526796.768991 + Penalty 5717.717589 = -17521079.051402 nChanged 6056 SP:Iteration 8F (3691.090000 sec): 3 clusters Score: Raw -17530490.837246 + Penalty 5717.717589 = -17524773.119657 nChanged 6310 SP:Iteration 9F (3691.930000 sec): 3 clusters Score: Raw -17535114.114729 + Penalty 5717.717589 = -17529396.397140 nChanged 5881 SP:Iteration 10F (3692.790000 sec): 3 clusters Score: Raw -17540125.226767 + Penalty 5717.717589 = -17534407.509178 nChanged 4783 SP:Iteration 11Q (3693.790000 sec): 3 clusters Score: Raw -17544354.829246 + Penalty 5717.717589 = -17538637.111657 nChanged 3444 SP:Iteration 12Q (3694.660000 sec): 3 clusters Score: Raw -17546812.641312 + Penalty 5717.717589 = -17541094.923723 nChanged 2512 SP:Iteration 13Q (3695.490000 sec): 3 clusters Score: Raw -17548225.613042 + Penalty 5717.717589 = -17542507.895453 nChanged 1952 SP:Iteration 14Q (3696.320000 sec): 3 clusters Score: Raw -17549257.089997 + Penalty 5717.717589 = -17543539.372408 nChanged 1723 SP:Iteration 15Q (3697.200000 sec): 3 clusters Score: Raw -17550139.612614 + Penalty 5717.717589 = -17544421.895024 nChanged 1574 SP:Iteration 16Q (3697.980000 sec): 3 clusters Score: Raw -17550943.797186 + Penalty 5717.717589 = -17545226.079597 nChanged 1379 SP:Iteration 17Q (3698.710000 sec): 3 clusters Score: Raw -17551628.616069 + Penalty 5717.717589 = -17545910.898480 nChanged 1218 SP:Iteration 18Q (3699.470000 sec): 3 clusters Score: Raw -17552241.935710 + Penalty 5717.717589 = -17546524.218121 nChanged 1069 SP:Iteration 19Q (3700.280000 sec): 3 clusters Score: Raw -17552805.475220 + Penalty 5717.717589 = -17547087.757631 nChanged 915 SP:Iteration 20F (3701.090000 sec): 3 clusters Score: Raw -17553290.771642 + Penalty 5717.717589 = -17547573.054053 nChanged 738 SP:Iteration 21Q (3701.850000 sec): 3 clusters Score: Raw -17553657.911359 + Penalty 5717.717589 = -17547940.193770 nChanged 593 SP:Iteration 22Q (3702.530000 sec): 3 clusters Score: Raw -17553942.689749 + Penalty 5717.717589 = -17548224.972160 nChanged 515 SP:Iteration 23Q (3703.190000 sec): 3 clusters Score: Raw -17554210.184137 + Penalty 5717.717589 = -17548492.466548 nChanged 456 SP:Iteration 24Q (3703.850000 sec): 3 clusters Score: Raw -17554450.277053 + Penalty 5717.717589 = -17548732.559464 nChanged 396 SP:Iteration 25Q (3704.570000 sec): 3 clusters Score: Raw -17554647.267839 + Penalty 5717.717589 = -17548929.550250 nChanged 329 SP:Iteration 26Q (3705.270000 sec): 3 clusters Score: Raw -17554802.798616 + Penalty 5717.717589 = -17549085.081027 nChanged 261 SP:Iteration 27Q (3706.040000 sec): 3 clusters Score: Raw -17554924.271240 + Penalty 5717.717589 = -17549206.553651 nChanged 206 SP:Iteration 28Q (3706.710000 sec): 3 clusters Score: Raw -17555012.385976 + Penalty 5717.717589 = -17549294.668387 nChanged 160 SP:Iteration 29Q (3707.360000 sec): 3 clusters Score: Raw -17555071.128674 + Penalty 5717.717589 = -17549353.411085 nChanged 142 SP:Iteration 30Q (3708.040000 sec): 3 clusters Score: Raw -17555123.171963 + Penalty 5717.717589 = -17549405.454374 nChanged 122 SP:Iteration 31Q (3708.720000 sec): 3 clusters Score: Raw -17555174.803486 + Penalty 5717.717589 = -17549457.085897 nChanged 118 SP:Iteration 32Q (3709.370000 sec): 3 clusters Score: Raw -17555222.971060 + Penalty 5717.717589 = -17549505.253471 nChanged 98 SP:Iteration 33Q (3710.190000 sec): 3 clusters Score: Raw -17555258.883934 + Penalty 5717.717589 = -17549541.166345 nChanged 78 SP:Iteration 34Q (3710.930000 sec): 3 clusters Score: Raw -17555289.825750 + Penalty 5717.717589 = -17549572.108161 nChanged 79 SP:Iteration 35Q (3711.680000 sec): 3 clusters Score: Raw -17555325.532380 + Penalty 5717.717589 = -17549607.814791 nChanged 73 SP:Iteration 36Q (3712.370000 sec): 3 clusters Score: Raw -17555353.579361 + Penalty 5717.717589 = -17549635.861772 nChanged 49 SP:Iteration 37Q (3712.980000 sec): 3 clusters Score: Raw -17555374.116100 + Penalty 5717.717589 = -17549656.398511 nChanged 52 SP:Iteration 38Q (3713.760000 sec): 3 clusters Score: Raw -17555396.638381 + Penalty 5717.717589 = -17549678.920792 nChanged 47 SP:Iteration 39Q (3714.550000 sec): 3 clusters Score: Raw -17555417.332759 + Penalty 5717.717589 = -17549699.615170 nChanged 53 SP:Iteration 40F (3715.490000 sec): 3 clusters Score: Raw -17555439.561875 + Penalty 5717.717589 = -17549721.844286 nChanged 41 SP:Iteration 41Q (3716.270000 sec): 3 clusters Score: Raw -17555453.892297 + Penalty 5717.717589 = -17549736.174708 nChanged 28 SP:Iteration 42Q (3717.040000 sec): 3 clusters Score: Raw -17555465.347050 + Penalty 5717.717589 = -17549747.629461 nChanged 30 SP:Iteration 43Q (3717.770000 sec): 3 clusters Score: Raw -17555475.699995 + Penalty 5717.717589 = -17549757.982406 nChanged 32 SP:Iteration 44Q (3718.460000 sec): 3 clusters Score: Raw -17555488.877045 + Penalty 5717.717589 = -17549771.159456 nChanged 17 SP:Iteration 45Q (3719.080000 sec): 3 clusters Score: Raw -17555496.277481 + Penalty 5717.717589 = -17549778.559892 nChanged 17 SP:Iteration 46Q (3719.720000 sec): 3 clusters Score: Raw -17555502.008761 + Penalty 5717.717589 = -17549784.291172 nChanged 14 SP:Iteration 47Q (3720.460000 sec): 3 clusters Score: Raw -17555507.366375 + Penalty 5717.717589 = -17549789.648786 nChanged 16 SP:Iteration 48Q (3721.310000 sec): 3 clusters Score: Raw -17555513.209172 + Penalty 5717.717589 = -17549795.491583 nChanged 19 SP:Iteration 49Q (3722.120000 sec): 3 clusters Score: Raw -17555520.240388 + Penalty 5717.717589 = -17549802.522799 nChanged 14 SP:Iteration 50Q (3722.960000 sec): 3 clusters Score: Raw -17555526.067126 + Penalty 5717.717589 = -17549808.349537 nChanged 6 SP:Iteration 51Q (3723.810000 sec): 3 clusters Score: Raw -17555529.200059 + Penalty 5717.717589 = -17549811.482470 nChanged 7 SP:Iteration 52Q (3724.620000 sec): 3 clusters Score: Raw -17555532.699653 + Penalty 5717.717589 = -17549814.982064 nChanged 13 SP:Iteration 53Q (3725.410000 sec): 3 clusters Score: Raw -17555537.799120 + Penalty 5717.717589 = -17549820.081531 nChanged 7 SP:Iteration 54Q (3726.260000 sec): 3 clusters Score: Raw -17555540.146141 + Penalty 5717.717589 = -17549822.428552 nChanged 2 SP:Iteration 55Q (3727.090000 sec): 3 clusters Score: Raw -17555540.512112 + Penalty 5717.717589 = -17549822.794523 nChanged 4 SP:Iteration 56Q (3727.960000 sec): 3 clusters Score: Raw -17555541.869106 + Penalty 5717.717589 = -17549824.151517 nChanged 1 SP:Iteration 57Q (3728.770000 sec): 3 clusters Score: Raw -17555542.099034 + Penalty 5717.717589 = -17549824.381445 nChanged 3 SP:Iteration 58Q (3729.580000 sec): 3 clusters Score: Raw -17555542.818318 + Penalty 5717.717589 = -17549825.100729 nChanged 3 SP:Iteration 59Q (3730.390000 sec): 3 clusters Score: Raw -17555543.614863 + Penalty 5717.717589 = -17549825.897274 nChanged 3 SP:Iteration 60F (3731.200000 sec): 3 clusters Score: Raw -17555544.379681 + Penalty 5717.717589 = -17549826.662092 nChanged 2 SP:Iteration 61Q (3732.010000 sec): 3 clusters Score: Raw -17555544.907591 + Penalty 5717.717589 = -17549827.190002 nChanged 0 SP:Iteration 62F (3732.860000 sec): 3 clusters Score: Raw -17555544.907591 + Penalty 5717.717589 = -17549827.190002 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3732.950000 sec): 2 clusters Score: Raw -364288.655537 + Penalty 1905.940415 = -362382.715122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3733.120000 sec): 3 clusters Score: Raw -363472.674922 + Penalty 3811.880830 = -359660.794092 nChanged 696 SP:Iteration 1F (3733.280000 sec): 3 clusters Score: Raw -363964.200410 + Penalty 3811.880830 = -360152.319581 nChanged 172 SP:Iteration 2F (3733.440000 sec): 3 clusters Score: Raw -364129.087621 + Penalty 3811.880830 = -360317.206792 nChanged 109 SP:Iteration 3F (3733.600000 sec): 3 clusters Score: Raw -364267.647185 + Penalty 3811.880830 = -360455.766355 nChanged 96 SP:Iteration 4Q (3733.770000 sec): 3 clusters Score: Raw -364422.957664 + Penalty 3811.880830 = -360611.076834 nChanged 113 SP:Iteration 5F (3733.930000 sec): 3 clusters Score: Raw -364587.391507 + Penalty 3811.880830 = -360775.510678 nChanged 93 SP:Iteration 6Q (3734.100000 sec): 3 clusters Score: Raw -364693.810031 + Penalty 3811.880830 = -360881.929202 nChanged 89 SP:Iteration 7Q (3734.260000 sec): 3 clusters Score: Raw -364801.877436 + Penalty 3811.880830 = -360989.996607 nChanged 82 SP:Iteration 8Q (3734.420000 sec): 3 clusters Score: Raw -364894.482388 + Penalty 3811.880830 = -361082.601559 nChanged 69 SP:Iteration 9Q (3734.580000 sec): 3 clusters Score: Raw -364976.729410 + Penalty 3811.880830 = -361164.848581 nChanged 63 SP:Iteration 10Q (3734.750000 sec): 3 clusters Score: Raw -365057.341988 + Penalty 3811.880830 = -361245.461158 nChanged 57 SP:Iteration 11Q (3734.910000 sec): 3 clusters Score: Raw -365136.055886 + Penalty 3811.880830 = -361324.175056 nChanged 52 SP:Iteration 12Q (3735.080000 sec): 3 clusters Score: Raw -365199.311468 + Penalty 3811.880830 = -361387.430638 nChanged 27 SP:Iteration 13Q (3735.240000 sec): 3 clusters Score: Raw -365230.458588 + Penalty 3811.880830 = -361418.577758 nChanged 18 SP:Iteration 14Q (3735.400000 sec): 3 clusters Score: Raw -365248.572859 + Penalty 3811.880830 = -361436.692030 nChanged 15 SP:Iteration 15Q (3735.570000 sec): 3 clusters Score: Raw -365264.684690 + Penalty 3811.880830 = -361452.803860 nChanged 14 SP:Iteration 16Q (3735.730000 sec): 3 clusters Score: Raw -365277.912237 + Penalty 3811.880830 = -361466.031407 nChanged 8 SP:Iteration 17Q (3735.890000 sec): 3 clusters Score: Raw -365287.625546 + Penalty 3811.880830 = -361475.744716 nChanged 7 SP:Iteration 18Q (3736.060000 sec): 3 clusters Score: Raw -365296.694446 + Penalty 3811.880830 = -361484.813617 nChanged 7 SP:Iteration 19Q (3736.220000 sec): 3 clusters Score: Raw -365304.584818 + Penalty 3811.880830 = -361492.703989 nChanged 4 SP:Iteration 20F (3736.380000 sec): 3 clusters Score: Raw -365307.476981 + Penalty 3811.880830 = -361495.596152 nChanged 3 SP:Iteration 21Q (3736.550000 sec): 3 clusters Score: Raw -365308.617104 + Penalty 3811.880830 = -361496.736274 nChanged 2 SP:Iteration 22Q (3736.710000 sec): 3 clusters Score: Raw -365309.874729 + Penalty 3811.880830 = -361497.993899 nChanged 1 SP:Iteration 23Q (3736.890000 sec): 3 clusters Score: Raw -365310.589098 + Penalty 3811.880830 = -361498.708268 nChanged 3 SP:Iteration 24Q (3737.050000 sec): 3 clusters Score: Raw -365315.227091 + Penalty 3811.880830 = -361503.346262 nChanged 3 SP:Iteration 25Q (3737.200000 sec): 3 clusters Score: Raw -365320.284243 + Penalty 3811.880830 = -361508.403413 nChanged 7 SP:Iteration 26Q (3737.370000 sec): 3 clusters Score: Raw -365327.137777 + Penalty 3811.880830 = -361515.256947 nChanged 8 SP:Iteration 27Q (3737.530000 sec): 3 clusters Score: Raw -365333.595902 + Penalty 3811.880830 = -361521.715073 nChanged 7 SP:Iteration 28Q (3737.690000 sec): 3 clusters Score: Raw -365343.189907 + Penalty 3811.880830 = -361531.309078 nChanged 8 SP:Iteration 29Q (3737.860000 sec): 3 clusters Score: Raw -365351.289015 + Penalty 3811.880830 = -361539.408185 nChanged 5 SP:Iteration 30Q (3738.020000 sec): 3 clusters Score: Raw -365355.785917 + Penalty 3811.880830 = -361543.905087 nChanged 6 SP:Iteration 31Q (3738.180000 sec): 3 clusters Score: Raw -365360.170740 + Penalty 3811.880830 = -361548.289911 nChanged 0 SP:Iteration 32F (3738.350000 sec): 3 clusters Score: Raw -365360.170740 + Penalty 3811.880830 = -361548.289911 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3738.470000 sec): 2 clusters Score: Raw -170137.646213 + Penalty 1729.902654 = -168407.743559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3738.620000 sec): 3 clusters Score: Raw -169908.556107 + Penalty 3459.805308 = -166448.750799 nChanged 286 SP:Iteration 1F (3738.780000 sec): 3 clusters Score: Raw -170281.264576 + Penalty 3459.805308 = -166821.459268 nChanged 81 SP:Iteration 2F (3738.940000 sec): 3 clusters Score: Raw -170427.572880 + Penalty 3459.805308 = -166967.767572 nChanged 60 SP:Iteration 3F (3739.100000 sec): 3 clusters Score: Raw -170536.726286 + Penalty 3459.805308 = -167076.920978 nChanged 42 SP:Iteration 4Q (3739.260000 sec): 3 clusters Score: Raw -170639.317191 + Penalty 3459.805308 = -167179.511883 nChanged 39 SP:Iteration 5Q (3739.420000 sec): 3 clusters Score: Raw -170715.618494 + Penalty 3459.805308 = -167255.813186 nChanged 29 SP:Iteration 6Q (3739.580000 sec): 3 clusters Score: Raw -170780.596869 + Penalty 3459.805308 = -167320.791561 nChanged 21 SP:Iteration 7Q (3739.730000 sec): 3 clusters Score: Raw -170816.157049 + Penalty 3459.805308 = -167356.351741 nChanged 13 SP:Iteration 8Q (3739.890000 sec): 3 clusters Score: Raw -170833.482578 + Penalty 3459.805308 = -167373.677270 nChanged 10 SP:Iteration 9Q (3740.050000 sec): 3 clusters Score: Raw -170845.869775 + Penalty 3459.805308 = -167386.064467 nChanged 6 SP:Iteration 10Q (3740.210000 sec): 3 clusters Score: Raw -170851.600372 + Penalty 3459.805308 = -167391.795064 nChanged 5 SP:Iteration 11Q (3740.370000 sec): 3 clusters Score: Raw -170856.026297 + Penalty 3459.805308 = -167396.220989 nChanged 1 SP:Iteration 12Q (3740.560000 sec): 3 clusters Score: Raw -170859.313670 + Penalty 3459.805308 = -167399.508362 nChanged 2 SP:Iteration 13Q (3740.800000 sec): 3 clusters Score: Raw -170861.094827 + Penalty 3459.805308 = -167401.289518 nChanged 2 SP:Iteration 14Q (3740.990000 sec): 3 clusters Score: Raw -170862.661697 + Penalty 3459.805308 = -167402.856389 nChanged 1 SP:Iteration 15Q (3741.190000 sec): 3 clusters Score: Raw -170864.726323 + Penalty 3459.805308 = -167404.921015 nChanged 0 SP:Iteration 16F (3741.400000 sec): 3 clusters Score: Raw -170864.726323 + Penalty 3459.805308 = -167404.921015 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3741.490000 sec): 2 clusters Score: Raw -81360.405448 + Penalty 1543.198914 = -79817.206534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3741.680000 sec): 3 clusters Score: Raw -81434.541551 + Penalty 3086.397829 = -78348.143722 nChanged 104 SP:Iteration 1F (3741.860000 sec): 3 clusters Score: Raw -81668.224658 + Penalty 3086.397829 = -78581.826829 nChanged 27 SP:Iteration 2F (3741.970000 sec): 3 clusters Score: Raw -81735.929216 + Penalty 3086.397829 = -78649.531387 nChanged 12 SP:Iteration 3Q (3742.130000 sec): 3 clusters Score: Raw -81763.117274 + Penalty 3086.397829 = -78676.719445 nChanged 6 SP:Iteration 4Q (3742.310000 sec): 3 clusters Score: Raw -81794.175194 + Penalty 3086.397829 = -78707.777365 nChanged 11 SP:Iteration 5Q (3742.480000 sec): 3 clusters Score: Raw -81858.071022 + Penalty 3086.397829 = -78771.673193 nChanged 14 SP:Iteration 6Q (3742.690000 sec): 3 clusters Score: Raw -81923.112081 + Penalty 3086.397829 = -78836.714252 nChanged 12 SP:Iteration 7Q (3742.830000 sec): 3 clusters Score: Raw -81952.465761 + Penalty 3086.397829 = -78866.067932 nChanged 8 SP:Iteration 8Q (3743.010000 sec): 3 clusters Score: Raw -81975.176761 + Penalty 3086.397829 = -78888.778932 nChanged 6 SP:Iteration 9Q (3743.170000 sec): 3 clusters Score: Raw -81987.586741 + Penalty 3086.397829 = -78901.188912 nChanged 6 SP:Iteration 10Q (3743.360000 sec): 3 clusters Score: Raw -82001.554197 + Penalty 3086.397829 = -78915.156368 nChanged 8 SP:Iteration 11Q (3743.500000 sec): 3 clusters Score: Raw -82026.111797 + Penalty 3086.397829 = -78939.713968 nChanged 8 SP:Iteration 12Q (3743.690000 sec): 3 clusters Score: Raw -82049.810359 + Penalty 3086.397829 = -78963.412530 nChanged 7 SP:Iteration 13Q (3743.840000 sec): 3 clusters Score: Raw -82068.844273 + Penalty 3086.397829 = -78982.446444 nChanged 5 SP:Iteration 14Q (3744.020000 sec): 3 clusters Score: Raw -82081.184456 + Penalty 3086.397829 = -78994.786627 nChanged 1 SP:Iteration 15Q (3744.140000 sec): 3 clusters Score: Raw -82082.990235 + Penalty 3086.397829 = -78996.592406 nChanged 0 SP:Iteration 16F (3744.270000 sec): 3 clusters Score: Raw -82082.990235 + Penalty 3086.397829 = -78996.592406 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3744.340000 sec): 2 clusters Score: Raw -44873.956092 + Penalty 1400.070831 = -43473.885261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3744.490000 sec): 3 clusters Score: Raw -45046.668482 + Penalty 2800.141661 = -42246.526821 nChanged 27 SP:Iteration 1F (3744.660000 sec): 3 clusters Score: Raw -45140.950983 + Penalty 2800.141661 = -42340.809322 nChanged 7 SP:Iteration 2Q (3744.810000 sec): 3 clusters Score: Raw -45170.373323 + Penalty 2800.141661 = -42370.231661 nChanged 2 SP:Iteration 3Q (3744.980000 sec): 3 clusters Score: Raw -45179.001632 + Penalty 2800.141661 = -42378.859971 nChanged 1 SP:Iteration 4Q (3745.170000 sec): 3 clusters Score: Raw -45182.239546 + Penalty 2800.141661 = -42382.097885 nChanged 0 SP:Iteration 5F (3745.360000 sec): 3 clusters Score: Raw -45182.239546 + Penalty 2800.141661 = -42382.097885 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3745.440000 sec): 2 clusters Score: Raw -74463.647522 + Penalty 1532.644130 = -72931.003392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3745.610000 sec): 3 clusters Score: Raw -74528.983047 + Penalty 3065.288260 = -71463.694787 nChanged 73 SP:Iteration 1F (3745.780000 sec): 3 clusters Score: Raw -74732.676388 + Penalty 3065.288260 = -71667.388128 nChanged 27 SP:Iteration 2F (3745.950000 sec): 3 clusters Score: Raw -74826.961954 + Penalty 3065.288260 = -71761.673694 nChanged 11 SP:Iteration 3Q (3746.080000 sec): 3 clusters Score: Raw -74863.872466 + Penalty 3065.288260 = -71798.584206 nChanged 5 SP:Iteration 4Q (3746.260000 sec): 3 clusters Score: Raw -74882.373881 + Penalty 3065.288260 = -71817.085621 nChanged 3 SP:Iteration 5Q (3746.410000 sec): 3 clusters Score: Raw -74900.125515 + Penalty 3065.288260 = -71834.837254 nChanged 4 SP:Iteration 6Q (3746.520000 sec): 3 clusters Score: Raw -74908.695466 + Penalty 3065.288260 = -71843.407206 nChanged 2 SP:Iteration 7Q (3746.670000 sec): 3 clusters Score: Raw -74919.284598 + Penalty 3065.288260 = -71853.996338 nChanged 5 SP:Iteration 8Q (3746.800000 sec): 3 clusters Score: Raw -74951.549812 + Penalty 3065.288260 = -71886.261552 nChanged 8 SP:Iteration 9Q (3746.930000 sec): 3 clusters Score: Raw -74983.146282 + Penalty 3065.288260 = -71917.858022 nChanged 9 SP:Iteration 10Q (3747.100000 sec): 3 clusters Score: Raw -75028.723817 + Penalty 3065.288260 = -71963.435557 nChanged 7 SP:Iteration 11Q (3747.230000 sec): 3 clusters Score: Raw -75043.054061 + Penalty 3065.288260 = -71977.765800 nChanged 4 SP:Iteration 12Q (3747.380000 sec): 3 clusters Score: Raw -75076.958985 + Penalty 3065.288260 = -72011.670725 nChanged 6 SP:Iteration 13Q (3747.520000 sec): 3 clusters Score: Raw -75099.863449 + Penalty 3065.288260 = -72034.575189 nChanged 5 SP:Iteration 14Q (3747.650000 sec): 3 clusters Score: Raw -75115.764930 + Penalty 3065.288260 = -72050.476670 nChanged 4 SP:Iteration 15Q (3747.780000 sec): 3 clusters Score: Raw -75123.720015 + Penalty 3065.288260 = -72058.431755 nChanged 1 SP:Iteration 16Q (3747.910000 sec): 3 clusters Score: Raw -75127.764021 + Penalty 3065.288260 = -72062.475761 nChanged 0 SP:Iteration 17F (3748.040000 sec): 3 clusters Score: Raw -75127.764021 + Penalty 3065.288260 = -72062.475761 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (20673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3748.240000 sec): 2 clusters Score: Raw -3580152.916390 + Penalty 2464.272777 = -3577688.643613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3748.600000 sec): 3 clusters Score: Raw -3568076.934299 + Penalty 4928.545555 = -3563148.388744 nChanged 9130 SP:Iteration 1F (3748.950000 sec): 3 clusters Score: Raw -3572893.208544 + Penalty 4928.545555 = -3567964.662989 nChanged 1081 SP:Iteration 2F (3749.300000 sec): 3 clusters Score: Raw -3573266.413424 + Penalty 4928.545555 = -3568337.867869 nChanged 877 SP:Iteration 3Q (3749.660000 sec): 3 clusters Score: Raw -3573524.073356 + Penalty 4928.545555 = -3568595.527801 nChanged 703 SP:Iteration 4Q (3750.010000 sec): 3 clusters Score: Raw -3573709.441928 + Penalty 4928.545555 = -3568780.896373 nChanged 593 SP:Iteration 5Q (3750.380000 sec): 3 clusters Score: Raw -3573866.506984 + Penalty 4928.545555 = -3568937.961429 nChanged 558 SP:Iteration 6Q (3750.680000 sec): 3 clusters Score: Raw -3574018.720714 + Penalty 4928.545555 = -3569090.175159 nChanged 575 SP:Iteration 7Q (3751.030000 sec): 3 clusters Score: Raw -3574205.204446 + Penalty 4928.545555 = -3569276.658891 nChanged 619 SP:Iteration 8Q (3751.330000 sec): 3 clusters Score: Raw -3574427.441588 + Penalty 4928.545555 = -3569498.896033 nChanged 707 SP:Iteration 9Q (3751.690000 sec): 3 clusters Score: Raw -3574698.565154 + Penalty 4928.545555 = -3569770.019600 nChanged 794 SP:Iteration 10Q (3752.020000 sec): 3 clusters Score: Raw -3575071.616809 + Penalty 4928.545555 = -3570143.071254 nChanged 959 SP:Iteration 11Q (3752.390000 sec): 3 clusters Score: Raw -3575592.521429 + Penalty 4928.545555 = -3570663.975874 nChanged 1111 SP:Iteration 12F (3752.730000 sec): 3 clusters Score: Raw -3576324.672826 + Penalty 4928.545555 = -3571396.127271 nChanged 1192 SP:Iteration 13F (3753.030000 sec): 3 clusters Score: Raw -3577219.042892 + Penalty 4928.545555 = -3572290.497338 nChanged 1154 SP:Iteration 14F (3753.400000 sec): 3 clusters Score: Raw -3578199.273526 + Penalty 4928.545555 = -3573270.727971 nChanged 943 SP:Iteration 15Q (3753.700000 sec): 3 clusters Score: Raw -3579046.362711 + Penalty 4928.545555 = -3574117.817156 nChanged 693 SP:Iteration 16Q (3754.010000 sec): 3 clusters Score: Raw -3579678.541776 + Penalty 4928.545555 = -3574749.996221 nChanged 383 SP:Iteration 17Q (3754.290000 sec): 3 clusters Score: Raw -3579995.591297 + Penalty 4928.545555 = -3575067.045742 nChanged 191 SP:Iteration 18Q (3754.550000 sec): 3 clusters Score: Raw -3580165.842498 + Penalty 4928.545555 = -3575237.296944 nChanged 97 SP:Iteration 19Q (3754.900000 sec): 3 clusters Score: Raw -3580262.752926 + Penalty 4928.545555 = -3575334.207371 nChanged 65 SP:Iteration 20F (3755.210000 sec): 3 clusters Score: Raw -3580329.619286 + Penalty 4928.545555 = -3575401.073731 nChanged 34 SP:Iteration 21Q (3755.500000 sec): 3 clusters Score: Raw -3580365.323786 + Penalty 4928.545555 = -3575436.778232 nChanged 26 SP:Iteration 22Q (3755.850000 sec): 3 clusters Score: Raw -3580393.588700 + Penalty 4928.545555 = -3575465.043146 nChanged 16 SP:Iteration 23Q (3756.190000 sec): 3 clusters Score: Raw -3580413.093273 + Penalty 4928.545555 = -3575484.547718 nChanged 15 SP:Iteration 24Q (3756.490000 sec): 3 clusters Score: Raw -3580435.024024 + Penalty 4928.545555 = -3575506.478469 nChanged 11 SP:Iteration 25Q (3756.830000 sec): 3 clusters Score: Raw -3580448.888338 + Penalty 4928.545555 = -3575520.342783 nChanged 4 SP:Iteration 26Q (3757.100000 sec): 3 clusters Score: Raw -3580453.547273 + Penalty 4928.545555 = -3575525.001718 nChanged 2 SP:Iteration 27Q (3757.460000 sec): 3 clusters Score: Raw -3580456.069228 + Penalty 4928.545555 = -3575527.523674 nChanged 4 SP:Iteration 28Q (3757.780000 sec): 3 clusters Score: Raw -3580461.023012 + Penalty 4928.545555 = -3575532.477457 nChanged 6 SP:Iteration 29Q (3758.160000 sec): 3 clusters Score: Raw -3580468.926449 + Penalty 4928.545555 = -3575540.380894 nChanged 3 SP:Iteration 30Q (3758.510000 sec): 3 clusters Score: Raw -3580474.098539 + Penalty 4928.545555 = -3575545.552984 nChanged 4 SP:Iteration 31Q (3758.920000 sec): 3 clusters Score: Raw -3580480.216844 + Penalty 4928.545555 = -3575551.671289 nChanged 1 SP:Iteration 32Q (3759.270000 sec): 3 clusters Score: Raw -3580481.079967 + Penalty 4928.545555 = -3575552.534412 nChanged 1 SP:Iteration 33Q (3759.620000 sec): 3 clusters Score: Raw -3580482.092836 + Penalty 4928.545555 = -3575553.547281 nChanged 1 SP:Iteration 34Q (3759.970000 sec): 3 clusters Score: Raw -3580483.700209 + Penalty 4928.545555 = -3575555.154654 nChanged 1 SP:Iteration 35Q (3760.230000 sec): 3 clusters Score: Raw -3580485.824856 + Penalty 4928.545555 = -3575557.279301 nChanged 1 SP:Iteration 36Q (3760.560000 sec): 3 clusters Score: Raw -3580489.319222 + Penalty 4928.545555 = -3575560.773668 nChanged 0 SP:Iteration 37F (3760.830000 sec): 3 clusters Score: Raw -3580489.319222 + Penalty 4928.545555 = -3575560.773668 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3760.950000 sec): 2 clusters Score: Raw -24212.285108 + Penalty 1266.274478 = -22946.010631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3761.080000 sec): 3 clusters Score: Raw -24543.314200 + Penalty 2532.548955 = -22010.765245 nChanged 7 SP:Iteration 1Q (3761.240000 sec): 3 clusters Score: Raw -24576.424490 + Penalty 2532.548955 = -22043.875535 nChanged 6 SP:Iteration 2Q (3761.400000 sec): 3 clusters Score: Raw -24608.155041 + Penalty 2532.548955 = -22075.606086 nChanged 2 SP:Iteration 3Q (3761.630000 sec): 3 clusters Score: Raw -24619.437032 + Penalty 2532.548955 = -22086.888077 nChanged 1 SP:Iteration 4Q (3761.820000 sec): 3 clusters Score: Raw -24627.484128 + Penalty 2532.548955 = -22094.935173 nChanged 2 SP:Iteration 5Q (3761.970000 sec): 3 clusters Score: Raw -24643.335229 + Penalty 2532.548955 = -22110.786274 nChanged 1 SP:Iteration 6Q (3762.170000 sec): 3 clusters Score: Raw -24647.589786 + Penalty 2532.548955 = -22115.040831 nChanged 0 SP:Iteration 7F (3762.290000 sec): 3 clusters Score: Raw -24647.589786 + Penalty 2532.548955 = -22115.040831 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (2132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3762.380000 sec): 2 clusters Score: Raw -378709.654501 + Penalty 1900.874315 = -376808.780186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3762.570000 sec): 3 clusters Score: Raw -377919.470299 + Penalty 3801.748630 = -374117.721669 nChanged 683 SP:Iteration 1F (3762.690000 sec): 3 clusters Score: Raw -378447.074070 + Penalty 3801.748630 = -374645.325441 nChanged 176 SP:Iteration 2F (3762.910000 sec): 3 clusters Score: Raw -378625.739997 + Penalty 3801.748630 = -374823.991367 nChanged 124 SP:Iteration 3F (3763.090000 sec): 3 clusters Score: Raw -378766.587560 + Penalty 3801.748630 = -374964.838931 nChanged 114 SP:Iteration 4F (3763.260000 sec): 3 clusters Score: Raw -378931.431500 + Penalty 3801.748630 = -375129.682871 nChanged 108 SP:Iteration 5F (3763.400000 sec): 3 clusters Score: Raw -379106.115777 + Penalty 3801.748630 = -375304.367147 nChanged 104 SP:Iteration 6Q (3763.610000 sec): 3 clusters Score: Raw -379239.398107 + Penalty 3801.748630 = -375437.649477 nChanged 96 SP:Iteration 7Q (3763.850000 sec): 3 clusters Score: Raw -379352.438562 + Penalty 3801.748630 = -375550.689932 nChanged 79 SP:Iteration 8Q (3764.030000 sec): 3 clusters Score: Raw -379448.136349 + Penalty 3801.748630 = -375646.387719 nChanged 71 SP:Iteration 9Q (3764.190000 sec): 3 clusters Score: Raw -379529.026027 + Penalty 3801.748630 = -375727.277397 nChanged 56 SP:Iteration 10Q (3764.350000 sec): 3 clusters Score: Raw -379589.765281 + Penalty 3801.748630 = -375788.016652 nChanged 37 SP:Iteration 11Q (3764.510000 sec): 3 clusters Score: Raw -379628.708478 + Penalty 3801.748630 = -375826.959849 nChanged 32 SP:Iteration 12Q (3764.640000 sec): 3 clusters Score: Raw -379661.468433 + Penalty 3801.748630 = -375859.719804 nChanged 22 SP:Iteration 13Q (3764.780000 sec): 3 clusters Score: Raw -379682.612841 + Penalty 3801.748630 = -375880.864212 nChanged 18 SP:Iteration 14Q (3764.920000 sec): 3 clusters Score: Raw -379702.242790 + Penalty 3801.748630 = -375900.494161 nChanged 14 SP:Iteration 15Q (3765.050000 sec): 3 clusters Score: Raw -379716.383940 + Penalty 3801.748630 = -375914.635311 nChanged 10 SP:Iteration 16Q (3765.220000 sec): 3 clusters Score: Raw -379724.471733 + Penalty 3801.748630 = -375922.723103 nChanged 10 SP:Iteration 17Q (3765.440000 sec): 3 clusters Score: Raw -379734.700015 + Penalty 3801.748630 = -375932.951385 nChanged 8 SP:Iteration 18Q (3765.640000 sec): 3 clusters Score: Raw -379743.015815 + Penalty 3801.748630 = -375941.267186 nChanged 4 SP:Iteration 19Q (3765.810000 sec): 3 clusters Score: Raw -379748.852934 + Penalty 3801.748630 = -375947.104304 nChanged 5 SP:Iteration 20F (3765.970000 sec): 3 clusters Score: Raw -379753.687157 + Penalty 3801.748630 = -375951.938528 nChanged 1 SP:Iteration 21Q (3766.150000 sec): 3 clusters Score: Raw -379755.754102 + Penalty 3801.748630 = -375954.005473 nChanged 2 SP:Iteration 22Q (3766.320000 sec): 3 clusters Score: Raw -379757.916803 + Penalty 3801.748630 = -375956.168173 nChanged 1 SP:Iteration 23Q (3766.500000 sec): 3 clusters Score: Raw -379758.385073 + Penalty 3801.748630 = -375956.636444 nChanged 0 SP:Iteration 24F (3766.630000 sec): 3 clusters Score: Raw -379758.385073 + Penalty 3801.748630 = -375956.636444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3766.730000 sec): 2 clusters Score: Raw -49405.489345 + Penalty 1453.474983 = -47952.014361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3766.870000 sec): 3 clusters Score: Raw -49610.659818 + Penalty 2906.949967 = -46703.709851 nChanged 58 SP:Iteration 1F (3767.020000 sec): 3 clusters Score: Raw -49840.387439 + Penalty 2906.949967 = -46933.437472 nChanged 20 SP:Iteration 2F (3767.190000 sec): 3 clusters Score: Raw -50009.045033 + Penalty 2906.949967 = -47102.095066 nChanged 13 SP:Iteration 3Q (3767.340000 sec): 3 clusters Score: Raw -50080.480567 + Penalty 2906.949967 = -47173.530600 nChanged 11 SP:Iteration 4Q (3767.510000 sec): 3 clusters Score: Raw -50135.813516 + Penalty 2906.949967 = -47228.863549 nChanged 6 SP:Iteration 5Q (3767.610000 sec): 3 clusters Score: Raw -50163.447944 + Penalty 2906.949967 = -47256.497977 nChanged 3 SP:Iteration 6Q (3767.810000 sec): 3 clusters Score: Raw -50172.653750 + Penalty 2906.949967 = -47265.703783 nChanged 3 SP:Iteration 7Q (3767.950000 sec): 3 clusters Score: Raw -50178.574275 + Penalty 2906.949967 = -47271.624308 nChanged 3 SP:Iteration 8Q (3768.180000 sec): 3 clusters Score: Raw -50192.354591 + Penalty 2906.949967 = -47285.404624 nChanged 3 SP:Iteration 9Q (3768.310000 sec): 3 clusters Score: Raw -50204.456616 + Penalty 2906.949967 = -47297.506649 nChanged 3 SP:Iteration 10Q (3768.480000 sec): 3 clusters Score: Raw -50217.239093 + Penalty 2906.949967 = -47310.289126 nChanged 6 SP:Iteration 11Q (3768.640000 sec): 3 clusters Score: Raw -50243.002187 + Penalty 2906.949967 = -47336.052220 nChanged 3 SP:Iteration 12Q (3768.830000 sec): 3 clusters Score: Raw -50252.035194 + Penalty 2906.949967 = -47345.085228 nChanged 2 SP:Iteration 13Q (3768.950000 sec): 3 clusters Score: Raw -50260.079556 + Penalty 2906.949967 = -47353.129589 nChanged 6 SP:Iteration 14Q (3769.130000 sec): 3 clusters Score: Raw -50284.996756 + Penalty 2906.949967 = -47378.046790 nChanged 4 SP:Iteration 15Q (3769.220000 sec): 3 clusters Score: Raw -50333.713482 + Penalty 2906.949967 = -47426.763516 nChanged 4 SP:Iteration 16Q (3769.360000 sec): 3 clusters Score: Raw -50369.542731 + Penalty 2906.949967 = -47462.592764 nChanged 8 SP:Iteration 17Q (3769.490000 sec): 3 clusters Score: Raw -50422.679811 + Penalty 2906.949967 = -47515.729844 nChanged 4 SP:Iteration 18Q (3769.630000 sec): 3 clusters Score: Raw -50448.941569 + Penalty 2906.949967 = -47541.991602 nChanged 2 SP:Iteration 19Q (3769.740000 sec): 3 clusters Score: Raw -50473.592460 + Penalty 2906.949967 = -47566.642493 nChanged 1 SP:Iteration 20F (3769.860000 sec): 3 clusters Score: Raw -50476.668191 + Penalty 2906.949967 = -47569.718224 nChanged 1 SP:Iteration 21Q (3770.020000 sec): 3 clusters Score: Raw -50524.865418 + Penalty 2906.949967 = -47617.915451 nChanged 1 SP:Iteration 22Q (3770.160000 sec): 3 clusters Score: Raw -50528.143221 + Penalty 2906.949967 = -47621.193254 nChanged 1 SP:Iteration 23Q (3770.290000 sec): 3 clusters Score: Raw -50531.687483 + Penalty 2906.949967 = -47624.737516 nChanged 3 SP:Iteration 24Q (3770.470000 sec): 3 clusters Score: Raw -50539.915399 + Penalty 2906.949967 = -47632.965432 nChanged 0 SP:Iteration 25F (3770.640000 sec): 3 clusters Score: Raw -50539.915399 + Penalty 2906.949967 = -47632.965432 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (6073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3770.790000 sec): 2 clusters Score: Raw -1025946.469009 + Penalty 2160.478783 = -1023785.990226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3771.040000 sec): 3 clusters Score: Raw -1022879.860518 + Penalty 4320.957566 = -1018558.902952 nChanged 2456 SP:Iteration 1F (3771.250000 sec): 3 clusters Score: Raw -1024242.273378 + Penalty 4320.957566 = -1019921.315812 nChanged 417 SP:Iteration 2F (3771.510000 sec): 3 clusters Score: Raw -1024489.953902 + Penalty 4320.957566 = -1020168.996336 nChanged 316 SP:Iteration 3F (3771.680000 sec): 3 clusters Score: Raw -1024665.528900 + Penalty 4320.957566 = -1020344.571334 nChanged 262 SP:Iteration 4Q (3771.910000 sec): 3 clusters Score: Raw -1024809.526632 + Penalty 4320.957566 = -1020488.569066 nChanged 225 SP:Iteration 5Q (3772.110000 sec): 3 clusters Score: Raw -1024943.854635 + Penalty 4320.957566 = -1020622.897069 nChanged 220 SP:Iteration 6Q (3772.260000 sec): 3 clusters Score: Raw -1025071.660172 + Penalty 4320.957566 = -1020750.702606 nChanged 199 SP:Iteration 7Q (3772.460000 sec): 3 clusters Score: Raw -1025183.026539 + Penalty 4320.957566 = -1020862.068973 nChanged 187 SP:Iteration 8Q (3772.630000 sec): 3 clusters Score: Raw -1025294.085942 + Penalty 4320.957566 = -1020973.128376 nChanged 186 SP:Iteration 9Q (3772.820000 sec): 3 clusters Score: Raw -1025417.661602 + Penalty 4320.957566 = -1021096.704036 nChanged 188 SP:Iteration 10Q (3773.050000 sec): 3 clusters Score: Raw -1025549.676559 + Penalty 4320.957566 = -1021228.718993 nChanged 158 SP:Iteration 11Q (3773.230000 sec): 3 clusters Score: Raw -1025660.078829 + Penalty 4320.957566 = -1021339.121263 nChanged 150 SP:Iteration 12Q (3773.440000 sec): 3 clusters Score: Raw -1025780.472133 + Penalty 4320.957566 = -1021459.514567 nChanged 123 SP:Iteration 13Q (3773.620000 sec): 3 clusters Score: Raw -1025891.645820 + Penalty 4320.957566 = -1021570.688254 nChanged 94 SP:Iteration 14Q (3773.800000 sec): 3 clusters Score: Raw -1025979.940795 + Penalty 4320.957566 = -1021658.983229 nChanged 77 SP:Iteration 15Q (3773.990000 sec): 3 clusters Score: Raw -1026047.252397 + Penalty 4320.957566 = -1021726.294831 nChanged 63 SP:Iteration 16Q (3774.180000 sec): 3 clusters Score: Raw -1026100.360995 + Penalty 4320.957566 = -1021779.403430 nChanged 41 SP:Iteration 17Q (3774.400000 sec): 3 clusters Score: Raw -1026136.752999 + Penalty 4320.957566 = -1021815.795433 nChanged 23 SP:Iteration 18Q (3774.570000 sec): 3 clusters Score: Raw -1026161.897783 + Penalty 4320.957566 = -1021840.940218 nChanged 30 SP:Iteration 19Q (3774.740000 sec): 3 clusters Score: Raw -1026190.954430 + Penalty 4320.957566 = -1021869.996864 nChanged 23 SP:Iteration 20F (3774.950000 sec): 3 clusters Score: Raw -1026212.179348 + Penalty 4320.957566 = -1021891.221782 nChanged 11 SP:Iteration 21Q (3775.040000 sec): 3 clusters Score: Raw -1026224.881302 + Penalty 4320.957566 = -1021903.923736 nChanged 11 SP:Iteration 22Q (3775.170000 sec): 3 clusters Score: Raw -1026239.137672 + Penalty 4320.957566 = -1021918.180106 nChanged 12 SP:Iteration 23Q (3775.360000 sec): 3 clusters Score: Raw -1026253.103897 + Penalty 4320.957566 = -1021932.146331 nChanged 9 SP:Iteration 24Q (3775.470000 sec): 3 clusters Score: Raw -1026260.270255 + Penalty 4320.957566 = -1021939.312689 nChanged 9 SP:Iteration 25Q (3775.630000 sec): 3 clusters Score: Raw -1026267.244237 + Penalty 4320.957566 = -1021946.286671 nChanged 5 SP:Iteration 26Q (3775.850000 sec): 3 clusters Score: Raw -1026273.039185 + Penalty 4320.957566 = -1021952.081619 nChanged 5 SP:Iteration 27Q (3776.010000 sec): 3 clusters Score: Raw -1026277.531604 + Penalty 4320.957566 = -1021956.574038 nChanged 2 SP:Iteration 28Q (3776.160000 sec): 3 clusters Score: Raw -1026278.928436 + Penalty 4320.957566 = -1021957.970870 nChanged 1 SP:Iteration 29Q (3776.400000 sec): 3 clusters Score: Raw -1026279.289852 + Penalty 4320.957566 = -1021958.332286 nChanged 0 SP:Iteration 30F (3776.550000 sec): 3 clusters Score: Raw -1026279.289852 + Penalty 4320.957566 = -1021958.332286 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3776.670000 sec): 2 clusters Score: Raw -80209.305653 + Penalty 1548.071370 = -78661.234283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3776.850000 sec): 3 clusters Score: Raw -80176.650762 + Penalty 3096.142740 = -77080.508022 nChanged 92 SP:Iteration 1F (3776.970000 sec): 3 clusters Score: Raw -80366.324084 + Penalty 3096.142740 = -77270.181344 nChanged 28 SP:Iteration 2F (3777.090000 sec): 3 clusters Score: Raw -80427.026000 + Penalty 3096.142740 = -77330.883260 nChanged 12 SP:Iteration 3Q (3777.230000 sec): 3 clusters Score: Raw -80457.228708 + Penalty 3096.142740 = -77361.085968 nChanged 5 SP:Iteration 4Q (3777.410000 sec): 3 clusters Score: Raw -80469.150507 + Penalty 3096.142740 = -77373.007767 nChanged 4 SP:Iteration 5Q (3777.540000 sec): 3 clusters Score: Raw -80474.232995 + Penalty 3096.142740 = -77378.090255 nChanged 0 SP:Iteration 6F (3777.680000 sec): 3 clusters Score: Raw -80474.232995 + Penalty 3096.142740 = -77378.090255 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3777.750000 sec): 2 clusters Score: Raw -53318.336728 + Penalty 1462.494159 = -51855.842569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3777.900000 sec): 3 clusters Score: Raw -53465.805540 + Penalty 2924.988318 = -50540.817221 nChanged 63 SP:Iteration 1F (3778.070000 sec): 3 clusters Score: Raw -53736.234711 + Penalty 2924.988318 = -50811.246393 nChanged 31 SP:Iteration 2F (3778.210000 sec): 3 clusters Score: Raw -53874.583966 + Penalty 2924.988318 = -50949.595648 nChanged 23 SP:Iteration 3F (3778.310000 sec): 3 clusters Score: Raw -54056.348957 + Penalty 2924.988318 = -51131.360638 nChanged 15 SP:Iteration 4Q (3778.440000 sec): 3 clusters Score: Raw -54159.566381 + Penalty 2924.988318 = -51234.578062 nChanged 13 SP:Iteration 5Q (3778.530000 sec): 3 clusters Score: Raw -54255.921821 + Penalty 2924.988318 = -51330.933502 nChanged 6 SP:Iteration 6Q (3778.620000 sec): 3 clusters Score: Raw -54296.233745 + Penalty 2924.988318 = -51371.245427 nChanged 7 SP:Iteration 7Q (3778.710000 sec): 3 clusters Score: Raw -54355.774223 + Penalty 2924.988318 = -51430.785905 nChanged 4 SP:Iteration 8Q (3778.890000 sec): 3 clusters Score: Raw -54380.323828 + Penalty 2924.988318 = -51455.335509 nChanged 4 SP:Iteration 9Q (3779.090000 sec): 3 clusters Score: Raw -54397.586312 + Penalty 2924.988318 = -51472.597994 nChanged 3 SP:Iteration 10Q (3779.250000 sec): 3 clusters Score: Raw -54409.296612 + Penalty 2924.988318 = -51484.308294 nChanged 1 SP:Iteration 11Q (3779.420000 sec): 3 clusters Score: Raw -54413.742886 + Penalty 2924.988318 = -51488.754567 nChanged 0 SP:Iteration 12F (3779.550000 sec): 3 clusters Score: Raw -54414.326979 + Penalty 2924.988318 = -51489.338661 nChanged 1 SP:Iteration 13Q (3779.690000 sec): 3 clusters Score: Raw -54422.082377 + Penalty 2924.988318 = -51497.094059 nChanged 1 SP:Iteration 14Q (3779.830000 sec): 3 clusters Score: Raw -54432.710529 + Penalty 2924.988318 = -51507.722211 nChanged 2 SP:Iteration 15Q (3780.010000 sec): 3 clusters Score: Raw -54447.597230 + Penalty 2924.988318 = -51522.608911 nChanged 0 SP:Iteration 16F (3780.150000 sec): 3 clusters Score: Raw -54447.597230 + Penalty 2924.988318 = -51522.608911 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3780.180000 sec): 2 clusters Score: Raw -22645.573777 + Penalty 1366.328307 = -21279.245469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3780.310000 sec): 3 clusters Score: Raw -23025.510598 + Penalty 2732.656615 = -20292.853983 nChanged 50 SP:Iteration 1F (3780.460000 sec): 3 clusters Score: Raw -23332.989948 + Penalty 2732.656615 = -20600.333333 nChanged 17 SP:Iteration 2F (3780.630000 sec): 3 clusters Score: Raw -23470.065711 + Penalty 2732.656615 = -20737.409096 nChanged 10 SP:Iteration 3Q (3780.810000 sec): 3 clusters Score: Raw -23609.242837 + Penalty 2732.656615 = -20876.586222 nChanged 5 SP:Iteration 4Q (3780.930000 sec): 3 clusters Score: Raw -23639.592055 + Penalty 2732.656615 = -20906.935440 nChanged 1 SP:Iteration 5Q (3781.120000 sec): 3 clusters Score: Raw -23650.207178 + Penalty 2732.656615 = -20917.550563 nChanged 1 SP:Iteration 6Q (3781.300000 sec): 3 clusters Score: Raw -23654.190640 + Penalty 2732.656615 = -20921.534025 nChanged 0 SP:Iteration 7F (3781.370000 sec): 3 clusters Score: Raw -23654.190640 + Penalty 2732.656615 = -20921.534025 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3781.510000 sec): 2 clusters Score: Raw -107801.515700 + Penalty 1603.217899 = -106198.297801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3781.650000 sec): 3 clusters Score: Raw -107755.095153 + Penalty 3206.435799 = -104548.659354 nChanged 134 SP:Iteration 1F (3781.840000 sec): 3 clusters Score: Raw -108000.577594 + Penalty 3206.435799 = -104794.141795 nChanged 34 SP:Iteration 2F (3781.980000 sec): 3 clusters Score: Raw -108090.189452 + Penalty 3206.435799 = -104883.753653 nChanged 19 SP:Iteration 3Q (3782.110000 sec): 3 clusters Score: Raw -108134.239791 + Penalty 3206.435799 = -104927.803993 nChanged 13 SP:Iteration 4Q (3782.250000 sec): 3 clusters Score: Raw -108177.035735 + Penalty 3206.435799 = -104970.599936 nChanged 13 SP:Iteration 5Q (3782.370000 sec): 3 clusters Score: Raw -108212.057412 + Penalty 3206.435799 = -105005.621613 nChanged 11 SP:Iteration 6Q (3782.510000 sec): 3 clusters Score: Raw -108249.752514 + Penalty 3206.435799 = -105043.316716 nChanged 8 SP:Iteration 7Q (3782.600000 sec): 3 clusters Score: Raw -108266.038033 + Penalty 3206.435799 = -105059.602235 nChanged 3 SP:Iteration 8Q (3782.730000 sec): 3 clusters Score: Raw -108278.153509 + Penalty 3206.435799 = -105071.717711 nChanged 4 SP:Iteration 9Q (3782.870000 sec): 3 clusters Score: Raw -108286.480351 + Penalty 3206.435799 = -105080.044552 nChanged 4 SP:Iteration 10Q (3783.020000 sec): 3 clusters Score: Raw -108298.935483 + Penalty 3206.435799 = -105092.499685 nChanged 8 SP:Iteration 11Q (3783.180000 sec): 3 clusters Score: Raw -108312.972503 + Penalty 3206.435799 = -105106.536704 nChanged 2 SP:Iteration 12Q (3783.330000 sec): 3 clusters Score: Raw -108319.632982 + Penalty 3206.435799 = -105113.197184 nChanged 2 SP:Iteration 13Q (3783.520000 sec): 3 clusters Score: Raw -108324.275108 + Penalty 3206.435799 = -105117.839310 nChanged 2 SP:Iteration 14Q (3783.750000 sec): 3 clusters Score: Raw -108328.105498 + Penalty 3206.435799 = -105121.669699 nChanged 1 SP:Iteration 15Q (3783.880000 sec): 3 clusters Score: Raw -108332.716223 + Penalty 3206.435799 = -105126.280425 nChanged 3 SP:Iteration 16Q (3784.080000 sec): 3 clusters Score: Raw -108340.990255 + Penalty 3206.435799 = -105134.554456 nChanged 3 SP:Iteration 17Q (3784.290000 sec): 3 clusters Score: Raw -108349.585109 + Penalty 3206.435799 = -105143.149310 nChanged 1 SP:Iteration 18Q (3784.450000 sec): 3 clusters Score: Raw -108351.340427 + Penalty 3206.435799 = -105144.904628 nChanged 1 SP:Iteration 19Q (3784.640000 sec): 3 clusters Score: Raw -108352.083449 + Penalty 3206.435799 = -105145.647650 nChanged 1 SP:Iteration 20F (3784.860000 sec): 3 clusters Score: Raw -108352.635824 + Penalty 3206.435799 = -105146.200026 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (9540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.040000 sec): 2 clusters Score: Raw -1620851.466098 + Penalty 2272.485694 = -1618578.980404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.250000 sec): 3 clusters Score: Raw -1615825.071045 + Penalty 4544.971387 = -1611280.099658 nChanged 3930 SP:Iteration 1F (3785.580000 sec): 3 clusters Score: Raw -1617969.228531 + Penalty 4544.971387 = -1613424.257144 nChanged 662 SP:Iteration 2F (3785.810000 sec): 3 clusters Score: Raw -1618346.093309 + Penalty 4544.971387 = -1613801.121922 nChanged 570 SP:Iteration 3F (3786.040000 sec): 3 clusters Score: Raw -1618712.644616 + Penalty 4544.971387 = -1614167.673229 nChanged 554 SP:Iteration 4F (3786.250000 sec): 3 clusters Score: Raw -1619108.517621 + Penalty 4544.971387 = -1614563.546234 nChanged 555 SP:Iteration 5F (3786.540000 sec): 3 clusters Score: Raw -1619528.175783 + Penalty 4544.971387 = -1614983.204396 nChanged 509 SP:Iteration 6F (3786.840000 sec): 3 clusters Score: Raw -1619877.402483 + Penalty 4544.971387 = -1615332.431095 nChanged 492 SP:Iteration 7F (3787.130000 sec): 3 clusters Score: Raw -1620190.320921 + Penalty 4544.971387 = -1615645.349534 nChanged 411 SP:Iteration 8Q (3787.390000 sec): 3 clusters Score: Raw -1620425.165660 + Penalty 4544.971387 = -1615880.194273 nChanged 350 SP:Iteration 9Q (3787.610000 sec): 3 clusters Score: Raw -1620603.010180 + Penalty 4544.971387 = -1616058.038793 nChanged 262 SP:Iteration 10Q (3787.910000 sec): 3 clusters Score: Raw -1620726.273198 + Penalty 4544.971387 = -1616181.301811 nChanged 213 SP:Iteration 11Q (3788.200000 sec): 3 clusters Score: Raw -1620809.251116 + Penalty 4544.971387 = -1616264.279729 nChanged 160 SP:Iteration 12Q (3788.480000 sec): 3 clusters Score: Raw -1620866.914503 + Penalty 4544.971387 = -1616321.943115 nChanged 127 SP:Iteration 13Q (3788.780000 sec): 3 clusters Score: Raw -1620915.175298 + Penalty 4544.971387 = -1616370.203911 nChanged 96 SP:Iteration 14Q (3789.000000 sec): 3 clusters Score: Raw -1620948.547928 + Penalty 4544.971387 = -1616403.576541 nChanged 82 SP:Iteration 15Q (3789.290000 sec): 3 clusters Score: Raw -1620977.564640 + Penalty 4544.971387 = -1616432.593253 nChanged 85 SP:Iteration 16Q (3789.480000 sec): 3 clusters Score: Raw -1621004.963865 + Penalty 4544.971387 = -1616459.992478 nChanged 66 SP:Iteration 17Q (3789.700000 sec): 3 clusters Score: Raw -1621027.033252 + Penalty 4544.971387 = -1616482.061864 nChanged 67 SP:Iteration 18Q (3789.930000 sec): 3 clusters Score: Raw -1621048.830175 + Penalty 4544.971387 = -1616503.858788 nChanged 56 SP:Iteration 19Q (3790.160000 sec): 3 clusters Score: Raw -1621070.784181 + Penalty 4544.971387 = -1616525.812793 nChanged 48 SP:Iteration 20F (3790.440000 sec): 3 clusters Score: Raw -1621086.896689 + Penalty 4544.971387 = -1616541.925301 nChanged 42 SP:Iteration 21Q (3790.670000 sec): 3 clusters Score: Raw -1621100.719802 + Penalty 4544.971387 = -1616555.748415 nChanged 39 SP:Iteration 22Q (3790.930000 sec): 3 clusters Score: Raw -1621112.208627 + Penalty 4544.971387 = -1616567.237240 nChanged 39 SP:Iteration 23Q (3791.120000 sec): 3 clusters Score: Raw -1621122.239681 + Penalty 4544.971387 = -1616577.268294 nChanged 32 SP:Iteration 24Q (3791.250000 sec): 3 clusters Score: Raw -1621131.424053 + Penalty 4544.971387 = -1616586.452666 nChanged 36 SP:Iteration 25Q (3791.440000 sec): 3 clusters Score: Raw -1621141.241557 + Penalty 4544.971387 = -1616596.270170 nChanged 39 SP:Iteration 26Q (3791.720000 sec): 3 clusters Score: Raw -1621150.750368 + Penalty 4544.971387 = -1616605.778981 nChanged 35 SP:Iteration 27Q (3791.990000 sec): 3 clusters Score: Raw -1621160.084663 + Penalty 4544.971387 = -1616615.113276 nChanged 23 SP:Iteration 28Q (3792.280000 sec): 3 clusters Score: Raw -1621165.395212 + Penalty 4544.971387 = -1616620.423824 nChanged 28 SP:Iteration 29Q (3792.520000 sec): 3 clusters Score: Raw -1621173.530849 + Penalty 4544.971387 = -1616628.559461 nChanged 26 SP:Iteration 30Q (3792.780000 sec): 3 clusters Score: Raw -1621178.395610 + Penalty 4544.971387 = -1616633.424222 nChanged 15 SP:Iteration 31Q (3793.030000 sec): 3 clusters Score: Raw -1621180.535635 + Penalty 4544.971387 = -1616635.564248 nChanged 14 SP:Iteration 32Q (3793.300000 sec): 3 clusters Score: Raw -1621183.067989 + Penalty 4544.971387 = -1616638.096602 nChanged 11 SP:Iteration 33Q (3793.560000 sec): 3 clusters Score: Raw -1621185.525508 + Penalty 4544.971387 = -1616640.554121 nChanged 13 SP:Iteration 34Q (3793.820000 sec): 3 clusters Score: Raw -1621188.130813 + Penalty 4544.971387 = -1616643.159426 nChanged 12 SP:Iteration 35Q (3794.020000 sec): 3 clusters Score: Raw -1621191.054615 + Penalty 4544.971387 = -1616646.083228 nChanged 15 SP:Iteration 36Q (3794.230000 sec): 3 clusters Score: Raw -1621194.517245 + Penalty 4544.971387 = -1616649.545857 nChanged 13 SP:Iteration 37Q (3794.500000 sec): 3 clusters Score: Raw -1621197.366645 + Penalty 4544.971387 = -1616652.395258 nChanged 19 SP:Iteration 38Q (3794.800000 sec): 3 clusters Score: Raw -1621202.565544 + Penalty 4544.971387 = -1616657.594157 nChanged 26 SP:Iteration 39Q (3795.020000 sec): 3 clusters Score: Raw -1621207.916173 + Penalty 4544.971387 = -1616662.944785 nChanged 15 SP:Iteration 40F (3795.260000 sec): 3 clusters Score: Raw -1621210.572246 + Penalty 4544.971387 = -1616665.600859 nChanged 9 SP:Iteration 41Q (3795.540000 sec): 3 clusters Score: Raw -1621212.259446 + Penalty 4544.971387 = -1616667.288058 nChanged 5 SP:Iteration 42Q (3795.790000 sec): 3 clusters Score: Raw -1621213.183084 + Penalty 4544.971387 = -1616668.211697 nChanged 1 SP:Iteration 43Q (3796.020000 sec): 3 clusters Score: Raw -1621213.287467 + Penalty 4544.971387 = -1616668.316080 nChanged 1 SP:Iteration 44Q (3796.210000 sec): 3 clusters Score: Raw -1621213.351994 + Penalty 4544.971387 = -1616668.380607 nChanged 0 SP:Iteration 45F (3796.460000 sec): 3 clusters Score: Raw -1621213.351994 + Penalty 4544.971387 = -1616668.380607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (10859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3796.570000 sec): 2 clusters Score: Raw -1899133.085951 + Penalty 2304.601878 = -1896828.484073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3796.800000 sec): 3 clusters Score: Raw -1893248.502365 + Penalty 4609.203756 = -1888639.298608 nChanged 4584 SP:Iteration 1F (3797.030000 sec): 3 clusters Score: Raw -1895806.450161 + Penalty 4609.203756 = -1891197.246405 nChanged 828 SP:Iteration 2F (3797.330000 sec): 3 clusters Score: Raw -1896385.618492 + Penalty 4609.203756 = -1891776.414735 nChanged 807 SP:Iteration 3F (3797.540000 sec): 3 clusters Score: Raw -1897039.173220 + Penalty 4609.203756 = -1892429.969464 nChanged 840 SP:Iteration 4F (3797.760000 sec): 3 clusters Score: Raw -1897749.913278 + Penalty 4609.203756 = -1893140.709522 nChanged 778 SP:Iteration 5F (3797.990000 sec): 3 clusters Score: Raw -1898394.440684 + Penalty 4609.203756 = -1893785.236928 nChanged 674 SP:Iteration 6F (3798.250000 sec): 3 clusters Score: Raw -1898885.699773 + Penalty 4609.203756 = -1894276.496017 nChanged 499 SP:Iteration 7Q (3798.510000 sec): 3 clusters Score: Raw -1899214.597899 + Penalty 4609.203756 = -1894605.394143 nChanged 396 SP:Iteration 8Q (3798.710000 sec): 3 clusters Score: Raw -1899446.056928 + Penalty 4609.203756 = -1894836.853172 nChanged 286 SP:Iteration 9Q (3798.960000 sec): 3 clusters Score: Raw -1899606.827804 + Penalty 4609.203756 = -1894997.624048 nChanged 226 SP:Iteration 10Q (3799.220000 sec): 3 clusters Score: Raw -1899727.194919 + Penalty 4609.203756 = -1895117.991163 nChanged 176 SP:Iteration 11Q (3799.460000 sec): 3 clusters Score: Raw -1899815.779541 + Penalty 4609.203756 = -1895206.575785 nChanged 155 SP:Iteration 12Q (3799.710000 sec): 3 clusters Score: Raw -1899913.423687 + Penalty 4609.203756 = -1895304.219931 nChanged 126 SP:Iteration 13Q (3799.990000 sec): 3 clusters Score: Raw -1900000.188517 + Penalty 4609.203756 = -1895390.984761 nChanged 115 SP:Iteration 14Q (3800.240000 sec): 3 clusters Score: Raw -1900091.556270 + Penalty 4609.203756 = -1895482.352514 nChanged 100 SP:Iteration 15Q (3800.460000 sec): 3 clusters Score: Raw -1900171.208042 + Penalty 4609.203756 = -1895562.004286 nChanged 88 SP:Iteration 16Q (3800.680000 sec): 3 clusters Score: Raw -1900237.650981 + Penalty 4609.203756 = -1895628.447225 nChanged 82 SP:Iteration 17Q (3800.850000 sec): 3 clusters Score: Raw -1900297.480015 + Penalty 4609.203756 = -1895688.276259 nChanged 60 SP:Iteration 18Q (3801.090000 sec): 3 clusters Score: Raw -1900329.031983 + Penalty 4609.203756 = -1895719.828227 nChanged 60 SP:Iteration 19Q (3801.270000 sec): 3 clusters Score: Raw -1900362.185583 + Penalty 4609.203756 = -1895752.981827 nChanged 50 SP:Iteration 20F (3801.450000 sec): 3 clusters Score: Raw -1900384.285396 + Penalty 4609.203756 = -1895775.081640 nChanged 34 SP:Iteration 21Q (3801.670000 sec): 3 clusters Score: Raw -1900397.130518 + Penalty 4609.203756 = -1895787.926762 nChanged 33 SP:Iteration 22Q (3801.880000 sec): 3 clusters Score: Raw -1900410.462435 + Penalty 4609.203756 = -1895801.258679 nChanged 29 SP:Iteration 23Q (3802.090000 sec): 3 clusters Score: Raw -1900418.984067 + Penalty 4609.203756 = -1895809.780311 nChanged 15 SP:Iteration 24Q (3802.310000 sec): 3 clusters Score: Raw -1900424.831565 + Penalty 4609.203756 = -1895815.627809 nChanged 13 SP:Iteration 25Q (3802.490000 sec): 3 clusters Score: Raw -1900428.253657 + Penalty 4609.203756 = -1895819.049901 nChanged 7 SP:Iteration 26Q (3802.710000 sec): 3 clusters Score: Raw -1900430.172004 + Penalty 4609.203756 = -1895820.968248 nChanged 3 SP:Iteration 27Q (3802.910000 sec): 3 clusters Score: Raw -1900431.251138 + Penalty 4609.203756 = -1895822.047382 nChanged 4 SP:Iteration 28Q (3803.160000 sec): 3 clusters Score: Raw -1900432.703438 + Penalty 4609.203756 = -1895823.499682 nChanged 0 SP:Iteration 29F (3803.370000 sec): 3 clusters Score: Raw -1900432.703438 + Penalty 4609.203756 = -1895823.499682 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3803.430000 sec): 2 clusters Score: Raw -23213.107677 + Penalty 1321.313290 = -21891.794387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3803.590000 sec): 3 clusters Score: Raw -23649.828907 + Penalty 2642.626580 = -21007.202327 nChanged 32 SP:Iteration 1F (3803.750000 sec): 3 clusters Score: Raw -23848.192860 + Penalty 2642.626580 = -21205.566280 nChanged 10 SP:Iteration 2Q (3803.910000 sec): 3 clusters Score: Raw -23930.778841 + Penalty 2642.626580 = -21288.152262 nChanged 3 SP:Iteration 3Q (3804.080000 sec): 3 clusters Score: Raw -23938.463595 + Penalty 2642.626580 = -21295.837015 nChanged 1 SP:Iteration 4Q (3804.240000 sec): 3 clusters Score: Raw -23941.689191 + Penalty 2642.626580 = -21299.062611 nChanged 3 SP:Iteration 5Q (3804.400000 sec): 3 clusters Score: Raw -23954.094252 + Penalty 2642.626580 = -21311.467672 nChanged 0 SP:Iteration 6F (3804.570000 sec): 3 clusters Score: Raw -23955.255552 + Penalty 2642.626580 = -21312.628973 nChanged 1 SP:Iteration 7Q (3804.730000 sec): 3 clusters Score: Raw -23966.738663 + Penalty 2642.626580 = -21324.112083 nChanged 0 SP:Iteration 8F (3804.900000 sec): 3 clusters Score: Raw -23966.738663 + Penalty 2642.626580 = -21324.112083 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.980000 sec): 2 clusters Score: Raw -110446.631979 + Penalty 1620.018904 = -108826.613075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3805.140000 sec): 3 clusters Score: Raw -110374.339419 + Penalty 3240.037809 = -107134.301610 nChanged 152 SP:Iteration 1F (3805.300000 sec): 3 clusters Score: Raw -110619.765377 + Penalty 3240.037809 = -107379.727568 nChanged 31 SP:Iteration 2Q (3805.460000 sec): 3 clusters Score: Raw -110663.202857 + Penalty 3240.037809 = -107423.165048 nChanged 7 SP:Iteration 3Q (3805.620000 sec): 3 clusters Score: Raw -110673.459055 + Penalty 3240.037809 = -107433.421246 nChanged 4 SP:Iteration 4Q (3805.790000 sec): 3 clusters Score: Raw -110681.975947 + Penalty 3240.037809 = -107441.938139 nChanged 4 SP:Iteration 5Q (3805.940000 sec): 3 clusters Score: Raw -110688.653351 + Penalty 3240.037809 = -107448.615542 nChanged 2 SP:Iteration 6Q (3806.110000 sec): 3 clusters Score: Raw -110690.214671 + Penalty 3240.037809 = -107450.176862 nChanged 0 SP:Iteration 7F (3806.280000 sec): 3 clusters Score: Raw -110690.214671 + Penalty 3240.037809 = -107450.176862 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (8933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3806.410000 sec): 2 clusters Score: Raw -1516540.869692 + Penalty 2256.181876 = -1514284.687816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3806.600000 sec): 3 clusters Score: Raw -1511791.373066 + Penalty 4512.363752 = -1507279.009314 nChanged 3679 SP:Iteration 1F (3806.790000 sec): 3 clusters Score: Raw -1513747.275738 + Penalty 4512.363752 = -1509234.911986 nChanged 594 SP:Iteration 2F (3806.980000 sec): 3 clusters Score: Raw -1514046.424742 + Penalty 4512.363752 = -1509534.060990 nChanged 476 SP:Iteration 3F (3807.170000 sec): 3 clusters Score: Raw -1514301.198312 + Penalty 4512.363752 = -1509788.834560 nChanged 427 SP:Iteration 4Q (3807.360000 sec): 3 clusters Score: Raw -1514526.572518 + Penalty 4512.363752 = -1510014.208766 nChanged 406 SP:Iteration 5Q (3807.550000 sec): 3 clusters Score: Raw -1514755.080908 + Penalty 4512.363752 = -1510242.717156 nChanged 412 SP:Iteration 6Q (3807.750000 sec): 3 clusters Score: Raw -1514995.562099 + Penalty 4512.363752 = -1510483.198348 nChanged 417 SP:Iteration 7Q (3807.930000 sec): 3 clusters Score: Raw -1515263.900358 + Penalty 4512.363752 = -1510751.536606 nChanged 420 SP:Iteration 8Q (3808.120000 sec): 3 clusters Score: Raw -1515546.284032 + Penalty 4512.363752 = -1511033.920280 nChanged 414 SP:Iteration 9Q (3808.320000 sec): 3 clusters Score: Raw -1515836.771986 + Penalty 4512.363752 = -1511324.408234 nChanged 413 SP:Iteration 10Q (3808.510000 sec): 3 clusters Score: Raw -1516172.982530 + Penalty 4512.363752 = -1511660.618778 nChanged 387 SP:Iteration 11Q (3808.700000 sec): 3 clusters Score: Raw -1516505.660571 + Penalty 4512.363752 = -1511993.296820 nChanged 279 SP:Iteration 12Q (3808.900000 sec): 3 clusters Score: Raw -1516744.837922 + Penalty 4512.363752 = -1512232.474170 nChanged 215 SP:Iteration 13Q (3809.080000 sec): 3 clusters Score: Raw -1516930.989845 + Penalty 4512.363752 = -1512418.626093 nChanged 155 SP:Iteration 14Q (3809.280000 sec): 3 clusters Score: Raw -1517059.979830 + Penalty 4512.363752 = -1512547.616078 nChanged 92 SP:Iteration 15Q (3809.470000 sec): 3 clusters Score: Raw -1517127.124028 + Penalty 4512.363752 = -1512614.760276 nChanged 65 SP:Iteration 16Q (3809.650000 sec): 3 clusters Score: Raw -1517180.967019 + Penalty 4512.363752 = -1512668.603268 nChanged 40 SP:Iteration 17Q (3809.840000 sec): 3 clusters Score: Raw -1517206.082191 + Penalty 4512.363752 = -1512693.718439 nChanged 17 SP:Iteration 18Q (3810.040000 sec): 3 clusters Score: Raw -1517217.432292 + Penalty 4512.363752 = -1512705.068540 nChanged 15 SP:Iteration 19Q (3810.230000 sec): 3 clusters Score: Raw -1517228.210333 + Penalty 4512.363752 = -1512715.846581 nChanged 7 SP:Iteration 20F (3810.420000 sec): 3 clusters Score: Raw -1517233.220574 + Penalty 4512.363752 = -1512720.856822 nChanged 5 SP:Iteration 21Q (3810.620000 sec): 3 clusters Score: Raw -1517239.256273 + Penalty 4512.363752 = -1512726.892521 nChanged 4 SP:Iteration 22Q (3810.800000 sec): 3 clusters Score: Raw -1517241.995120 + Penalty 4512.363752 = -1512729.631369 nChanged 1 SP:Iteration 23Q (3811.000000 sec): 3 clusters Score: Raw -1517242.606641 + Penalty 4512.363752 = -1512730.242889 nChanged 3 SP:Iteration 24Q (3811.190000 sec): 3 clusters Score: Raw -1517245.348408 + Penalty 4512.363752 = -1512732.984656 nChanged 0 SP:Iteration 25F (3811.390000 sec): 3 clusters Score: Raw -1517245.348408 + Penalty 4512.363752 = -1512732.984656 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3811.450000 sec): 2 clusters Score: Raw -106106.943441 + Penalty 1635.753567 = -104471.189873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3811.610000 sec): 3 clusters Score: Raw -106072.172621 + Penalty 3271.507135 = -102800.665486 nChanged 171 SP:Iteration 1F (3811.770000 sec): 3 clusters Score: Raw -106498.749177 + Penalty 3271.507135 = -103227.242042 nChanged 65 SP:Iteration 2F (3811.930000 sec): 3 clusters Score: Raw -106739.184780 + Penalty 3271.507135 = -103467.677645 nChanged 39 SP:Iteration 3F (3812.090000 sec): 3 clusters Score: Raw -106888.233343 + Penalty 3271.507135 = -103616.726209 nChanged 36 SP:Iteration 4Q (3812.240000 sec): 3 clusters Score: Raw -107041.602177 + Penalty 3271.507135 = -103770.095042 nChanged 28 SP:Iteration 5Q (3812.400000 sec): 3 clusters Score: Raw -107140.284254 + Penalty 3271.507135 = -103868.777119 nChanged 18 SP:Iteration 6Q (3812.560000 sec): 3 clusters Score: Raw -107195.684919 + Penalty 3271.507135 = -103924.177784 nChanged 10 SP:Iteration 7Q (3812.720000 sec): 3 clusters Score: Raw -107229.105192 + Penalty 3271.507135 = -103957.598057 nChanged 9 SP:Iteration 8Q (3812.880000 sec): 3 clusters Score: Raw -107270.829378 + Penalty 3271.507135 = -103999.322244 nChanged 9 SP:Iteration 9Q (3813.040000 sec): 3 clusters Score: Raw -107299.359617 + Penalty 3271.507135 = -104027.852482 nChanged 8 SP:Iteration 10Q (3813.200000 sec): 3 clusters Score: Raw -107327.368834 + Penalty 3271.507135 = -104055.861699 nChanged 7 SP:Iteration 11Q (3813.360000 sec): 3 clusters Score: Raw -107353.944069 + Penalty 3271.507135 = -104082.436934 nChanged 9 SP:Iteration 12Q (3813.520000 sec): 3 clusters Score: Raw -107409.949745 + Penalty 3271.507135 = -104138.442610 nChanged 11 SP:Iteration 13Q (3813.680000 sec): 3 clusters Score: Raw -107486.316245 + Penalty 3271.507135 = -104214.809110 nChanged 18 SP:Iteration 14Q (3813.840000 sec): 3 clusters Score: Raw -107583.456927 + Penalty 3271.507135 = -104311.949792 nChanged 17 SP:Iteration 15Q (3814.000000 sec): 3 clusters Score: Raw -107686.863178 + Penalty 3271.507135 = -104415.356043 nChanged 14 SP:Iteration 16Q (3814.170000 sec): 3 clusters Score: Raw -107757.964582 + Penalty 3271.507135 = -104486.457447 nChanged 13 SP:Iteration 17Q (3814.330000 sec): 3 clusters Score: Raw -107795.896559 + Penalty 3271.507135 = -104524.389425 nChanged 5 SP:Iteration 18Q (3814.490000 sec): 3 clusters Score: Raw -107809.459204 + Penalty 3271.507135 = -104537.952070 nChanged 0 SP:Iteration 19F (3814.660000 sec): 3 clusters Score: Raw -107809.459204 + Penalty 3271.507135 = -104537.952070 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.740000 sec): 2 clusters Score: Raw -17476.835455 + Penalty 1197.421807 = -16279.413648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3814.900000 sec): 3 clusters Score: Raw -17908.744332 + Penalty 2394.843614 = -15513.900718 nChanged 4 SP:Iteration 1Q (3815.070000 sec): 3 clusters Score: Raw -17940.623881 + Penalty 2394.843614 = -15545.780267 nChanged 4 SP:Iteration 2Q (3815.230000 sec): 3 clusters Score: Raw -17982.406328 + Penalty 2394.843614 = -15587.562714 nChanged 1 SP:Iteration 3Q (3815.390000 sec): 3 clusters Score: Raw -17988.934892 + Penalty 2394.843614 = -15594.091278 nChanged 0 SP:Iteration 4F (3815.560000 sec): 3 clusters Score: Raw -17988.934892 + Penalty 2394.843614 = -15594.091278 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3815.640000 sec): 2 clusters Score: Raw -45333.472796 + Penalty 1405.273819 = -43928.198977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3815.800000 sec): 3 clusters Score: Raw -45416.660822 + Penalty 2810.547637 = -42606.113184 nChanged 42 SP:Iteration 1F (3815.970000 sec): 3 clusters Score: Raw -45567.894938 + Penalty 2810.547637 = -42757.347301 nChanged 9 SP:Iteration 2Q (3816.130000 sec): 3 clusters Score: Raw -45610.895471 + Penalty 2810.547637 = -42800.347834 nChanged 2 SP:Iteration 3Q (3816.290000 sec): 3 clusters Score: Raw -45626.034542 + Penalty 2810.547637 = -42815.486904 nChanged 1 SP:Iteration 4Q (3816.460000 sec): 3 clusters Score: Raw -45630.836155 + Penalty 2810.547637 = -42820.288517 nChanged 1 SP:Iteration 5Q (3816.620000 sec): 3 clusters Score: Raw -45634.560154 + Penalty 2810.547637 = -42824.012517 nChanged 0 SP:Iteration 6F (3816.780000 sec): 3 clusters Score: Raw -45634.560154 + Penalty 2810.547637 = -42824.012517 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3816.870000 sec): 2 clusters Score: Raw -117009.894228 + Penalty 1618.933564 = -115390.960664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.030000 sec): 3 clusters Score: Raw -116929.945458 + Penalty 3237.867127 = -113692.078331 nChanged 148 SP:Iteration 1F (3817.200000 sec): 3 clusters Score: Raw -117170.750814 + Penalty 3237.867127 = -113932.883687 nChanged 44 SP:Iteration 2F (3817.360000 sec): 3 clusters Score: Raw -117277.671903 + Penalty 3237.867127 = -114039.804776 nChanged 22 SP:Iteration 3Q (3817.520000 sec): 3 clusters Score: Raw -117329.807531 + Penalty 3237.867127 = -114091.940404 nChanged 13 SP:Iteration 4Q (3817.680000 sec): 3 clusters Score: Raw -117348.999362 + Penalty 3237.867127 = -114111.132235 nChanged 8 SP:Iteration 5Q (3817.850000 sec): 3 clusters Score: Raw -117368.280844 + Penalty 3237.867127 = -114130.413716 nChanged 8 SP:Iteration 6Q (3818.010000 sec): 3 clusters Score: Raw -117389.187838 + Penalty 3237.867127 = -114151.320710 nChanged 12 SP:Iteration 7Q (3818.180000 sec): 3 clusters Score: Raw -117417.443776 + Penalty 3237.867127 = -114179.576649 nChanged 16 SP:Iteration 8Q (3818.340000 sec): 3 clusters Score: Raw -117450.790178 + Penalty 3237.867127 = -114212.923051 nChanged 14 SP:Iteration 9Q (3818.500000 sec): 3 clusters Score: Raw -117502.371549 + Penalty 3237.867127 = -114264.504421 nChanged 17 SP:Iteration 10Q (3818.670000 sec): 3 clusters Score: Raw -117548.355485 + Penalty 3237.867127 = -114310.488358 nChanged 17 SP:Iteration 11Q (3818.830000 sec): 3 clusters Score: Raw -117608.208549 + Penalty 3237.867127 = -114370.341422 nChanged 18 SP:Iteration 12Q (3819.000000 sec): 3 clusters Score: Raw -117679.220490 + Penalty 3237.867127 = -114441.353362 nChanged 18 SP:Iteration 13Q (3819.160000 sec): 3 clusters Score: Raw -117713.245687 + Penalty 3237.867127 = -114475.378560 nChanged 12 SP:Iteration 14Q (3819.320000 sec): 3 clusters Score: Raw -117738.755811 + Penalty 3237.867127 = -114500.888684 nChanged 10 SP:Iteration 15Q (3819.490000 sec): 3 clusters Score: Raw -117760.162756 + Penalty 3237.867127 = -114522.295629 nChanged 8 SP:Iteration 16Q (3819.650000 sec): 3 clusters Score: Raw -117775.595147 + Penalty 3237.867127 = -114537.728020 nChanged 6 SP:Iteration 17Q (3819.810000 sec): 3 clusters Score: Raw -117794.921576 + Penalty 3237.867127 = -114557.054449 nChanged 6 SP:Iteration 18Q (3819.980000 sec): 3 clusters Score: Raw -117810.974348 + Penalty 3237.867127 = -114573.107221 nChanged 8 SP:Iteration 19Q (3820.140000 sec): 3 clusters Score: Raw -117829.195829 + Penalty 3237.867127 = -114591.328702 nChanged 6 SP:Iteration 20F (3820.300000 sec): 3 clusters Score: Raw -117848.276979 + Penalty 3237.867127 = -114610.409852 nChanged 7 SP:Iteration 21Q (3820.460000 sec): 3 clusters Score: Raw -117870.523581 + Penalty 3237.867127 = -114632.656454 nChanged 5 SP:Iteration 22Q (3820.620000 sec): 3 clusters Score: Raw -117881.983862 + Penalty 3237.867127 = -114644.116735 nChanged 3 SP:Iteration 23Q (3820.790000 sec): 3 clusters Score: Raw -117893.114275 + Penalty 3237.867127 = -114655.247148 nChanged 3 SP:Iteration 24Q (3820.950000 sec): 3 clusters Score: Raw -117903.116123 + Penalty 3237.867127 = -114665.248996 nChanged 0 SP:Iteration 25F (3821.120000 sec): 3 clusters Score: Raw -117903.116123 + Penalty 3237.867127 = -114665.248996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3821.230000 sec): 2 clusters Score: Raw -779805.817958 + Penalty 2097.551196 = -777708.266762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3821.420000 sec): 3 clusters Score: Raw -777554.818000 + Penalty 4195.102392 = -773359.715608 nChanged 1732 SP:Iteration 1F (3821.570000 sec): 3 clusters Score: Raw -778769.581694 + Penalty 4195.102392 = -774574.479303 nChanged 436 SP:Iteration 2F (3821.720000 sec): 3 clusters Score: Raw -779258.928144 + Penalty 4195.102392 = -775063.825752 nChanged 358 SP:Iteration 3F (3821.870000 sec): 3 clusters Score: Raw -779626.296568 + Penalty 4195.102392 = -775431.194177 nChanged 319 SP:Iteration 4F (3822.020000 sec): 3 clusters Score: Raw -779930.090942 + Penalty 4195.102392 = -775734.988551 nChanged 280 SP:Iteration 5F (3822.170000 sec): 3 clusters Score: Raw -780228.924690 + Penalty 4195.102392 = -776033.822298 nChanged 276 SP:Iteration 6F (3822.320000 sec): 3 clusters Score: Raw -780539.101988 + Penalty 4195.102392 = -776343.999596 nChanged 216 SP:Iteration 7Q (3822.470000 sec): 3 clusters Score: Raw -780774.253567 + Penalty 4195.102392 = -776579.151175 nChanged 191 SP:Iteration 8Q (3822.620000 sec): 3 clusters Score: Raw -780962.500937 + Penalty 4195.102392 = -776767.398546 nChanged 147 SP:Iteration 9Q (3822.770000 sec): 3 clusters Score: Raw -781087.494073 + Penalty 4195.102392 = -776892.391681 nChanged 112 SP:Iteration 10Q (3822.920000 sec): 3 clusters Score: Raw -781164.409917 + Penalty 4195.102392 = -776969.307526 nChanged 55 SP:Iteration 11Q (3823.070000 sec): 3 clusters Score: Raw -781198.344439 + Penalty 4195.102392 = -777003.242048 nChanged 42 SP:Iteration 12Q (3823.220000 sec): 3 clusters Score: Raw -781223.583692 + Penalty 4195.102392 = -777028.481301 nChanged 37 SP:Iteration 13Q (3823.360000 sec): 3 clusters Score: Raw -781250.076814 + Penalty 4195.102392 = -777054.974422 nChanged 39 SP:Iteration 14Q (3823.520000 sec): 3 clusters Score: Raw -781274.435918 + Penalty 4195.102392 = -777079.333526 nChanged 29 SP:Iteration 15Q (3823.700000 sec): 3 clusters Score: Raw -781293.579188 + Penalty 4195.102392 = -777098.476797 nChanged 30 SP:Iteration 16Q (3823.850000 sec): 3 clusters Score: Raw -781307.757493 + Penalty 4195.102392 = -777112.655101 nChanged 19 SP:Iteration 17Q (3824.000000 sec): 3 clusters Score: Raw -781316.697186 + Penalty 4195.102392 = -777121.594794 nChanged 13 SP:Iteration 18Q (3824.170000 sec): 3 clusters Score: Raw -781323.083176 + Penalty 4195.102392 = -777127.980784 nChanged 11 SP:Iteration 19Q (3824.340000 sec): 3 clusters Score: Raw -781330.288022 + Penalty 4195.102392 = -777135.185630 nChanged 10 SP:Iteration 20F (3824.530000 sec): 3 clusters Score: Raw -781335.025412 + Penalty 4195.102392 = -777139.923020 nChanged 5 SP:Iteration 21Q (3824.680000 sec): 3 clusters Score: Raw -781337.009698 + Penalty 4195.102392 = -777141.907307 nChanged 7 SP:Iteration 22Q (3824.820000 sec): 3 clusters Score: Raw -781339.673691 + Penalty 4195.102392 = -777144.571299 nChanged 5 SP:Iteration 23Q (3825.010000 sec): 3 clusters Score: Raw -781341.197999 + Penalty 4195.102392 = -777146.095607 nChanged 2 SP:Iteration 24Q (3825.160000 sec): 3 clusters Score: Raw -781342.226539 + Penalty 4195.102392 = -777147.124147 nChanged 5 SP:Iteration 25Q (3825.310000 sec): 3 clusters Score: Raw -781344.176988 + Penalty 4195.102392 = -777149.074596 nChanged 2 SP:Iteration 26Q (3825.500000 sec): 3 clusters Score: Raw -781344.463408 + Penalty 4195.102392 = -777149.361016 nChanged 1 SP:Iteration 27Q (3825.650000 sec): 3 clusters Score: Raw -781344.751553 + Penalty 4195.102392 = -777149.649161 nChanged 0 SP:Iteration 28F (3825.800000 sec): 3 clusters Score: Raw -781344.751553 + Penalty 4195.102392 = -777149.649161 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (3469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3825.910000 sec): 2 clusters Score: Raw -567773.331251 + Penalty 2021.602168 = -565751.729082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3826.080000 sec): 3 clusters Score: Raw -566229.950404 + Penalty 4043.204337 = -562186.746067 nChanged 1223 SP:Iteration 1F (3826.240000 sec): 3 clusters Score: Raw -567047.869003 + Penalty 4043.204337 = -563004.664666 nChanged 286 SP:Iteration 2F (3826.400000 sec): 3 clusters Score: Raw -567285.871538 + Penalty 4043.204337 = -563242.667201 nChanged 223 SP:Iteration 3F (3826.560000 sec): 3 clusters Score: Raw -567479.551792 + Penalty 4043.204337 = -563436.347455 nChanged 178 SP:Iteration 4F (3826.720000 sec): 3 clusters Score: Raw -567668.012433 + Penalty 4043.204337 = -563624.808096 nChanged 183 SP:Iteration 5F (3826.880000 sec): 3 clusters Score: Raw -567851.416434 + Penalty 4043.204337 = -563808.212097 nChanged 159 SP:Iteration 6Q (3827.040000 sec): 3 clusters Score: Raw -568012.409253 + Penalty 4043.204337 = -563969.204916 nChanged 167 SP:Iteration 7Q (3827.200000 sec): 3 clusters Score: Raw -568183.597347 + Penalty 4043.204337 = -564140.393010 nChanged 130 SP:Iteration 8Q (3827.360000 sec): 3 clusters Score: Raw -568278.104418 + Penalty 4043.204337 = -564234.900081 nChanged 92 SP:Iteration 9Q (3827.520000 sec): 3 clusters Score: Raw -568345.882111 + Penalty 4043.204337 = -564302.677774 nChanged 68 SP:Iteration 10Q (3827.690000 sec): 3 clusters Score: Raw -568401.570006 + Penalty 4043.204337 = -564358.365669 nChanged 63 SP:Iteration 11Q (3827.850000 sec): 3 clusters Score: Raw -568450.932900 + Penalty 4043.204337 = -564407.728563 nChanged 58 SP:Iteration 12Q (3828.010000 sec): 3 clusters Score: Raw -568493.555182 + Penalty 4043.204337 = -564450.350845 nChanged 38 SP:Iteration 13Q (3828.180000 sec): 3 clusters Score: Raw -568523.192927 + Penalty 4043.204337 = -564479.988590 nChanged 36 SP:Iteration 14Q (3828.340000 sec): 3 clusters Score: Raw -568547.608346 + Penalty 4043.204337 = -564504.404009 nChanged 30 SP:Iteration 15Q (3828.500000 sec): 3 clusters Score: Raw -568570.141397 + Penalty 4043.204337 = -564526.937060 nChanged 16 SP:Iteration 16Q (3828.620000 sec): 3 clusters Score: Raw -568576.226758 + Penalty 4043.204337 = -564533.022421 nChanged 16 SP:Iteration 17Q (3828.790000 sec): 3 clusters Score: Raw -568584.076648 + Penalty 4043.204337 = -564540.872311 nChanged 10 SP:Iteration 18Q (3828.950000 sec): 3 clusters Score: Raw -568590.323129 + Penalty 4043.204337 = -564547.118793 nChanged 13 SP:Iteration 19Q (3829.110000 sec): 3 clusters Score: Raw -568596.874481 + Penalty 4043.204337 = -564553.670144 nChanged 8 SP:Iteration 20F (3829.280000 sec): 3 clusters Score: Raw -568601.744826 + Penalty 4043.204337 = -564558.540489 nChanged 5 SP:Iteration 21Q (3829.440000 sec): 3 clusters Score: Raw -568604.108467 + Penalty 4043.204337 = -564560.904130 nChanged 3 SP:Iteration 22Q (3829.600000 sec): 3 clusters Score: Raw -568605.316105 + Penalty 4043.204337 = -564562.111768 nChanged 1 SP:Iteration 23Q (3829.760000 sec): 3 clusters Score: Raw -568605.729772 + Penalty 4043.204337 = -564562.525435 nChanged 1 SP:Iteration 24Q (3829.920000 sec): 3 clusters Score: Raw -568606.269310 + Penalty 4043.204337 = -564563.064973 nChanged 0 SP:Iteration 25F (3830.080000 sec): 3 clusters Score: Raw -568606.269310 + Penalty 4043.204337 = -564563.064973 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3830.160000 sec): 2 clusters Score: Raw -50653.721690 + Penalty 1433.624392 = -49220.097298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3830.330000 sec): 3 clusters Score: Raw -50763.212022 + Penalty 2867.248784 = -47895.963238 nChanged 47 SP:Iteration 1F (3830.490000 sec): 3 clusters Score: Raw -50929.074909 + Penalty 2867.248784 = -48061.826125 nChanged 13 SP:Iteration 2Q (3830.660000 sec): 3 clusters Score: Raw -50997.057682 + Penalty 2867.248784 = -48129.808898 nChanged 3 SP:Iteration 3Q (3830.820000 sec): 3 clusters Score: Raw -51011.439201 + Penalty 2867.248784 = -48144.190417 nChanged 2 SP:Iteration 4Q (3831.010000 sec): 3 clusters Score: Raw -51016.246719 + Penalty 2867.248784 = -48148.997935 nChanged 4 SP:Iteration 5Q (3831.170000 sec): 3 clusters Score: Raw -51022.260633 + Penalty 2867.248784 = -48155.011849 nChanged 2 SP:Iteration 6Q (3831.330000 sec): 3 clusters Score: Raw -51026.788549 + Penalty 2867.248784 = -48159.539765 nChanged 0 SP:Iteration 7F (3831.490000 sec): 3 clusters Score: Raw -51026.788549 + Penalty 2867.248784 = -48159.539765 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3831.570000 sec): 2 clusters Score: Raw -71227.551972 + Penalty 1518.921481 = -69708.630491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3831.730000 sec): 3 clusters Score: Raw -71258.881346 + Penalty 3037.842962 = -68221.038384 nChanged 64 SP:Iteration 1F (3831.890000 sec): 3 clusters Score: Raw -71387.770809 + Penalty 3037.842962 = -68349.927847 nChanged 18 SP:Iteration 2Q (3832.050000 sec): 3 clusters Score: Raw -71449.017723 + Penalty 3037.842962 = -68411.174761 nChanged 20 SP:Iteration 3Q (3832.210000 sec): 3 clusters Score: Raw -71490.294090 + Penalty 3037.842962 = -68452.451128 nChanged 2 SP:Iteration 4Q (3832.370000 sec): 3 clusters Score: Raw -71494.682011 + Penalty 3037.842962 = -68456.839049 nChanged 2 SP:Iteration 5Q (3832.530000 sec): 3 clusters Score: Raw -71497.481385 + Penalty 3037.842962 = -68459.638423 nChanged 0 SP:Iteration 6F (3832.690000 sec): 3 clusters Score: Raw -71497.481385 + Penalty 3037.842962 = -68459.638423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3832.770000 sec): 2 clusters Score: Raw -40467.853633 + Penalty 1375.204006 = -39092.649626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3832.930000 sec): 3 clusters Score: Raw -40603.664592 + Penalty 2750.408012 = -37853.256580 nChanged 23 SP:Iteration 1F (3833.090000 sec): 3 clusters Score: Raw -40704.033438 + Penalty 2750.408012 = -37953.625426 nChanged 7 SP:Iteration 2Q (3833.250000 sec): 3 clusters Score: Raw -40740.776461 + Penalty 2750.408012 = -37990.368449 nChanged 1 SP:Iteration 3Q (3833.410000 sec): 3 clusters Score: Raw -40744.686886 + Penalty 2750.408012 = -37994.278874 nChanged 0 SP:Iteration 4F (3833.610000 sec): 3 clusters Score: Raw -40744.686886 + Penalty 2750.408012 = -37994.278874 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3833.730000 sec): 2 clusters Score: Raw -28867.926317 + Penalty 1298.637607 = -27569.288711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3833.890000 sec): 3 clusters Score: Raw -29068.952201 + Penalty 2597.275214 = -26471.676987 nChanged 18 SP:Iteration 1F (3834.100000 sec): 3 clusters Score: Raw -29171.635114 + Penalty 2597.275214 = -26574.359900 nChanged 5 SP:Iteration 2Q (3834.290000 sec): 3 clusters Score: Raw -29195.203371 + Penalty 2597.275214 = -26597.928157 nChanged 1 SP:Iteration 3Q (3834.410000 sec): 3 clusters Score: Raw -29199.592211 + Penalty 2597.275214 = -26602.316997 nChanged 0 SP:Iteration 4F (3834.600000 sec): 3 clusters Score: Raw -29199.592211 + Penalty 2597.275214 = -26602.316997 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3834.700000 sec): 2 clusters Score: Raw -34230.045748 + Penalty 1353.977208 = -32876.068540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3834.860000 sec): 3 clusters Score: Raw -34466.284117 + Penalty 2707.954415 = -31758.329702 nChanged 19 SP:Iteration 1F (3834.980000 sec): 3 clusters Score: Raw -34559.313516 + Penalty 2707.954415 = -31851.359101 nChanged 12 SP:Iteration 2F (3835.120000 sec): 3 clusters Score: Raw -34688.824726 + Penalty 2707.954415 = -31980.870311 nChanged 8 SP:Iteration 3Q (3835.300000 sec): 3 clusters Score: Raw -34767.175744 + Penalty 2707.954415 = -32059.221329 nChanged 4 SP:Iteration 4Q (3835.480000 sec): 3 clusters Score: Raw -34806.126443 + Penalty 2707.954415 = -32098.172028 nChanged 7 SP:Iteration 5Q (3835.740000 sec): 3 clusters Score: Raw -34839.937613 + Penalty 2707.954415 = -32131.983198 nChanged 5 SP:Iteration 6Q (3835.870000 sec): 3 clusters Score: Raw -34867.700582 + Penalty 2707.954415 = -32159.746167 nChanged 5 SP:Iteration 7Q (3836.130000 sec): 3 clusters Score: Raw -34887.836897 + Penalty 2707.954415 = -32179.882482 nChanged 1 SP:Iteration 8Q (3836.280000 sec): 3 clusters Score: Raw -34889.279877 + Penalty 2707.954415 = -32181.325462 nChanged 0 SP:Iteration 9F (3836.450000 sec): 3 clusters Score: Raw -34889.279877 + Penalty 2707.954415 = -32181.325462 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3836.540000 sec): 2 clusters Score: Raw -169980.214151 + Penalty 1702.740987 = -168277.473164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3836.720000 sec): 3 clusters Score: Raw -169756.770927 + Penalty 3405.481973 = -166351.288953 nChanged 250 SP:Iteration 1F (3836.860000 sec): 3 clusters Score: Raw -170031.116658 + Penalty 3405.481973 = -166625.634685 nChanged 63 SP:Iteration 2F (3837.030000 sec): 3 clusters Score: Raw -170112.664593 + Penalty 3405.481973 = -166707.182620 nChanged 31 SP:Iteration 3Q (3837.180000 sec): 3 clusters Score: Raw -170156.572380 + Penalty 3405.481973 = -166751.090407 nChanged 25 SP:Iteration 4Q (3837.390000 sec): 3 clusters Score: Raw -170190.397994 + Penalty 3405.481973 = -166784.916021 nChanged 13 SP:Iteration 5Q (3837.550000 sec): 3 clusters Score: Raw -170205.175404 + Penalty 3405.481973 = -166799.693431 nChanged 8 SP:Iteration 6Q (3837.720000 sec): 3 clusters Score: Raw -170217.870942 + Penalty 3405.481973 = -166812.388969 nChanged 8 SP:Iteration 7Q (3837.920000 sec): 3 clusters Score: Raw -170228.968467 + Penalty 3405.481973 = -166823.486494 nChanged 6 SP:Iteration 8Q (3838.100000 sec): 3 clusters Score: Raw -170235.861658 + Penalty 3405.481973 = -166830.379685 nChanged 4 SP:Iteration 9Q (3838.300000 sec): 3 clusters Score: Raw -170240.299875 + Penalty 3405.481973 = -166834.817902 nChanged 2 SP:Iteration 10Q (3838.480000 sec): 3 clusters Score: Raw -170243.201119 + Penalty 3405.481973 = -166837.719145 nChanged 1 SP:Iteration 11Q (3838.700000 sec): 3 clusters Score: Raw -170244.463826 + Penalty 3405.481973 = -166838.981853 nChanged 1 SP:Iteration 12Q (3838.840000 sec): 3 clusters Score: Raw -170245.396200 + Penalty 3405.481973 = -166839.914227 nChanged 1 SP:Iteration 13Q (3839.030000 sec): 3 clusters Score: Raw -170246.954722 + Penalty 3405.481973 = -166841.472749 nChanged 2 SP:Iteration 14Q (3839.280000 sec): 3 clusters Score: Raw -170249.008232 + Penalty 3405.481973 = -166843.526259 nChanged 1 SP:Iteration 15Q (3839.510000 sec): 3 clusters Score: Raw -170250.948415 + Penalty 3405.481973 = -166845.466442 nChanged 1 SP:Iteration 16Q (3839.670000 sec): 3 clusters Score: Raw -170252.662375 + Penalty 3405.481973 = -166847.180402 nChanged 1 SP:Iteration 17Q (3839.800000 sec): 3 clusters Score: Raw -170254.632194 + Penalty 3405.481973 = -166849.150221 nChanged 0 SP:Iteration 18F (3840.000000 sec): 3 clusters Score: Raw -170254.632194 + Penalty 3405.481973 = -166849.150221 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (5261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3840.140000 sec): 2 clusters Score: Raw -920463.834197 + Penalty 2124.882948 = -918338.951250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3840.380000 sec): 3 clusters Score: Raw -917924.600898 + Penalty 4249.765895 = -913674.835003 nChanged 2031 SP:Iteration 1F (3840.590000 sec): 3 clusters Score: Raw -919011.538049 + Penalty 4249.765895 = -914761.772154 nChanged 364 SP:Iteration 2F (3840.790000 sec): 3 clusters Score: Raw -919201.513727 + Penalty 4249.765895 = -914951.747832 nChanged 226 SP:Iteration 3Q (3841.050000 sec): 3 clusters Score: Raw -919302.680989 + Penalty 4249.765895 = -915052.915094 nChanged 183 SP:Iteration 4Q (3841.220000 sec): 3 clusters Score: Raw -919383.006992 + Penalty 4249.765895 = -915133.241097 nChanged 152 SP:Iteration 5Q (3841.500000 sec): 3 clusters Score: Raw -919446.968424 + Penalty 4249.765895 = -915197.202528 nChanged 133 SP:Iteration 6Q (3841.670000 sec): 3 clusters Score: Raw -919504.794393 + Penalty 4249.765895 = -915255.028498 nChanged 112 SP:Iteration 7Q (3841.860000 sec): 3 clusters Score: Raw -919549.747119 + Penalty 4249.765895 = -915299.981224 nChanged 96 SP:Iteration 8Q (3842.130000 sec): 3 clusters Score: Raw -919586.545715 + Penalty 4249.765895 = -915336.779819 nChanged 84 SP:Iteration 9Q (3842.360000 sec): 3 clusters Score: Raw -919620.247169 + Penalty 4249.765895 = -915370.481274 nChanged 70 SP:Iteration 10Q (3842.510000 sec): 3 clusters Score: Raw -919648.218287 + Penalty 4249.765895 = -915398.452392 nChanged 87 SP:Iteration 11Q (3842.860000 sec): 3 clusters Score: Raw -919684.474122 + Penalty 4249.765895 = -915434.708227 nChanged 83 SP:Iteration 12Q (3843.000000 sec): 3 clusters Score: Raw -919719.101540 + Penalty 4249.765895 = -915469.335645 nChanged 81 SP:Iteration 13Q (3843.210000 sec): 3 clusters Score: Raw -919750.480166 + Penalty 4249.765895 = -915500.714271 nChanged 83 SP:Iteration 14Q (3843.370000 sec): 3 clusters Score: Raw -919781.401921 + Penalty 4249.765895 = -915531.636026 nChanged 86 SP:Iteration 15Q (3843.590000 sec): 3 clusters Score: Raw -919820.815913 + Penalty 4249.765895 = -915571.050017 nChanged 117 SP:Iteration 16Q (3843.780000 sec): 3 clusters Score: Raw -919882.481690 + Penalty 4249.765895 = -915632.715794 nChanged 119 SP:Iteration 17Q (3843.950000 sec): 3 clusters Score: Raw -919948.737834 + Penalty 4249.765895 = -915698.971938 nChanged 123 SP:Iteration 18Q (3844.090000 sec): 3 clusters Score: Raw -920020.754616 + Penalty 4249.765895 = -915770.988721 nChanged 128 SP:Iteration 19Q (3844.270000 sec): 3 clusters Score: Raw -920094.466143 + Penalty 4249.765895 = -915844.700248 nChanged 113 SP:Iteration 20F (3844.440000 sec): 3 clusters Score: Raw -920161.161337 + Penalty 4249.765895 = -915911.395441 nChanged 108 SP:Iteration 21Q (3844.630000 sec): 3 clusters Score: Raw -920223.294441 + Penalty 4249.765895 = -915973.528545 nChanged 110 SP:Iteration 22Q (3844.780000 sec): 3 clusters Score: Raw -920293.129079 + Penalty 4249.765895 = -916043.363184 nChanged 87 SP:Iteration 23Q (3845.000000 sec): 3 clusters Score: Raw -920355.201243 + Penalty 4249.765895 = -916105.435348 nChanged 86 SP:Iteration 24Q (3845.220000 sec): 3 clusters Score: Raw -920413.142526 + Penalty 4249.765895 = -916163.376630 nChanged 83 SP:Iteration 25Q (3845.500000 sec): 3 clusters Score: Raw -920473.085279 + Penalty 4249.765895 = -916223.319384 nChanged 83 SP:Iteration 26Q (3845.710000 sec): 3 clusters Score: Raw -920547.257497 + Penalty 4249.765895 = -916297.491601 nChanged 63 SP:Iteration 27Q (3845.950000 sec): 3 clusters Score: Raw -920606.483600 + Penalty 4249.765895 = -916356.717705 nChanged 55 SP:Iteration 28Q (3846.130000 sec): 3 clusters Score: Raw -920648.459571 + Penalty 4249.765895 = -916398.693675 nChanged 32 SP:Iteration 29Q (3846.340000 sec): 3 clusters Score: Raw -920676.034747 + Penalty 4249.765895 = -916426.268852 nChanged 24 SP:Iteration 30Q (3846.510000 sec): 3 clusters Score: Raw -920697.883179 + Penalty 4249.765895 = -916448.117284 nChanged 18 SP:Iteration 31Q (3846.740000 sec): 3 clusters Score: Raw -920715.444260 + Penalty 4249.765895 = -916465.678365 nChanged 16 SP:Iteration 32Q (3846.960000 sec): 3 clusters Score: Raw -920730.399951 + Penalty 4249.765895 = -916480.634055 nChanged 16 SP:Iteration 33Q (3847.170000 sec): 3 clusters Score: Raw -920746.687659 + Penalty 4249.765895 = -916496.921764 nChanged 19 SP:Iteration 34Q (3847.430000 sec): 3 clusters Score: Raw -920763.063913 + Penalty 4249.765895 = -916513.298018 nChanged 10 SP:Iteration 35Q (3847.630000 sec): 3 clusters Score: Raw -920770.772270 + Penalty 4249.765895 = -916521.006375 nChanged 8 SP:Iteration 36Q (3847.890000 sec): 3 clusters Score: Raw -920779.618024 + Penalty 4249.765895 = -916529.852129 nChanged 10 SP:Iteration 37Q (3848.120000 sec): 3 clusters Score: Raw -920791.413302 + Penalty 4249.765895 = -916541.647407 nChanged 10 SP:Iteration 38Q (3848.290000 sec): 3 clusters Score: Raw -920801.922312 + Penalty 4249.765895 = -916552.156417 nChanged 8 SP:Iteration 39Q (3848.460000 sec): 3 clusters Score: Raw -920808.169873 + Penalty 4249.765895 = -916558.403978 nChanged 7 SP:Iteration 40F (3848.660000 sec): 3 clusters Score: Raw -920816.271619 + Penalty 4249.765895 = -916566.505724 nChanged 7 SP:Iteration 41Q (3848.870000 sec): 3 clusters Score: Raw -920823.475341 + Penalty 4249.765895 = -916573.709446 nChanged 6 SP:Iteration 42Q (3849.070000 sec): 3 clusters Score: Raw -920826.928318 + Penalty 4249.765895 = -916577.162423 nChanged 4 SP:Iteration 43Q (3849.230000 sec): 3 clusters Score: Raw -920829.582354 + Penalty 4249.765895 = -916579.816458 nChanged 5 SP:Iteration 44Q (3849.420000 sec): 3 clusters Score: Raw -920835.185581 + Penalty 4249.765895 = -916585.419686 nChanged 5 SP:Iteration 45Q (3849.580000 sec): 3 clusters Score: Raw -920839.195556 + Penalty 4249.765895 = -916589.429661 nChanged 4 SP:Iteration 46Q (3849.840000 sec): 3 clusters Score: Raw -920845.467146 + Penalty 4249.765895 = -916595.701250 nChanged 5 SP:Iteration 47Q (3850.040000 sec): 3 clusters Score: Raw -920852.455497 + Penalty 4249.765895 = -916602.689602 nChanged 3 SP:Iteration 48Q (3850.250000 sec): 3 clusters Score: Raw -920854.800319 + Penalty 4249.765895 = -916605.034424 nChanged 0 SP:Iteration 49F (3850.380000 sec): 3 clusters Score: Raw -920854.800319 + Penalty 4249.765895 = -916605.034424 nChanged 0 Iteration 99Q (3885.200000 sec): 55 clusters Score: Raw -68006793.350845 + Penalty 172883.583973 = -67833909.766872 nChanged 1692 Iteration 100F (3945.370000 sec): 55 clusters Score: Raw -68009201.962529 + Penalty 172883.583973 = -67836318.378557 nChanged 2424 Iteration 101Q (3982.190000 sec): 55 clusters Score: Raw -68011123.131614 + Penalty 172883.583973 = -67838239.547641 nChanged 1901 Iteration 102Q (4018.470000 sec): 55 clusters Score: Raw -68011958.458805 + Penalty 172883.583973 = -67839074.874832 nChanged 1477 Iteration 103Q (4064.870000 sec): 55 clusters Score: Raw -68012392.021682 + Penalty 172883.583973 = -67839508.437709 nChanged 1154 Iteration 104Q (4101.180000 sec): 55 clusters Score: Raw -68012675.746576 + Penalty 172883.583973 = -67839792.162603 nChanged 940 Iteration 105Q (4142.880000 sec): 55 clusters Score: Raw -68012867.074897 + Penalty 172883.583973 = -67839983.490924 nChanged 789 Iteration 106Q (4187.680000 sec): 55 clusters Score: Raw -68013019.314542 + Penalty 172883.583973 = -67840135.730569 nChanged 677 Iteration 107Q (4224.240000 sec): 55 clusters Score: Raw -68013129.338961 + Penalty 172883.583973 = -67840245.754988 nChanged 580 Iteration 108Q (4272.140000 sec): 55 clusters Score: Raw -68013232.332015 + Penalty 172883.583973 = -67840348.748043 nChanged 491 Iteration 109Q (4311.200000 sec): 55 clusters Score: Raw -68013301.027426 + Penalty 172883.583973 = -67840417.443453 nChanged 423 Iteration 110Q (4347.650000 sec): 55 clusters Score: Raw -68013363.914435 + Penalty 172883.583973 = -67840480.330462 nChanged 372 Iteration 111Q (4396.780000 sec): 55 clusters Score: Raw -68013420.984001 + Penalty 172883.583973 = -67840537.400028 nChanged 344 Iteration 112Q (4433.640000 sec): 55 clusters Score: Raw -68013460.859495 + Penalty 172883.583973 = -67840577.275522 nChanged 313 Iteration 113Q (4470.110000 sec): 55 clusters Score: Raw -68013494.069772 + Penalty 172883.583973 = -67840610.485799 nChanged 296 Iteration 114Q (4517.160000 sec): 55 clusters Score: Raw -68013524.990857 + Penalty 172883.583973 = -67840641.406884 nChanged 268 Iteration 115Q (4549.910000 sec): 55 clusters Score: Raw -68013551.016424 + Penalty 172883.583973 = -67840667.432451 nChanged 238 Iteration 116Q (4581.930000 sec): 55 clusters Score: Raw -68013574.297957 + Penalty 172883.583973 = -67840690.713984 nChanged 204 Iteration 117Q (4614.040000 sec): 55 clusters Score: Raw -68013594.496948 + Penalty 172883.583973 = -67840710.912975 nChanged 183 Iteration 118Q (4647.760000 sec): 55 clusters Score: Raw -68013611.619905 + Penalty 172883.583973 = -67840728.035932 nChanged 178 Iteration 119Q (4693.910000 sec): 55 clusters Score: Raw -68013627.732057 + Penalty 172883.583973 = -67840744.148084 nChanged 171 Iteration 120F (4746.160000 sec): 55 clusters Score: Raw -68013706.955331 + Penalty 172883.583973 = -67840823.371358 nChanged 190 Iteration 121Q (4797.190000 sec): 55 clusters Score: Raw -68013930.288035 + Penalty 172883.583973 = -67841046.704062 nChanged 183 Iteration 122Q (4834.240000 sec): 55 clusters Score: Raw -68013981.573845 + Penalty 172883.583973 = -67841097.989872 nChanged 147 Iteration 123Q (4873.520000 sec): 55 clusters Score: Raw -68014021.478301 + Penalty 172883.583973 = -67841137.894328 nChanged 158 Iteration 124Q (4918.290000 sec): 55 clusters Score: Raw -68014050.745525 + Penalty 172883.583973 = -67841167.161552 nChanged 153 Iteration 125Q (4953.920000 sec): 55 clusters Score: Raw -68014070.199111 + Penalty 172883.583973 = -67841186.615138 nChanged 127 Iteration 126Q (4998.510000 sec): 55 clusters Score: Raw -68014085.530719 + Penalty 172883.583973 = -67841201.946747 nChanged 128 Iteration 127Q (5036.960000 sec): 55 clusters Score: Raw -68014099.257050 + Penalty 172883.583973 = -67841215.673077 nChanged 117 Iteration 128Q (5074.000000 sec): 55 clusters Score: Raw -68014111.173527 + Penalty 172883.583973 = -67841227.589554 nChanged 101 Iteration 129Q (5123.140000 sec): 55 clusters Score: Raw -68014119.868644 + Penalty 172883.583973 = -67841236.284671 nChanged 87 Iteration 130Q (5160.080000 sec): 55 clusters Score: Raw -68014127.586631 + Penalty 172883.583973 = -67841244.002659 nChanged 79 Iteration 131Q (5200.930000 sec): 55 clusters Score: Raw -68014133.825250 + Penalty 172883.583973 = -67841250.241277 nChanged 60 Iteration 132Q (5246.660000 sec): 55 clusters Score: Raw -68014139.583720 + Penalty 172883.583973 = -67841255.999747 nChanged 68 Iteration 133Q (5283.450000 sec): 55 clusters Score: Raw -68014145.440049 + Penalty 172883.583973 = -67841261.856076 nChanged 60 Iteration 134Q (5329.490000 sec): 55 clusters Score: Raw -68014150.816181 + Penalty 172883.583973 = -67841267.232208 nChanged 74 Iteration 135Q (5366.860000 sec): 55 clusters Score: Raw -68014156.872081 + Penalty 172883.583973 = -67841273.288108 nChanged 69 Iteration 136Q (5403.490000 sec): 55 clusters Score: Raw -68014161.932902 + Penalty 172883.583973 = -67841278.348929 nChanged 77 Iteration 137Q (5453.180000 sec): 55 clusters Score: Raw -68014167.112313 + Penalty 172883.583973 = -67841283.528340 nChanged 81 Iteration 138Q (5490.670000 sec): 55 clusters Score: Raw -68014173.150801 + Penalty 172883.583973 = -67841289.566829 nChanged 62 Writing temp clu file Because OldScore, -67841283.528340, is greater than current (better) Score,-67841289.566829 Compute initial score before splitting: Score: Raw -68014173.150801 + Penalty 172883.583973 = -67841289.566829 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (4633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5490.840000 sec): 2 clusters Score: Raw -749230.000131 + Penalty 2093.358052 = -747136.642079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.000000 sec): 3 clusters Score: Raw -747038.040998 + Penalty 4186.716103 = -742851.324895 nChanged 1747 SP:Iteration 1F (5491.180000 sec): 3 clusters Score: Raw -748084.265699 + Penalty 4186.716103 = -743897.549596 nChanged 383 SP:Iteration 2F (5491.390000 sec): 3 clusters Score: Raw -748352.335694 + Penalty 4186.716103 = -744165.619591 nChanged 235 SP:Iteration 3F (5491.560000 sec): 3 clusters Score: Raw -748504.480943 + Penalty 4186.716103 = -744317.764840 nChanged 164 SP:Iteration 4Q (5491.720000 sec): 3 clusters Score: Raw -748601.473178 + Penalty 4186.716103 = -744414.757075 nChanged 142 SP:Iteration 5Q (5491.900000 sec): 3 clusters Score: Raw -748679.310916 + Penalty 4186.716103 = -744492.594813 nChanged 111 SP:Iteration 6Q (5492.080000 sec): 3 clusters Score: Raw -748739.729897 + Penalty 4186.716103 = -744553.013794 nChanged 96 SP:Iteration 7Q (5492.240000 sec): 3 clusters Score: Raw -748782.325310 + Penalty 4186.716103 = -744595.609207 nChanged 79 SP:Iteration 8Q (5492.440000 sec): 3 clusters Score: Raw -748822.131743 + Penalty 4186.716103 = -744635.415640 nChanged 75 SP:Iteration 9Q (5492.650000 sec): 3 clusters Score: Raw -748855.053970 + Penalty 4186.716103 = -744668.337867 nChanged 70 SP:Iteration 10Q (5492.840000 sec): 3 clusters Score: Raw -748880.972830 + Penalty 4186.716103 = -744694.256727 nChanged 60 SP:Iteration 11Q (5493.110000 sec): 3 clusters Score: Raw -748909.505137 + Penalty 4186.716103 = -744722.789034 nChanged 70 SP:Iteration 12Q (5493.320000 sec): 3 clusters Score: Raw -748941.163210 + Penalty 4186.716103 = -744754.447106 nChanged 84 SP:Iteration 13Q (5493.540000 sec): 3 clusters Score: Raw -748982.946873 + Penalty 4186.716103 = -744796.230770 nChanged 74 SP:Iteration 14Q (5493.770000 sec): 3 clusters Score: Raw -749012.158126 + Penalty 4186.716103 = -744825.442023 nChanged 67 SP:Iteration 15Q (5493.980000 sec): 3 clusters Score: Raw -749041.072480 + Penalty 4186.716103 = -744854.356376 nChanged 65 SP:Iteration 16Q (5494.200000 sec): 3 clusters Score: Raw -749067.771778 + Penalty 4186.716103 = -744881.055675 nChanged 55 SP:Iteration 17Q (5494.380000 sec): 3 clusters Score: Raw -749090.295533 + Penalty 4186.716103 = -744903.579430 nChanged 42 SP:Iteration 18Q (5494.600000 sec): 3 clusters Score: Raw -749105.751756 + Penalty 4186.716103 = -744919.035652 nChanged 44 SP:Iteration 19Q (5494.830000 sec): 3 clusters Score: Raw -749124.276489 + Penalty 4186.716103 = -744937.560386 nChanged 37 SP:Iteration 20F (5495.000000 sec): 3 clusters Score: Raw -749136.892403 + Penalty 4186.716103 = -744950.176300 nChanged 38 SP:Iteration 21Q (5495.240000 sec): 3 clusters Score: Raw -749151.245701 + Penalty 4186.716103 = -744964.529597 nChanged 32 SP:Iteration 22Q (5495.450000 sec): 3 clusters Score: Raw -749163.196758 + Penalty 4186.716103 = -744976.480655 nChanged 31 SP:Iteration 23Q (5495.680000 sec): 3 clusters Score: Raw -749173.855527 + Penalty 4186.716103 = -744987.139424 nChanged 22 SP:Iteration 24Q (5495.870000 sec): 3 clusters Score: Raw -749182.282785 + Penalty 4186.716103 = -744995.566681 nChanged 14 SP:Iteration 25Q (5496.020000 sec): 3 clusters Score: Raw -749188.434289 + Penalty 4186.716103 = -745001.718186 nChanged 15 SP:Iteration 26Q (5496.210000 sec): 3 clusters Score: Raw -749193.134976 + Penalty 4186.716103 = -745006.418873 nChanged 14 SP:Iteration 27Q (5496.340000 sec): 3 clusters Score: Raw -749198.414659 + Penalty 4186.716103 = -745011.698556 nChanged 15 SP:Iteration 28Q (5496.510000 sec): 3 clusters Score: Raw -749205.393205 + Penalty 4186.716103 = -745018.677102 nChanged 21 SP:Iteration 29Q (5496.750000 sec): 3 clusters Score: Raw -749216.714295 + Penalty 4186.716103 = -745029.998192 nChanged 16 SP:Iteration 30Q (5496.930000 sec): 3 clusters Score: Raw -749222.696519 + Penalty 4186.716103 = -745035.980416 nChanged 11 SP:Iteration 31Q (5497.150000 sec): 3 clusters Score: Raw -749227.704373 + Penalty 4186.716103 = -745040.988270 nChanged 13 SP:Iteration 32Q (5497.330000 sec): 3 clusters Score: Raw -749232.165854 + Penalty 4186.716103 = -745045.449750 nChanged 16 SP:Iteration 33Q (5497.510000 sec): 3 clusters Score: Raw -749237.466759 + Penalty 4186.716103 = -745050.750655 nChanged 8 SP:Iteration 34Q (5497.660000 sec): 3 clusters Score: Raw -749239.665817 + Penalty 4186.716103 = -745052.949714 nChanged 9 SP:Iteration 35Q (5497.890000 sec): 3 clusters Score: Raw -749242.491981 + Penalty 4186.716103 = -745055.775878 nChanged 9 SP:Iteration 36Q (5498.060000 sec): 3 clusters Score: Raw -749246.748201 + Penalty 4186.716103 = -745060.032098 nChanged 13 SP:Iteration 37Q (5498.260000 sec): 3 clusters Score: Raw -749251.084890 + Penalty 4186.716103 = -745064.368787 nChanged 10 SP:Iteration 38Q (5498.390000 sec): 3 clusters Score: Raw -749254.404953 + Penalty 4186.716103 = -745067.688850 nChanged 8 SP:Iteration 39Q (5498.610000 sec): 3 clusters Score: Raw -749256.885580 + Penalty 4186.716103 = -745070.169477 nChanged 6 SP:Iteration 40F (5498.800000 sec): 3 clusters Score: Raw -749259.739944 + Penalty 4186.716103 = -745073.023841 nChanged 9 SP:Iteration 41Q (5499.060000 sec): 3 clusters Score: Raw -749262.481747 + Penalty 4186.716103 = -745075.765644 nChanged 10 SP:Iteration 42Q (5499.290000 sec): 3 clusters Score: Raw -749265.648268 + Penalty 4186.716103 = -745078.932165 nChanged 12 SP:Iteration 43Q (5499.520000 sec): 3 clusters Score: Raw -749268.593721 + Penalty 4186.716103 = -745081.877618 nChanged 9 SP:Iteration 44Q (5499.690000 sec): 3 clusters Score: Raw -749270.717219 + Penalty 4186.716103 = -745084.001116 nChanged 4 SP:Iteration 45Q (5499.910000 sec): 3 clusters Score: Raw -749272.396989 + Penalty 4186.716103 = -745085.680886 nChanged 6 SP:Iteration 46Q (5500.100000 sec): 3 clusters Score: Raw -749274.553923 + Penalty 4186.716103 = -745087.837819 nChanged 4 SP:Iteration 47Q (5500.320000 sec): 3 clusters Score: Raw -749275.463063 + Penalty 4186.716103 = -745088.746960 nChanged 3 SP:Iteration 48Q (5500.520000 sec): 3 clusters Score: Raw -749275.940489 + Penalty 4186.716103 = -745089.224386 nChanged 2 SP:Iteration 49Q (5500.710000 sec): 3 clusters Score: Raw -749276.566199 + Penalty 4186.716103 = -745089.850096 nChanged 0 SP:Iteration 50F (5500.870000 sec): 3 clusters Score: Raw -749276.566199 + Penalty 4186.716103 = -745089.850096 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (38933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.290000 sec): 2 clusters Score: Raw -6421751.502369 + Penalty 2621.260180 = -6419130.242189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.800000 sec): 3 clusters Score: Raw -6397751.864786 + Penalty 5242.520360 = -6392509.344427 nChanged 17973 SP:Iteration 1F (5502.210000 sec): 3 clusters Score: Raw -6407738.492086 + Penalty 5242.520360 = -6402495.971726 nChanged 1627 SP:Iteration 2Q (5502.730000 sec): 3 clusters Score: Raw -6408165.330862 + Penalty 5242.520360 = -6402922.810502 nChanged 1381 SP:Iteration 3Q (5503.190000 sec): 3 clusters Score: Raw -6408511.889923 + Penalty 5242.520360 = -6403269.369564 nChanged 1257 SP:Iteration 4Q (5503.610000 sec): 3 clusters Score: Raw -6408853.958346 + Penalty 5242.520360 = -6403611.437987 nChanged 1265 SP:Iteration 5Q (5504.060000 sec): 3 clusters Score: Raw -6409241.170103 + Penalty 5242.520360 = -6403998.649744 nChanged 1347 SP:Iteration 6Q (5504.480000 sec): 3 clusters Score: Raw -6409716.107165 + Penalty 5242.520360 = -6404473.586805 nChanged 1573 SP:Iteration 7Q (5504.930000 sec): 3 clusters Score: Raw -6410409.571014 + Penalty 5242.520360 = -6405167.050655 nChanged 2047 SP:Iteration 8F (5505.430000 sec): 3 clusters Score: Raw -6411596.249090 + Penalty 5242.520360 = -6406353.728731 nChanged 2545 SP:Iteration 9F (5505.880000 sec): 3 clusters Score: Raw -6413477.332377 + Penalty 5242.520360 = -6408234.812017 nChanged 2803 SP:Iteration 10F (5506.310000 sec): 3 clusters Score: Raw -6415887.993818 + Penalty 5242.520360 = -6410645.473459 nChanged 2585 SP:Iteration 11F (5506.770000 sec): 3 clusters Score: Raw -6418245.213732 + Penalty 5242.520360 = -6413002.693372 nChanged 1838 SP:Iteration 12Q (5507.240000 sec): 3 clusters Score: Raw -6419936.698168 + Penalty 5242.520360 = -6414694.177809 nChanged 1125 SP:Iteration 13Q (5507.750000 sec): 3 clusters Score: Raw -6420958.949853 + Penalty 5242.520360 = -6415716.429494 nChanged 578 SP:Iteration 14Q (5508.170000 sec): 3 clusters Score: Raw -6421483.516719 + Penalty 5242.520360 = -6416240.996359 nChanged 299 SP:Iteration 15Q (5508.680000 sec): 3 clusters Score: Raw -6421743.211913 + Penalty 5242.520360 = -6416500.691553 nChanged 126 SP:Iteration 16Q (5509.150000 sec): 3 clusters Score: Raw -6421869.457067 + Penalty 5242.520360 = -6416626.936708 nChanged 76 SP:Iteration 17Q (5509.540000 sec): 3 clusters Score: Raw -6421954.862660 + Penalty 5242.520360 = -6416712.342301 nChanged 45 SP:Iteration 18Q (5509.910000 sec): 3 clusters Score: Raw -6422013.143904 + Penalty 5242.520360 = -6416770.623545 nChanged 28 SP:Iteration 19Q (5510.320000 sec): 3 clusters Score: Raw -6422040.780740 + Penalty 5242.520360 = -6416798.260380 nChanged 17 SP:Iteration 20F (5510.670000 sec): 3 clusters Score: Raw -6422057.536189 + Penalty 5242.520360 = -6416815.015830 nChanged 12 SP:Iteration 21Q (5511.060000 sec): 3 clusters Score: Raw -6422073.847506 + Penalty 5242.520360 = -6416831.327147 nChanged 13 SP:Iteration 22Q (5511.460000 sec): 3 clusters Score: Raw -6422086.757338 + Penalty 5242.520360 = -6416844.236978 nChanged 7 SP:Iteration 23Q (5511.840000 sec): 3 clusters Score: Raw -6422098.344556 + Penalty 5242.520360 = -6416855.824197 nChanged 2 SP:Iteration 24Q (5512.220000 sec): 3 clusters Score: Raw -6422100.498028 + Penalty 5242.520360 = -6416857.977668 nChanged 1 SP:Iteration 25Q (5512.630000 sec): 3 clusters Score: Raw -6422102.139260 + Penalty 5242.520360 = -6416859.618901 nChanged 1 SP:Iteration 26Q (5513.020000 sec): 3 clusters Score: Raw -6422102.873508 + Penalty 5242.520360 = -6416860.353149 nChanged 1 SP:Iteration 27Q (5513.440000 sec): 3 clusters Score: Raw -6422104.808760 + Penalty 5242.520360 = -6416862.288401 nChanged 1 SP:Iteration 28Q (5513.890000 sec): 3 clusters Score: Raw -6422105.883024 + Penalty 5242.520360 = -6416863.362664 nChanged 0 SP:Iteration 29F (5514.340000 sec): 3 clusters Score: Raw -6422105.883024 + Penalty 5242.520360 = -6416863.362664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (1741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5514.420000 sec): 2 clusters Score: Raw -272380.961924 + Penalty 1850.629305 = -270530.332619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5514.580000 sec): 3 clusters Score: Raw -271899.886454 + Penalty 3701.258610 = -268198.627844 nChanged 570 SP:Iteration 1F (5514.740000 sec): 3 clusters Score: Raw -272612.626477 + Penalty 3701.258610 = -268911.367867 nChanged 183 SP:Iteration 2F (5514.900000 sec): 3 clusters Score: Raw -272917.384607 + Penalty 3701.258610 = -269216.125996 nChanged 117 SP:Iteration 3F (5515.060000 sec): 3 clusters Score: Raw -273098.442148 + Penalty 3701.258610 = -269397.183537 nChanged 77 SP:Iteration 4Q (5515.220000 sec): 3 clusters Score: Raw -273202.430252 + Penalty 3701.258610 = -269501.171642 nChanged 56 SP:Iteration 5Q (5515.380000 sec): 3 clusters Score: Raw -273284.342681 + Penalty 3701.258610 = -269583.084070 nChanged 38 SP:Iteration 6Q (5515.540000 sec): 3 clusters Score: Raw -273348.303059 + Penalty 3701.258610 = -269647.044448 nChanged 34 SP:Iteration 7Q (5515.700000 sec): 3 clusters Score: Raw -273405.055810 + Penalty 3701.258610 = -269703.797200 nChanged 40 SP:Iteration 8Q (5515.860000 sec): 3 clusters Score: Raw -273498.195592 + Penalty 3701.258610 = -269796.936981 nChanged 49 SP:Iteration 9Q (5516.020000 sec): 3 clusters Score: Raw -273590.570893 + Penalty 3701.258610 = -269889.312283 nChanged 36 SP:Iteration 10Q (5516.190000 sec): 3 clusters Score: Raw -273647.000101 + Penalty 3701.258610 = -269945.741491 nChanged 29 SP:Iteration 11Q (5516.350000 sec): 3 clusters Score: Raw -273692.829888 + Penalty 3701.258610 = -269991.571278 nChanged 26 SP:Iteration 12Q (5516.520000 sec): 3 clusters Score: Raw -273736.315653 + Penalty 3701.258610 = -270035.057043 nChanged 28 SP:Iteration 13Q (5516.680000 sec): 3 clusters Score: Raw -273775.468098 + Penalty 3701.258610 = -270074.209487 nChanged 21 SP:Iteration 14Q (5516.840000 sec): 3 clusters Score: Raw -273811.747304 + Penalty 3701.258610 = -270110.488694 nChanged 18 SP:Iteration 15Q (5517.000000 sec): 3 clusters Score: Raw -273837.688897 + Penalty 3701.258610 = -270136.430287 nChanged 14 SP:Iteration 16Q (5517.170000 sec): 3 clusters Score: Raw -273853.352425 + Penalty 3701.258610 = -270152.093815 nChanged 6 SP:Iteration 17Q (5517.330000 sec): 3 clusters Score: Raw -273865.613039 + Penalty 3701.258610 = -270164.354429 nChanged 5 SP:Iteration 18Q (5517.500000 sec): 3 clusters Score: Raw -273875.633242 + Penalty 3701.258610 = -270174.374632 nChanged 7 SP:Iteration 19Q (5517.660000 sec): 3 clusters Score: Raw -273887.055921 + Penalty 3701.258610 = -270185.797311 nChanged 4 SP:Iteration 20F (5517.850000 sec): 3 clusters Score: Raw -273893.310743 + Penalty 3701.258610 = -270192.052133 nChanged 7 SP:Iteration 21Q (5518.030000 sec): 3 clusters Score: Raw -273912.892503 + Penalty 3701.258610 = -270211.633893 nChanged 7 SP:Iteration 22Q (5518.180000 sec): 3 clusters Score: Raw -273928.009458 + Penalty 3701.258610 = -270226.750848 nChanged 2 SP:Iteration 23Q (5518.340000 sec): 3 clusters Score: Raw -273931.225664 + Penalty 3701.258610 = -270229.967053 nChanged 4 SP:Iteration 24Q (5518.500000 sec): 3 clusters Score: Raw -273945.973018 + Penalty 3701.258610 = -270244.714408 nChanged 3 SP:Iteration 25Q (5518.660000 sec): 3 clusters Score: Raw -273950.046372 + Penalty 3701.258610 = -270248.787762 nChanged 2 SP:Iteration 26Q (5518.820000 sec): 3 clusters Score: Raw -273954.356380 + Penalty 3701.258610 = -270253.097770 nChanged 2 SP:Iteration 27Q (5518.980000 sec): 3 clusters Score: Raw -273960.397518 + Penalty 3701.258610 = -270259.138908 nChanged 2 SP:Iteration 28Q (5519.180000 sec): 3 clusters Score: Raw -273963.797721 + Penalty 3701.258610 = -270262.539111 nChanged 1 SP:Iteration 29Q (5519.320000 sec): 3 clusters Score: Raw -273965.320686 + Penalty 3701.258610 = -270264.062076 nChanged 2 SP:Iteration 30Q (5519.470000 sec): 3 clusters Score: Raw -273967.470396 + Penalty 3701.258610 = -270266.211786 nChanged 0 SP:Iteration 31F (5519.620000 sec): 3 clusters Score: Raw -273967.470396 + Penalty 3701.258610 = -270266.211786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5519.680000 sec): 2 clusters Score: Raw -31110.325806 + Penalty 1360.229640 = -29750.096167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5519.840000 sec): 3 clusters Score: Raw -31368.783266 + Penalty 2720.459279 = -28648.323987 nChanged 45 SP:Iteration 1F (5519.960000 sec): 3 clusters Score: Raw -31552.310378 + Penalty 2720.459279 = -28831.851099 nChanged 13 SP:Iteration 2F (5520.120000 sec): 3 clusters Score: Raw -31617.987010 + Penalty 2720.459279 = -28897.527731 nChanged 8 SP:Iteration 3Q (5520.280000 sec): 3 clusters Score: Raw -31665.983008 + Penalty 2720.459279 = -28945.523729 nChanged 9 SP:Iteration 4Q (5520.440000 sec): 3 clusters Score: Raw -31731.081151 + Penalty 2720.459279 = -29010.621872 nChanged 2 SP:Iteration 5Q (5520.600000 sec): 3 clusters Score: Raw -31737.095734 + Penalty 2720.459279 = -29016.636455 nChanged 2 SP:Iteration 6Q (5520.760000 sec): 3 clusters Score: Raw -31748.003388 + Penalty 2720.459279 = -29027.544109 nChanged 1 SP:Iteration 7Q (5520.920000 sec): 3 clusters Score: Raw -31758.126379 + Penalty 2720.459279 = -29037.667100 nChanged 2 SP:Iteration 8Q (5521.080000 sec): 3 clusters Score: Raw -31762.870671 + Penalty 2720.459279 = -29042.411392 nChanged 1 SP:Iteration 9Q (5521.240000 sec): 3 clusters Score: Raw -31771.025549 + Penalty 2720.459279 = -29050.566270 nChanged 1 SP:Iteration 10Q (5521.400000 sec): 3 clusters Score: Raw -31776.325678 + Penalty 2720.459279 = -29055.866399 nChanged 1 SP:Iteration 11Q (5521.560000 sec): 3 clusters Score: Raw -31792.222318 + Penalty 2720.459279 = -29071.763039 nChanged 0 SP:Iteration 12F (5521.720000 sec): 3 clusters Score: Raw -31792.222318 + Penalty 2720.459279 = -29071.763039 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.810000 sec): 2 clusters Score: Raw -221582.546924 + Penalty 1787.365476 = -219795.181448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5521.970000 sec): 3 clusters Score: Raw -221168.125536 + Penalty 3574.730953 = -217593.394583 nChanged 366 SP:Iteration 1F (5522.140000 sec): 3 clusters Score: Raw -221517.087860 + Penalty 3574.730953 = -217942.356908 nChanged 109 SP:Iteration 2F (5522.270000 sec): 3 clusters Score: Raw -221630.346659 + Penalty 3574.730953 = -218055.615706 nChanged 51 SP:Iteration 3Q (5522.420000 sec): 3 clusters Score: Raw -221684.947631 + Penalty 3574.730953 = -218110.216678 nChanged 31 SP:Iteration 4Q (5522.580000 sec): 3 clusters Score: Raw -221715.092277 + Penalty 3574.730953 = -218140.361325 nChanged 31 SP:Iteration 5Q (5522.750000 sec): 3 clusters Score: Raw -221748.081869 + Penalty 3574.730953 = -218173.350917 nChanged 26 SP:Iteration 6Q (5522.910000 sec): 3 clusters Score: Raw -221776.641601 + Penalty 3574.730953 = -218201.910649 nChanged 24 SP:Iteration 7Q (5523.080000 sec): 3 clusters Score: Raw -221814.669957 + Penalty 3574.730953 = -218239.939004 nChanged 24 SP:Iteration 8Q (5523.240000 sec): 3 clusters Score: Raw -221851.095647 + Penalty 3574.730953 = -218276.364695 nChanged 24 SP:Iteration 9Q (5523.400000 sec): 3 clusters Score: Raw -221879.742242 + Penalty 3574.730953 = -218305.011290 nChanged 25 SP:Iteration 10Q (5523.560000 sec): 3 clusters Score: Raw -221923.977586 + Penalty 3574.730953 = -218349.246633 nChanged 27 SP:Iteration 11Q (5523.730000 sec): 3 clusters Score: Raw -221959.560864 + Penalty 3574.730953 = -218384.829912 nChanged 22 SP:Iteration 12Q (5523.890000 sec): 3 clusters Score: Raw -221991.113503 + Penalty 3574.730953 = -218416.382551 nChanged 21 SP:Iteration 13Q (5524.060000 sec): 3 clusters Score: Raw -222015.777399 + Penalty 3574.730953 = -218441.046446 nChanged 20 SP:Iteration 14Q (5524.220000 sec): 3 clusters Score: Raw -222050.443867 + Penalty 3574.730953 = -218475.712915 nChanged 19 SP:Iteration 15Q (5524.390000 sec): 3 clusters Score: Raw -222074.099227 + Penalty 3574.730953 = -218499.368275 nChanged 19 SP:Iteration 16Q (5524.540000 sec): 3 clusters Score: Raw -222096.281331 + Penalty 3574.730953 = -218521.550378 nChanged 19 SP:Iteration 17Q (5524.700000 sec): 3 clusters Score: Raw -222120.256012 + Penalty 3574.730953 = -218545.525060 nChanged 17 SP:Iteration 18Q (5524.870000 sec): 3 clusters Score: Raw -222146.267702 + Penalty 3574.730953 = -218571.536749 nChanged 15 SP:Iteration 19Q (5525.030000 sec): 3 clusters Score: Raw -222171.472990 + Penalty 3574.730953 = -218596.742038 nChanged 25 SP:Iteration 20F (5525.190000 sec): 3 clusters Score: Raw -222208.777252 + Penalty 3574.730953 = -218634.046299 nChanged 22 SP:Iteration 21Q (5525.350000 sec): 3 clusters Score: Raw -222235.007486 + Penalty 3574.730953 = -218660.276534 nChanged 23 SP:Iteration 22Q (5525.510000 sec): 3 clusters Score: Raw -222276.987619 + Penalty 3574.730953 = -218702.256666 nChanged 24 SP:Iteration 23Q (5525.670000 sec): 3 clusters Score: Raw -222316.836632 + Penalty 3574.730953 = -218742.105680 nChanged 18 SP:Iteration 24Q (5525.830000 sec): 3 clusters Score: Raw -222337.485381 + Penalty 3574.730953 = -218762.754428 nChanged 13 SP:Iteration 25Q (5526.000000 sec): 3 clusters Score: Raw -222348.348950 + Penalty 3574.730953 = -218773.617998 nChanged 10 SP:Iteration 26Q (5526.160000 sec): 3 clusters Score: Raw -222363.687180 + Penalty 3574.730953 = -218788.956227 nChanged 12 SP:Iteration 27Q (5526.320000 sec): 3 clusters Score: Raw -222380.161603 + Penalty 3574.730953 = -218805.430650 nChanged 15 SP:Iteration 28Q (5526.490000 sec): 3 clusters Score: Raw -222398.354402 + Penalty 3574.730953 = -218823.623450 nChanged 8 SP:Iteration 29Q (5526.650000 sec): 3 clusters Score: Raw -222407.193343 + Penalty 3574.730953 = -218832.462390 nChanged 12 SP:Iteration 30Q (5526.820000 sec): 3 clusters Score: Raw -222423.000989 + Penalty 3574.730953 = -218848.270036 nChanged 9 SP:Iteration 31Q (5526.980000 sec): 3 clusters Score: Raw -222435.542330 + Penalty 3574.730953 = -218860.811378 nChanged 5 SP:Iteration 32Q (5527.140000 sec): 3 clusters Score: Raw -222445.119890 + Penalty 3574.730953 = -218870.388937 nChanged 6 SP:Iteration 33Q (5527.300000 sec): 3 clusters Score: Raw -222455.952612 + Penalty 3574.730953 = -218881.221659 nChanged 9 SP:Iteration 34Q (5527.470000 sec): 3 clusters Score: Raw -222467.912794 + Penalty 3574.730953 = -218893.181841 nChanged 9 SP:Iteration 35Q (5527.630000 sec): 3 clusters Score: Raw -222478.090500 + Penalty 3574.730953 = -218903.359548 nChanged 13 SP:Iteration 36Q (5527.800000 sec): 3 clusters Score: Raw -222492.734103 + Penalty 3574.730953 = -218918.003151 nChanged 11 SP:Iteration 37Q (5527.960000 sec): 3 clusters Score: Raw -222508.000328 + Penalty 3574.730953 = -218933.269376 nChanged 11 SP:Iteration 38Q (5528.120000 sec): 3 clusters Score: Raw -222523.756136 + Penalty 3574.730953 = -218949.025184 nChanged 13 SP:Iteration 39Q (5528.290000 sec): 3 clusters Score: Raw -222541.934203 + Penalty 3574.730953 = -218967.203251 nChanged 15 SP:Iteration 40F (5528.450000 sec): 3 clusters Score: Raw -222563.537762 + Penalty 3574.730953 = -218988.806809 nChanged 13 SP:Iteration 41Q (5528.610000 sec): 3 clusters Score: Raw -222581.342007 + Penalty 3574.730953 = -219006.611055 nChanged 9 SP:Iteration 42Q (5528.780000 sec): 3 clusters Score: Raw -222591.505856 + Penalty 3574.730953 = -219016.774903 nChanged 5 SP:Iteration 43Q (5528.940000 sec): 3 clusters Score: Raw -222597.695723 + Penalty 3574.730953 = -219022.964771 nChanged 4 SP:Iteration 44Q (5529.100000 sec): 3 clusters Score: Raw -222602.138862 + Penalty 3574.730953 = -219027.407909 nChanged 2 SP:Iteration 45Q (5529.270000 sec): 3 clusters Score: Raw -222605.343103 + Penalty 3574.730953 = -219030.612150 nChanged 1 SP:Iteration 46Q (5529.430000 sec): 3 clusters Score: Raw -222605.980702 + Penalty 3574.730953 = -219031.249749 nChanged 2 SP:Iteration 47Q (5529.600000 sec): 3 clusters Score: Raw -222607.035134 + Penalty 3574.730953 = -219032.304181 nChanged 1 SP:Iteration 48Q (5529.760000 sec): 3 clusters Score: Raw -222607.860745 + Penalty 3574.730953 = -219033.129792 nChanged 1 SP:Iteration 49Q (5529.920000 sec): 3 clusters Score: Raw -222608.785180 + Penalty 3574.730953 = -219034.054227 nChanged 1 SP:Iteration 50Q (5530.080000 sec): 3 clusters Score: Raw -222609.979203 + Penalty 3574.730953 = -219035.248251 nChanged 1 SP:Iteration 51Q (5530.250000 sec): 3 clusters Score: Raw -222611.876091 + Penalty 3574.730953 = -219037.145138 nChanged 3 SP:Iteration 52Q (5530.410000 sec): 3 clusters Score: Raw -222614.921273 + Penalty 3574.730953 = -219040.190320 nChanged 1 SP:Iteration 53Q (5530.590000 sec): 3 clusters Score: Raw -222615.462173 + Penalty 3574.730953 = -219040.731220 nChanged 0 SP:Iteration 54F (5530.740000 sec): 3 clusters Score: Raw -222615.462173 + Penalty 3574.730953 = -219040.731220 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5530.820000 sec): 2 clusters Score: Raw -93565.290124 + Penalty 1572.846112 = -91992.444012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5530.980000 sec): 3 clusters Score: Raw -93577.791473 + Penalty 3145.692224 = -90432.099249 nChanged 104 SP:Iteration 1F (5531.140000 sec): 3 clusters Score: Raw -93742.240322 + Penalty 3145.692224 = -90596.548098 nChanged 25 SP:Iteration 2Q (5531.310000 sec): 3 clusters Score: Raw -93797.291927 + Penalty 3145.692224 = -90651.599704 nChanged 11 SP:Iteration 3Q (5531.470000 sec): 3 clusters Score: Raw -93822.432250 + Penalty 3145.692224 = -90676.740026 nChanged 3 SP:Iteration 4Q (5531.640000 sec): 3 clusters Score: Raw -93831.048911 + Penalty 3145.692224 = -90685.356687 nChanged 4 SP:Iteration 5Q (5531.800000 sec): 3 clusters Score: Raw -93836.928467 + Penalty 3145.692224 = -90691.236244 nChanged 2 SP:Iteration 6Q (5531.960000 sec): 3 clusters Score: Raw -93839.008224 + Penalty 3145.692224 = -90693.316000 nChanged 1 SP:Iteration 7Q (5532.130000 sec): 3 clusters Score: Raw -93841.797788 + Penalty 3145.692224 = -90696.105564 nChanged 0 SP:Iteration 8F (5532.290000 sec): 3 clusters Score: Raw -93841.797788 + Penalty 3145.692224 = -90696.105564 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (64674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5532.700000 sec): 2 clusters Score: Raw -11849167.379214 + Penalty 2747.124407 = -11846420.254807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5533.380000 sec): 3 clusters Score: Raw -11808608.307739 + Penalty 5494.248814 = -11803114.058925 nChanged 30068 SP:Iteration 1F (5534.050000 sec): 3 clusters Score: Raw -11825266.045926 + Penalty 5494.248814 = -11819771.797111 nChanged 2495 SP:Iteration 2Q (5534.660000 sec): 3 clusters Score: Raw -11825941.277796 + Penalty 5494.248814 = -11820447.028982 nChanged 2541 SP:Iteration 3Q (5535.300000 sec): 3 clusters Score: Raw -11826702.748298 + Penalty 5494.248814 = -11821208.499483 nChanged 2736 SP:Iteration 4Q (5535.920000 sec): 3 clusters Score: Raw -11827648.590831 + Penalty 5494.248814 = -11822154.342017 nChanged 3089 SP:Iteration 5Q (5536.580000 sec): 3 clusters Score: Raw -11828975.385897 + Penalty 5494.248814 = -11823481.137083 nChanged 3619 SP:Iteration 6F (5537.140000 sec): 3 clusters Score: Raw -11830954.747379 + Penalty 5494.248814 = -11825460.498565 nChanged 4371 SP:Iteration 7F (5537.660000 sec): 3 clusters Score: Raw -11833860.555648 + Penalty 5494.248814 = -11828366.306834 nChanged 4655 SP:Iteration 8F (5538.300000 sec): 3 clusters Score: Raw -11837488.126777 + Penalty 5494.248814 = -11831993.877963 nChanged 4455 SP:Iteration 9F (5538.960000 sec): 3 clusters Score: Raw -11841361.273047 + Penalty 5494.248814 = -11835867.024232 nChanged 3659 SP:Iteration 10F (5539.650000 sec): 3 clusters Score: Raw -11844801.692696 + Penalty 5494.248814 = -11839307.443881 nChanged 2398 SP:Iteration 11Q (5540.280000 sec): 3 clusters Score: Raw -11847140.384688 + Penalty 5494.248814 = -11841646.135874 nChanged 1226 SP:Iteration 12Q (5540.860000 sec): 3 clusters Score: Raw -11848450.006137 + Penalty 5494.248814 = -11842955.757322 nChanged 553 SP:Iteration 13Q (5541.470000 sec): 3 clusters Score: Raw -11849207.710300 + Penalty 5494.248814 = -11843713.461485 nChanged 282 SP:Iteration 14Q (5542.030000 sec): 3 clusters Score: Raw -11849622.193459 + Penalty 5494.248814 = -11844127.944645 nChanged 162 SP:Iteration 15Q (5542.640000 sec): 3 clusters Score: Raw -11849792.685503 + Penalty 5494.248814 = -11844298.436689 nChanged 96 SP:Iteration 16Q (5543.170000 sec): 3 clusters Score: Raw -11849874.446962 + Penalty 5494.248814 = -11844380.198148 nChanged 78 SP:Iteration 17Q (5543.820000 sec): 3 clusters Score: Raw -11849928.324847 + Penalty 5494.248814 = -11844434.076033 nChanged 62 SP:Iteration 18Q (5544.360000 sec): 3 clusters Score: Raw -11849966.608681 + Penalty 5494.248814 = -11844472.359867 nChanged 41 SP:Iteration 19Q (5544.930000 sec): 3 clusters Score: Raw -11849990.238334 + Penalty 5494.248814 = -11844495.989519 nChanged 29 SP:Iteration 20F (5545.420000 sec): 3 clusters Score: Raw -11850003.208773 + Penalty 5494.248814 = -11844508.959958 nChanged 18 SP:Iteration 21Q (5546.000000 sec): 3 clusters Score: Raw -11850008.995369 + Penalty 5494.248814 = -11844514.746554 nChanged 11 SP:Iteration 22Q (5546.590000 sec): 3 clusters Score: Raw -11850013.160891 + Penalty 5494.248814 = -11844518.912077 nChanged 7 SP:Iteration 23Q (5547.170000 sec): 3 clusters Score: Raw -11850015.999821 + Penalty 5494.248814 = -11844521.751007 nChanged 6 SP:Iteration 24Q (5547.750000 sec): 3 clusters Score: Raw -11850017.834401 + Penalty 5494.248814 = -11844523.585587 nChanged 2 SP:Iteration 25Q (5548.260000 sec): 3 clusters Score: Raw -11850018.479572 + Penalty 5494.248814 = -11844524.230758 nChanged 3 SP:Iteration 26Q (5548.820000 sec): 3 clusters Score: Raw -11850019.607627 + Penalty 5494.248814 = -11844525.358813 nChanged 3 SP:Iteration 27Q (5549.440000 sec): 3 clusters Score: Raw -11850020.569081 + Penalty 5494.248814 = -11844526.320267 nChanged 0 SP:Iteration 28F (5550.040000 sec): 3 clusters Score: Raw -11850020.569081 + Penalty 5494.248814 = -11844526.320267 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5550.210000 sec): 2 clusters Score: Raw -100661.733347 + Penalty 1603.603892 = -99058.129455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5550.420000 sec): 3 clusters Score: Raw -100608.954054 + Penalty 3207.207783 = -97401.746271 nChanged 137 SP:Iteration 1F (5550.650000 sec): 3 clusters Score: Raw -100857.174254 + Penalty 3207.207783 = -97649.966471 nChanged 48 SP:Iteration 2F (5550.770000 sec): 3 clusters Score: Raw -101006.697610 + Penalty 3207.207783 = -97799.489827 nChanged 32 SP:Iteration 3Q (5550.980000 sec): 3 clusters Score: Raw -101107.595454 + Penalty 3207.207783 = -97900.387671 nChanged 27 SP:Iteration 4Q (5551.150000 sec): 3 clusters Score: Raw -101353.307459 + Penalty 3207.207783 = -98146.099676 nChanged 27 SP:Iteration 5Q (5551.280000 sec): 3 clusters Score: Raw -101596.085788 + Penalty 3207.207783 = -98388.878004 nChanged 27 SP:Iteration 6Q (5551.410000 sec): 3 clusters Score: Raw -101659.854688 + Penalty 3207.207783 = -98452.646905 nChanged 14 SP:Iteration 7Q (5551.540000 sec): 3 clusters Score: Raw -101698.927491 + Penalty 3207.207783 = -98491.719708 nChanged 16 SP:Iteration 8Q (5551.720000 sec): 3 clusters Score: Raw -101742.727454 + Penalty 3207.207783 = -98535.519671 nChanged 5 SP:Iteration 9Q (5551.840000 sec): 3 clusters Score: Raw -101755.734553 + Penalty 3207.207783 = -98548.526770 nChanged 7 SP:Iteration 10Q (5552.020000 sec): 3 clusters Score: Raw -101770.131657 + Penalty 3207.207783 = -98562.923874 nChanged 6 SP:Iteration 11Q (5552.200000 sec): 3 clusters Score: Raw -101780.323220 + Penalty 3207.207783 = -98573.115437 nChanged 1 SP:Iteration 12Q (5552.320000 sec): 3 clusters Score: Raw -101784.313744 + Penalty 3207.207783 = -98577.105961 nChanged 2 SP:Iteration 13Q (5552.500000 sec): 3 clusters Score: Raw -101790.284325 + Penalty 3207.207783 = -98583.076542 nChanged 0 SP:Iteration 14F (5552.680000 sec): 3 clusters Score: Raw -101790.284325 + Penalty 3207.207783 = -98583.076542 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (5187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.780000 sec): 2 clusters Score: Raw -853691.271458 + Penalty 2121.369872 = -851569.901586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5553.000000 sec): 3 clusters Score: Raw -851126.826699 + Penalty 4242.739744 = -846884.086955 nChanged 2018 SP:Iteration 1F (5553.180000 sec): 3 clusters Score: Raw -852313.324586 + Penalty 4242.739744 = -848070.584842 nChanged 432 SP:Iteration 2F (5553.410000 sec): 3 clusters Score: Raw -852599.384702 + Penalty 4242.739744 = -848356.644958 nChanged 312 SP:Iteration 3F (5553.610000 sec): 3 clusters Score: Raw -852792.426840 + Penalty 4242.739744 = -848549.687096 nChanged 205 SP:Iteration 4Q (5553.810000 sec): 3 clusters Score: Raw -852894.025085 + Penalty 4242.739744 = -848651.285341 nChanged 136 SP:Iteration 5Q (5554.040000 sec): 3 clusters Score: Raw -852972.437766 + Penalty 4242.739744 = -848729.698022 nChanged 139 SP:Iteration 6Q (5554.280000 sec): 3 clusters Score: Raw -853045.061747 + Penalty 4242.739744 = -848802.322003 nChanged 120 SP:Iteration 7Q (5554.490000 sec): 3 clusters Score: Raw -853100.160364 + Penalty 4242.739744 = -848857.420620 nChanged 86 SP:Iteration 8Q (5554.770000 sec): 3 clusters Score: Raw -853130.564668 + Penalty 4242.739744 = -848887.824924 nChanged 76 SP:Iteration 9Q (5554.920000 sec): 3 clusters Score: Raw -853162.397992 + Penalty 4242.739744 = -848919.658248 nChanged 87 SP:Iteration 10Q (5555.170000 sec): 3 clusters Score: Raw -853205.593968 + Penalty 4242.739744 = -848962.854224 nChanged 92 SP:Iteration 11Q (5555.330000 sec): 3 clusters Score: Raw -853252.383907 + Penalty 4242.739744 = -849009.644163 nChanged 91 SP:Iteration 12Q (5555.500000 sec): 3 clusters Score: Raw -853298.320603 + Penalty 4242.739744 = -849055.580859 nChanged 83 SP:Iteration 13Q (5555.680000 sec): 3 clusters Score: Raw -853336.263245 + Penalty 4242.739744 = -849093.523500 nChanged 74 SP:Iteration 14Q (5555.890000 sec): 3 clusters Score: Raw -853378.683852 + Penalty 4242.739744 = -849135.944108 nChanged 81 SP:Iteration 15Q (5556.180000 sec): 3 clusters Score: Raw -853422.954964 + Penalty 4242.739744 = -849180.215220 nChanged 86 SP:Iteration 16Q (5556.350000 sec): 3 clusters Score: Raw -853467.514761 + Penalty 4242.739744 = -849224.775017 nChanged 87 SP:Iteration 17Q (5556.590000 sec): 3 clusters Score: Raw -853515.194529 + Penalty 4242.739744 = -849272.454785 nChanged 95 SP:Iteration 18Q (5556.830000 sec): 3 clusters Score: Raw -853560.351531 + Penalty 4242.739744 = -849317.611787 nChanged 75 SP:Iteration 19Q (5557.040000 sec): 3 clusters Score: Raw -853601.882776 + Penalty 4242.739744 = -849359.143032 nChanged 81 SP:Iteration 20F (5557.210000 sec): 3 clusters Score: Raw -853652.048276 + Penalty 4242.739744 = -849409.308532 nChanged 87 SP:Iteration 21Q (5557.440000 sec): 3 clusters Score: Raw -853700.089184 + Penalty 4242.739744 = -849457.349439 nChanged 99 SP:Iteration 22Q (5557.600000 sec): 3 clusters Score: Raw -853764.267270 + Penalty 4242.739744 = -849521.527526 nChanged 108 SP:Iteration 23Q (5557.800000 sec): 3 clusters Score: Raw -853847.331895 + Penalty 4242.739744 = -849604.592150 nChanged 115 SP:Iteration 24Q (5557.990000 sec): 3 clusters Score: Raw -853930.186954 + Penalty 4242.739744 = -849687.447210 nChanged 95 SP:Iteration 25Q (5558.200000 sec): 3 clusters Score: Raw -854007.234899 + Penalty 4242.739744 = -849764.495155 nChanged 86 SP:Iteration 26Q (5558.390000 sec): 3 clusters Score: Raw -854095.642924 + Penalty 4242.739744 = -849852.903180 nChanged 91 SP:Iteration 27Q (5558.610000 sec): 3 clusters Score: Raw -854200.577225 + Penalty 4242.739744 = -849957.837481 nChanged 72 SP:Iteration 28Q (5558.830000 sec): 3 clusters Score: Raw -854273.232739 + Penalty 4242.739744 = -850030.492995 nChanged 67 SP:Iteration 29Q (5559.040000 sec): 3 clusters Score: Raw -854332.569147 + Penalty 4242.739744 = -850089.829403 nChanged 50 SP:Iteration 30Q (5559.210000 sec): 3 clusters Score: Raw -854370.632903 + Penalty 4242.739744 = -850127.893159 nChanged 53 SP:Iteration 31Q (5559.430000 sec): 3 clusters Score: Raw -854414.789512 + Penalty 4242.739744 = -850172.049768 nChanged 48 SP:Iteration 32Q (5559.600000 sec): 3 clusters Score: Raw -854457.327902 + Penalty 4242.739744 = -850214.588158 nChanged 44 SP:Iteration 33Q (5559.830000 sec): 3 clusters Score: Raw -854500.065537 + Penalty 4242.739744 = -850257.325793 nChanged 47 SP:Iteration 34Q (5559.990000 sec): 3 clusters Score: Raw -854595.094638 + Penalty 4242.739744 = -850352.354894 nChanged 70 SP:Iteration 35Q (5560.180000 sec): 3 clusters Score: Raw -854768.259934 + Penalty 4242.739744 = -850525.520190 nChanged 77 SP:Iteration 36Q (5560.370000 sec): 3 clusters Score: Raw -854882.334406 + Penalty 4242.739744 = -850639.594662 nChanged 80 SP:Iteration 37Q (5560.560000 sec): 3 clusters Score: Raw -854931.852494 + Penalty 4242.739744 = -850689.112750 nChanged 54 SP:Iteration 38Q (5560.720000 sec): 3 clusters Score: Raw -854965.588961 + Penalty 4242.739744 = -850722.849217 nChanged 49 SP:Iteration 39Q (5560.850000 sec): 3 clusters Score: Raw -854996.811294 + Penalty 4242.739744 = -850754.071550 nChanged 47 SP:Iteration 40F (5561.020000 sec): 3 clusters Score: Raw -855025.045760 + Penalty 4242.739744 = -850782.306016 nChanged 46 SP:Iteration 41Q (5561.190000 sec): 3 clusters Score: Raw -855050.067609 + Penalty 4242.739744 = -850807.327865 nChanged 39 SP:Iteration 42Q (5561.350000 sec): 3 clusters Score: Raw -855067.437695 + Penalty 4242.739744 = -850824.697951 nChanged 31 SP:Iteration 43Q (5561.540000 sec): 3 clusters Score: Raw -855080.803288 + Penalty 4242.739744 = -850838.063544 nChanged 25 SP:Iteration 44Q (5561.720000 sec): 3 clusters Score: Raw -855091.263333 + Penalty 4242.739744 = -850848.523589 nChanged 22 SP:Iteration 45Q (5561.910000 sec): 3 clusters Score: Raw -855098.450541 + Penalty 4242.739744 = -850855.710797 nChanged 19 SP:Iteration 46Q (5562.080000 sec): 3 clusters Score: Raw -855104.323932 + Penalty 4242.739744 = -850861.584188 nChanged 10 SP:Iteration 47Q (5562.290000 sec): 3 clusters Score: Raw -855108.108450 + Penalty 4242.739744 = -850865.368706 nChanged 10 SP:Iteration 48Q (5562.460000 sec): 3 clusters Score: Raw -855112.012246 + Penalty 4242.739744 = -850869.272502 nChanged 8 SP:Iteration 49Q (5562.640000 sec): 3 clusters Score: Raw -855114.851912 + Penalty 4242.739744 = -850872.112168 nChanged 8 SP:Iteration 50Q (5562.860000 sec): 3 clusters Score: Raw -855117.119640 + Penalty 4242.739744 = -850874.379896 nChanged 5 SP:Iteration 51Q (5563.110000 sec): 3 clusters Score: Raw -855118.532057 + Penalty 4242.739744 = -850875.792313 nChanged 7 SP:Iteration 52Q (5563.350000 sec): 3 clusters Score: Raw -855120.419104 + Penalty 4242.739744 = -850877.679360 nChanged 3 SP:Iteration 53Q (5563.610000 sec): 3 clusters Score: Raw -855121.166314 + Penalty 4242.739744 = -850878.426570 nChanged 2 SP:Iteration 54Q (5563.850000 sec): 3 clusters Score: Raw -855121.634752 + Penalty 4242.739744 = -850878.895008 nChanged 2 SP:Iteration 55Q (5564.070000 sec): 3 clusters Score: Raw -855122.307449 + Penalty 4242.739744 = -850879.567705 nChanged 4 SP:Iteration 56Q (5564.230000 sec): 3 clusters Score: Raw -855123.843807 + Penalty 4242.739744 = -850881.104063 nChanged 7 SP:Iteration 57Q (5564.430000 sec): 3 clusters Score: Raw -855126.125737 + Penalty 4242.739744 = -850883.385993 nChanged 8 SP:Iteration 58Q (5564.670000 sec): 3 clusters Score: Raw -855129.007123 + Penalty 4242.739744 = -850886.267378 nChanged 6 SP:Iteration 59Q (5564.860000 sec): 3 clusters Score: Raw -855130.750738 + Penalty 4242.739744 = -850888.010994 nChanged 6 SP:Iteration 60F (5565.090000 sec): 3 clusters Score: Raw -855132.034095 + Penalty 4242.739744 = -850889.294351 nChanged 2 SP:Iteration 61Q (5565.310000 sec): 3 clusters Score: Raw -855132.528481 + Penalty 4242.739744 = -850889.788737 nChanged 4 SP:Iteration 62Q (5565.540000 sec): 3 clusters Score: Raw -855133.601092 + Penalty 4242.739744 = -850890.861348 nChanged 3 SP:Iteration 63Q (5565.750000 sec): 3 clusters Score: Raw -855134.587726 + Penalty 4242.739744 = -850891.847982 nChanged 2 SP:Iteration 64Q (5565.940000 sec): 3 clusters Score: Raw -855135.032442 + Penalty 4242.739744 = -850892.292698 nChanged 4 SP:Iteration 65Q (5566.120000 sec): 3 clusters Score: Raw -855136.118253 + Penalty 4242.739744 = -850893.378509 nChanged 3 SP:Iteration 66Q (5566.370000 sec): 3 clusters Score: Raw -855136.893524 + Penalty 4242.739744 = -850894.153779 nChanged 1 SP:Iteration 67Q (5566.590000 sec): 3 clusters Score: Raw -855137.109430 + Penalty 4242.739744 = -850894.369686 nChanged 2 SP:Iteration 68Q (5566.780000 sec): 3 clusters Score: Raw -855137.996503 + Penalty 4242.739744 = -850895.256759 nChanged 2 SP:Iteration 69Q (5566.980000 sec): 3 clusters Score: Raw -855138.363080 + Penalty 4242.739744 = -850895.623336 nChanged 1 SP:Iteration 70Q (5567.220000 sec): 3 clusters Score: Raw -855138.599295 + Penalty 4242.739744 = -850895.859551 nChanged 1 SP:Iteration 71Q (5567.430000 sec): 3 clusters Score: Raw -855138.767142 + Penalty 4242.739744 = -850896.027398 nChanged 0 SP:Iteration 72F (5567.650000 sec): 3 clusters Score: Raw -855138.767142 + Penalty 4242.739744 = -850896.027398 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5567.720000 sec): 2 clusters Score: Raw -57637.858904 + Penalty 1477.689324 = -56160.169581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5567.910000 sec): 3 clusters Score: Raw -57771.470078 + Penalty 2955.378648 = -54816.091430 nChanged 58 SP:Iteration 1F (5568.050000 sec): 3 clusters Score: Raw -57941.355376 + Penalty 2955.378648 = -54985.976728 nChanged 20 SP:Iteration 2F (5568.210000 sec): 3 clusters Score: Raw -58016.768897 + Penalty 2955.378648 = -55061.390249 nChanged 15 SP:Iteration 3Q (5568.390000 sec): 3 clusters Score: Raw -58106.844046 + Penalty 2955.378648 = -55151.465398 nChanged 15 SP:Iteration 4Q (5568.580000 sec): 3 clusters Score: Raw -58190.618769 + Penalty 2955.378648 = -55235.240121 nChanged 9 SP:Iteration 5Q (5568.710000 sec): 3 clusters Score: Raw -58239.240735 + Penalty 2955.378648 = -55283.862087 nChanged 9 SP:Iteration 6Q (5568.880000 sec): 3 clusters Score: Raw -58268.178799 + Penalty 2955.378648 = -55312.800151 nChanged 6 SP:Iteration 7Q (5569.070000 sec): 3 clusters Score: Raw -58308.580428 + Penalty 2955.378648 = -55353.201780 nChanged 3 SP:Iteration 8Q (5569.240000 sec): 3 clusters Score: Raw -58317.831526 + Penalty 2955.378648 = -55362.452879 nChanged 1 SP:Iteration 9Q (5569.410000 sec): 3 clusters Score: Raw -58325.035915 + Penalty 2955.378648 = -55369.657267 nChanged 2 SP:Iteration 10Q (5569.590000 sec): 3 clusters Score: Raw -58335.662621 + Penalty 2955.378648 = -55380.283974 nChanged 3 SP:Iteration 11Q (5569.760000 sec): 3 clusters Score: Raw -58351.125602 + Penalty 2955.378648 = -55395.746954 nChanged 2 SP:Iteration 12Q (5569.940000 sec): 3 clusters Score: Raw -58358.739953 + Penalty 2955.378648 = -55403.361305 nChanged 2 SP:Iteration 13Q (5570.060000 sec): 3 clusters Score: Raw -58365.819358 + Penalty 2955.378648 = -55410.440711 nChanged 0 SP:Iteration 14F (5570.240000 sec): 3 clusters Score: Raw -58365.819358 + Penalty 2955.378648 = -55410.440711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5570.320000 sec): 2 clusters Score: Raw -41606.637796 + Penalty 1400.070831 = -40206.566965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5570.480000 sec): 3 clusters Score: Raw -41761.442949 + Penalty 2800.141661 = -38961.301288 nChanged 29 SP:Iteration 1F (5570.670000 sec): 3 clusters Score: Raw -41872.577989 + Penalty 2800.141661 = -39072.436328 nChanged 10 SP:Iteration 2Q (5570.810000 sec): 3 clusters Score: Raw -41926.019209 + Penalty 2800.141661 = -39125.877548 nChanged 7 SP:Iteration 3Q (5570.990000 sec): 3 clusters Score: Raw -41954.754542 + Penalty 2800.141661 = -39154.612881 nChanged 4 SP:Iteration 4Q (5571.170000 sec): 3 clusters Score: Raw -41990.765697 + Penalty 2800.141661 = -39190.624035 nChanged 2 SP:Iteration 5Q (5571.330000 sec): 3 clusters Score: Raw -42007.071612 + Penalty 2800.141661 = -39206.929951 nChanged 2 SP:Iteration 6Q (5571.490000 sec): 3 clusters Score: Raw -42012.413216 + Penalty 2800.141661 = -39212.271555 nChanged 1 SP:Iteration 7Q (5571.670000 sec): 3 clusters Score: Raw -42020.234466 + Penalty 2800.141661 = -39220.092805 nChanged 0 SP:Iteration 8F (5571.880000 sec): 3 clusters Score: Raw -42020.234466 + Penalty 2800.141661 = -39220.092805 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (76223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5572.470000 sec): 2 clusters Score: Raw -12979842.405930 + Penalty 2787.871796 = -12977054.534134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5573.230000 sec): 3 clusters Score: Raw -12931701.789573 + Penalty 5575.743593 = -12926126.045980 nChanged 35602 SP:Iteration 1F (5573.930000 sec): 3 clusters Score: Raw -12951664.084527 + Penalty 5575.743593 = -12946088.340934 nChanged 2741 SP:Iteration 2Q (5574.540000 sec): 3 clusters Score: Raw -12952383.744166 + Penalty 5575.743593 = -12946808.000573 nChanged 2718 SP:Iteration 3Q (5575.200000 sec): 3 clusters Score: Raw -12953173.088452 + Penalty 5575.743593 = -12947597.344859 nChanged 2885 SP:Iteration 4Q (5575.950000 sec): 3 clusters Score: Raw -12954144.199189 + Penalty 5575.743593 = -12948568.455596 nChanged 3217 SP:Iteration 5Q (5576.690000 sec): 3 clusters Score: Raw -12955405.076796 + Penalty 5575.743593 = -12949829.333203 nChanged 3562 SP:Iteration 6Q (5577.570000 sec): 3 clusters Score: Raw -12956979.890552 + Penalty 5575.743593 = -12951404.146959 nChanged 3840 SP:Iteration 7F (5578.260000 sec): 3 clusters Score: Raw -12958841.801856 + Penalty 5575.743593 = -12953266.058264 nChanged 3980 SP:Iteration 8F (5578.870000 sec): 3 clusters Score: Raw -12960779.668158 + Penalty 5575.743593 = -12955203.924566 nChanged 3846 SP:Iteration 9F (5579.510000 sec): 3 clusters Score: Raw -12962713.922015 + Penalty 5575.743593 = -12957138.178422 nChanged 3617 SP:Iteration 10Q (5580.150000 sec): 3 clusters Score: Raw -12964406.019823 + Penalty 5575.743593 = -12958830.276230 nChanged 3215 SP:Iteration 11Q (5580.800000 sec): 3 clusters Score: Raw -12965695.581874 + Penalty 5575.743593 = -12960119.838282 nChanged 2598 SP:Iteration 12Q (5581.460000 sec): 3 clusters Score: Raw -12966640.292034 + Penalty 5575.743593 = -12961064.548441 nChanged 2303 SP:Iteration 13Q (5582.130000 sec): 3 clusters Score: Raw -12967398.562336 + Penalty 5575.743593 = -12961822.818743 nChanged 1984 SP:Iteration 14Q (5582.780000 sec): 3 clusters Score: Raw -12967979.960631 + Penalty 5575.743593 = -12962404.217038 nChanged 1731 SP:Iteration 15Q (5583.500000 sec): 3 clusters Score: Raw -12968457.851357 + Penalty 5575.743593 = -12962882.107765 nChanged 1573 SP:Iteration 16Q (5584.160000 sec): 3 clusters Score: Raw -12968862.523581 + Penalty 5575.743593 = -12963286.779989 nChanged 1405 SP:Iteration 17Q (5584.830000 sec): 3 clusters Score: Raw -12969200.230723 + Penalty 5575.743593 = -12963624.487131 nChanged 1250 SP:Iteration 18Q (5585.490000 sec): 3 clusters Score: Raw -12969482.839959 + Penalty 5575.743593 = -12963907.096366 nChanged 1114 SP:Iteration 19Q (5586.160000 sec): 3 clusters Score: Raw -12969725.796696 + Penalty 5575.743593 = -12964150.053103 nChanged 1102 SP:Iteration 20F (5586.780000 sec): 3 clusters Score: Raw -12969954.541889 + Penalty 5575.743593 = -12964378.798296 nChanged 1064 SP:Iteration 21Q (5587.460000 sec): 3 clusters Score: Raw -12970190.204594 + Penalty 5575.743593 = -12964614.461001 nChanged 1197 SP:Iteration 22Q (5588.130000 sec): 3 clusters Score: Raw -12970491.529796 + Penalty 5575.743593 = -12964915.786204 nChanged 1304 SP:Iteration 23Q (5588.790000 sec): 3 clusters Score: Raw -12970846.381931 + Penalty 5575.743593 = -12965270.638339 nChanged 1382 SP:Iteration 24Q (5589.480000 sec): 3 clusters Score: Raw -12971285.225156 + Penalty 5575.743593 = -12965709.481563 nChanged 1613 SP:Iteration 25Q (5590.200000 sec): 3 clusters Score: Raw -12971916.400819 + Penalty 5575.743593 = -12966340.657226 nChanged 1831 SP:Iteration 26Q (5590.910000 sec): 3 clusters Score: Raw -12972742.193172 + Penalty 5575.743593 = -12967166.449580 nChanged 2009 SP:Iteration 27Q (5591.590000 sec): 3 clusters Score: Raw -12973737.168272 + Penalty 5575.743593 = -12968161.424679 nChanged 2098 SP:Iteration 28Q (5592.240000 sec): 3 clusters Score: Raw -12974885.504597 + Penalty 5575.743593 = -12969309.761004 nChanged 2102 SP:Iteration 29Q (5592.920000 sec): 3 clusters Score: Raw -12976068.804672 + Penalty 5575.743593 = -12970493.061079 nChanged 1915 SP:Iteration 30Q (5593.570000 sec): 3 clusters Score: Raw -12977145.076946 + Penalty 5575.743593 = -12971569.333354 nChanged 1627 SP:Iteration 31Q (5594.250000 sec): 3 clusters Score: Raw -12978036.317722 + Penalty 5575.743593 = -12972460.574130 nChanged 1252 SP:Iteration 32Q (5594.930000 sec): 3 clusters Score: Raw -12978692.798051 + Penalty 5575.743593 = -12973117.054458 nChanged 1032 SP:Iteration 33Q (5595.590000 sec): 3 clusters Score: Raw -12979229.040422 + Penalty 5575.743593 = -12973653.296830 nChanged 753 SP:Iteration 34Q (5596.290000 sec): 3 clusters Score: Raw -12979600.591223 + Penalty 5575.743593 = -12974024.847631 nChanged 501 SP:Iteration 35Q (5597.000000 sec): 3 clusters Score: Raw -12979820.367643 + Penalty 5575.743593 = -12974244.624050 nChanged 347 SP:Iteration 36Q (5597.710000 sec): 3 clusters Score: Raw -12979966.115393 + Penalty 5575.743593 = -12974390.371801 nChanged 251 SP:Iteration 37Q (5598.340000 sec): 3 clusters Score: Raw -12980073.478300 + Penalty 5575.743593 = -12974497.734708 nChanged 197 SP:Iteration 38Q (5598.980000 sec): 3 clusters Score: Raw -12980168.197656 + Penalty 5575.743593 = -12974592.454064 nChanged 150 SP:Iteration 39Q (5599.650000 sec): 3 clusters Score: Raw -12980237.751596 + Penalty 5575.743593 = -12974662.008004 nChanged 129 SP:Iteration 40F (5600.360000 sec): 3 clusters Score: Raw -12980289.618298 + Penalty 5575.743593 = -12974713.874706 nChanged 98 SP:Iteration 41Q (5601.020000 sec): 3 clusters Score: Raw -12980325.372266 + Penalty 5575.743593 = -12974749.628674 nChanged 76 SP:Iteration 42Q (5601.650000 sec): 3 clusters Score: Raw -12980353.816075 + Penalty 5575.743593 = -12974778.072482 nChanged 57 SP:Iteration 43Q (5602.290000 sec): 3 clusters Score: Raw -12980376.874683 + Penalty 5575.743593 = -12974801.131091 nChanged 45 SP:Iteration 44Q (5602.950000 sec): 3 clusters Score: Raw -12980393.972877 + Penalty 5575.743593 = -12974818.229285 nChanged 38 SP:Iteration 45Q (5603.610000 sec): 3 clusters Score: Raw -12980407.518793 + Penalty 5575.743593 = -12974831.775201 nChanged 33 SP:Iteration 46Q (5604.290000 sec): 3 clusters Score: Raw -12980417.703973 + Penalty 5575.743593 = -12974841.960380 nChanged 25 SP:Iteration 47Q (5605.060000 sec): 3 clusters Score: Raw -12980426.111071 + Penalty 5575.743593 = -12974850.367479 nChanged 24 SP:Iteration 48Q (5605.820000 sec): 3 clusters Score: Raw -12980433.395765 + Penalty 5575.743593 = -12974857.652172 nChanged 33 SP:Iteration 49Q (5606.500000 sec): 3 clusters Score: Raw -12980446.408206 + Penalty 5575.743593 = -12974870.664614 nChanged 29 SP:Iteration 50Q (5607.220000 sec): 3 clusters Score: Raw -12980456.319062 + Penalty 5575.743593 = -12974880.575470 nChanged 26 SP:Iteration 51Q (5607.840000 sec): 3 clusters Score: Raw -12980464.689420 + Penalty 5575.743593 = -12974888.945827 nChanged 19 SP:Iteration 52Q (5608.430000 sec): 3 clusters Score: Raw -12980472.447553 + Penalty 5575.743593 = -12974896.703960 nChanged 22 SP:Iteration 53Q (5609.160000 sec): 3 clusters Score: Raw -12980478.085606 + Penalty 5575.743593 = -12974902.342013 nChanged 13 SP:Iteration 54Q (5609.850000 sec): 3 clusters Score: Raw -12980483.159780 + Penalty 5575.743593 = -12974907.416187 nChanged 16 SP:Iteration 55Q (5610.450000 sec): 3 clusters Score: Raw -12980488.710747 + Penalty 5575.743593 = -12974912.967155 nChanged 17 SP:Iteration 56Q (5611.050000 sec): 3 clusters Score: Raw -12980494.779969 + Penalty 5575.743593 = -12974919.036376 nChanged 11 SP:Iteration 57Q (5611.640000 sec): 3 clusters Score: Raw -12980498.064319 + Penalty 5575.743593 = -12974922.320727 nChanged 18 SP:Iteration 58Q (5612.260000 sec): 3 clusters Score: Raw -12980504.341161 + Penalty 5575.743593 = -12974928.597569 nChanged 10 SP:Iteration 59Q (5612.960000 sec): 3 clusters Score: Raw -12980506.862459 + Penalty 5575.743593 = -12974931.118866 nChanged 8 SP:Iteration 60F (5613.590000 sec): 3 clusters Score: Raw -12980510.029905 + Penalty 5575.743593 = -12974934.286312 nChanged 12 SP:Iteration 61Q (5614.250000 sec): 3 clusters Score: Raw -12980514.278844 + Penalty 5575.743593 = -12974938.535252 nChanged 11 SP:Iteration 62Q (5614.870000 sec): 3 clusters Score: Raw -12980518.797304 + Penalty 5575.743593 = -12974943.053711 nChanged 10 SP:Iteration 63Q (5615.570000 sec): 3 clusters Score: Raw -12980523.857910 + Penalty 5575.743593 = -12974948.114318 nChanged 12 SP:Iteration 64Q (5616.170000 sec): 3 clusters Score: Raw -12980529.349040 + Penalty 5575.743593 = -12974953.605447 nChanged 11 SP:Iteration 65Q (5616.830000 sec): 3 clusters Score: Raw -12980534.934922 + Penalty 5575.743593 = -12974959.191329 nChanged 10 SP:Iteration 66Q (5617.490000 sec): 3 clusters Score: Raw -12980537.886044 + Penalty 5575.743593 = -12974962.142452 nChanged 13 SP:Iteration 67Q (5618.120000 sec): 3 clusters Score: Raw -12980541.912372 + Penalty 5575.743593 = -12974966.168779 nChanged 7 SP:Iteration 68Q (5618.730000 sec): 3 clusters Score: Raw -12980544.555341 + Penalty 5575.743593 = -12974968.811749 nChanged 3 SP:Iteration 69Q (5619.400000 sec): 3 clusters Score: Raw -12980545.676455 + Penalty 5575.743593 = -12974969.932862 nChanged 7 SP:Iteration 70Q (5620.030000 sec): 3 clusters Score: Raw -12980547.924629 + Penalty 5575.743593 = -12974972.181037 nChanged 6 SP:Iteration 71Q (5620.620000 sec): 3 clusters Score: Raw -12980549.933823 + Penalty 5575.743593 = -12974974.190231 nChanged 6 SP:Iteration 72Q (5621.240000 sec): 3 clusters Score: Raw -12980551.614983 + Penalty 5575.743593 = -12974975.871391 nChanged 5 SP:Iteration 73Q (5621.770000 sec): 3 clusters Score: Raw -12980553.288426 + Penalty 5575.743593 = -12974977.544834 nChanged 5 SP:Iteration 74Q (5622.340000 sec): 3 clusters Score: Raw -12980554.998192 + Penalty 5575.743593 = -12974979.254599 nChanged 2 SP:Iteration 75Q (5622.890000 sec): 3 clusters Score: Raw -12980555.734675 + Penalty 5575.743593 = -12974979.991082 nChanged 2 SP:Iteration 76Q (5623.460000 sec): 3 clusters Score: Raw -12980556.109933 + Penalty 5575.743593 = -12974980.366340 nChanged 1 SP:Iteration 77Q (5624.090000 sec): 3 clusters Score: Raw -12980556.618798 + Penalty 5575.743593 = -12974980.875205 nChanged 1 SP:Iteration 78Q (5624.700000 sec): 3 clusters Score: Raw -12980557.141122 + Penalty 5575.743593 = -12974981.397529 nChanged 1 SP:Iteration 79Q (5625.400000 sec): 3 clusters Score: Raw -12980557.570590 + Penalty 5575.743593 = -12974981.826998 nChanged 0 SP:Iteration 80F (5625.970000 sec): 3 clusters Score: Raw -12980557.570590 + Penalty 5575.743593 = -12974981.826998 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.130000 sec): 2 clusters Score: Raw -116411.125634 + Penalty 1616.748527 = -114794.377107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5626.290000 sec): 3 clusters Score: Raw -116329.607151 + Penalty 3233.497055 = -113096.110097 nChanged 150 SP:Iteration 1F (5626.460000 sec): 3 clusters Score: Raw -116559.776882 + Penalty 3233.497055 = -113326.279827 nChanged 37 SP:Iteration 2F (5626.590000 sec): 3 clusters Score: Raw -116647.892976 + Penalty 3233.497055 = -113414.395921 nChanged 19 SP:Iteration 3Q (5626.780000 sec): 3 clusters Score: Raw -116712.820775 + Penalty 3233.497055 = -113479.323721 nChanged 20 SP:Iteration 4Q (5626.940000 sec): 3 clusters Score: Raw -116777.279740 + Penalty 3233.497055 = -113543.782685 nChanged 13 SP:Iteration 5Q (5627.090000 sec): 3 clusters Score: Raw -116818.102293 + Penalty 3233.497055 = -113584.605238 nChanged 11 SP:Iteration 6Q (5627.260000 sec): 3 clusters Score: Raw -116855.086327 + Penalty 3233.497055 = -113621.589272 nChanged 7 SP:Iteration 7Q (5627.480000 sec): 3 clusters Score: Raw -116866.442636 + Penalty 3233.497055 = -113632.945581 nChanged 6 SP:Iteration 8Q (5627.610000 sec): 3 clusters Score: Raw -116887.688752 + Penalty 3233.497055 = -113654.191697 nChanged 9 SP:Iteration 9Q (5627.810000 sec): 3 clusters Score: Raw -116904.099023 + Penalty 3233.497055 = -113670.601968 nChanged 11 SP:Iteration 10Q (5628.010000 sec): 3 clusters Score: Raw -116922.568761 + Penalty 3233.497055 = -113689.071706 nChanged 10 SP:Iteration 11Q (5628.190000 sec): 3 clusters Score: Raw -116938.350590 + Penalty 3233.497055 = -113704.853535 nChanged 8 SP:Iteration 12Q (5628.360000 sec): 3 clusters Score: Raw -116959.984148 + Penalty 3233.497055 = -113726.487093 nChanged 8 SP:Iteration 13Q (5628.510000 sec): 3 clusters Score: Raw -116976.177094 + Penalty 3233.497055 = -113742.680039 nChanged 6 SP:Iteration 14Q (5628.630000 sec): 3 clusters Score: Raw -116983.260963 + Penalty 3233.497055 = -113749.763908 nChanged 5 SP:Iteration 15Q (5628.840000 sec): 3 clusters Score: Raw -116994.158881 + Penalty 3233.497055 = -113760.661826 nChanged 3 SP:Iteration 16Q (5628.990000 sec): 3 clusters Score: Raw -117001.997874 + Penalty 3233.497055 = -113768.500819 nChanged 6 SP:Iteration 17Q (5629.150000 sec): 3 clusters Score: Raw -117024.388483 + Penalty 3233.497055 = -113790.891428 nChanged 10 SP:Iteration 18Q (5629.300000 sec): 3 clusters Score: Raw -117062.971483 + Penalty 3233.497055 = -113829.474428 nChanged 16 SP:Iteration 19Q (5629.460000 sec): 3 clusters Score: Raw -117142.415045 + Penalty 3233.497055 = -113908.917990 nChanged 18 SP:Iteration 20F (5629.590000 sec): 3 clusters Score: Raw -117204.966441 + Penalty 3233.497055 = -113971.469386 nChanged 21 SP:Iteration 21Q (5629.750000 sec): 3 clusters Score: Raw -117262.850323 + Penalty 3233.497055 = -114029.353268 nChanged 12 SP:Iteration 22Q (5629.940000 sec): 3 clusters Score: Raw -117285.657562 + Penalty 3233.497055 = -114052.160507 nChanged 6 SP:Iteration 23Q (5630.110000 sec): 3 clusters Score: Raw -117302.282277 + Penalty 3233.497055 = -114068.785222 nChanged 6 SP:Iteration 24Q (5630.290000 sec): 3 clusters Score: Raw -117323.638604 + Penalty 3233.497055 = -114090.141549 nChanged 8 SP:Iteration 25Q (5630.510000 sec): 3 clusters Score: Raw -117349.809226 + Penalty 3233.497055 = -114116.312172 nChanged 5 SP:Iteration 26Q (5630.650000 sec): 3 clusters Score: Raw -117369.505250 + Penalty 3233.497055 = -114136.008195 nChanged 4 SP:Iteration 27Q (5630.770000 sec): 3 clusters Score: Raw -117375.549945 + Penalty 3233.497055 = -114142.052890 nChanged 2 SP:Iteration 28Q (5630.910000 sec): 3 clusters Score: Raw -117377.554205 + Penalty 3233.497055 = -114144.057150 nChanged 0 SP:Iteration 29F (5631.020000 sec): 3 clusters Score: Raw -117377.554205 + Penalty 3233.497055 = -114144.057150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (11539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5631.140000 sec): 2 clusters Score: Raw -1999189.610646 + Penalty 2319.664995 = -1996869.945652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5631.390000 sec): 3 clusters Score: Raw -1992836.104532 + Penalty 4639.329989 = -1988196.774543 nChanged 4922 SP:Iteration 1F (5631.570000 sec): 3 clusters Score: Raw -1995426.807272 + Penalty 4639.329989 = -1990787.477283 nChanged 802 SP:Iteration 2F (5631.800000 sec): 3 clusters Score: Raw -1995904.340957 + Penalty 4639.329989 = -1991265.010968 nChanged 728 SP:Iteration 3F (5631.980000 sec): 3 clusters Score: Raw -1996367.633298 + Penalty 4639.329989 = -1991728.303309 nChanged 693 SP:Iteration 4F (5632.190000 sec): 3 clusters Score: Raw -1996849.096424 + Penalty 4639.329989 = -1992209.766435 nChanged 722 SP:Iteration 5F (5632.410000 sec): 3 clusters Score: Raw -1997427.055619 + Penalty 4639.329989 = -1992787.725630 nChanged 763 SP:Iteration 6F (5632.650000 sec): 3 clusters Score: Raw -1998075.702415 + Penalty 4639.329989 = -1993436.372426 nChanged 721 SP:Iteration 7F (5632.910000 sec): 3 clusters Score: Raw -1998622.216912 + Penalty 4639.329989 = -1993982.886923 nChanged 578 SP:Iteration 8F (5633.140000 sec): 3 clusters Score: Raw -1998980.322091 + Penalty 4639.329989 = -1994340.992102 nChanged 459 SP:Iteration 9Q (5633.410000 sec): 3 clusters Score: Raw -1999223.051166 + Penalty 4639.329989 = -1994583.721177 nChanged 346 SP:Iteration 10Q (5633.690000 sec): 3 clusters Score: Raw -1999364.365032 + Penalty 4639.329989 = -1994725.035043 nChanged 228 SP:Iteration 11Q (5633.930000 sec): 3 clusters Score: Raw -1999436.331090 + Penalty 4639.329989 = -1994797.001101 nChanged 172 SP:Iteration 12Q (5634.210000 sec): 3 clusters Score: Raw -1999474.908723 + Penalty 4639.329989 = -1994835.578734 nChanged 123 SP:Iteration 13Q (5634.440000 sec): 3 clusters Score: Raw -1999503.452573 + Penalty 4639.329989 = -1994864.122584 nChanged 93 SP:Iteration 14Q (5634.680000 sec): 3 clusters Score: Raw -1999522.184656 + Penalty 4639.329989 = -1994882.854667 nChanged 68 SP:Iteration 15Q (5634.920000 sec): 3 clusters Score: Raw -1999532.951466 + Penalty 4639.329989 = -1994893.621477 nChanged 39 SP:Iteration 16Q (5635.150000 sec): 3 clusters Score: Raw -1999538.749539 + Penalty 4639.329989 = -1994899.419550 nChanged 35 SP:Iteration 17Q (5635.350000 sec): 3 clusters Score: Raw -1999545.434112 + Penalty 4639.329989 = -1994906.104123 nChanged 44 SP:Iteration 18Q (5635.570000 sec): 3 clusters Score: Raw -1999553.836021 + Penalty 4639.329989 = -1994914.506032 nChanged 45 SP:Iteration 19Q (5635.800000 sec): 3 clusters Score: Raw -1999560.559713 + Penalty 4639.329989 = -1994921.229724 nChanged 26 SP:Iteration 20F (5636.040000 sec): 3 clusters Score: Raw -1999564.409962 + Penalty 4639.329989 = -1994925.079973 nChanged 31 SP:Iteration 21Q (5636.250000 sec): 3 clusters Score: Raw -1999568.660887 + Penalty 4639.329989 = -1994929.330898 nChanged 24 SP:Iteration 22Q (5636.480000 sec): 3 clusters Score: Raw -1999571.447022 + Penalty 4639.329989 = -1994932.117033 nChanged 19 SP:Iteration 23Q (5636.730000 sec): 3 clusters Score: Raw -1999573.656857 + Penalty 4639.329989 = -1994934.326868 nChanged 17 SP:Iteration 24Q (5637.030000 sec): 3 clusters Score: Raw -1999575.481203 + Penalty 4639.329989 = -1994936.151214 nChanged 10 SP:Iteration 25Q (5637.260000 sec): 3 clusters Score: Raw -1999576.585307 + Penalty 4639.329989 = -1994937.255318 nChanged 8 SP:Iteration 26Q (5637.530000 sec): 3 clusters Score: Raw -1999577.313711 + Penalty 4639.329989 = -1994937.983722 nChanged 7 SP:Iteration 27Q (5637.820000 sec): 3 clusters Score: Raw -1999578.165745 + Penalty 4639.329989 = -1994938.835755 nChanged 4 SP:Iteration 28Q (5638.140000 sec): 3 clusters Score: Raw -1999578.617362 + Penalty 4639.329989 = -1994939.287373 nChanged 4 SP:Iteration 29Q (5638.380000 sec): 3 clusters Score: Raw -1999579.233740 + Penalty 4639.329989 = -1994939.903751 nChanged 5 SP:Iteration 30Q (5638.570000 sec): 3 clusters Score: Raw -1999579.958250 + Penalty 4639.329989 = -1994940.628261 nChanged 2 SP:Iteration 31Q (5638.820000 sec): 3 clusters Score: Raw -1999580.223299 + Penalty 4639.329989 = -1994940.893310 nChanged 1 SP:Iteration 32Q (5639.050000 sec): 3 clusters Score: Raw -1999580.645307 + Penalty 4639.329989 = -1994941.315318 nChanged 2 SP:Iteration 33Q (5639.300000 sec): 3 clusters Score: Raw -1999580.793211 + Penalty 4639.329989 = -1994941.463222 nChanged 2 SP:Iteration 34Q (5639.590000 sec): 3 clusters Score: Raw -1999580.956443 + Penalty 4639.329989 = -1994941.626454 nChanged 5 SP:Iteration 35Q (5639.750000 sec): 3 clusters Score: Raw -1999581.295796 + Penalty 4639.329989 = -1994941.965807 nChanged 2 SP:Iteration 36Q (5639.970000 sec): 3 clusters Score: Raw -1999581.392577 + Penalty 4639.329989 = -1994942.062588 nChanged 1 SP:Iteration 37Q (5640.210000 sec): 3 clusters Score: Raw -1999581.424772 + Penalty 4639.329989 = -1994942.094783 nChanged 1 SP:Iteration 38Q (5640.470000 sec): 3 clusters Score: Raw -1999581.460999 + Penalty 4639.329989 = -1994942.131010 nChanged 0 SP:Iteration 39F (5640.610000 sec): 3 clusters Score: Raw -1999581.460999 + Penalty 4639.329989 = -1994942.131010 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5640.730000 sec): 2 clusters Score: Raw -65402.970459 + Penalty 1497.391988 = -63905.578471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5640.920000 sec): 3 clusters Score: Raw -65460.792522 + Penalty 2994.783976 = -62466.008545 nChanged 60 SP:Iteration 1F (5641.010000 sec): 3 clusters Score: Raw -65592.501970 + Penalty 2994.783976 = -62597.717993 nChanged 19 SP:Iteration 2Q (5641.150000 sec): 3 clusters Score: Raw -65648.752681 + Penalty 2994.783976 = -62653.968704 nChanged 8 SP:Iteration 3Q (5641.340000 sec): 3 clusters Score: Raw -65675.951156 + Penalty 2994.783976 = -62681.167180 nChanged 7 SP:Iteration 4Q (5641.510000 sec): 3 clusters Score: Raw -65694.128069 + Penalty 2994.783976 = -62699.344093 nChanged 5 SP:Iteration 5Q (5641.710000 sec): 3 clusters Score: Raw -65704.029240 + Penalty 2994.783976 = -62709.245264 nChanged 3 SP:Iteration 6Q (5641.840000 sec): 3 clusters Score: Raw -65710.972133 + Penalty 2994.783976 = -62716.188157 nChanged 1 SP:Iteration 7Q (5642.010000 sec): 3 clusters Score: Raw -65711.336925 + Penalty 2994.783976 = -62716.552949 nChanged 0 SP:Iteration 8F (5642.190000 sec): 3 clusters Score: Raw -65711.336925 + Penalty 2994.783976 = -62716.552949 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5642.230000 sec): 2 clusters Score: Raw -50873.867538 + Penalty 1477.689324 = -49396.178215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5642.380000 sec): 3 clusters Score: Raw -51144.152289 + Penalty 2955.378648 = -48188.773641 nChanged 88 SP:Iteration 1F (5642.550000 sec): 3 clusters Score: Raw -51470.328405 + Penalty 2955.378648 = -48514.949757 nChanged 39 SP:Iteration 2F (5642.690000 sec): 3 clusters Score: Raw -51717.022367 + Penalty 2955.378648 = -48761.643719 nChanged 26 SP:Iteration 3F (5642.810000 sec): 3 clusters Score: Raw -51943.397187 + Penalty 2955.378648 = -48988.018539 nChanged 18 SP:Iteration 4Q (5642.950000 sec): 3 clusters Score: Raw -52084.037287 + Penalty 2955.378648 = -49128.658639 nChanged 8 SP:Iteration 5Q (5643.080000 sec): 3 clusters Score: Raw -52154.525085 + Penalty 2955.378648 = -49199.146438 nChanged 6 SP:Iteration 6Q (5643.220000 sec): 3 clusters Score: Raw -52187.592829 + Penalty 2955.378648 = -49232.214181 nChanged 1 SP:Iteration 7Q (5643.390000 sec): 3 clusters Score: Raw -52192.057159 + Penalty 2955.378648 = -49236.678511 nChanged 0 SP:Iteration 8F (5643.550000 sec): 3 clusters Score: Raw -52192.057159 + Penalty 2955.378648 = -49236.678511 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5643.600000 sec): 2 clusters Score: Raw -153195.701806 + Penalty 1681.983630 = -151513.718176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5643.790000 sec): 3 clusters Score: Raw -153010.177596 + Penalty 3363.967260 = -149646.210337 nChanged 213 SP:Iteration 1F (5643.930000 sec): 3 clusters Score: Raw -153285.156002 + Penalty 3363.967260 = -149921.188742 nChanged 57 SP:Iteration 2F (5644.070000 sec): 3 clusters Score: Raw -153367.839611 + Penalty 3363.967260 = -150003.872351 nChanged 28 SP:Iteration 3Q (5644.210000 sec): 3 clusters Score: Raw -153412.608153 + Penalty 3363.967260 = -150048.640893 nChanged 25 SP:Iteration 4Q (5644.360000 sec): 3 clusters Score: Raw -153456.412129 + Penalty 3363.967260 = -150092.444869 nChanged 22 SP:Iteration 5Q (5644.500000 sec): 3 clusters Score: Raw -153503.769003 + Penalty 3363.967260 = -150139.801743 nChanged 13 SP:Iteration 6Q (5644.650000 sec): 3 clusters Score: Raw -153527.765970 + Penalty 3363.967260 = -150163.798711 nChanged 10 SP:Iteration 7Q (5644.860000 sec): 3 clusters Score: Raw -153542.522456 + Penalty 3363.967260 = -150178.555196 nChanged 4 SP:Iteration 8Q (5644.980000 sec): 3 clusters Score: Raw -153547.888647 + Penalty 3363.967260 = -150183.921387 nChanged 2 SP:Iteration 9Q (5645.110000 sec): 3 clusters Score: Raw -153549.169472 + Penalty 3363.967260 = -150185.202213 nChanged 0 SP:Iteration 10F (5645.200000 sec): 3 clusters Score: Raw -153549.169472 + Penalty 3363.967260 = -150185.202213 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (99754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5645.990000 sec): 2 clusters Score: Raw -17261733.679169 + Penalty 2854.594684 = -17258879.084485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5646.930000 sec): 3 clusters Score: Raw -17197582.832202 + Penalty 5709.189367 = -17191873.642835 nChanged 47319 SP:Iteration 1F (5647.830000 sec): 3 clusters Score: Raw -17224658.903857 + Penalty 5709.189367 = -17218949.714490 nChanged 2845 SP:Iteration 2Q (5648.720000 sec): 3 clusters Score: Raw -17225201.324703 + Penalty 5709.189367 = -17219492.135335 nChanged 2741 SP:Iteration 3Q (5649.550000 sec): 3 clusters Score: Raw -17225724.048270 + Penalty 5709.189367 = -17220014.858903 nChanged 2634 SP:Iteration 4Q (5650.410000 sec): 3 clusters Score: Raw -17226311.335872 + Penalty 5709.189367 = -17220602.146504 nChanged 2832 SP:Iteration 5Q (5651.240000 sec): 3 clusters Score: Raw -17227005.467782 + Penalty 5709.189367 = -17221296.278414 nChanged 2990 SP:Iteration 6Q (5652.040000 sec): 3 clusters Score: Raw -17227882.915062 + Penalty 5709.189367 = -17222173.725695 nChanged 3502 SP:Iteration 7Q (5652.930000 sec): 3 clusters Score: Raw -17229140.135903 + Penalty 5709.189367 = -17223430.946536 nChanged 4192 SP:Iteration 8Q (5653.890000 sec): 3 clusters Score: Raw -17231013.923827 + Penalty 5709.189367 = -17225304.734460 nChanged 5293 SP:Iteration 9F (5654.740000 sec): 3 clusters Score: Raw -17234013.934991 + Penalty 5709.189367 = -17228304.745623 nChanged 6477 SP:Iteration 10F (5655.610000 sec): 3 clusters Score: Raw -17238422.210285 + Penalty 5709.189367 = -17232713.020918 nChanged 7288 SP:Iteration 11F (5656.470000 sec): 3 clusters Score: Raw -17244209.240602 + Penalty 5709.189367 = -17238500.051234 nChanged 7103 SP:Iteration 12F (5657.340000 sec): 3 clusters Score: Raw -17250363.061241 + Penalty 5709.189367 = -17244653.871874 nChanged 5666 SP:Iteration 13F (5658.190000 sec): 3 clusters Score: Raw -17255453.201408 + Penalty 5709.189367 = -17249744.012040 nChanged 3783 SP:Iteration 14Q (5659.070000 sec): 3 clusters Score: Raw -17258814.103346 + Penalty 5709.189367 = -17253104.913979 nChanged 2068 SP:Iteration 15Q (5659.880000 sec): 3 clusters Score: Raw -17260596.540102 + Penalty 5709.189367 = -17254887.350734 nChanged 932 SP:Iteration 16Q (5660.740000 sec): 3 clusters Score: Raw -17261384.533433 + Penalty 5709.189367 = -17255675.344066 nChanged 405 SP:Iteration 17Q (5661.600000 sec): 3 clusters Score: Raw -17261734.055838 + Penalty 5709.189367 = -17256024.866471 nChanged 158 SP:Iteration 18Q (5662.410000 sec): 3 clusters Score: Raw -17261888.080479 + Penalty 5709.189367 = -17256178.891111 nChanged 93 SP:Iteration 19Q (5663.230000 sec): 3 clusters Score: Raw -17261994.347101 + Penalty 5709.189367 = -17256285.157734 nChanged 42 SP:Iteration 20F (5664.080000 sec): 3 clusters Score: Raw -17262032.723284 + Penalty 5709.189367 = -17256323.533917 nChanged 24 SP:Iteration 21Q (5664.890000 sec): 3 clusters Score: Raw -17262052.339630 + Penalty 5709.189367 = -17256343.150263 nChanged 12 SP:Iteration 22Q (5665.740000 sec): 3 clusters Score: Raw -17262062.925652 + Penalty 5709.189367 = -17256353.736285 nChanged 8 SP:Iteration 23Q (5666.590000 sec): 3 clusters Score: Raw -17262070.189608 + Penalty 5709.189367 = -17256361.000240 nChanged 7 SP:Iteration 24Q (5667.410000 sec): 3 clusters Score: Raw -17262077.717866 + Penalty 5709.189367 = -17256368.528498 nChanged 10 SP:Iteration 25Q (5668.280000 sec): 3 clusters Score: Raw -17262088.574636 + Penalty 5709.189367 = -17256379.385269 nChanged 2 SP:Iteration 26Q (5669.060000 sec): 3 clusters Score: Raw -17262091.977011 + Penalty 5709.189367 = -17256382.787644 nChanged 7 SP:Iteration 27Q (5669.910000 sec): 3 clusters Score: Raw -17262098.676390 + Penalty 5709.189367 = -17256389.487023 nChanged 4 SP:Iteration 28Q (5670.700000 sec): 3 clusters Score: Raw -17262101.416439 + Penalty 5709.189367 = -17256392.227072 nChanged 2 SP:Iteration 29Q (5671.430000 sec): 3 clusters Score: Raw -17262102.906411 + Penalty 5709.189367 = -17256393.717044 nChanged 4 SP:Iteration 30Q (5672.210000 sec): 3 clusters Score: Raw -17262105.568092 + Penalty 5709.189367 = -17256396.378725 nChanged 2 SP:Iteration 31Q (5672.960000 sec): 3 clusters Score: Raw -17262106.926590 + Penalty 5709.189367 = -17256397.737223 nChanged 2 SP:Iteration 32Q (5673.670000 sec): 3 clusters Score: Raw -17262108.227739 + Penalty 5709.189367 = -17256399.038371 nChanged 2 SP:Iteration 33Q (5674.530000 sec): 3 clusters Score: Raw -17262110.804972 + Penalty 5709.189367 = -17256401.615605 nChanged 1 SP:Iteration 34Q (5675.290000 sec): 3 clusters Score: Raw -17262111.183568 + Penalty 5709.189367 = -17256401.994200 nChanged 0 SP:Iteration 35F (5676.030000 sec): 3 clusters Score: Raw -17262111.183568 + Penalty 5709.189367 = -17256401.994200 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5676.160000 sec): 2 clusters Score: Raw -343565.811085 + Penalty 1891.751719 = -341674.059365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5676.350000 sec): 3 clusters Score: Raw -342805.683061 + Penalty 3783.503439 = -339022.179622 nChanged 640 SP:Iteration 1F (5676.530000 sec): 3 clusters Score: Raw -343296.193125 + Penalty 3783.503439 = -339512.689686 nChanged 156 SP:Iteration 2F (5676.750000 sec): 3 clusters Score: Raw -343462.762565 + Penalty 3783.503439 = -339679.259126 nChanged 101 SP:Iteration 3Q (5676.930000 sec): 3 clusters Score: Raw -343573.245247 + Penalty 3783.503439 = -339789.741809 nChanged 74 SP:Iteration 4Q (5677.090000 sec): 3 clusters Score: Raw -343642.374382 + Penalty 3783.503439 = -339858.870943 nChanged 68 SP:Iteration 5Q (5677.290000 sec): 3 clusters Score: Raw -343723.471429 + Penalty 3783.503439 = -339939.967990 nChanged 62 SP:Iteration 6Q (5677.470000 sec): 3 clusters Score: Raw -343804.394503 + Penalty 3783.503439 = -340020.891064 nChanged 66 SP:Iteration 7Q (5677.610000 sec): 3 clusters Score: Raw -343873.210916 + Penalty 3783.503439 = -340089.707477 nChanged 50 SP:Iteration 8Q (5677.770000 sec): 3 clusters Score: Raw -343927.332357 + Penalty 3783.503439 = -340143.828918 nChanged 46 SP:Iteration 9Q (5677.930000 sec): 3 clusters Score: Raw -343974.567959 + Penalty 3783.503439 = -340191.064520 nChanged 44 SP:Iteration 10Q (5678.180000 sec): 3 clusters Score: Raw -344018.091672 + Penalty 3783.503439 = -340234.588233 nChanged 39 SP:Iteration 11Q (5678.450000 sec): 3 clusters Score: Raw -344047.688550 + Penalty 3783.503439 = -340264.185112 nChanged 30 SP:Iteration 12Q (5678.630000 sec): 3 clusters Score: Raw -344078.725955 + Penalty 3783.503439 = -340295.222516 nChanged 37 SP:Iteration 13Q (5678.820000 sec): 3 clusters Score: Raw -344107.819342 + Penalty 3783.503439 = -340324.315903 nChanged 30 SP:Iteration 14Q (5678.910000 sec): 3 clusters Score: Raw -344129.146502 + Penalty 3783.503439 = -340345.643063 nChanged 22 SP:Iteration 15Q (5679.100000 sec): 3 clusters Score: Raw -344144.864249 + Penalty 3783.503439 = -340361.360810 nChanged 24 SP:Iteration 16Q (5679.260000 sec): 3 clusters Score: Raw -344166.661178 + Penalty 3783.503439 = -340383.157739 nChanged 25 SP:Iteration 17Q (5679.400000 sec): 3 clusters Score: Raw -344191.127174 + Penalty 3783.503439 = -340407.623735 nChanged 23 SP:Iteration 18Q (5679.540000 sec): 3 clusters Score: Raw -344210.809827 + Penalty 3783.503439 = -340427.306388 nChanged 19 SP:Iteration 19Q (5679.720000 sec): 3 clusters Score: Raw -344226.871533 + Penalty 3783.503439 = -340443.368094 nChanged 13 SP:Iteration 20F (5679.910000 sec): 3 clusters Score: Raw -344236.637691 + Penalty 3783.503439 = -340453.134252 nChanged 15 SP:Iteration 21Q (5680.080000 sec): 3 clusters Score: Raw -344246.891733 + Penalty 3783.503439 = -340463.388294 nChanged 13 SP:Iteration 22Q (5680.180000 sec): 3 clusters Score: Raw -344261.208168 + Penalty 3783.503439 = -340477.704730 nChanged 16 SP:Iteration 23Q (5680.300000 sec): 3 clusters Score: Raw -344274.147263 + Penalty 3783.503439 = -340490.643824 nChanged 14 SP:Iteration 24Q (5680.430000 sec): 3 clusters Score: Raw -344288.704722 + Penalty 3783.503439 = -340505.201283 nChanged 13 SP:Iteration 25Q (5680.550000 sec): 3 clusters Score: Raw -344296.749278 + Penalty 3783.503439 = -340513.245839 nChanged 8 SP:Iteration 26Q (5680.730000 sec): 3 clusters Score: Raw -344304.806802 + Penalty 3783.503439 = -340521.303363 nChanged 7 SP:Iteration 27Q (5680.860000 sec): 3 clusters Score: Raw -344310.686591 + Penalty 3783.503439 = -340527.183152 nChanged 11 SP:Iteration 28Q (5681.030000 sec): 3 clusters Score: Raw -344317.344991 + Penalty 3783.503439 = -340533.841552 nChanged 11 SP:Iteration 29Q (5681.200000 sec): 3 clusters Score: Raw -344325.178972 + Penalty 3783.503439 = -340541.675533 nChanged 10 SP:Iteration 30Q (5681.450000 sec): 3 clusters Score: Raw -344335.966146 + Penalty 3783.503439 = -340552.462708 nChanged 11 SP:Iteration 31Q (5681.720000 sec): 3 clusters Score: Raw -344346.755564 + Penalty 3783.503439 = -340563.252125 nChanged 14 SP:Iteration 32Q (5681.950000 sec): 3 clusters Score: Raw -344358.037589 + Penalty 3783.503439 = -340574.534150 nChanged 9 SP:Iteration 33Q (5682.120000 sec): 3 clusters Score: Raw -344365.947537 + Penalty 3783.503439 = -340582.444098 nChanged 12 SP:Iteration 34Q (5682.330000 sec): 3 clusters Score: Raw -344376.455334 + Penalty 3783.503439 = -340592.951895 nChanged 15 SP:Iteration 35Q (5682.500000 sec): 3 clusters Score: Raw -344387.155315 + Penalty 3783.503439 = -340603.651876 nChanged 7 SP:Iteration 36Q (5682.690000 sec): 3 clusters Score: Raw -344393.119400 + Penalty 3783.503439 = -340609.615961 nChanged 4 SP:Iteration 37Q (5682.870000 sec): 3 clusters Score: Raw -344396.376835 + Penalty 3783.503439 = -340612.873396 nChanged 3 SP:Iteration 38Q (5683.050000 sec): 3 clusters Score: Raw -344397.810058 + Penalty 3783.503439 = -340614.306619 nChanged 2 SP:Iteration 39Q (5683.260000 sec): 3 clusters Score: Raw -344400.032405 + Penalty 3783.503439 = -340616.528966 nChanged 1 SP:Iteration 40F (5683.450000 sec): 3 clusters Score: Raw -344400.377956 + Penalty 3783.503439 = -340616.874517 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5683.520000 sec): 2 clusters Score: Raw -168466.923833 + Penalty 1727.339926 = -166739.583907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5683.710000 sec): 3 clusters Score: Raw -168229.890569 + Penalty 3454.679851 = -164775.210717 nChanged 260 SP:Iteration 1F (5683.890000 sec): 3 clusters Score: Raw -168576.219631 + Penalty 3454.679851 = -165121.539779 nChanged 61 SP:Iteration 2F (5684.040000 sec): 3 clusters Score: Raw -168691.655479 + Penalty 3454.679851 = -165236.975628 nChanged 37 SP:Iteration 3Q (5684.200000 sec): 3 clusters Score: Raw -168753.929750 + Penalty 3454.679851 = -165299.249898 nChanged 36 SP:Iteration 4Q (5684.410000 sec): 3 clusters Score: Raw -168827.468229 + Penalty 3454.679851 = -165372.788377 nChanged 36 SP:Iteration 5Q (5684.590000 sec): 3 clusters Score: Raw -168907.626639 + Penalty 3454.679851 = -165452.946788 nChanged 31 SP:Iteration 6Q (5684.760000 sec): 3 clusters Score: Raw -169001.208495 + Penalty 3454.679851 = -165546.528644 nChanged 31 SP:Iteration 7Q (5684.920000 sec): 3 clusters Score: Raw -169076.880585 + Penalty 3454.679851 = -165622.200734 nChanged 23 SP:Iteration 8Q (5685.100000 sec): 3 clusters Score: Raw -169120.670429 + Penalty 3454.679851 = -165665.990577 nChanged 23 SP:Iteration 9Q (5685.260000 sec): 3 clusters Score: Raw -169158.802893 + Penalty 3454.679851 = -165704.123041 nChanged 15 SP:Iteration 10Q (5685.400000 sec): 3 clusters Score: Raw -169182.539301 + Penalty 3454.679851 = -165727.859450 nChanged 10 SP:Iteration 11Q (5685.580000 sec): 3 clusters Score: Raw -169196.676807 + Penalty 3454.679851 = -165741.996956 nChanged 11 SP:Iteration 12Q (5685.720000 sec): 3 clusters Score: Raw -169212.562671 + Penalty 3454.679851 = -165757.882820 nChanged 6 SP:Iteration 13Q (5685.860000 sec): 3 clusters Score: Raw -169220.144360 + Penalty 3454.679851 = -165765.464509 nChanged 8 SP:Iteration 14Q (5686.000000 sec): 3 clusters Score: Raw -169228.443173 + Penalty 3454.679851 = -165773.763322 nChanged 6 SP:Iteration 15Q (5686.180000 sec): 3 clusters Score: Raw -169234.364334 + Penalty 3454.679851 = -165779.684483 nChanged 1 SP:Iteration 16Q (5686.360000 sec): 3 clusters Score: Raw -169235.198106 + Penalty 3454.679851 = -165780.518255 nChanged 0 SP:Iteration 17F (5686.540000 sec): 3 clusters Score: Raw -169235.198106 + Penalty 3454.679851 = -165780.518255 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5686.580000 sec): 2 clusters Score: Raw -81360.405448 + Penalty 1543.198914 = -79817.206534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5686.720000 sec): 3 clusters Score: Raw -81436.178583 + Penalty 3086.397829 = -78349.780754 nChanged 91 SP:Iteration 1F (5686.860000 sec): 3 clusters Score: Raw -81702.021086 + Penalty 3086.397829 = -78615.623257 nChanged 29 SP:Iteration 2F (5687.000000 sec): 3 clusters Score: Raw -81798.795545 + Penalty 3086.397829 = -78712.397716 nChanged 25 SP:Iteration 3Q (5687.160000 sec): 3 clusters Score: Raw -81876.530642 + Penalty 3086.397829 = -78790.132813 nChanged 19 SP:Iteration 4Q (5687.300000 sec): 3 clusters Score: Raw -81935.192758 + Penalty 3086.397829 = -78848.794929 nChanged 16 SP:Iteration 5Q (5687.440000 sec): 3 clusters Score: Raw -81977.467378 + Penalty 3086.397829 = -78891.069550 nChanged 9 SP:Iteration 6Q (5687.610000 sec): 3 clusters Score: Raw -82001.520955 + Penalty 3086.397829 = -78915.123126 nChanged 5 SP:Iteration 7Q (5687.790000 sec): 3 clusters Score: Raw -82010.527621 + Penalty 3086.397829 = -78924.129792 nChanged 1 SP:Iteration 8Q (5687.940000 sec): 3 clusters Score: Raw -82011.319681 + Penalty 3086.397829 = -78924.921852 nChanged 0 SP:Iteration 9F (5688.120000 sec): 3 clusters Score: Raw -82011.319681 + Penalty 3086.397829 = -78924.921852 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5688.230000 sec): 2 clusters Score: Raw -44873.956092 + Penalty 1400.070831 = -43473.885261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5688.440000 sec): 3 clusters Score: Raw -45007.424091 + Penalty 2800.141661 = -42207.282430 nChanged 31 SP:Iteration 1F (5688.580000 sec): 3 clusters Score: Raw -45105.843060 + Penalty 2800.141661 = -42305.701399 nChanged 6 SP:Iteration 2Q (5688.740000 sec): 3 clusters Score: Raw -45128.435137 + Penalty 2800.141661 = -42328.293476 nChanged 0 SP:Iteration 3F (5688.900000 sec): 3 clusters Score: Raw -45128.435137 + Penalty 2800.141661 = -42328.293476 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5688.980000 sec): 2 clusters Score: Raw -74932.553679 + Penalty 1534.179739 = -73398.373941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5689.170000 sec): 3 clusters Score: Raw -75013.442830 + Penalty 3068.359477 = -71945.083352 nChanged 86 SP:Iteration 1F (5689.310000 sec): 3 clusters Score: Raw -75227.883611 + Penalty 3068.359477 = -72159.524134 nChanged 26 SP:Iteration 2F (5689.480000 sec): 3 clusters Score: Raw -75290.282664 + Penalty 3068.359477 = -72221.923186 nChanged 10 SP:Iteration 3Q (5689.640000 sec): 3 clusters Score: Raw -75322.576047 + Penalty 3068.359477 = -72254.216570 nChanged 8 SP:Iteration 4Q (5689.810000 sec): 3 clusters Score: Raw -75344.642366 + Penalty 3068.359477 = -72276.282889 nChanged 9 SP:Iteration 5Q (5689.970000 sec): 3 clusters Score: Raw -75370.699416 + Penalty 3068.359477 = -72302.339938 nChanged 7 SP:Iteration 6Q (5690.170000 sec): 3 clusters Score: Raw -75393.992854 + Penalty 3068.359477 = -72325.633376 nChanged 7 SP:Iteration 7Q (5690.340000 sec): 3 clusters Score: Raw -75418.428231 + Penalty 3068.359477 = -72350.068753 nChanged 8 SP:Iteration 8Q (5690.520000 sec): 3 clusters Score: Raw -75448.575207 + Penalty 3068.359477 = -72380.215729 nChanged 2 SP:Iteration 9Q (5690.680000 sec): 3 clusters Score: Raw -75457.124276 + Penalty 3068.359477 = -72388.764799 nChanged 2 SP:Iteration 10Q (5690.830000 sec): 3 clusters Score: Raw -75468.595308 + Penalty 3068.359477 = -72400.235830 nChanged 3 SP:Iteration 11Q (5691.010000 sec): 3 clusters Score: Raw -75484.889399 + Penalty 3068.359477 = -72416.529921 nChanged 2 SP:Iteration 12Q (5691.160000 sec): 3 clusters Score: Raw -75489.737375 + Penalty 3068.359477 = -72421.377898 nChanged 2 SP:Iteration 13Q (5691.320000 sec): 3 clusters Score: Raw -75494.382529 + Penalty 3068.359477 = -72426.023051 nChanged 0 SP:Iteration 14F (5691.490000 sec): 3 clusters Score: Raw -75494.382529 + Penalty 3068.359477 = -72426.023051 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (20660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5691.700000 sec): 2 clusters Score: Raw -3577757.885734 + Penalty 2464.116776 = -3575293.768958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5692.030000 sec): 3 clusters Score: Raw -3565744.374606 + Penalty 4928.233552 = -3560816.141054 nChanged 9125 SP:Iteration 1F (5692.310000 sec): 3 clusters Score: Raw -3570625.639226 + Penalty 4928.233552 = -3565697.405673 nChanged 1082 SP:Iteration 2F (5692.640000 sec): 3 clusters Score: Raw -3571024.868229 + Penalty 4928.233552 = -3566096.634676 nChanged 944 SP:Iteration 3Q (5692.960000 sec): 3 clusters Score: Raw -3571368.541450 + Penalty 4928.233552 = -3566440.307897 nChanged 843 SP:Iteration 4Q (5693.270000 sec): 3 clusters Score: Raw -3571644.248900 + Penalty 4928.233552 = -3566716.015347 nChanged 744 SP:Iteration 5Q (5693.630000 sec): 3 clusters Score: Raw -3571910.647484 + Penalty 4928.233552 = -3566982.413931 nChanged 710 SP:Iteration 6Q (5693.920000 sec): 3 clusters Score: Raw -3572193.828799 + Penalty 4928.233552 = -3567265.595246 nChanged 761 SP:Iteration 7Q (5694.270000 sec): 3 clusters Score: Raw -3572533.048575 + Penalty 4928.233552 = -3567604.815023 nChanged 814 SP:Iteration 8Q (5694.500000 sec): 3 clusters Score: Raw -3572935.755752 + Penalty 4928.233552 = -3568007.522200 nChanged 907 SP:Iteration 9Q (5694.820000 sec): 3 clusters Score: Raw -3573453.356668 + Penalty 4928.233552 = -3568525.123116 nChanged 1030 SP:Iteration 10Q (5695.180000 sec): 3 clusters Score: Raw -3574149.981540 + Penalty 4928.233552 = -3569221.747987 nChanged 1097 SP:Iteration 11F (5695.500000 sec): 3 clusters Score: Raw -3574973.437766 + Penalty 4928.233552 = -3570045.204214 nChanged 1109 SP:Iteration 12F (5695.800000 sec): 3 clusters Score: Raw -3575852.890354 + Penalty 4928.233552 = -3570924.656801 nChanged 928 SP:Iteration 13Q (5696.170000 sec): 3 clusters Score: Raw -3576597.104127 + Penalty 4928.233552 = -3571668.870574 nChanged 634 SP:Iteration 14Q (5696.470000 sec): 3 clusters Score: Raw -3577097.222045 + Penalty 4928.233552 = -3572168.988493 nChanged 419 SP:Iteration 15Q (5696.800000 sec): 3 clusters Score: Raw -3577447.799061 + Penalty 4928.233552 = -3572519.565509 nChanged 238 SP:Iteration 16Q (5697.130000 sec): 3 clusters Score: Raw -3577665.352935 + Penalty 4928.233552 = -3572737.119382 nChanged 162 SP:Iteration 17Q (5697.520000 sec): 3 clusters Score: Raw -3577803.236240 + Penalty 4928.233552 = -3572875.002688 nChanged 101 SP:Iteration 18Q (5697.780000 sec): 3 clusters Score: Raw -3577886.080140 + Penalty 4928.233552 = -3572957.846588 nChanged 56 SP:Iteration 19Q (5698.080000 sec): 3 clusters Score: Raw -3577925.039126 + Penalty 4928.233552 = -3572996.805574 nChanged 38 SP:Iteration 20F (5698.330000 sec): 3 clusters Score: Raw -3577956.656369 + Penalty 4928.233552 = -3573028.422817 nChanged 31 SP:Iteration 21Q (5698.590000 sec): 3 clusters Score: Raw -3577982.704220 + Penalty 4928.233552 = -3573054.470667 nChanged 24 SP:Iteration 22Q (5698.820000 sec): 3 clusters Score: Raw -3578002.624940 + Penalty 4928.233552 = -3573074.391387 nChanged 21 SP:Iteration 23Q (5699.060000 sec): 3 clusters Score: Raw -3578018.675062 + Penalty 4928.233552 = -3573090.441509 nChanged 19 SP:Iteration 24Q (5699.380000 sec): 3 clusters Score: Raw -3578032.881302 + Penalty 4928.233552 = -3573104.647750 nChanged 14 SP:Iteration 25Q (5699.650000 sec): 3 clusters Score: Raw -3578043.761962 + Penalty 4928.233552 = -3573115.528409 nChanged 10 SP:Iteration 26Q (5699.920000 sec): 3 clusters Score: Raw -3578053.726863 + Penalty 4928.233552 = -3573125.493310 nChanged 8 SP:Iteration 27Q (5700.190000 sec): 3 clusters Score: Raw -3578061.298012 + Penalty 4928.233552 = -3573133.064460 nChanged 6 SP:Iteration 28Q (5700.450000 sec): 3 clusters Score: Raw -3578067.165792 + Penalty 4928.233552 = -3573138.932239 nChanged 5 SP:Iteration 29Q (5700.740000 sec): 3 clusters Score: Raw -3578070.668028 + Penalty 4928.233552 = -3573142.434475 nChanged 1 SP:Iteration 30Q (5701.030000 sec): 3 clusters Score: Raw -3578071.492023 + Penalty 4928.233552 = -3573143.258470 nChanged 1 SP:Iteration 31Q (5701.270000 sec): 3 clusters Score: Raw -3578073.151925 + Penalty 4928.233552 = -3573144.918373 nChanged 1 SP:Iteration 32Q (5701.570000 sec): 3 clusters Score: Raw -3578074.622276 + Penalty 4928.233552 = -3573146.388724 nChanged 2 SP:Iteration 33Q (5701.880000 sec): 3 clusters Score: Raw -3578075.436782 + Penalty 4928.233552 = -3573147.203229 nChanged 1 SP:Iteration 34Q (5702.110000 sec): 3 clusters Score: Raw -3578076.114050 + Penalty 4928.233552 = -3573147.880497 nChanged 1 SP:Iteration 35Q (5702.370000 sec): 3 clusters Score: Raw -3578076.789959 + Penalty 4928.233552 = -3573148.556407 nChanged 3 SP:Iteration 36Q (5702.710000 sec): 3 clusters Score: Raw -3578078.501651 + Penalty 4928.233552 = -3573150.268099 nChanged 2 SP:Iteration 37Q (5703.090000 sec): 3 clusters Score: Raw -3578080.178804 + Penalty 4928.233552 = -3573151.945251 nChanged 1 SP:Iteration 38Q (5703.370000 sec): 3 clusters Score: Raw -3578081.254367 + Penalty 4928.233552 = -3573153.020815 nChanged 1 SP:Iteration 39Q (5703.690000 sec): 3 clusters Score: Raw -3578083.326223 + Penalty 4928.233552 = -3573155.092671 nChanged 3 SP:Iteration 40F (5704.090000 sec): 3 clusters Score: Raw -3578086.009800 + Penalty 4928.233552 = -3573157.776248 nChanged 1 SP:Iteration 41Q (5704.400000 sec): 3 clusters Score: Raw -3578086.329711 + Penalty 4928.233552 = -3573158.096159 nChanged 1 SP:Iteration 42Q (5704.760000 sec): 3 clusters Score: Raw -3578087.884536 + Penalty 4928.233552 = -3573159.650984 nChanged 1 SP:Iteration 43Q (5705.080000 sec): 3 clusters Score: Raw -3578088.353790 + Penalty 4928.233552 = -3573160.120237 nChanged 1 SP:Iteration 44Q (5705.330000 sec): 3 clusters Score: Raw -3578088.967493 + Penalty 4928.233552 = -3573160.733940 nChanged 1 SP:Iteration 45Q (5705.640000 sec): 3 clusters Score: Raw -3578089.799045 + Penalty 4928.233552 = -3573161.565493 nChanged 2 SP:Iteration 46Q (5705.910000 sec): 3 clusters Score: Raw -3578091.043965 + Penalty 4928.233552 = -3573162.810413 nChanged 1 SP:Iteration 47Q (5706.150000 sec): 3 clusters Score: Raw -3578091.564509 + Penalty 4928.233552 = -3573163.330957 nChanged 1 SP:Iteration 48Q (5706.450000 sec): 3 clusters Score: Raw -3578092.317936 + Penalty 4928.233552 = -3573164.084383 nChanged 0 SP:Iteration 49F (5706.680000 sec): 3 clusters Score: Raw -3578092.317936 + Penalty 4928.233552 = -3573164.084383 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5706.820000 sec): 2 clusters Score: Raw -24067.463025 + Penalty 1264.766874 = -22802.696151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.030000 sec): 3 clusters Score: Raw -24357.157263 + Penalty 2529.533748 = -21827.623515 nChanged 14 SP:Iteration 1F (5707.200000 sec): 3 clusters Score: Raw -24416.246609 + Penalty 2529.533748 = -21886.712861 nChanged 3 SP:Iteration 2Q (5707.390000 sec): 3 clusters Score: Raw -24437.407416 + Penalty 2529.533748 = -21907.873668 nChanged 1 SP:Iteration 3Q (5707.520000 sec): 3 clusters Score: Raw -24442.078432 + Penalty 2529.533748 = -21912.544684 nChanged 0 SP:Iteration 4F (5707.710000 sec): 3 clusters Score: Raw -24442.078432 + Penalty 2529.533748 = -21912.544684 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5707.830000 sec): 2 clusters Score: Raw -381249.405917 + Penalty 1902.497509 = -379346.908408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.960000 sec): 3 clusters Score: Raw -380395.311778 + Penalty 3804.995018 = -376590.316760 nChanged 735 SP:Iteration 1F (5708.090000 sec): 3 clusters Score: Raw -380959.775032 + Penalty 3804.995018 = -377154.780015 nChanged 177 SP:Iteration 2F (5708.260000 sec): 3 clusters Score: Raw -381162.449371 + Penalty 3804.995018 = -377357.454354 nChanged 113 SP:Iteration 3F (5708.430000 sec): 3 clusters Score: Raw -381281.432984 + Penalty 3804.995018 = -377476.437966 nChanged 71 SP:Iteration 4Q (5708.610000 sec): 3 clusters Score: Raw -381344.481768 + Penalty 3804.995018 = -377539.486750 nChanged 58 SP:Iteration 5Q (5708.730000 sec): 3 clusters Score: Raw -381398.974808 + Penalty 3804.995018 = -377593.979791 nChanged 48 SP:Iteration 6Q (5708.900000 sec): 3 clusters Score: Raw -381446.661442 + Penalty 3804.995018 = -377641.666424 nChanged 38 SP:Iteration 7Q (5709.080000 sec): 3 clusters Score: Raw -381490.745366 + Penalty 3804.995018 = -377685.750348 nChanged 42 SP:Iteration 8Q (5709.280000 sec): 3 clusters Score: Raw -381572.162408 + Penalty 3804.995018 = -377767.167390 nChanged 56 SP:Iteration 9Q (5709.450000 sec): 3 clusters Score: Raw -381669.700334 + Penalty 3804.995018 = -377864.705316 nChanged 67 SP:Iteration 10Q (5709.590000 sec): 3 clusters Score: Raw -381762.669106 + Penalty 3804.995018 = -377957.674088 nChanged 62 SP:Iteration 11Q (5709.760000 sec): 3 clusters Score: Raw -381851.674067 + Penalty 3804.995018 = -378046.679049 nChanged 60 SP:Iteration 12Q (5709.890000 sec): 3 clusters Score: Raw -381940.661313 + Penalty 3804.995018 = -378135.666296 nChanged 61 SP:Iteration 13Q (5710.170000 sec): 3 clusters Score: Raw -382034.763073 + Penalty 3804.995018 = -378229.768055 nChanged 71 SP:Iteration 14Q (5710.400000 sec): 3 clusters Score: Raw -382122.749041 + Penalty 3804.995018 = -378317.754023 nChanged 51 SP:Iteration 15Q (5710.590000 sec): 3 clusters Score: Raw -382171.639624 + Penalty 3804.995018 = -378366.644606 nChanged 37 SP:Iteration 16Q (5710.780000 sec): 3 clusters Score: Raw -382215.629999 + Penalty 3804.995018 = -378410.634981 nChanged 26 SP:Iteration 17Q (5710.930000 sec): 3 clusters Score: Raw -382240.449316 + Penalty 3804.995018 = -378435.454298 nChanged 14 SP:Iteration 18Q (5711.160000 sec): 3 clusters Score: Raw -382250.573152 + Penalty 3804.995018 = -378445.578135 nChanged 6 SP:Iteration 19Q (5711.530000 sec): 3 clusters Score: Raw -382254.359797 + Penalty 3804.995018 = -378449.364779 nChanged 3 SP:Iteration 20F (5711.720000 sec): 3 clusters Score: Raw -382256.572511 + Penalty 3804.995018 = -378451.577493 nChanged 4 SP:Iteration 21Q (5711.920000 sec): 3 clusters Score: Raw -382260.367712 + Penalty 3804.995018 = -378455.372694 nChanged 6 SP:Iteration 22Q (5712.170000 sec): 3 clusters Score: Raw -382264.939289 + Penalty 3804.995018 = -378459.944271 nChanged 6 SP:Iteration 23Q (5712.400000 sec): 3 clusters Score: Raw -382270.835187 + Penalty 3804.995018 = -378465.840169 nChanged 8 SP:Iteration 24Q (5712.550000 sec): 3 clusters Score: Raw -382278.531701 + Penalty 3804.995018 = -378473.536683 nChanged 9 SP:Iteration 25Q (5712.680000 sec): 3 clusters Score: Raw -382286.076446 + Penalty 3804.995018 = -378481.081428 nChanged 10 SP:Iteration 26Q (5712.840000 sec): 3 clusters Score: Raw -382293.508478 + Penalty 3804.995018 = -378488.513461 nChanged 4 SP:Iteration 27Q (5713.070000 sec): 3 clusters Score: Raw -382296.977923 + Penalty 3804.995018 = -378491.982905 nChanged 6 SP:Iteration 28Q (5713.260000 sec): 3 clusters Score: Raw -382301.548274 + Penalty 3804.995018 = -378496.553256 nChanged 1 SP:Iteration 29Q (5713.440000 sec): 3 clusters Score: Raw -382302.002786 + Penalty 3804.995018 = -378497.007768 nChanged 1 SP:Iteration 30Q (5713.620000 sec): 3 clusters Score: Raw -382302.923340 + Penalty 3804.995018 = -378497.928322 nChanged 0 SP:Iteration 31F (5713.760000 sec): 3 clusters Score: Raw -382302.923340 + Penalty 3804.995018 = -378497.928322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5713.840000 sec): 2 clusters Score: Raw -49489.539267 + Penalty 1454.180532 = -48035.358735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5714.030000 sec): 3 clusters Score: Raw -49601.748433 + Penalty 2908.361063 = -46693.387370 nChanged 54 SP:Iteration 1F (5714.270000 sec): 3 clusters Score: Raw -49783.896593 + Penalty 2908.361063 = -46875.535530 nChanged 26 SP:Iteration 2F (5714.440000 sec): 3 clusters Score: Raw -49963.544743 + Penalty 2908.361063 = -47055.183680 nChanged 19 SP:Iteration 3F (5714.670000 sec): 3 clusters Score: Raw -50126.135732 + Penalty 2908.361063 = -47217.774669 nChanged 18 SP:Iteration 4F (5714.800000 sec): 3 clusters Score: Raw -50308.627596 + Penalty 2908.361063 = -47400.266533 nChanged 14 SP:Iteration 5Q (5715.000000 sec): 3 clusters Score: Raw -50469.177773 + Penalty 2908.361063 = -47560.816710 nChanged 10 SP:Iteration 6Q (5715.140000 sec): 3 clusters Score: Raw -50705.199041 + Penalty 2908.361063 = -47796.837978 nChanged 8 SP:Iteration 7Q (5715.290000 sec): 3 clusters Score: Raw -50766.447041 + Penalty 2908.361063 = -47858.085978 nChanged 9 SP:Iteration 8Q (5715.520000 sec): 3 clusters Score: Raw -50868.510286 + Penalty 2908.361063 = -47960.149223 nChanged 7 SP:Iteration 9Q (5715.650000 sec): 3 clusters Score: Raw -50916.988680 + Penalty 2908.361063 = -48008.627617 nChanged 5 SP:Iteration 10Q (5715.730000 sec): 3 clusters Score: Raw -50940.006727 + Penalty 2908.361063 = -48031.645664 nChanged 2 SP:Iteration 11Q (5715.900000 sec): 3 clusters Score: Raw -50950.256373 + Penalty 2908.361063 = -48041.895310 nChanged 0 SP:Iteration 12F (5716.020000 sec): 3 clusters Score: Raw -50950.256373 + Penalty 2908.361063 = -48041.895310 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (4637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5716.210000 sec): 2 clusters Score: Raw -781522.278372 + Penalty 2093.572075 = -779428.706297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5716.500000 sec): 3 clusters Score: Raw -779298.282452 + Penalty 4187.144151 = -775111.138302 nChanged 1754 SP:Iteration 1F (5716.770000 sec): 3 clusters Score: Raw -780245.059304 + Penalty 4187.144151 = -776057.915153 nChanged 336 SP:Iteration 2F (5716.960000 sec): 3 clusters Score: Raw -780437.457740 + Penalty 4187.144151 = -776250.313590 nChanged 245 SP:Iteration 3F (5717.130000 sec): 3 clusters Score: Raw -780573.979979 + Penalty 4187.144151 = -776386.835828 nChanged 193 SP:Iteration 4Q (5717.390000 sec): 3 clusters Score: Raw -780677.645687 + Penalty 4187.144151 = -776490.501536 nChanged 135 SP:Iteration 5Q (5717.530000 sec): 3 clusters Score: Raw -780746.241866 + Penalty 4187.144151 = -776559.097715 nChanged 115 SP:Iteration 6Q (5717.730000 sec): 3 clusters Score: Raw -780801.466374 + Penalty 4187.144151 = -776614.322223 nChanged 111 SP:Iteration 7Q (5717.930000 sec): 3 clusters Score: Raw -780854.579948 + Penalty 4187.144151 = -776667.435797 nChanged 112 SP:Iteration 8Q (5718.140000 sec): 3 clusters Score: Raw -780914.269116 + Penalty 4187.144151 = -776727.124965 nChanged 117 SP:Iteration 9Q (5718.330000 sec): 3 clusters Score: Raw -780977.200192 + Penalty 4187.144151 = -776790.056041 nChanged 83 SP:Iteration 10Q (5718.550000 sec): 3 clusters Score: Raw -781016.830802 + Penalty 4187.144151 = -776829.686651 nChanged 78 SP:Iteration 11Q (5718.720000 sec): 3 clusters Score: Raw -781054.157233 + Penalty 4187.144151 = -776867.013083 nChanged 82 SP:Iteration 12Q (5718.910000 sec): 3 clusters Score: Raw -781096.008760 + Penalty 4187.144151 = -776908.864610 nChanged 81 SP:Iteration 13Q (5719.130000 sec): 3 clusters Score: Raw -781150.570192 + Penalty 4187.144151 = -776963.426041 nChanged 97 SP:Iteration 14Q (5719.390000 sec): 3 clusters Score: Raw -781208.133058 + Penalty 4187.144151 = -777020.988907 nChanged 87 SP:Iteration 15Q (5719.610000 sec): 3 clusters Score: Raw -781256.525758 + Penalty 4187.144151 = -777069.381608 nChanged 80 SP:Iteration 16Q (5719.810000 sec): 3 clusters Score: Raw -781306.314758 + Penalty 4187.144151 = -777119.170608 nChanged 75 SP:Iteration 17Q (5720.050000 sec): 3 clusters Score: Raw -781349.702507 + Penalty 4187.144151 = -777162.558357 nChanged 62 SP:Iteration 18Q (5720.240000 sec): 3 clusters Score: Raw -781386.402948 + Penalty 4187.144151 = -777199.258798 nChanged 68 SP:Iteration 19Q (5720.470000 sec): 3 clusters Score: Raw -781430.740647 + Penalty 4187.144151 = -777243.596496 nChanged 75 SP:Iteration 20F (5720.660000 sec): 3 clusters Score: Raw -781478.984852 + Penalty 4187.144151 = -777291.840702 nChanged 65 SP:Iteration 21Q (5720.890000 sec): 3 clusters Score: Raw -781520.169859 + Penalty 4187.144151 = -777333.025708 nChanged 52 SP:Iteration 22Q (5721.070000 sec): 3 clusters Score: Raw -781549.338498 + Penalty 4187.144151 = -777362.194347 nChanged 45 SP:Iteration 23Q (5721.310000 sec): 3 clusters Score: Raw -781573.267083 + Penalty 4187.144151 = -777386.122933 nChanged 37 SP:Iteration 24Q (5721.490000 sec): 3 clusters Score: Raw -781592.508109 + Penalty 4187.144151 = -777405.363958 nChanged 41 SP:Iteration 25Q (5721.720000 sec): 3 clusters Score: Raw -781614.109853 + Penalty 4187.144151 = -777426.965702 nChanged 40 SP:Iteration 26Q (5721.910000 sec): 3 clusters Score: Raw -781633.731326 + Penalty 4187.144151 = -777446.587176 nChanged 24 SP:Iteration 27Q (5722.110000 sec): 3 clusters Score: Raw -781646.249482 + Penalty 4187.144151 = -777459.105332 nChanged 25 SP:Iteration 28Q (5722.270000 sec): 3 clusters Score: Raw -781659.312616 + Penalty 4187.144151 = -777472.168465 nChanged 17 SP:Iteration 29Q (5722.510000 sec): 3 clusters Score: Raw -781667.922563 + Penalty 4187.144151 = -777480.778412 nChanged 23 SP:Iteration 30Q (5722.660000 sec): 3 clusters Score: Raw -781680.837657 + Penalty 4187.144151 = -777493.693506 nChanged 24 SP:Iteration 31Q (5722.890000 sec): 3 clusters Score: Raw -781695.273465 + Penalty 4187.144151 = -777508.129315 nChanged 27 SP:Iteration 32Q (5723.080000 sec): 3 clusters Score: Raw -781708.670522 + Penalty 4187.144151 = -777521.526371 nChanged 14 SP:Iteration 33Q (5723.280000 sec): 3 clusters Score: Raw -781715.173592 + Penalty 4187.144151 = -777528.029441 nChanged 14 SP:Iteration 34Q (5723.480000 sec): 3 clusters Score: Raw -781720.854042 + Penalty 4187.144151 = -777533.709892 nChanged 11 SP:Iteration 35Q (5723.620000 sec): 3 clusters Score: Raw -781726.285018 + Penalty 4187.144151 = -777539.140868 nChanged 11 SP:Iteration 36Q (5723.790000 sec): 3 clusters Score: Raw -781731.395992 + Penalty 4187.144151 = -777544.251841 nChanged 11 SP:Iteration 37Q (5723.990000 sec): 3 clusters Score: Raw -781737.649389 + Penalty 4187.144151 = -777550.505238 nChanged 9 SP:Iteration 38Q (5724.170000 sec): 3 clusters Score: Raw -781742.416221 + Penalty 4187.144151 = -777555.272070 nChanged 8 SP:Iteration 39Q (5724.430000 sec): 3 clusters Score: Raw -781747.147310 + Penalty 4187.144151 = -777560.003159 nChanged 8 SP:Iteration 40F (5724.630000 sec): 3 clusters Score: Raw -781751.855213 + Penalty 4187.144151 = -777564.711062 nChanged 6 SP:Iteration 41Q (5724.830000 sec): 3 clusters Score: Raw -781757.040691 + Penalty 4187.144151 = -777569.896540 nChanged 6 SP:Iteration 42Q (5725.000000 sec): 3 clusters Score: Raw -781761.255422 + Penalty 4187.144151 = -777574.111272 nChanged 4 SP:Iteration 43Q (5725.250000 sec): 3 clusters Score: Raw -781763.813406 + Penalty 4187.144151 = -777576.669256 nChanged 3 SP:Iteration 44Q (5725.440000 sec): 3 clusters Score: Raw -781765.266424 + Penalty 4187.144151 = -777578.122273 nChanged 3 SP:Iteration 45Q (5725.670000 sec): 3 clusters Score: Raw -781767.358308 + Penalty 4187.144151 = -777580.214157 nChanged 4 SP:Iteration 46Q (5725.830000 sec): 3 clusters Score: Raw -781769.751407 + Penalty 4187.144151 = -777582.607256 nChanged 5 SP:Iteration 47Q (5726.020000 sec): 3 clusters Score: Raw -781772.513192 + Penalty 4187.144151 = -777585.369042 nChanged 5 SP:Iteration 48Q (5726.130000 sec): 3 clusters Score: Raw -781775.375930 + Penalty 4187.144151 = -777588.231780 nChanged 4 SP:Iteration 49Q (5726.270000 sec): 3 clusters Score: Raw -781777.900335 + Penalty 4187.144151 = -777590.756184 nChanged 7 SP:Iteration 50Q (5726.490000 sec): 3 clusters Score: Raw -781782.606232 + Penalty 4187.144151 = -777595.462081 nChanged 5 SP:Iteration 51Q (5726.620000 sec): 3 clusters Score: Raw -781784.593568 + Penalty 4187.144151 = -777597.449418 nChanged 2 SP:Iteration 52Q (5726.760000 sec): 3 clusters Score: Raw -781786.447011 + Penalty 4187.144151 = -777599.302860 nChanged 6 SP:Iteration 53Q (5726.900000 sec): 3 clusters Score: Raw -781789.750585 + Penalty 4187.144151 = -777602.606434 nChanged 8 SP:Iteration 54Q (5727.040000 sec): 3 clusters Score: Raw -781794.271869 + Penalty 4187.144151 = -777607.127719 nChanged 7 SP:Iteration 55Q (5727.190000 sec): 3 clusters Score: Raw -781797.963923 + Penalty 4187.144151 = -777610.819772 nChanged 5 SP:Iteration 56Q (5727.370000 sec): 3 clusters Score: Raw -781800.372549 + Penalty 4187.144151 = -777613.228398 nChanged 3 SP:Iteration 57Q (5727.510000 sec): 3 clusters Score: Raw -781802.620767 + Penalty 4187.144151 = -777615.476617 nChanged 5 SP:Iteration 58Q (5727.730000 sec): 3 clusters Score: Raw -781805.220058 + Penalty 4187.144151 = -777618.075908 nChanged 4 SP:Iteration 59Q (5727.930000 sec): 3 clusters Score: Raw -781807.132671 + Penalty 4187.144151 = -777619.988520 nChanged 3 SP:Iteration 60F (5728.090000 sec): 3 clusters Score: Raw -781808.530762 + Penalty 4187.144151 = -777621.386611 nChanged 2 SP:Iteration 61Q (5728.220000 sec): 3 clusters Score: Raw -781809.808643 + Penalty 4187.144151 = -777622.664492 nChanged 3 SP:Iteration 62Q (5728.360000 sec): 3 clusters Score: Raw -781811.473016 + Penalty 4187.144151 = -777624.328865 nChanged 5 SP:Iteration 63Q (5728.510000 sec): 3 clusters Score: Raw -781814.001397 + Penalty 4187.144151 = -777626.857246 nChanged 7 SP:Iteration 64Q (5728.660000 sec): 3 clusters Score: Raw -781816.904342 + Penalty 4187.144151 = -777629.760192 nChanged 2 SP:Iteration 65Q (5728.850000 sec): 3 clusters Score: Raw -781817.509607 + Penalty 4187.144151 = -777630.365457 nChanged 1 SP:Iteration 66Q (5729.000000 sec): 3 clusters Score: Raw -781817.984116 + Penalty 4187.144151 = -777630.839966 nChanged 1 SP:Iteration 67Q (5729.150000 sec): 3 clusters Score: Raw -781819.376492 + Penalty 4187.144151 = -777632.232341 nChanged 4 SP:Iteration 68Q (5729.300000 sec): 3 clusters Score: Raw -781821.065560 + Penalty 4187.144151 = -777633.921410 nChanged 1 SP:Iteration 69Q (5729.450000 sec): 3 clusters Score: Raw -781821.303246 + Penalty 4187.144151 = -777634.159095 nChanged 0 SP:Iteration 70F (5729.610000 sec): 3 clusters Score: Raw -781821.303246 + Penalty 4187.144151 = -777634.159095 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5729.690000 sec): 2 clusters Score: Raw -80648.031725 + Penalty 1549.514633 = -79098.517092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5729.850000 sec): 3 clusters Score: Raw -80651.318801 + Penalty 3099.029266 = -77552.289535 nChanged 93 SP:Iteration 1F (5730.010000 sec): 3 clusters Score: Raw -80857.895788 + Penalty 3099.029266 = -77758.866522 nChanged 28 SP:Iteration 2F (5730.170000 sec): 3 clusters Score: Raw -80925.474985 + Penalty 3099.029266 = -77826.445719 nChanged 8 SP:Iteration 3Q (5730.340000 sec): 3 clusters Score: Raw -80947.121661 + Penalty 3099.029266 = -77848.092396 nChanged 3 SP:Iteration 4Q (5730.500000 sec): 3 clusters Score: Raw -80955.062486 + Penalty 3099.029266 = -77856.033220 nChanged 3 SP:Iteration 5Q (5730.670000 sec): 3 clusters Score: Raw -80967.397917 + Penalty 3099.029266 = -77868.368651 nChanged 4 SP:Iteration 6Q (5730.830000 sec): 3 clusters Score: Raw -80972.889629 + Penalty 3099.029266 = -77873.860363 nChanged 0 SP:Iteration 7F (5731.030000 sec): 3 clusters Score: Raw -80972.889629 + Penalty 3099.029266 = -77873.860363 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5731.070000 sec): 2 clusters Score: Raw -53744.445053 + Penalty 1464.529738 = -52279.915315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5731.230000 sec): 3 clusters Score: Raw -53938.307265 + Penalty 2929.059477 = -51009.247788 nChanged 77 SP:Iteration 1F (5731.390000 sec): 3 clusters Score: Raw -54151.024316 + Penalty 2929.059477 = -51221.964839 nChanged 21 SP:Iteration 2F (5731.560000 sec): 3 clusters Score: Raw -54232.106751 + Penalty 2929.059477 = -51303.047275 nChanged 17 SP:Iteration 3Q (5731.720000 sec): 3 clusters Score: Raw -54334.085793 + Penalty 2929.059477 = -51405.026317 nChanged 9 SP:Iteration 4Q (5731.890000 sec): 3 clusters Score: Raw -54391.611328 + Penalty 2929.059477 = -51462.551851 nChanged 10 SP:Iteration 5Q (5732.050000 sec): 3 clusters Score: Raw -54472.901157 + Penalty 2929.059477 = -51543.841680 nChanged 9 SP:Iteration 6Q (5732.210000 sec): 3 clusters Score: Raw -54515.471102 + Penalty 2929.059477 = -51586.411626 nChanged 6 SP:Iteration 7Q (5732.380000 sec): 3 clusters Score: Raw -54534.663817 + Penalty 2929.059477 = -51605.604341 nChanged 5 SP:Iteration 8Q (5732.540000 sec): 3 clusters Score: Raw -54565.320140 + Penalty 2929.059477 = -51636.260664 nChanged 2 SP:Iteration 9Q (5732.710000 sec): 3 clusters Score: Raw -54576.791116 + Penalty 2929.059477 = -51647.731640 nChanged 2 SP:Iteration 10Q (5732.870000 sec): 3 clusters Score: Raw -54583.058469 + Penalty 2929.059477 = -51653.998993 nChanged 0 SP:Iteration 11F (5733.030000 sec): 3 clusters Score: Raw -54583.058469 + Penalty 2929.059477 = -51653.998993 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5733.120000 sec): 2 clusters Score: Raw -21198.772916 + Penalty 1356.078915 = -19842.694001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5733.270000 sec): 3 clusters Score: Raw -21507.792709 + Penalty 2712.157830 = -18795.634879 nChanged 43 SP:Iteration 1F (5733.430000 sec): 3 clusters Score: Raw -21720.092004 + Penalty 2712.157830 = -19007.934174 nChanged 13 SP:Iteration 2F (5733.590000 sec): 3 clusters Score: Raw -21768.235577 + Penalty 2712.157830 = -19056.077747 nChanged 11 SP:Iteration 3Q (5733.790000 sec): 3 clusters Score: Raw -21833.941593 + Penalty 2712.157830 = -19121.783763 nChanged 7 SP:Iteration 4Q (5733.950000 sec): 3 clusters Score: Raw -21864.901088 + Penalty 2712.157830 = -19152.743258 nChanged 3 SP:Iteration 5Q (5734.110000 sec): 3 clusters Score: Raw -21881.157555 + Penalty 2712.157830 = -19168.999725 nChanged 3 SP:Iteration 6Q (5734.270000 sec): 3 clusters Score: Raw -21898.090136 + Penalty 2712.157830 = -19185.932306 nChanged 5 SP:Iteration 7Q (5734.430000 sec): 3 clusters Score: Raw -21931.648100 + Penalty 2712.157830 = -19219.490270 nChanged 4 SP:Iteration 8Q (5734.590000 sec): 3 clusters Score: Raw -21942.974593 + Penalty 2712.157830 = -19230.816763 nChanged 4 SP:Iteration 9Q (5734.750000 sec): 3 clusters Score: Raw -21974.892306 + Penalty 2712.157830 = -19262.734476 nChanged 2 SP:Iteration 10Q (5734.900000 sec): 3 clusters Score: Raw -21978.552878 + Penalty 2712.157830 = -19266.395048 nChanged 0 SP:Iteration 11F (5735.060000 sec): 3 clusters Score: Raw -21978.552878 + Penalty 2712.157830 = -19266.395048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.130000 sec): 2 clusters Score: Raw -107801.515700 + Penalty 1603.217899 = -106198.297801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.290000 sec): 3 clusters Score: Raw -107774.259289 + Penalty 3206.435799 = -104567.823490 nChanged 115 SP:Iteration 1F (5735.440000 sec): 3 clusters Score: Raw -107952.930803 + Penalty 3206.435799 = -104746.495005 nChanged 30 SP:Iteration 2Q (5735.600000 sec): 3 clusters Score: Raw -108015.043689 + Penalty 3206.435799 = -104808.607890 nChanged 12 SP:Iteration 3Q (5735.720000 sec): 3 clusters Score: Raw -108041.266814 + Penalty 3206.435799 = -104834.831015 nChanged 5 SP:Iteration 4Q (5735.880000 sec): 3 clusters Score: Raw -108054.994091 + Penalty 3206.435799 = -104848.558292 nChanged 5 SP:Iteration 5Q (5736.040000 sec): 3 clusters Score: Raw -108073.340234 + Penalty 3206.435799 = -104866.904435 nChanged 4 SP:Iteration 6Q (5736.200000 sec): 3 clusters Score: Raw -108081.705619 + Penalty 3206.435799 = -104875.269820 nChanged 3 SP:Iteration 7Q (5736.360000 sec): 3 clusters Score: Raw -108087.329364 + Penalty 3206.435799 = -104880.893565 nChanged 5 SP:Iteration 8Q (5736.520000 sec): 3 clusters Score: Raw -108093.941111 + Penalty 3206.435799 = -104887.505312 nChanged 1 SP:Iteration 9Q (5736.680000 sec): 3 clusters Score: Raw -108095.648443 + Penalty 3206.435799 = -104889.212644 nChanged 0 SP:Iteration 10F (5736.840000 sec): 3 clusters Score: Raw -108095.648443 + Penalty 3206.435799 = -104889.212644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (9470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5737.000000 sec): 2 clusters Score: Raw -1612885.104830 + Penalty 2270.659278 = -1610614.445552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5737.260000 sec): 3 clusters Score: Raw -1607822.363588 + Penalty 4541.318556 = -1603281.045032 nChanged 3912 SP:Iteration 1F (5737.490000 sec): 3 clusters Score: Raw -1609959.106892 + Penalty 4541.318556 = -1605417.788336 nChanged 663 SP:Iteration 2F (5737.700000 sec): 3 clusters Score: Raw -1610338.784724 + Penalty 4541.318556 = -1605797.466168 nChanged 541 SP:Iteration 3F (5737.880000 sec): 3 clusters Score: Raw -1610680.790363 + Penalty 4541.318556 = -1606139.471807 nChanged 523 SP:Iteration 4F (5738.070000 sec): 3 clusters Score: Raw -1611013.890856 + Penalty 4541.318556 = -1606472.572300 nChanged 452 SP:Iteration 5Q (5738.260000 sec): 3 clusters Score: Raw -1611303.962424 + Penalty 4541.318556 = -1606762.643867 nChanged 411 SP:Iteration 6Q (5738.440000 sec): 3 clusters Score: Raw -1611555.792883 + Penalty 4541.318556 = -1607014.474326 nChanged 384 SP:Iteration 7Q (5738.710000 sec): 3 clusters Score: Raw -1611784.135362 + Penalty 4541.318556 = -1607242.816805 nChanged 355 SP:Iteration 8Q (5738.930000 sec): 3 clusters Score: Raw -1612003.581350 + Penalty 4541.318556 = -1607462.262793 nChanged 338 SP:Iteration 9Q (5739.120000 sec): 3 clusters Score: Raw -1612195.223858 + Penalty 4541.318556 = -1607653.905301 nChanged 286 SP:Iteration 10Q (5739.290000 sec): 3 clusters Score: Raw -1612335.899077 + Penalty 4541.318556 = -1607794.580520 nChanged 234 SP:Iteration 11Q (5739.480000 sec): 3 clusters Score: Raw -1612437.402109 + Penalty 4541.318556 = -1607896.083553 nChanged 185 SP:Iteration 12Q (5739.660000 sec): 3 clusters Score: Raw -1612521.872672 + Penalty 4541.318556 = -1607980.554116 nChanged 180 SP:Iteration 13Q (5739.840000 sec): 3 clusters Score: Raw -1612597.795523 + Penalty 4541.318556 = -1608056.476967 nChanged 161 SP:Iteration 14Q (5740.020000 sec): 3 clusters Score: Raw -1612663.260133 + Penalty 4541.318556 = -1608121.941577 nChanged 140 SP:Iteration 15Q (5740.190000 sec): 3 clusters Score: Raw -1612721.321311 + Penalty 4541.318556 = -1608180.002755 nChanged 126 SP:Iteration 16Q (5740.380000 sec): 3 clusters Score: Raw -1612767.510619 + Penalty 4541.318556 = -1608226.192063 nChanged 116 SP:Iteration 17Q (5740.560000 sec): 3 clusters Score: Raw -1612806.750972 + Penalty 4541.318556 = -1608265.432416 nChanged 104 SP:Iteration 18Q (5740.740000 sec): 3 clusters Score: Raw -1612839.420449 + Penalty 4541.318556 = -1608298.101893 nChanged 97 SP:Iteration 19Q (5740.920000 sec): 3 clusters Score: Raw -1612867.520858 + Penalty 4541.318556 = -1608326.202302 nChanged 73 SP:Iteration 20F (5741.090000 sec): 3 clusters Score: Raw -1612889.136239 + Penalty 4541.318556 = -1608347.817683 nChanged 74 SP:Iteration 21Q (5741.270000 sec): 3 clusters Score: Raw -1612907.555167 + Penalty 4541.318556 = -1608366.236611 nChanged 58 SP:Iteration 22Q (5741.450000 sec): 3 clusters Score: Raw -1612920.942343 + Penalty 4541.318556 = -1608379.623787 nChanged 57 SP:Iteration 23Q (5741.630000 sec): 3 clusters Score: Raw -1612933.934797 + Penalty 4541.318556 = -1608392.616241 nChanged 48 SP:Iteration 24Q (5741.850000 sec): 3 clusters Score: Raw -1612944.774004 + Penalty 4541.318556 = -1608403.455447 nChanged 40 SP:Iteration 25Q (5742.080000 sec): 3 clusters Score: Raw -1612954.579819 + Penalty 4541.318556 = -1608413.261262 nChanged 39 SP:Iteration 26Q (5742.300000 sec): 3 clusters Score: Raw -1612961.518880 + Penalty 4541.318556 = -1608420.200324 nChanged 34 SP:Iteration 27Q (5742.530000 sec): 3 clusters Score: Raw -1612969.168605 + Penalty 4541.318556 = -1608427.850049 nChanged 29 SP:Iteration 28Q (5742.750000 sec): 3 clusters Score: Raw -1612974.885357 + Penalty 4541.318556 = -1608433.566801 nChanged 20 SP:Iteration 29Q (5742.920000 sec): 3 clusters Score: Raw -1612979.399104 + Penalty 4541.318556 = -1608438.080548 nChanged 29 SP:Iteration 30Q (5743.110000 sec): 3 clusters Score: Raw -1612985.009139 + Penalty 4541.318556 = -1608443.690583 nChanged 25 SP:Iteration 31Q (5743.330000 sec): 3 clusters Score: Raw -1612990.074651 + Penalty 4541.318556 = -1608448.756095 nChanged 25 SP:Iteration 32Q (5743.510000 sec): 3 clusters Score: Raw -1612994.368122 + Penalty 4541.318556 = -1608453.049565 nChanged 15 SP:Iteration 33Q (5743.690000 sec): 3 clusters Score: Raw -1612996.492482 + Penalty 4541.318556 = -1608455.173925 nChanged 7 SP:Iteration 34Q (5743.870000 sec): 3 clusters Score: Raw -1612997.971255 + Penalty 4541.318556 = -1608456.652698 nChanged 14 SP:Iteration 35Q (5744.120000 sec): 3 clusters Score: Raw -1613000.680552 + Penalty 4541.318556 = -1608459.361996 nChanged 14 SP:Iteration 36Q (5744.310000 sec): 3 clusters Score: Raw -1613003.728393 + Penalty 4541.318556 = -1608462.409837 nChanged 11 SP:Iteration 37Q (5744.520000 sec): 3 clusters Score: Raw -1613005.690116 + Penalty 4541.318556 = -1608464.371559 nChanged 14 SP:Iteration 38Q (5744.710000 sec): 3 clusters Score: Raw -1613007.872451 + Penalty 4541.318556 = -1608466.553894 nChanged 9 SP:Iteration 39Q (5744.930000 sec): 3 clusters Score: Raw -1613009.721880 + Penalty 4541.318556 = -1608468.403324 nChanged 6 SP:Iteration 40F (5745.110000 sec): 3 clusters Score: Raw -1613010.444984 + Penalty 4541.318556 = -1608469.126428 nChanged 4 SP:Iteration 41Q (5745.290000 sec): 3 clusters Score: Raw -1613010.924848 + Penalty 4541.318556 = -1608469.606292 nChanged 5 SP:Iteration 42Q (5745.550000 sec): 3 clusters Score: Raw -1613011.517592 + Penalty 4541.318556 = -1608470.199035 nChanged 1 SP:Iteration 43Q (5745.730000 sec): 3 clusters Score: Raw -1613011.638083 + Penalty 4541.318556 = -1608470.319527 nChanged 1 SP:Iteration 44Q (5745.950000 sec): 3 clusters Score: Raw -1613011.720119 + Penalty 4541.318556 = -1608470.401563 nChanged 1 SP:Iteration 45Q (5746.130000 sec): 3 clusters Score: Raw -1613011.796800 + Penalty 4541.318556 = -1608470.478244 nChanged 0 SP:Iteration 46F (5746.310000 sec): 3 clusters Score: Raw -1613011.796800 + Penalty 4541.318556 = -1608470.478244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (10853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5746.410000 sec): 2 clusters Score: Raw -1901491.638173 + Penalty 2304.464811 = -1899187.173362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5746.690000 sec): 3 clusters Score: Raw -1895608.508480 + Penalty 4608.929622 = -1890999.578858 nChanged 4565 SP:Iteration 1F (5746.930000 sec): 3 clusters Score: Raw -1898199.328900 + Penalty 4608.929622 = -1893590.399278 nChanged 790 SP:Iteration 2F (5747.200000 sec): 3 clusters Score: Raw -1898682.847847 + Penalty 4608.929622 = -1894073.918225 nChanged 754 SP:Iteration 3F (5747.410000 sec): 3 clusters Score: Raw -1899202.736233 + Penalty 4608.929622 = -1894593.806611 nChanged 749 SP:Iteration 4F (5747.610000 sec): 3 clusters Score: Raw -1899739.013135 + Penalty 4608.929622 = -1895130.083513 nChanged 719 SP:Iteration 5F (5747.920000 sec): 3 clusters Score: Raw -1900251.455806 + Penalty 4608.929622 = -1895642.526184 nChanged 631 SP:Iteration 6F (5748.090000 sec): 3 clusters Score: Raw -1900661.653913 + Penalty 4608.929622 = -1896052.724291 nChanged 510 SP:Iteration 7Q (5748.370000 sec): 3 clusters Score: Raw -1900965.353878 + Penalty 4608.929622 = -1896356.424256 nChanged 394 SP:Iteration 8Q (5748.610000 sec): 3 clusters Score: Raw -1901181.845897 + Penalty 4608.929622 = -1896572.916275 nChanged 318 SP:Iteration 9Q (5748.890000 sec): 3 clusters Score: Raw -1901349.899874 + Penalty 4608.929622 = -1896740.970253 nChanged 273 SP:Iteration 10Q (5749.060000 sec): 3 clusters Score: Raw -1901507.499515 + Penalty 4608.929622 = -1896898.569893 nChanged 232 SP:Iteration 11Q (5749.300000 sec): 3 clusters Score: Raw -1901646.080806 + Penalty 4608.929622 = -1897037.151184 nChanged 202 SP:Iteration 12Q (5749.510000 sec): 3 clusters Score: Raw -1901772.429464 + Penalty 4608.929622 = -1897163.499843 nChanged 187 SP:Iteration 13Q (5749.730000 sec): 3 clusters Score: Raw -1901912.552743 + Penalty 4608.929622 = -1897303.623121 nChanged 177 SP:Iteration 14Q (5749.980000 sec): 3 clusters Score: Raw -1902065.380945 + Penalty 4608.929622 = -1897456.451323 nChanged 156 SP:Iteration 15Q (5750.200000 sec): 3 clusters Score: Raw -1902200.016956 + Penalty 4608.929622 = -1897591.087334 nChanged 146 SP:Iteration 16Q (5750.450000 sec): 3 clusters Score: Raw -1902312.205609 + Penalty 4608.929622 = -1897703.275987 nChanged 118 SP:Iteration 17Q (5750.660000 sec): 3 clusters Score: Raw -1902399.503328 + Penalty 4608.929622 = -1897790.573706 nChanged 90 SP:Iteration 18Q (5750.890000 sec): 3 clusters Score: Raw -1902455.232045 + Penalty 4608.929622 = -1897846.302423 nChanged 79 SP:Iteration 19Q (5751.210000 sec): 3 clusters Score: Raw -1902495.094263 + Penalty 4608.929622 = -1897886.164641 nChanged 52 SP:Iteration 20F (5751.370000 sec): 3 clusters Score: Raw -1902516.326551 + Penalty 4608.929622 = -1897907.396929 nChanged 33 SP:Iteration 21Q (5751.590000 sec): 3 clusters Score: Raw -1902528.134237 + Penalty 4608.929622 = -1897919.204616 nChanged 19 SP:Iteration 22Q (5751.790000 sec): 3 clusters Score: Raw -1902534.499037 + Penalty 4608.929622 = -1897925.569415 nChanged 11 SP:Iteration 23Q (5752.030000 sec): 3 clusters Score: Raw -1902537.510885 + Penalty 4608.929622 = -1897928.581263 nChanged 9 SP:Iteration 24Q (5752.240000 sec): 3 clusters Score: Raw -1902541.379162 + Penalty 4608.929622 = -1897932.449540 nChanged 11 SP:Iteration 25Q (5752.500000 sec): 3 clusters Score: Raw -1902546.294299 + Penalty 4608.929622 = -1897937.364677 nChanged 8 SP:Iteration 26Q (5752.750000 sec): 3 clusters Score: Raw -1902548.546757 + Penalty 4608.929622 = -1897939.617135 nChanged 3 SP:Iteration 27Q (5752.920000 sec): 3 clusters Score: Raw -1902549.483344 + Penalty 4608.929622 = -1897940.553722 nChanged 3 SP:Iteration 28Q (5753.130000 sec): 3 clusters Score: Raw -1902550.136695 + Penalty 4608.929622 = -1897941.207073 nChanged 3 SP:Iteration 29Q (5753.370000 sec): 3 clusters Score: Raw -1902550.599858 + Penalty 4608.929622 = -1897941.670236 nChanged 2 SP:Iteration 30Q (5753.580000 sec): 3 clusters Score: Raw -1902550.867596 + Penalty 4608.929622 = -1897941.937974 nChanged 1 SP:Iteration 31Q (5753.860000 sec): 3 clusters Score: Raw -1902551.004531 + Penalty 4608.929622 = -1897942.074909 nChanged 0 SP:Iteration 32F (5754.070000 sec): 3 clusters Score: Raw -1902551.004531 + Penalty 4608.929622 = -1897942.074909 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5754.130000 sec): 2 clusters Score: Raw -21632.234346 + Penalty 1308.972435 = -20323.261911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5754.290000 sec): 3 clusters Score: Raw -22021.426833 + Penalty 2617.944871 = -19403.481962 nChanged 32 SP:Iteration 1F (5754.450000 sec): 3 clusters Score: Raw -22260.624465 + Penalty 2617.944871 = -19642.679594 nChanged 9 SP:Iteration 2Q (5754.610000 sec): 3 clusters Score: Raw -22337.237742 + Penalty 2617.944871 = -19719.292871 nChanged 3 SP:Iteration 3Q (5754.770000 sec): 3 clusters Score: Raw -22366.440097 + Penalty 2617.944871 = -19748.495226 nChanged 4 SP:Iteration 4Q (5754.930000 sec): 3 clusters Score: Raw -22398.445072 + Penalty 2617.944871 = -19780.500201 nChanged 7 SP:Iteration 5Q (5755.100000 sec): 3 clusters Score: Raw -22442.149116 + Penalty 2617.944871 = -19824.204245 nChanged 3 SP:Iteration 6Q (5755.260000 sec): 3 clusters Score: Raw -22457.924731 + Penalty 2617.944871 = -19839.979860 nChanged 3 SP:Iteration 7Q (5755.490000 sec): 3 clusters Score: Raw -22476.710365 + Penalty 2617.944871 = -19858.765494 nChanged 1 SP:Iteration 8Q (5755.680000 sec): 3 clusters Score: Raw -22483.235575 + Penalty 2617.944871 = -19865.290704 nChanged 0 SP:Iteration 9F (5755.810000 sec): 3 clusters Score: Raw -22483.235575 + Penalty 2617.944871 = -19865.290704 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5755.910000 sec): 2 clusters Score: Raw -110754.938390 + Penalty 1620.739835 = -109134.198555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5756.090000 sec): 3 clusters Score: Raw -110641.493206 + Penalty 3241.479670 = -107400.013535 nChanged 143 SP:Iteration 1F (5756.270000 sec): 3 clusters Score: Raw -110834.020341 + Penalty 3241.479670 = -107592.540670 nChanged 27 SP:Iteration 2Q (5756.460000 sec): 3 clusters Score: Raw -110875.306426 + Penalty 3241.479670 = -107633.826755 nChanged 11 SP:Iteration 3Q (5756.620000 sec): 3 clusters Score: Raw -110894.206510 + Penalty 3241.479670 = -107652.726840 nChanged 7 SP:Iteration 4Q (5756.800000 sec): 3 clusters Score: Raw -110906.866982 + Penalty 3241.479670 = -107665.387312 nChanged 9 SP:Iteration 5Q (5756.950000 sec): 3 clusters Score: Raw -110921.227093 + Penalty 3241.479670 = -107679.747422 nChanged 5 SP:Iteration 6Q (5757.100000 sec): 3 clusters Score: Raw -110928.627450 + Penalty 3241.479670 = -107687.147780 nChanged 4 SP:Iteration 7Q (5757.230000 sec): 3 clusters Score: Raw -110936.339711 + Penalty 3241.479670 = -107694.860041 nChanged 4 SP:Iteration 8Q (5757.370000 sec): 3 clusters Score: Raw -110942.674138 + Penalty 3241.479670 = -107701.194467 nChanged 0 SP:Iteration 9F (5757.510000 sec): 3 clusters Score: Raw -110942.674138 + Penalty 3241.479670 = -107701.194467 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (11075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5757.710000 sec): 2 clusters Score: Raw -1892060.793781 + Penalty 2309.486508 = -1889751.307273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5758.010000 sec): 3 clusters Score: Raw -1886072.701192 + Penalty 4618.973015 = -1881453.728176 nChanged 4593 SP:Iteration 1F (5758.280000 sec): 3 clusters Score: Raw -1888617.624475 + Penalty 4618.973015 = -1883998.651460 nChanged 706 SP:Iteration 2F (5758.570000 sec): 3 clusters Score: Raw -1888940.180187 + Penalty 4618.973015 = -1884321.207172 nChanged 549 SP:Iteration 3Q (5758.810000 sec): 3 clusters Score: Raw -1889172.536434 + Penalty 4618.973015 = -1884553.563419 nChanged 419 SP:Iteration 4Q (5759.050000 sec): 3 clusters Score: Raw -1889339.278792 + Penalty 4618.973015 = -1884720.305777 nChanged 349 SP:Iteration 5Q (5759.380000 sec): 3 clusters Score: Raw -1889497.088464 + Penalty 4618.973015 = -1884878.115449 nChanged 359 SP:Iteration 6Q (5759.690000 sec): 3 clusters Score: Raw -1889661.312668 + Penalty 4618.973015 = -1885042.339653 nChanged 360 SP:Iteration 7Q (5759.910000 sec): 3 clusters Score: Raw -1889844.647742 + Penalty 4618.973015 = -1885225.674727 nChanged 408 SP:Iteration 8Q (5760.120000 sec): 3 clusters Score: Raw -1890081.977194 + Penalty 4618.973015 = -1885463.004179 nChanged 468 SP:Iteration 9Q (5760.430000 sec): 3 clusters Score: Raw -1890372.492920 + Penalty 4618.973015 = -1885753.519905 nChanged 491 SP:Iteration 10Q (5760.730000 sec): 3 clusters Score: Raw -1890697.630208 + Penalty 4618.973015 = -1886078.657193 nChanged 451 SP:Iteration 11Q (5760.990000 sec): 3 clusters Score: Raw -1891052.959090 + Penalty 4618.973015 = -1886433.986075 nChanged 430 SP:Iteration 12Q (5761.200000 sec): 3 clusters Score: Raw -1891414.210904 + Penalty 4618.973015 = -1886795.237889 nChanged 336 SP:Iteration 13Q (5761.390000 sec): 3 clusters Score: Raw -1891714.384817 + Penalty 4618.973015 = -1887095.411802 nChanged 253 SP:Iteration 14Q (5761.610000 sec): 3 clusters Score: Raw -1891938.326188 + Penalty 4618.973015 = -1887319.353173 nChanged 149 SP:Iteration 15Q (5761.860000 sec): 3 clusters Score: Raw -1892067.861699 + Penalty 4618.973015 = -1887448.888684 nChanged 107 SP:Iteration 16Q (5762.100000 sec): 3 clusters Score: Raw -1892159.379658 + Penalty 4618.973015 = -1887540.406643 nChanged 62 SP:Iteration 17Q (5762.360000 sec): 3 clusters Score: Raw -1892214.833689 + Penalty 4618.973015 = -1887595.860674 nChanged 39 SP:Iteration 18Q (5762.600000 sec): 3 clusters Score: Raw -1892247.597960 + Penalty 4618.973015 = -1887628.624945 nChanged 34 SP:Iteration 19Q (5762.860000 sec): 3 clusters Score: Raw -1892282.402325 + Penalty 4618.973015 = -1887663.429310 nChanged 24 SP:Iteration 20F (5763.120000 sec): 3 clusters Score: Raw -1892301.534848 + Penalty 4618.973015 = -1887682.561833 nChanged 13 SP:Iteration 21Q (5763.410000 sec): 3 clusters Score: Raw -1892313.705485 + Penalty 4618.973015 = -1887694.732470 nChanged 12 SP:Iteration 22Q (5763.650000 sec): 3 clusters Score: Raw -1892327.861019 + Penalty 4618.973015 = -1887708.888004 nChanged 11 SP:Iteration 23Q (5763.970000 sec): 3 clusters Score: Raw -1892337.741820 + Penalty 4618.973015 = -1887718.768805 nChanged 13 SP:Iteration 24Q (5764.250000 sec): 3 clusters Score: Raw -1892350.789378 + Penalty 4618.973015 = -1887731.816362 nChanged 10 SP:Iteration 25Q (5764.450000 sec): 3 clusters Score: Raw -1892362.153453 + Penalty 4618.973015 = -1887743.180438 nChanged 7 SP:Iteration 26Q (5764.730000 sec): 3 clusters Score: Raw -1892370.495195 + Penalty 4618.973015 = -1887751.522180 nChanged 9 SP:Iteration 27Q (5765.000000 sec): 3 clusters Score: Raw -1892381.469186 + Penalty 4618.973015 = -1887762.496171 nChanged 9 SP:Iteration 28Q (5765.230000 sec): 3 clusters Score: Raw -1892390.350015 + Penalty 4618.973015 = -1887771.377000 nChanged 7 SP:Iteration 29Q (5765.470000 sec): 3 clusters Score: Raw -1892398.913749 + Penalty 4618.973015 = -1887779.940734 nChanged 9 SP:Iteration 30Q (5765.690000 sec): 3 clusters Score: Raw -1892410.809227 + Penalty 4618.973015 = -1887791.836212 nChanged 7 SP:Iteration 31Q (5765.900000 sec): 3 clusters Score: Raw -1892422.162210 + Penalty 4618.973015 = -1887803.189195 nChanged 3 SP:Iteration 32Q (5766.170000 sec): 3 clusters Score: Raw -1892426.598375 + Penalty 4618.973015 = -1887807.625360 nChanged 1 SP:Iteration 33Q (5766.440000 sec): 3 clusters Score: Raw -1892426.842235 + Penalty 4618.973015 = -1887807.869220 nChanged 0 SP:Iteration 34F (5766.760000 sec): 3 clusters Score: Raw -1892426.842235 + Penalty 4618.973015 = -1887807.869220 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.860000 sec): 2 clusters Score: Raw -76634.317136 + Penalty 1550.472163 = -75083.844973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.020000 sec): 3 clusters Score: Raw -76657.405948 + Penalty 3100.944326 = -73556.461621 nChanged 109 SP:Iteration 1F (5767.180000 sec): 3 clusters Score: Raw -76868.943182 + Penalty 3100.944326 = -73767.998856 nChanged 27 SP:Iteration 2F (5767.340000 sec): 3 clusters Score: Raw -76952.889179 + Penalty 3100.944326 = -73851.944853 nChanged 21 SP:Iteration 3Q (5767.530000 sec): 3 clusters Score: Raw -77005.958160 + Penalty 3100.944326 = -73905.013834 nChanged 16 SP:Iteration 4Q (5767.680000 sec): 3 clusters Score: Raw -77062.454089 + Penalty 3100.944326 = -73961.509763 nChanged 10 SP:Iteration 5Q (5767.850000 sec): 3 clusters Score: Raw -77080.691120 + Penalty 3100.944326 = -73979.746794 nChanged 6 SP:Iteration 6Q (5768.050000 sec): 3 clusters Score: Raw -77116.672533 + Penalty 3100.944326 = -74015.728207 nChanged 8 SP:Iteration 7Q (5768.190000 sec): 3 clusters Score: Raw -77138.034472 + Penalty 3100.944326 = -74037.090146 nChanged 7 SP:Iteration 8Q (5768.340000 sec): 3 clusters Score: Raw -77155.737747 + Penalty 3100.944326 = -74054.793421 nChanged 0 SP:Iteration 9F (5768.480000 sec): 3 clusters Score: Raw -77155.737747 + Penalty 3100.944326 = -74054.793421 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5768.530000 sec): 2 clusters Score: Raw -17339.921713 + Penalty 1195.429828 = -16144.491885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5768.720000 sec): 3 clusters Score: Raw -17703.116117 + Penalty 2390.859657 = -15312.256461 nChanged 6 SP:Iteration 1Q (5768.900000 sec): 3 clusters Score: Raw -17756.942953 + Penalty 2390.859657 = -15366.083296 nChanged 1 SP:Iteration 2Q (5769.040000 sec): 3 clusters Score: Raw -17761.204957 + Penalty 2390.859657 = -15370.345300 nChanged 1 SP:Iteration 3Q (5769.180000 sec): 3 clusters Score: Raw -17772.405768 + Penalty 2390.859657 = -15381.546112 nChanged 0 SP:Iteration 4F (5769.400000 sec): 3 clusters Score: Raw -17772.405768 + Penalty 2390.859657 = -15381.546112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5769.470000 sec): 2 clusters Score: Raw -45333.472796 + Penalty 1405.273819 = -43928.198977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5769.600000 sec): 3 clusters Score: Raw -45512.384829 + Penalty 2810.547637 = -42701.837192 nChanged 30 SP:Iteration 1F (5769.770000 sec): 3 clusters Score: Raw -45629.034310 + Penalty 2810.547637 = -42818.486673 nChanged 10 SP:Iteration 2Q (5769.940000 sec): 3 clusters Score: Raw -45680.342056 + Penalty 2810.547637 = -42869.794418 nChanged 3 SP:Iteration 3Q (5770.110000 sec): 3 clusters Score: Raw -45697.177694 + Penalty 2810.547637 = -42886.630057 nChanged 2 SP:Iteration 4Q (5770.280000 sec): 3 clusters Score: Raw -45726.733182 + Penalty 2810.547637 = -42916.185545 nChanged 3 SP:Iteration 5Q (5770.420000 sec): 3 clusters Score: Raw -45764.112373 + Penalty 2810.547637 = -42953.564736 nChanged 3 SP:Iteration 6Q (5770.610000 sec): 3 clusters Score: Raw -45805.390325 + Penalty 2810.547637 = -42994.842687 nChanged 2 SP:Iteration 7Q (5770.770000 sec): 3 clusters Score: Raw -45816.771537 + Penalty 2810.547637 = -43006.223900 nChanged 0 SP:Iteration 8F (5770.940000 sec): 3 clusters Score: Raw -45816.771537 + Penalty 2810.547637 = -43006.223900 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5771.050000 sec): 2 clusters Score: Raw -97616.080288 + Penalty 1573.282348 = -96042.797941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5771.220000 sec): 3 clusters Score: Raw -97632.401806 + Penalty 3146.564695 = -94485.837111 nChanged 126 SP:Iteration 1F (5771.440000 sec): 3 clusters Score: Raw -97864.595868 + Penalty 3146.564695 = -94718.031172 nChanged 32 SP:Iteration 2F (5771.710000 sec): 3 clusters Score: Raw -97928.012950 + Penalty 3146.564695 = -94781.448254 nChanged 15 SP:Iteration 3Q (5771.910000 sec): 3 clusters Score: Raw -97962.974218 + Penalty 3146.564695 = -94816.409523 nChanged 5 SP:Iteration 4Q (5772.090000 sec): 3 clusters Score: Raw -97972.855197 + Penalty 3146.564695 = -94826.290502 nChanged 2 SP:Iteration 5Q (5772.250000 sec): 3 clusters Score: Raw -97977.043180 + Penalty 3146.564695 = -94830.478485 nChanged 2 SP:Iteration 6Q (5772.490000 sec): 3 clusters Score: Raw -97983.878639 + Penalty 3146.564695 = -94837.313944 nChanged 1 SP:Iteration 7Q (5772.690000 sec): 3 clusters Score: Raw -97985.247036 + Penalty 3146.564695 = -94838.682341 nChanged 2 SP:Iteration 8Q (5772.850000 sec): 3 clusters Score: Raw -97988.502810 + Penalty 3146.564695 = -94841.938115 nChanged 0 SP:Iteration 9F (5773.030000 sec): 3 clusters Score: Raw -97988.502810 + Penalty 3146.564695 = -94841.938115 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (4731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5773.180000 sec): 2 clusters Score: Raw -783120.003708 + Penalty 2098.549185 = -781021.454523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5773.450000 sec): 3 clusters Score: Raw -780886.886252 + Penalty 4197.098370 = -776689.787882 nChanged 1766 SP:Iteration 1F (5773.690000 sec): 3 clusters Score: Raw -781976.461378 + Penalty 4197.098370 = -777779.363008 nChanged 399 SP:Iteration 2F (5773.920000 sec): 3 clusters Score: Raw -782278.580521 + Penalty 4197.098370 = -778081.482150 nChanged 274 SP:Iteration 3F (5774.130000 sec): 3 clusters Score: Raw -782475.879728 + Penalty 4197.098370 = -778278.781357 nChanged 221 SP:Iteration 4Q (5774.310000 sec): 3 clusters Score: Raw -782620.103250 + Penalty 4197.098370 = -778423.004879 nChanged 197 SP:Iteration 5Q (5774.540000 sec): 3 clusters Score: Raw -782759.973297 + Penalty 4197.098370 = -778562.874927 nChanged 193 SP:Iteration 6Q (5774.770000 sec): 3 clusters Score: Raw -782884.957606 + Penalty 4197.098370 = -778687.859235 nChanged 174 SP:Iteration 7Q (5774.960000 sec): 3 clusters Score: Raw -783000.432793 + Penalty 4197.098370 = -778803.334422 nChanged 162 SP:Iteration 8Q (5775.160000 sec): 3 clusters Score: Raw -783131.910157 + Penalty 4197.098370 = -778934.811787 nChanged 182 SP:Iteration 9Q (5775.380000 sec): 3 clusters Score: Raw -783297.137998 + Penalty 4197.098370 = -779100.039628 nChanged 178 SP:Iteration 10Q (5775.620000 sec): 3 clusters Score: Raw -783455.611483 + Penalty 4197.098370 = -779258.513113 nChanged 168 SP:Iteration 11Q (5775.820000 sec): 3 clusters Score: Raw -783655.679685 + Penalty 4197.098370 = -779458.581315 nChanged 177 SP:Iteration 12Q (5776.020000 sec): 3 clusters Score: Raw -783874.900648 + Penalty 4197.098370 = -779677.802278 nChanged 160 SP:Iteration 13Q (5776.200000 sec): 3 clusters Score: Raw -784066.693558 + Penalty 4197.098370 = -779869.595187 nChanged 146 SP:Iteration 14Q (5776.390000 sec): 3 clusters Score: Raw -784243.971517 + Penalty 4197.098370 = -780046.873147 nChanged 127 SP:Iteration 15Q (5776.590000 sec): 3 clusters Score: Raw -784388.238134 + Penalty 4197.098370 = -780191.139763 nChanged 117 SP:Iteration 16Q (5776.760000 sec): 3 clusters Score: Raw -784489.902162 + Penalty 4197.098370 = -780292.803792 nChanged 88 SP:Iteration 17Q (5776.960000 sec): 3 clusters Score: Raw -784541.944887 + Penalty 4197.098370 = -780344.846516 nChanged 60 SP:Iteration 18Q (5777.140000 sec): 3 clusters Score: Raw -784576.472815 + Penalty 4197.098370 = -780379.374445 nChanged 37 SP:Iteration 19Q (5777.380000 sec): 3 clusters Score: Raw -784593.173159 + Penalty 4197.098370 = -780396.074789 nChanged 27 SP:Iteration 20F (5777.660000 sec): 3 clusters Score: Raw -784606.739685 + Penalty 4197.098370 = -780409.641315 nChanged 30 SP:Iteration 21Q (5777.870000 sec): 3 clusters Score: Raw -784618.731460 + Penalty 4197.098370 = -780421.633089 nChanged 19 SP:Iteration 22Q (5778.040000 sec): 3 clusters Score: Raw -784625.197081 + Penalty 4197.098370 = -780428.098711 nChanged 14 SP:Iteration 23Q (5778.170000 sec): 3 clusters Score: Raw -784631.646548 + Penalty 4197.098370 = -780434.548178 nChanged 11 SP:Iteration 24Q (5778.400000 sec): 3 clusters Score: Raw -784635.371038 + Penalty 4197.098370 = -780438.272668 nChanged 11 SP:Iteration 25Q (5778.560000 sec): 3 clusters Score: Raw -784638.893176 + Penalty 4197.098370 = -780441.794806 nChanged 7 SP:Iteration 26Q (5778.730000 sec): 3 clusters Score: Raw -784641.573665 + Penalty 4197.098370 = -780444.475295 nChanged 1 SP:Iteration 27Q (5778.900000 sec): 3 clusters Score: Raw -784641.824487 + Penalty 4197.098370 = -780444.726117 nChanged 1 SP:Iteration 28Q (5779.090000 sec): 3 clusters Score: Raw -784641.980366 + Penalty 4197.098370 = -780444.881996 nChanged 0 SP:Iteration 29F (5779.190000 sec): 3 clusters Score: Raw -784641.980366 + Penalty 4197.098370 = -780444.881996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5779.340000 sec): 2 clusters Score: Raw -555491.048613 + Penalty 2016.181583 = -553474.867031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5779.590000 sec): 3 clusters Score: Raw -554033.926762 + Penalty 4032.363165 = -550001.563597 nChanged 1201 SP:Iteration 1F (5779.790000 sec): 3 clusters Score: Raw -554858.560816 + Penalty 4032.363165 = -550826.197651 nChanged 282 SP:Iteration 2F (5779.950000 sec): 3 clusters Score: Raw -555082.268049 + Penalty 4032.363165 = -551049.904884 nChanged 178 SP:Iteration 3F (5780.140000 sec): 3 clusters Score: Raw -555224.787687 + Penalty 4032.363165 = -551192.424522 nChanged 160 SP:Iteration 4Q (5780.290000 sec): 3 clusters Score: Raw -555361.130347 + Penalty 4032.363165 = -551328.767182 nChanged 148 SP:Iteration 5Q (5780.510000 sec): 3 clusters Score: Raw -555481.159598 + Penalty 4032.363165 = -551448.796433 nChanged 132 SP:Iteration 6Q (5780.750000 sec): 3 clusters Score: Raw -555596.742459 + Penalty 4032.363165 = -551564.379293 nChanged 125 SP:Iteration 7Q (5780.890000 sec): 3 clusters Score: Raw -555713.572282 + Penalty 4032.363165 = -551681.209117 nChanged 123 SP:Iteration 8Q (5781.090000 sec): 3 clusters Score: Raw -555834.021368 + Penalty 4032.363165 = -551801.658203 nChanged 117 SP:Iteration 9Q (5781.290000 sec): 3 clusters Score: Raw -555953.524564 + Penalty 4032.363165 = -551921.161399 nChanged 110 SP:Iteration 10Q (5781.490000 sec): 3 clusters Score: Raw -556070.517244 + Penalty 4032.363165 = -552038.154079 nChanged 98 SP:Iteration 11Q (5781.650000 sec): 3 clusters Score: Raw -556177.056631 + Penalty 4032.363165 = -552144.693466 nChanged 88 SP:Iteration 12Q (5781.830000 sec): 3 clusters Score: Raw -556271.255791 + Penalty 4032.363165 = -552238.892626 nChanged 61 SP:Iteration 13Q (5782.040000 sec): 3 clusters Score: Raw -556324.809420 + Penalty 4032.363165 = -552292.446255 nChanged 55 SP:Iteration 14Q (5782.180000 sec): 3 clusters Score: Raw -556363.658184 + Penalty 4032.363165 = -552331.295018 nChanged 34 SP:Iteration 15Q (5782.410000 sec): 3 clusters Score: Raw -556381.466921 + Penalty 4032.363165 = -552349.103756 nChanged 20 SP:Iteration 16Q (5782.570000 sec): 3 clusters Score: Raw -556392.760554 + Penalty 4032.363165 = -552360.397389 nChanged 15 SP:Iteration 17Q (5782.740000 sec): 3 clusters Score: Raw -556403.389799 + Penalty 4032.363165 = -552371.026634 nChanged 11 SP:Iteration 18Q (5782.960000 sec): 3 clusters Score: Raw -556408.209560 + Penalty 4032.363165 = -552375.846395 nChanged 7 SP:Iteration 19Q (5783.090000 sec): 3 clusters Score: Raw -556411.275012 + Penalty 4032.363165 = -552378.911847 nChanged 4 SP:Iteration 20F (5783.250000 sec): 3 clusters Score: Raw -556412.588275 + Penalty 4032.363165 = -552380.225110 nChanged 1 SP:Iteration 21Q (5783.420000 sec): 3 clusters Score: Raw -556412.869851 + Penalty 4032.363165 = -552380.506685 nChanged 0 SP:Iteration 22F (5783.640000 sec): 3 clusters Score: Raw -556412.869851 + Penalty 4032.363165 = -552380.506685 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5783.710000 sec): 2 clusters Score: Raw -50653.721690 + Penalty 1433.624392 = -49220.097298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5783.870000 sec): 3 clusters Score: Raw -50828.892956 + Penalty 2867.248784 = -47961.644172 nChanged 56 SP:Iteration 1F (5784.020000 sec): 3 clusters Score: Raw -51134.049519 + Penalty 2867.248784 = -48266.800736 nChanged 16 SP:Iteration 2Q (5784.190000 sec): 3 clusters Score: Raw -51278.411314 + Penalty 2867.248784 = -48411.162530 nChanged 12 SP:Iteration 3Q (5784.390000 sec): 3 clusters Score: Raw -51366.885632 + Penalty 2867.248784 = -48499.636848 nChanged 13 SP:Iteration 4Q (5784.600000 sec): 3 clusters Score: Raw -51434.150072 + Penalty 2867.248784 = -48566.901288 nChanged 9 SP:Iteration 5Q (5784.870000 sec): 3 clusters Score: Raw -51505.462294 + Penalty 2867.248784 = -48638.213510 nChanged 11 SP:Iteration 6Q (5784.990000 sec): 3 clusters Score: Raw -51633.153152 + Penalty 2867.248784 = -48765.904368 nChanged 14 SP:Iteration 7Q (5785.180000 sec): 3 clusters Score: Raw -51750.589396 + Penalty 2867.248784 = -48883.340612 nChanged 10 SP:Iteration 8Q (5785.380000 sec): 3 clusters Score: Raw -51818.925597 + Penalty 2867.248784 = -48951.676813 nChanged 5 SP:Iteration 9Q (5785.480000 sec): 3 clusters Score: Raw -51848.447533 + Penalty 2867.248784 = -48981.198750 nChanged 4 SP:Iteration 10Q (5785.630000 sec): 3 clusters Score: Raw -51885.649755 + Penalty 2867.248784 = -49018.400971 nChanged 1 SP:Iteration 11Q (5785.760000 sec): 3 clusters Score: Raw -51889.004670 + Penalty 2867.248784 = -49021.755886 nChanged 0 SP:Iteration 12F (5785.900000 sec): 3 clusters Score: Raw -51912.804744 + Penalty 2867.248784 = -49045.555960 nChanged 3 SP:Iteration 13Q (5786.050000 sec): 3 clusters Score: Raw -52025.466848 + Penalty 2867.248784 = -49158.218064 nChanged 4 SP:Iteration 14Q (5786.190000 sec): 3 clusters Score: Raw -52202.068902 + Penalty 2867.248784 = -49334.820119 nChanged 5 SP:Iteration 15Q (5786.370000 sec): 3 clusters Score: Raw -52243.693240 + Penalty 2867.248784 = -49376.444457 nChanged 5 SP:Iteration 16Q (5786.580000 sec): 3 clusters Score: Raw -52314.030328 + Penalty 2867.248784 = -49446.781544 nChanged 1 SP:Iteration 17Q (5786.710000 sec): 3 clusters Score: Raw -52322.605250 + Penalty 2867.248784 = -49455.356466 nChanged 0 SP:Iteration 18F (5786.850000 sec): 3 clusters Score: Raw -52322.605250 + Penalty 2867.248784 = -49455.356466 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5786.990000 sec): 2 clusters Score: Raw -71227.551972 + Penalty 1518.921481 = -69708.630491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.120000 sec): 3 clusters Score: Raw -71265.010016 + Penalty 3037.842962 = -68227.167054 nChanged 62 SP:Iteration 1F (5787.280000 sec): 3 clusters Score: Raw -71387.380575 + Penalty 3037.842962 = -68349.537613 nChanged 15 SP:Iteration 2Q (5787.450000 sec): 3 clusters Score: Raw -71431.072359 + Penalty 3037.842962 = -68393.229397 nChanged 10 SP:Iteration 3Q (5787.570000 sec): 3 clusters Score: Raw -71469.196258 + Penalty 3037.842962 = -68431.353296 nChanged 6 SP:Iteration 4Q (5787.740000 sec): 3 clusters Score: Raw -71492.351774 + Penalty 3037.842962 = -68454.508812 nChanged 3 SP:Iteration 5Q (5787.960000 sec): 3 clusters Score: Raw -71500.410437 + Penalty 3037.842962 = -68462.567475 nChanged 2 SP:Iteration 6Q (5788.080000 sec): 3 clusters Score: Raw -71505.483648 + Penalty 3037.842962 = -68467.640686 nChanged 0 SP:Iteration 7F (5788.260000 sec): 3 clusters Score: Raw -71505.483648 + Penalty 3037.842962 = -68467.640686 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5788.320000 sec): 2 clusters Score: Raw -40467.853633 + Penalty 1375.204006 = -39092.649626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5788.500000 sec): 3 clusters Score: Raw -40610.899980 + Penalty 2750.408012 = -37860.491968 nChanged 29 SP:Iteration 1F (5788.620000 sec): 3 clusters Score: Raw -40702.620880 + Penalty 2750.408012 = -37952.212868 nChanged 3 SP:Iteration 2Q (5788.790000 sec): 3 clusters Score: Raw -40720.516050 + Penalty 2750.408012 = -37970.108037 nChanged 3 SP:Iteration 3Q (5788.940000 sec): 3 clusters Score: Raw -40744.908976 + Penalty 2750.408012 = -37994.500963 nChanged 1 SP:Iteration 4Q (5789.100000 sec): 3 clusters Score: Raw -40748.871874 + Penalty 2750.408012 = -37998.463862 nChanged 0 SP:Iteration 5F (5789.270000 sec): 3 clusters Score: Raw -40748.871874 + Penalty 2750.408012 = -37998.463862 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5789.360000 sec): 2 clusters Score: Raw -29625.953431 + Penalty 1306.428823 = -28319.524607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5789.490000 sec): 3 clusters Score: Raw -29852.409915 + Penalty 2612.857647 = -27239.552268 nChanged 12 SP:Iteration 1F (5789.620000 sec): 3 clusters Score: Raw -29906.410140 + Penalty 2612.857647 = -27293.552493 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5789.660000 sec): 2 clusters Score: Raw -34230.045748 + Penalty 1353.977208 = -32876.068540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5789.800000 sec): 3 clusters Score: Raw -34441.275528 + Penalty 2707.954415 = -31733.321113 nChanged 27 SP:Iteration 1F (5789.900000 sec): 3 clusters Score: Raw -34581.023332 + Penalty 2707.954415 = -31873.068917 nChanged 12 SP:Iteration 2F (5790.040000 sec): 3 clusters Score: Raw -34640.201888 + Penalty 2707.954415 = -31932.247473 nChanged 8 SP:Iteration 3Q (5790.170000 sec): 3 clusters Score: Raw -34702.213203 + Penalty 2707.954415 = -31994.258788 nChanged 11 SP:Iteration 4Q (5790.300000 sec): 3 clusters Score: Raw -34767.274704 + Penalty 2707.954415 = -32059.320289 nChanged 9 SP:Iteration 5Q (5790.450000 sec): 3 clusters Score: Raw -34870.786604 + Penalty 2707.954415 = -32162.832189 nChanged 8 SP:Iteration 6Q (5790.660000 sec): 3 clusters Score: Raw -34929.958367 + Penalty 2707.954415 = -32222.003952 nChanged 7 SP:Iteration 7Q (5790.770000 sec): 3 clusters Score: Raw -35014.304214 + Penalty 2707.954415 = -32306.349799 nChanged 4 SP:Iteration 8Q (5790.930000 sec): 3 clusters Score: Raw -35053.273937 + Penalty 2707.954415 = -32345.319521 nChanged 3 SP:Iteration 9Q (5791.110000 sec): 3 clusters Score: Raw -35082.371967 + Penalty 2707.954415 = -32374.417552 nChanged 3 SP:Iteration 10Q (5791.260000 sec): 3 clusters Score: Raw -35127.754363 + Penalty 2707.954415 = -32419.799948 nChanged 5 SP:Iteration 11Q (5791.390000 sec): 3 clusters Score: Raw -35233.173958 + Penalty 2707.954415 = -32525.219543 nChanged 5 SP:Iteration 12Q (5791.530000 sec): 3 clusters Score: Raw -35320.758462 + Penalty 2707.954415 = -32612.804047 nChanged 3 SP:Iteration 13Q (5791.630000 sec): 3 clusters Score: Raw -35368.591449 + Penalty 2707.954415 = -32660.637034 nChanged 2 SP:Iteration 14Q (5791.770000 sec): 3 clusters Score: Raw -35427.344487 + Penalty 2707.954415 = -32719.390072 nChanged 2 SP:Iteration 15Q (5791.860000 sec): 3 clusters Score: Raw -35441.811571 + Penalty 2707.954415 = -32733.857156 nChanged 0 SP:Iteration 16F (5792.010000 sec): 3 clusters Score: Raw -35442.676157 + Penalty 2707.954415 = -32734.721742 nChanged 1 SP:Iteration 17Q (5792.150000 sec): 3 clusters Score: Raw -35492.045537 + Penalty 2707.954415 = -32784.091122 nChanged 2 SP:Iteration 18Q (5792.250000 sec): 3 clusters Score: Raw -35576.855954 + Penalty 2707.954415 = -32868.901539 nChanged 1 SP:Iteration 19Q (5792.390000 sec): 3 clusters Score: Raw -35651.312651 + Penalty 2707.954415 = -32943.358236 nChanged 4 SP:Iteration 20F (5792.540000 sec): 3 clusters Score: Raw -35967.287709 + Penalty 2707.954415 = -33259.333294 nChanged 4 SP:Iteration 21Q (5792.630000 sec): 3 clusters Score: Raw -36217.945802 + Penalty 2707.954415 = -33509.991387 nChanged 3 SP:Iteration 22Q (5792.740000 sec): 3 clusters Score: Raw -36262.834322 + Penalty 2707.954415 = -33554.879907 nChanged 3 SP:Iteration 23Q (5792.900000 sec): 3 clusters Score: Raw -36316.458159 + Penalty 2707.954415 = -33608.503744 nChanged 3 SP:Iteration 24Q (5793.030000 sec): 3 clusters Score: Raw -36579.182661 + Penalty 2707.954415 = -33871.228246 nChanged 0 SP:Iteration 25F (5793.140000 sec): 3 clusters Score: Raw -36585.342296 + Penalty 2707.954415 = -33877.387881 nChanged 2 SP:Iteration 26Q (5793.260000 sec): 3 clusters Score: Raw -36616.372764 + Penalty 2707.954415 = -33908.418349 nChanged 1 SP:Iteration 27Q (5793.360000 sec): 3 clusters Score: Raw -36630.143778 + Penalty 2707.954415 = -33922.189363 nChanged 0 SP:Iteration 28F (5793.490000 sec): 3 clusters Score: Raw -36630.721020 + Penalty 2707.954415 = -33922.766605 nChanged 1 SP:Iteration 29Q (5793.580000 sec): 3 clusters Score: Raw -36641.260670 + Penalty 2707.954415 = -33933.306255 nChanged 0 SP:Iteration 30F (5793.720000 sec): 3 clusters Score: Raw -36641.260670 + Penalty 2707.954415 = -33933.306255 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5793.810000 sec): 2 clusters Score: Raw -170159.088186 + Penalty 1702.999455 = -168456.088732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5793.930000 sec): 3 clusters Score: Raw -169966.198369 + Penalty 3405.998909 = -166560.199460 nChanged 234 SP:Iteration 1F (5794.040000 sec): 3 clusters Score: Raw -170212.179719 + Penalty 3405.998909 = -166806.180810 nChanged 52 SP:Iteration 2F (5794.130000 sec): 3 clusters Score: Raw -170287.630054 + Penalty 3405.998909 = -166881.631145 nChanged 23 SP:Iteration 3Q (5794.270000 sec): 3 clusters Score: Raw -170312.336467 + Penalty 3405.998909 = -166906.337558 nChanged 15 SP:Iteration 4Q (5794.360000 sec): 3 clusters Score: Raw -170327.431085 + Penalty 3405.998909 = -166921.432176 nChanged 10 SP:Iteration 5Q (5794.500000 sec): 3 clusters Score: Raw -170340.301682 + Penalty 3405.998909 = -166934.302773 nChanged 6 SP:Iteration 6Q (5794.620000 sec): 3 clusters Score: Raw -170349.455770 + Penalty 3405.998909 = -166943.456861 nChanged 7 SP:Iteration 7Q (5794.750000 sec): 3 clusters Score: Raw -170357.654897 + Penalty 3405.998909 = -166951.655988 nChanged 6 SP:Iteration 8Q (5794.920000 sec): 3 clusters Score: Raw -170366.283337 + Penalty 3405.998909 = -166960.284428 nChanged 3 SP:Iteration 9Q (5795.070000 sec): 3 clusters Score: Raw -170371.158439 + Penalty 3405.998909 = -166965.159530 nChanged 3 SP:Iteration 10Q (5795.250000 sec): 3 clusters Score: Raw -170374.797260 + Penalty 3405.998909 = -166968.798351 nChanged 3 SP:Iteration 11Q (5795.400000 sec): 3 clusters Score: Raw -170377.699462 + Penalty 3405.998909 = -166971.700553 nChanged 2 SP:Iteration 12Q (5795.590000 sec): 3 clusters Score: Raw -170380.363008 + Penalty 3405.998909 = -166974.364099 nChanged 2 SP:Iteration 13Q (5795.710000 sec): 3 clusters Score: Raw -170381.702987 + Penalty 3405.998909 = -166975.704078 nChanged 1 SP:Iteration 14Q (5795.940000 sec): 3 clusters Score: Raw -170382.163254 + Penalty 3405.998909 = -166976.164345 nChanged 0 SP:Iteration 15F (5796.050000 sec): 3 clusters Score: Raw -170382.163254 + Penalty 3405.998909 = -166976.164345 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (5276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5796.220000 sec): 2 clusters Score: Raw -923039.944700 + Penalty 2125.589031 = -920914.355669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5796.460000 sec): 3 clusters Score: Raw -920485.561378 + Penalty 4251.178063 = -916234.383315 nChanged 2034 SP:Iteration 1F (5796.700000 sec): 3 clusters Score: Raw -921599.807729 + Penalty 4251.178063 = -917348.629666 nChanged 403 SP:Iteration 2F (5796.990000 sec): 3 clusters Score: Raw -921814.628600 + Penalty 4251.178063 = -917563.450537 nChanged 266 SP:Iteration 3F (5797.240000 sec): 3 clusters Score: Raw -921944.238111 + Penalty 4251.178063 = -917693.060048 nChanged 162 SP:Iteration 4Q (5797.500000 sec): 3 clusters Score: Raw -922007.238104 + Penalty 4251.178063 = -917756.060041 nChanged 115 SP:Iteration 5Q (5797.750000 sec): 3 clusters Score: Raw -922054.521781 + Penalty 4251.178063 = -917803.343718 nChanged 98 SP:Iteration 6Q (5797.890000 sec): 3 clusters Score: Raw -922094.500792 + Penalty 4251.178063 = -917843.322729 nChanged 81 SP:Iteration 7Q (5798.110000 sec): 3 clusters Score: Raw -922120.898789 + Penalty 4251.178063 = -917869.720726 nChanged 58 SP:Iteration 8Q (5798.300000 sec): 3 clusters Score: Raw -922139.842079 + Penalty 4251.178063 = -917888.664016 nChanged 56 SP:Iteration 9Q (5798.460000 sec): 3 clusters Score: Raw -922160.879004 + Penalty 4251.178063 = -917909.700941 nChanged 59 SP:Iteration 10Q (5798.650000 sec): 3 clusters Score: Raw -922179.576248 + Penalty 4251.178063 = -917928.398185 nChanged 54 SP:Iteration 11Q (5798.850000 sec): 3 clusters Score: Raw -922197.947016 + Penalty 4251.178063 = -917946.768953 nChanged 50 SP:Iteration 12Q (5799.110000 sec): 3 clusters Score: Raw -922215.370518 + Penalty 4251.178063 = -917964.192455 nChanged 47 SP:Iteration 13Q (5799.330000 sec): 3 clusters Score: Raw -922230.879361 + Penalty 4251.178063 = -917979.701298 nChanged 41 SP:Iteration 14Q (5799.550000 sec): 3 clusters Score: Raw -922243.019700 + Penalty 4251.178063 = -917991.841637 nChanged 27 SP:Iteration 15Q (5799.730000 sec): 3 clusters Score: Raw -922252.232765 + Penalty 4251.178063 = -918001.054702 nChanged 25 SP:Iteration 16Q (5799.960000 sec): 3 clusters Score: Raw -922259.377266 + Penalty 4251.178063 = -918008.199203 nChanged 24 SP:Iteration 17Q (5800.190000 sec): 3 clusters Score: Raw -922266.689518 + Penalty 4251.178063 = -918015.511455 nChanged 28 SP:Iteration 18Q (5800.350000 sec): 3 clusters Score: Raw -922276.805900 + Penalty 4251.178063 = -918025.627837 nChanged 30 SP:Iteration 19Q (5800.550000 sec): 3 clusters Score: Raw -922288.460607 + Penalty 4251.178063 = -918037.282544 nChanged 34 SP:Iteration 20F (5800.840000 sec): 3 clusters Score: Raw -922302.844688 + Penalty 4251.178063 = -918051.666625 nChanged 45 SP:Iteration 21Q (5801.110000 sec): 3 clusters Score: Raw -922318.801673 + Penalty 4251.178063 = -918067.623611 nChanged 42 SP:Iteration 22Q (5801.310000 sec): 3 clusters Score: Raw -922333.809632 + Penalty 4251.178063 = -918082.631569 nChanged 47 SP:Iteration 23Q (5801.520000 sec): 3 clusters Score: Raw -922350.839260 + Penalty 4251.178063 = -918099.661197 nChanged 41 SP:Iteration 24Q (5801.730000 sec): 3 clusters Score: Raw -922366.166735 + Penalty 4251.178063 = -918114.988672 nChanged 51 SP:Iteration 25Q (5801.940000 sec): 3 clusters Score: Raw -922385.299581 + Penalty 4251.178063 = -918134.121518 nChanged 48 SP:Iteration 26Q (5802.200000 sec): 3 clusters Score: Raw -922402.226306 + Penalty 4251.178063 = -918151.048243 nChanged 48 SP:Iteration 27Q (5802.490000 sec): 3 clusters Score: Raw -922416.531980 + Penalty 4251.178063 = -918165.353917 nChanged 38 SP:Iteration 28Q (5802.710000 sec): 3 clusters Score: Raw -922428.658074 + Penalty 4251.178063 = -918177.480011 nChanged 38 SP:Iteration 29Q (5802.940000 sec): 3 clusters Score: Raw -922440.480025 + Penalty 4251.178063 = -918189.301962 nChanged 33 SP:Iteration 30Q (5803.190000 sec): 3 clusters Score: Raw -922450.877473 + Penalty 4251.178063 = -918199.699410 nChanged 25 SP:Iteration 31Q (5803.350000 sec): 3 clusters Score: Raw -922458.530512 + Penalty 4251.178063 = -918207.352449 nChanged 30 SP:Iteration 32Q (5803.600000 sec): 3 clusters Score: Raw -922468.547049 + Penalty 4251.178063 = -918217.368986 nChanged 29 SP:Iteration 33Q (5803.850000 sec): 3 clusters Score: Raw -922479.004815 + Penalty 4251.178063 = -918227.826752 nChanged 40 SP:Iteration 34Q (5804.120000 sec): 3 clusters Score: Raw -922493.782570 + Penalty 4251.178063 = -918242.604507 nChanged 46 SP:Iteration 35Q (5804.380000 sec): 3 clusters Score: Raw -922510.960903 + Penalty 4251.178063 = -918259.782840 nChanged 46 SP:Iteration 36Q (5804.660000 sec): 3 clusters Score: Raw -922529.369262 + Penalty 4251.178063 = -918278.191199 nChanged 50 SP:Iteration 37Q (5804.810000 sec): 3 clusters Score: Raw -922551.009004 + Penalty 4251.178063 = -918299.830941 nChanged 56 SP:Iteration 38Q (5805.050000 sec): 3 clusters Score: Raw -922575.552182 + Penalty 4251.178063 = -918324.374119 nChanged 57 SP:Iteration 39Q (5805.250000 sec): 3 clusters Score: Raw -922600.312139 + Penalty 4251.178063 = -918349.134076 nChanged 54 SP:Iteration 40F (5805.450000 sec): 3 clusters Score: Raw -922624.435237 + Penalty 4251.178063 = -918373.257174 nChanged 56 SP:Iteration 41Q (5805.610000 sec): 3 clusters Score: Raw -922652.193677 + Penalty 4251.178063 = -918401.015614 nChanged 62 SP:Iteration 42Q (5805.840000 sec): 3 clusters Score: Raw -922688.316274 + Penalty 4251.178063 = -918437.138211 nChanged 77 SP:Iteration 43Q (5806.030000 sec): 3 clusters Score: Raw -922728.573485 + Penalty 4251.178063 = -918477.395422 nChanged 71 SP:Iteration 44Q (5806.230000 sec): 3 clusters Score: Raw -922768.152134 + Penalty 4251.178063 = -918516.974071 nChanged 69 SP:Iteration 45Q (5806.420000 sec): 3 clusters Score: Raw -922807.812977 + Penalty 4251.178063 = -918556.634915 nChanged 56 SP:Iteration 46Q (5806.640000 sec): 3 clusters Score: Raw -922840.210363 + Penalty 4251.178063 = -918589.032300 nChanged 69 SP:Iteration 47Q (5806.870000 sec): 3 clusters Score: Raw -922886.120680 + Penalty 4251.178063 = -918634.942617 nChanged 70 SP:Iteration 48Q (5807.040000 sec): 3 clusters Score: Raw -922933.723905 + Penalty 4251.178063 = -918682.545842 nChanged 61 SP:Iteration 49Q (5807.200000 sec): 3 clusters Score: Raw -922978.911459 + Penalty 4251.178063 = -918727.733396 nChanged 61 SP:Iteration 50Q (5807.420000 sec): 3 clusters Score: Raw -923027.035117 + Penalty 4251.178063 = -918775.857054 nChanged 54 SP:Iteration 51Q (5807.560000 sec): 3 clusters Score: Raw -923066.402237 + Penalty 4251.178063 = -918815.224174 nChanged 40 SP:Iteration 52Q (5807.780000 sec): 3 clusters Score: Raw -923098.720282 + Penalty 4251.178063 = -918847.542219 nChanged 43 SP:Iteration 53Q (5807.980000 sec): 3 clusters Score: Raw -923140.194406 + Penalty 4251.178063 = -918889.016343 nChanged 49 SP:Iteration 54Q (5808.220000 sec): 3 clusters Score: Raw -923182.260270 + Penalty 4251.178063 = -918931.082207 nChanged 32 SP:Iteration 55Q (5808.470000 sec): 3 clusters Score: Raw -923204.344409 + Penalty 4251.178063 = -918953.166346 nChanged 25 SP:Iteration 56Q (5808.710000 sec): 3 clusters Score: Raw -923220.857752 + Penalty 4251.178063 = -918969.679689 nChanged 16 SP:Iteration 57Q (5808.900000 sec): 3 clusters Score: Raw -923231.941115 + Penalty 4251.178063 = -918980.763053 nChanged 14 SP:Iteration 58Q (5809.180000 sec): 3 clusters Score: Raw -923243.402820 + Penalty 4251.178063 = -918992.224757 nChanged 13 SP:Iteration 59Q (5809.420000 sec): 3 clusters Score: Raw -923254.501104 + Penalty 4251.178063 = -919003.323042 nChanged 9 SP:Iteration 60F (5809.650000 sec): 3 clusters Score: Raw -923262.068481 + Penalty 4251.178063 = -919010.890418 nChanged 8 SP:Iteration 61Q (5809.890000 sec): 3 clusters Score: Raw -923266.905431 + Penalty 4251.178063 = -919015.727368 nChanged 1 SP:Iteration 62Q (5810.080000 sec): 3 clusters Score: Raw -923267.236394 + Penalty 4251.178063 = -919016.058332 nChanged 0 SP:Iteration 63F (5810.280000 sec): 3 clusters Score: Raw -923267.236394 + Penalty 4251.178063 = -919016.058332 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (3872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5810.360000 sec): 2 clusters Score: Raw -646339.128457 + Penalty 2048.858559 = -644290.269898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5810.550000 sec): 3 clusters Score: Raw -644575.220380 + Penalty 4097.717118 = -640477.503261 nChanged 1419 SP:Iteration 1F (5810.700000 sec): 3 clusters Score: Raw -645434.380687 + Penalty 4097.717118 = -641336.663569 nChanged 298 SP:Iteration 2F (5810.860000 sec): 3 clusters Score: Raw -645623.558421 + Penalty 4097.717118 = -641525.841303 nChanged 182 SP:Iteration 3Q (5811.070000 sec): 3 clusters Score: Raw -645724.306150 + Penalty 4097.717118 = -641626.589031 nChanged 109 SP:Iteration 4Q (5811.220000 sec): 3 clusters Score: Raw -645777.014742 + Penalty 4097.717118 = -641679.297623 nChanged 84 SP:Iteration 5Q (5811.400000 sec): 3 clusters Score: Raw -645816.995366 + Penalty 4097.717118 = -641719.278248 nChanged 70 SP:Iteration 6Q (5811.620000 sec): 3 clusters Score: Raw -645851.203259 + Penalty 4097.717118 = -641753.486141 nChanged 64 SP:Iteration 7Q (5811.860000 sec): 3 clusters Score: Raw -645883.048206 + Penalty 4097.717118 = -641785.331087 nChanged 63 SP:Iteration 8Q (5812.040000 sec): 3 clusters Score: Raw -645918.848042 + Penalty 4097.717118 = -641821.130924 nChanged 73 SP:Iteration 9Q (5812.240000 sec): 3 clusters Score: Raw -645961.290764 + Penalty 4097.717118 = -641863.573645 nChanged 73 SP:Iteration 10Q (5812.460000 sec): 3 clusters Score: Raw -646016.433070 + Penalty 4097.717118 = -641918.715952 nChanged 89 SP:Iteration 11Q (5812.760000 sec): 3 clusters Score: Raw -646083.313073 + Penalty 4097.717118 = -641985.595955 nChanged 123 SP:Iteration 12Q (5813.070000 sec): 3 clusters Score: Raw -646204.146031 + Penalty 4097.717118 = -642106.428913 nChanged 155 SP:Iteration 13Q (5813.270000 sec): 3 clusters Score: Raw -646346.563419 + Penalty 4097.717118 = -642248.846301 nChanged 147 SP:Iteration 14Q (5813.490000 sec): 3 clusters Score: Raw -646499.504715 + Penalty 4097.717118 = -642401.787596 nChanged 146 SP:Iteration 15Q (5813.700000 sec): 3 clusters Score: Raw -646646.703175 + Penalty 4097.717118 = -642548.986057 nChanged 134 SP:Iteration 16Q (5813.860000 sec): 3 clusters Score: Raw -646769.745625 + Penalty 4097.717118 = -642672.028507 nChanged 131 SP:Iteration 17Q (5814.030000 sec): 3 clusters Score: Raw -646877.530046 + Penalty 4097.717118 = -642779.812928 nChanged 96 SP:Iteration 18Q (5814.220000 sec): 3 clusters Score: Raw -646945.686411 + Penalty 4097.717118 = -642847.969293 nChanged 87 SP:Iteration 19Q (5814.390000 sec): 3 clusters Score: Raw -646994.503677 + Penalty 4097.717118 = -642896.786559 nChanged 60 SP:Iteration 20F (5814.540000 sec): 3 clusters Score: Raw -647028.726753 + Penalty 4097.717118 = -642931.009635 nChanged 45 SP:Iteration 21Q (5814.740000 sec): 3 clusters Score: Raw -647051.240146 + Penalty 4097.717118 = -642953.523028 nChanged 38 SP:Iteration 22Q (5814.880000 sec): 3 clusters Score: Raw -647070.842906 + Penalty 4097.717118 = -642973.125787 nChanged 33 SP:Iteration 23Q (5815.040000 sec): 3 clusters Score: Raw -647092.897139 + Penalty 4097.717118 = -642995.180021 nChanged 40 SP:Iteration 24Q (5815.260000 sec): 3 clusters Score: Raw -647110.228576 + Penalty 4097.717118 = -643012.511458 nChanged 18 SP:Iteration 25Q (5815.420000 sec): 3 clusters Score: Raw -647116.522825 + Penalty 4097.717118 = -643018.805707 nChanged 11 SP:Iteration 26Q (5815.590000 sec): 3 clusters Score: Raw -647121.283277 + Penalty 4097.717118 = -643023.566158 nChanged 11 SP:Iteration 27Q (5815.750000 sec): 3 clusters Score: Raw -647125.696213 + Penalty 4097.717118 = -643027.979094 nChanged 5 SP:Iteration 28Q (5815.940000 sec): 3 clusters Score: Raw -647126.921753 + Penalty 4097.717118 = -643029.204634 nChanged 2 SP:Iteration 29Q (5816.170000 sec): 3 clusters Score: Raw -647127.384503 + Penalty 4097.717118 = -643029.667385 nChanged 4 SP:Iteration 30Q (5816.380000 sec): 3 clusters Score: Raw -647128.459955 + Penalty 4097.717118 = -643030.742837 nChanged 2 SP:Iteration 31Q (5816.600000 sec): 3 clusters Score: Raw -647129.145947 + Penalty 4097.717118 = -643031.428828 nChanged 0 SP:Iteration 32F (5816.780000 sec): 3 clusters Score: Raw -647129.145947 + Penalty 4097.717118 = -643031.428828 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5816.870000 sec): 2 clusters Score: Raw -150699.422879 + Penalty 1693.788847 = -149005.634032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.050000 sec): 3 clusters Score: Raw -150574.884491 + Penalty 3387.577694 = -147187.306797 nChanged 250 SP:Iteration 1F (5817.220000 sec): 3 clusters Score: Raw -150905.272199 + Penalty 3387.577694 = -147517.694505 nChanged 66 SP:Iteration 2F (5817.320000 sec): 3 clusters Score: Raw -151105.449205 + Penalty 3387.577694 = -147717.871511 nChanged 56 SP:Iteration 3F (5817.500000 sec): 3 clusters Score: Raw -151271.393440 + Penalty 3387.577694 = -147883.815746 nChanged 41 SP:Iteration 4Q (5817.670000 sec): 3 clusters Score: Raw -151365.070767 + Penalty 3387.577694 = -147977.493073 nChanged 34 SP:Iteration 5Q (5817.830000 sec): 3 clusters Score: Raw -151455.717924 + Penalty 3387.577694 = -148068.140230 nChanged 32 SP:Iteration 6Q (5817.960000 sec): 3 clusters Score: Raw -151543.078541 + Penalty 3387.577694 = -148155.500848 nChanged 26 SP:Iteration 7Q (5818.110000 sec): 3 clusters Score: Raw -151595.166074 + Penalty 3387.577694 = -148207.588380 nChanged 25 SP:Iteration 8Q (5818.280000 sec): 3 clusters Score: Raw -151639.476864 + Penalty 3387.577694 = -148251.899170 nChanged 20 SP:Iteration 9Q (5818.440000 sec): 3 clusters Score: Raw -151677.674290 + Penalty 3387.577694 = -148290.096596 nChanged 26 SP:Iteration 10Q (5818.600000 sec): 3 clusters Score: Raw -151729.135129 + Penalty 3387.577694 = -148341.557435 nChanged 21 SP:Iteration 11Q (5818.780000 sec): 3 clusters Score: Raw -151774.263382 + Penalty 3387.577694 = -148386.685688 nChanged 16 SP:Iteration 12Q (5818.900000 sec): 3 clusters Score: Raw -151820.067405 + Penalty 3387.577694 = -148432.489711 nChanged 9 SP:Iteration 13Q (5819.040000 sec): 3 clusters Score: Raw -151839.194828 + Penalty 3387.577694 = -148451.617134 nChanged 13 SP:Iteration 14Q (5819.180000 sec): 3 clusters Score: Raw -151868.078989 + Penalty 3387.577694 = -148480.501295 nChanged 15 SP:Iteration 15Q (5819.320000 sec): 3 clusters Score: Raw -151896.134162 + Penalty 3387.577694 = -148508.556468 nChanged 10 SP:Iteration 16Q (5819.470000 sec): 3 clusters Score: Raw -151917.541965 + Penalty 3387.577694 = -148529.964271 nChanged 10 SP:Iteration 17Q (5819.610000 sec): 3 clusters Score: Raw -151935.212872 + Penalty 3387.577694 = -148547.635178 nChanged 4 SP:Iteration 18Q (5819.760000 sec): 3 clusters Score: Raw -151944.304708 + Penalty 3387.577694 = -148556.727014 nChanged 6 SP:Iteration 19Q (5819.900000 sec): 3 clusters Score: Raw -151952.978298 + Penalty 3387.577694 = -148565.400604 nChanged 3 SP:Iteration 20F (5820.040000 sec): 3 clusters Score: Raw -151958.526356 + Penalty 3387.577694 = -148570.948662 nChanged 1 SP:Iteration 21Q (5820.170000 sec): 3 clusters Score: Raw -151960.772726 + Penalty 3387.577694 = -148573.195033 nChanged 0 SP:Iteration 22F (5820.300000 sec): 3 clusters Score: Raw -151960.772726 + Penalty 3387.577694 = -148573.195033 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5820.420000 sec): 2 clusters Score: Raw -626855.225396 + Penalty 2022.956779 = -624832.268617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5820.550000 sec): 3 clusters Score: Raw -625313.312961 + Penalty 4045.913557 = -621267.399403 nChanged 1230 SP:Iteration 1F (5820.710000 sec): 3 clusters Score: Raw -626174.812891 + Penalty 4045.913557 = -622128.899334 nChanged 274 SP:Iteration 2F (5820.870000 sec): 3 clusters Score: Raw -626429.645422 + Penalty 4045.913557 = -622383.731865 nChanged 221 SP:Iteration 3F (5821.030000 sec): 3 clusters Score: Raw -626663.567611 + Penalty 4045.913557 = -622617.654054 nChanged 175 SP:Iteration 4F (5821.190000 sec): 3 clusters Score: Raw -626823.404578 + Penalty 4045.913557 = -622777.491021 nChanged 152 SP:Iteration 5Q (5821.340000 sec): 3 clusters Score: Raw -626940.181123 + Penalty 4045.913557 = -622894.267565 nChanged 125 SP:Iteration 6Q (5821.500000 sec): 3 clusters Score: Raw -627028.760343 + Penalty 4045.913557 = -622982.846786 nChanged 116 SP:Iteration 7Q (5821.660000 sec): 3 clusters Score: Raw -627117.221043 + Penalty 4045.913557 = -623071.307486 nChanged 94 SP:Iteration 8Q (5821.820000 sec): 3 clusters Score: Raw -627194.387810 + Penalty 4045.913557 = -623148.474253 nChanged 96 SP:Iteration 9Q (5821.980000 sec): 3 clusters Score: Raw -627276.923943 + Penalty 4045.913557 = -623231.010386 nChanged 104 SP:Iteration 10Q (5822.170000 sec): 3 clusters Score: Raw -627365.580687 + Penalty 4045.913557 = -623319.667130 nChanged 77 SP:Iteration 11Q (5822.340000 sec): 3 clusters Score: Raw -627434.289120 + Penalty 4045.913557 = -623388.375562 nChanged 70 SP:Iteration 12Q (5822.550000 sec): 3 clusters Score: Raw -627497.750040 + Penalty 4045.913557 = -623451.836483 nChanged 66 SP:Iteration 13Q (5822.710000 sec): 3 clusters Score: Raw -627559.348128 + Penalty 4045.913557 = -623513.434570 nChanged 48 SP:Iteration 14Q (5822.880000 sec): 3 clusters Score: Raw -627599.496441 + Penalty 4045.913557 = -623553.582883 nChanged 40 SP:Iteration 15Q (5823.010000 sec): 3 clusters Score: Raw -627632.793571 + Penalty 4045.913557 = -623586.880013 nChanged 27 SP:Iteration 16Q (5823.170000 sec): 3 clusters Score: Raw -627654.645628 + Penalty 4045.913557 = -623608.732070 nChanged 18 SP:Iteration 17Q (5823.330000 sec): 3 clusters Score: Raw -627669.990296 + Penalty 4045.913557 = -623624.076739 nChanged 15 SP:Iteration 18Q (5823.490000 sec): 3 clusters Score: Raw -627686.005672 + Penalty 4045.913557 = -623640.092115 nChanged 17 SP:Iteration 19Q (5823.650000 sec): 3 clusters Score: Raw -627698.163739 + Penalty 4045.913557 = -623652.250182 nChanged 11 SP:Iteration 20F (5823.800000 sec): 3 clusters Score: Raw -627707.272435 + Penalty 4045.913557 = -623661.358878 nChanged 10 SP:Iteration 21Q (5823.980000 sec): 3 clusters Score: Raw -627716.681167 + Penalty 4045.913557 = -623670.767609 nChanged 10 SP:Iteration 22Q (5824.120000 sec): 3 clusters Score: Raw -627725.636526 + Penalty 4045.913557 = -623679.722968 nChanged 9 SP:Iteration 23Q (5824.280000 sec): 3 clusters Score: Raw -627732.091791 + Penalty 4045.913557 = -623686.178234 nChanged 5 SP:Iteration 24Q (5824.430000 sec): 3 clusters Score: Raw -627735.557558 + Penalty 4045.913557 = -623689.644001 nChanged 3 SP:Iteration 25Q (5824.580000 sec): 3 clusters Score: Raw -627737.708689 + Penalty 4045.913557 = -623691.795132 nChanged 3 SP:Iteration 26Q (5824.740000 sec): 3 clusters Score: Raw -627740.585238 + Penalty 4045.913557 = -623694.671680 nChanged 7 SP:Iteration 27Q (5824.890000 sec): 3 clusters Score: Raw -627749.215840 + Penalty 4045.913557 = -623703.302283 nChanged 6 SP:Iteration 28Q (5825.050000 sec): 3 clusters Score: Raw -627752.978157 + Penalty 4045.913557 = -623707.064600 nChanged 3 SP:Iteration 29Q (5825.220000 sec): 3 clusters Score: Raw -627756.955510 + Penalty 4045.913557 = -623711.041953 nChanged 5 SP:Iteration 30Q (5825.360000 sec): 3 clusters Score: Raw -627760.515826 + Penalty 4045.913557 = -623714.602268 nChanged 9 SP:Iteration 31Q (5825.520000 sec): 3 clusters Score: Raw -627768.324882 + Penalty 4045.913557 = -623722.411324 nChanged 10 SP:Iteration 32Q (5825.680000 sec): 3 clusters Score: Raw -627775.477086 + Penalty 4045.913557 = -623729.563528 nChanged 5 SP:Iteration 33Q (5825.840000 sec): 3 clusters Score: Raw -627777.968941 + Penalty 4045.913557 = -623732.055383 nChanged 1 SP:Iteration 34Q (5825.990000 sec): 3 clusters Score: Raw -627778.478285 + Penalty 4045.913557 = -623732.564728 nChanged 2 SP:Iteration 35Q (5826.150000 sec): 3 clusters Score: Raw -627779.321978 + Penalty 4045.913557 = -623733.408420 nChanged 0 SP:Iteration 36F (5826.300000 sec): 3 clusters Score: Raw -627779.321978 + Penalty 4045.913557 = -623733.408420 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5826.380000 sec): 2 clusters Score: Raw -54836.051088 + Penalty 1464.529738 = -53371.521349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5826.540000 sec): 3 clusters Score: Raw -54976.501234 + Penalty 2929.059477 = -52047.441757 nChanged 57 SP:Iteration 1F (5826.700000 sec): 3 clusters Score: Raw -55133.091726 + Penalty 2929.059477 = -52204.032250 nChanged 4 SP:Iteration 2Q (5826.860000 sec): 3 clusters Score: Raw -55140.279877 + Penalty 2929.059477 = -52211.220400 nChanged 2 SP:Iteration 3Q (5827.020000 sec): 3 clusters Score: Raw -55151.354462 + Penalty 2929.059477 = -52222.294985 nChanged 2 SP:Iteration 4Q (5827.180000 sec): 3 clusters Score: Raw -55155.594209 + Penalty 2929.059477 = -52226.534733 nChanged 2 SP:Iteration 5Q (5827.340000 sec): 3 clusters Score: Raw -55163.065276 + Penalty 2929.059477 = -52234.005799 nChanged 1 SP:Iteration 6Q (5827.500000 sec): 3 clusters Score: Raw -55165.901478 + Penalty 2929.059477 = -52236.842001 nChanged 0 SP:Iteration 7F (5827.660000 sec): 3 clusters Score: Raw -55165.901478 + Penalty 2929.059477 = -52236.842001 nChanged 0 Deleting Class 48 (92 points): Lose 2493.648994 but Gain 3201.547851 Iteration 139Q (5873.210000 sec): 57 clusters Score: Raw -68017245.581542 + Penalty 179286.679676 = -67837958.901866 nChanged 152 Iteration 140F (5927.440000 sec): 57 clusters Score: Raw -68018716.916471 + Penalty 179286.679676 = -67839430.236795 nChanged 72 Iteration 141Q (5976.040000 sec): 57 clusters Score: Raw -68019124.785214 + Penalty 179286.679676 = -67839838.105539 nChanged 57 Iteration 142Q (6012.810000 sec): 57 clusters Score: Raw -68019236.829456 + Penalty 179286.679676 = -67839950.149780 nChanged 57 Iteration 143Q (6050.480000 sec): 57 clusters Score: Raw -68019335.598571 + Penalty 179286.679676 = -67840048.918896 nChanged 39 Iteration 144Q (6100.240000 sec): 57 clusters Score: Raw -68019355.629074 + Penalty 179286.679676 = -67840068.949399 nChanged 26 Iteration 145Q (6135.960000 sec): 57 clusters Score: Raw -68019357.069607 + Penalty 179286.679676 = -67840070.389932 nChanged 16 Iteration 146Q (6173.770000 sec): 57 clusters Score: Raw -68019358.307465 + Penalty 179286.679676 = -67840071.627789 nChanged 16 Iteration 147Q (6218.940000 sec): 57 clusters Score: Raw -68019359.427424 + Penalty 179286.679676 = -67840072.747748 nChanged 15 Iteration 148Q (6252.620000 sec): 57 clusters Score: Raw -68019360.286795 + Penalty 179286.679676 = -67840073.607119 nChanged 16 Iteration 149Q (6296.310000 sec): 57 clusters Score: Raw -68019361.346737 + Penalty 179286.679676 = -67840074.667061 nChanged 15 Iteration 150Q (6338.410000 sec): 57 clusters Score: Raw -68019362.837978 + Penalty 179286.679676 = -67840076.158302 nChanged 13 Iteration 151Q (6373.890000 sec): 57 clusters Score: Raw -68019363.682814 + Penalty 179286.679676 = -67840077.003138 nChanged 8 Iteration 152Q (6421.380000 sec): 57 clusters Score: Raw -68019364.308195 + Penalty 179286.679676 = -67840077.628520 nChanged 7 Iteration 153Q (6462.040000 sec): 57 clusters Score: Raw -68019365.109472 + Penalty 179286.679676 = -67840078.429796 nChanged 10 Iteration 154Q (6496.230000 sec): 57 clusters Score: Raw -68019366.239164 + Penalty 179286.679676 = -67840079.559489 nChanged 10 Iteration 155Q (6539.020000 sec): 57 clusters Score: Raw -68019367.333109 + Penalty 179286.679676 = -67840080.653433 nChanged 11 Iteration 156Q (6581.190000 sec): 57 clusters Score: Raw -68019368.520206 + Penalty 179286.679676 = -67840081.840530 nChanged 14 Iteration 157Q (6627.440000 sec): 57 clusters Score: Raw -68019371.373596 + Penalty 179286.679676 = -67840084.693920 nChanged 10 Iteration 158Q (6675.280000 sec): 57 clusters Score: Raw -68019374.045609 + Penalty 179286.679676 = -67840087.365934 nChanged 18 Iteration 159Q (6723.520000 sec): 57 clusters Score: Raw -68019376.398511 + Penalty 179286.679676 = -67840089.718836 nChanged 14 Iteration 160F (6785.120000 sec): 57 clusters Score: Raw -68019391.764036 + Penalty 179286.679676 = -67840105.084361 nChanged 18 Iteration 161Q (6830.240000 sec): 57 clusters Score: Raw -68019446.163392 + Penalty 179286.679676 = -67840159.483717 nChanged 20 Iteration 162Q (6868.600000 sec): 57 clusters Score: Raw -68019447.575341 + Penalty 179286.679676 = -67840160.895666 nChanged 25 Iteration 163Q (6914.460000 sec): 57 clusters Score: Raw -68019450.031743 + Penalty 179286.679676 = -67840163.352067 nChanged 23 Iteration 164Q (6960.590000 sec): 57 clusters Score: Raw -68019451.584248 + Penalty 179286.679676 = -67840164.904573 nChanged 27 Iteration 165Q (7008.660000 sec): 57 clusters Score: Raw -68019453.933183 + Penalty 179286.679676 = -67840167.253508 nChanged 25 Iteration 166Q (7056.640000 sec): 57 clusters Score: Raw -68019455.829129 + Penalty 179286.679676 = -67840169.149453 nChanged 17 Iteration 167Q (7104.420000 sec): 57 clusters Score: Raw -68019457.268029 + Penalty 179286.679676 = -67840170.588353 nChanged 18 Iteration 168Q (7153.030000 sec): 57 clusters Score: Raw -68019459.004959 + Penalty 179286.679676 = -67840172.325284 nChanged 23 Iteration 169Q (7201.040000 sec): 57 clusters Score: Raw -68019461.528845 + Penalty 179286.679676 = -67840174.849170 nChanged 19 Iteration 170Q (7248.990000 sec): 57 clusters Score: Raw -68019463.583023 + Penalty 179286.679676 = -67840176.903348 nChanged 18 Iteration 171Q (7295.000000 sec): 57 clusters Score: Raw -68019465.348116 + Penalty 179286.679676 = -67840178.668440 nChanged 15 Iteration 172Q (7341.710000 sec): 57 clusters Score: Raw -68019466.399250 + Penalty 179286.679676 = -67840179.719574 nChanged 15 Iteration 173Q (7387.100000 sec): 57 clusters Score: Raw -68019467.346497 + Penalty 179286.679676 = -67840180.666821 nChanged 9 Iteration 174Q (7434.540000 sec): 57 clusters Score: Raw -68019467.764151 + Penalty 179286.679676 = -67840181.084476 nChanged 6 Iteration 175Q (7482.810000 sec): 57 clusters Score: Raw -68019468.056111 + Penalty 179286.679676 = -67840181.376435 nChanged 7 Iteration 176Q (7531.230000 sec): 57 clusters Score: Raw -68019468.377846 + Penalty 179286.679676 = -67840181.698170 nChanged 5 Iteration 177Q (7579.750000 sec): 57 clusters Score: Raw -68019468.694311 + Penalty 179286.679676 = -67840182.014636 nChanged 3 Iteration 178Q (7628.720000 sec): 57 clusters Score: Raw -68019468.811496 + Penalty 179286.679676 = -67840182.131820 nChanged 3 Writing temp clu file Because OldScore, -67840182.014636, is greater than current (better) Score,-67840182.131820 Compute initial score before splitting: Score: Raw -68019468.811496 + Penalty 179286.679676 = -67840182.131820 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (4695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7628.850000 sec): 2 clusters Score: Raw -759418.303780 + Penalty 2096.654841 = -757321.648939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7629.020000 sec): 3 clusters Score: Raw -757240.745755 + Penalty 4193.309682 = -753047.436073 nChanged 1800 SP:Iteration 1F (7629.210000 sec): 3 clusters Score: Raw -758226.571700 + Penalty 4193.309682 = -754033.262018 nChanged 343 SP:Iteration 2F (7629.360000 sec): 3 clusters Score: Raw -758428.610439 + Penalty 4193.309682 = -754235.300757 nChanged 224 SP:Iteration 3Q (7629.580000 sec): 3 clusters Score: Raw -758556.690167 + Penalty 4193.309682 = -754363.380485 nChanged 163 SP:Iteration 4Q (7629.740000 sec): 3 clusters Score: Raw -758654.892533 + Penalty 4193.309682 = -754461.582851 nChanged 159 SP:Iteration 5Q (7629.890000 sec): 3 clusters Score: Raw -758741.948301 + Penalty 4193.309682 = -754548.638618 nChanged 135 SP:Iteration 6Q (7630.040000 sec): 3 clusters Score: Raw -758814.673803 + Penalty 4193.309682 = -754621.364120 nChanged 107 SP:Iteration 7Q (7630.260000 sec): 3 clusters Score: Raw -758869.036462 + Penalty 4193.309682 = -754675.726780 nChanged 108 SP:Iteration 8Q (7630.460000 sec): 3 clusters Score: Raw -758916.648916 + Penalty 4193.309682 = -754723.339233 nChanged 87 SP:Iteration 9Q (7630.630000 sec): 3 clusters Score: Raw -758954.547723 + Penalty 4193.309682 = -754761.238041 nChanged 70 SP:Iteration 10Q (7630.770000 sec): 3 clusters Score: Raw -758984.368230 + Penalty 4193.309682 = -754791.058548 nChanged 72 SP:Iteration 11Q (7630.960000 sec): 3 clusters Score: Raw -759017.273134 + Penalty 4193.309682 = -754823.963452 nChanged 67 SP:Iteration 12Q (7631.150000 sec): 3 clusters Score: Raw -759046.496080 + Penalty 4193.309682 = -754853.186397 nChanged 60 SP:Iteration 13Q (7631.340000 sec): 3 clusters Score: Raw -759076.567706 + Penalty 4193.309682 = -754883.258024 nChanged 58 SP:Iteration 14Q (7631.580000 sec): 3 clusters Score: Raw -759100.459761 + Penalty 4193.309682 = -754907.150079 nChanged 46 SP:Iteration 15Q (7631.770000 sec): 3 clusters Score: Raw -759118.703415 + Penalty 4193.309682 = -754925.393733 nChanged 55 SP:Iteration 16Q (7631.920000 sec): 3 clusters Score: Raw -759145.911513 + Penalty 4193.309682 = -754952.601830 nChanged 68 SP:Iteration 17Q (7632.110000 sec): 3 clusters Score: Raw -759176.310079 + Penalty 4193.309682 = -754983.000397 nChanged 51 SP:Iteration 18Q (7632.260000 sec): 3 clusters Score: Raw -759197.663121 + Penalty 4193.309682 = -755004.353438 nChanged 48 SP:Iteration 19Q (7632.410000 sec): 3 clusters Score: Raw -759221.113345 + Penalty 4193.309682 = -755027.803663 nChanged 51 SP:Iteration 20F (7632.550000 sec): 3 clusters Score: Raw -759245.082347 + Penalty 4193.309682 = -755051.772665 nChanged 48 SP:Iteration 21Q (7632.710000 sec): 3 clusters Score: Raw -759271.239842 + Penalty 4193.309682 = -755077.930159 nChanged 52 SP:Iteration 22Q (7632.850000 sec): 3 clusters Score: Raw -759298.342057 + Penalty 4193.309682 = -755105.032375 nChanged 51 SP:Iteration 23Q (7633.000000 sec): 3 clusters Score: Raw -759328.184855 + Penalty 4193.309682 = -755134.875173 nChanged 67 SP:Iteration 24Q (7633.150000 sec): 3 clusters Score: Raw -759358.955541 + Penalty 4193.309682 = -755165.645859 nChanged 70 SP:Iteration 25Q (7633.300000 sec): 3 clusters Score: Raw -759397.524472 + Penalty 4193.309682 = -755204.214790 nChanged 76 SP:Iteration 26Q (7633.490000 sec): 3 clusters Score: Raw -759434.060813 + Penalty 4193.309682 = -755240.751131 nChanged 63 SP:Iteration 27Q (7633.710000 sec): 3 clusters Score: Raw -759461.996014 + Penalty 4193.309682 = -755268.686332 nChanged 60 SP:Iteration 28Q (7633.900000 sec): 3 clusters Score: Raw -759487.179063 + Penalty 4193.309682 = -755293.869380 nChanged 53 SP:Iteration 29Q (7634.060000 sec): 3 clusters Score: Raw -759512.157674 + Penalty 4193.309682 = -755318.847991 nChanged 46 SP:Iteration 30Q (7634.240000 sec): 3 clusters Score: Raw -759532.715786 + Penalty 4193.309682 = -755339.406103 nChanged 49 SP:Iteration 31Q (7634.390000 sec): 3 clusters Score: Raw -759555.355559 + Penalty 4193.309682 = -755362.045877 nChanged 52 SP:Iteration 32Q (7634.540000 sec): 3 clusters Score: Raw -759576.712757 + Penalty 4193.309682 = -755383.403075 nChanged 47 SP:Iteration 33Q (7634.690000 sec): 3 clusters Score: Raw -759599.269615 + Penalty 4193.309682 = -755405.959933 nChanged 48 SP:Iteration 34Q (7634.850000 sec): 3 clusters Score: Raw -759620.651003 + Penalty 4193.309682 = -755427.341321 nChanged 48 SP:Iteration 35Q (7635.000000 sec): 3 clusters Score: Raw -759641.698826 + Penalty 4193.309682 = -755448.389143 nChanged 36 SP:Iteration 36Q (7635.160000 sec): 3 clusters Score: Raw -759657.101437 + Penalty 4193.309682 = -755463.791754 nChanged 26 SP:Iteration 37Q (7635.310000 sec): 3 clusters Score: Raw -759668.238942 + Penalty 4193.309682 = -755474.929259 nChanged 21 SP:Iteration 38Q (7635.490000 sec): 3 clusters Score: Raw -759678.892871 + Penalty 4193.309682 = -755485.583189 nChanged 26 SP:Iteration 39Q (7635.650000 sec): 3 clusters Score: Raw -759692.341745 + Penalty 4193.309682 = -755499.032062 nChanged 34 SP:Iteration 40F (7635.800000 sec): 3 clusters Score: Raw -759709.854867 + Penalty 4193.309682 = -755516.545185 nChanged 27 SP:Iteration 41Q (7635.950000 sec): 3 clusters Score: Raw -759724.317221 + Penalty 4193.309682 = -755531.007539 nChanged 33 SP:Iteration 42Q (7636.100000 sec): 3 clusters Score: Raw -759743.541203 + Penalty 4193.309682 = -755550.231520 nChanged 34 SP:Iteration 43Q (7636.310000 sec): 3 clusters Score: Raw -759759.817140 + Penalty 4193.309682 = -755566.507458 nChanged 34 SP:Iteration 44Q (7636.480000 sec): 3 clusters Score: Raw -759779.786191 + Penalty 4193.309682 = -755586.476509 nChanged 27 SP:Iteration 45Q (7636.640000 sec): 3 clusters Score: Raw -759796.465965 + Penalty 4193.309682 = -755603.156282 nChanged 25 SP:Iteration 46Q (7636.790000 sec): 3 clusters Score: Raw -759809.348593 + Penalty 4193.309682 = -755616.038910 nChanged 23 SP:Iteration 47Q (7636.960000 sec): 3 clusters Score: Raw -759818.516025 + Penalty 4193.309682 = -755625.206342 nChanged 14 SP:Iteration 48Q (7637.130000 sec): 3 clusters Score: Raw -759823.574745 + Penalty 4193.309682 = -755630.265063 nChanged 16 SP:Iteration 49Q (7637.340000 sec): 3 clusters Score: Raw -759831.185072 + Penalty 4193.309682 = -755637.875389 nChanged 14 SP:Iteration 50Q (7637.580000 sec): 3 clusters Score: Raw -759839.730811 + Penalty 4193.309682 = -755646.421129 nChanged 18 SP:Iteration 51Q (7637.730000 sec): 3 clusters Score: Raw -759849.202516 + Penalty 4193.309682 = -755655.892834 nChanged 13 SP:Iteration 52Q (7637.880000 sec): 3 clusters Score: Raw -759855.303664 + Penalty 4193.309682 = -755661.993982 nChanged 10 SP:Iteration 53Q (7638.030000 sec): 3 clusters Score: Raw -759859.911118 + Penalty 4193.309682 = -755666.601436 nChanged 12 SP:Iteration 54Q (7638.190000 sec): 3 clusters Score: Raw -759867.078331 + Penalty 4193.309682 = -755673.768649 nChanged 11 SP:Iteration 55Q (7638.380000 sec): 3 clusters Score: Raw -759872.373134 + Penalty 4193.309682 = -755679.063451 nChanged 10 SP:Iteration 56Q (7638.530000 sec): 3 clusters Score: Raw -759876.201649 + Penalty 4193.309682 = -755682.891966 nChanged 9 SP:Iteration 57Q (7638.670000 sec): 3 clusters Score: Raw -759881.878835 + Penalty 4193.309682 = -755688.569153 nChanged 13 SP:Iteration 58Q (7638.830000 sec): 3 clusters Score: Raw -759886.654365 + Penalty 4193.309682 = -755693.344683 nChanged 8 SP:Iteration 59Q (7638.970000 sec): 3 clusters Score: Raw -759892.025532 + Penalty 4193.309682 = -755698.715850 nChanged 9 SP:Iteration 60F (7639.170000 sec): 3 clusters Score: Raw -759895.850391 + Penalty 4193.309682 = -755702.540709 nChanged 5 SP:Iteration 61Q (7639.310000 sec): 3 clusters Score: Raw -759897.536668 + Penalty 4193.309682 = -755704.226986 nChanged 6 SP:Iteration 62Q (7639.470000 sec): 3 clusters Score: Raw -759900.028895 + Penalty 4193.309682 = -755706.719213 nChanged 8 SP:Iteration 63Q (7639.620000 sec): 3 clusters Score: Raw -759903.605038 + Penalty 4193.309682 = -755710.295355 nChanged 3 SP:Iteration 64Q (7639.770000 sec): 3 clusters Score: Raw -759905.013949 + Penalty 4193.309682 = -755711.704266 nChanged 2 SP:Iteration 65Q (7639.920000 sec): 3 clusters Score: Raw -759906.301049 + Penalty 4193.309682 = -755712.991367 nChanged 0 SP:Iteration 66F (7640.110000 sec): 3 clusters Score: Raw -759906.301049 + Penalty 4193.309682 = -755712.991367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (38836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7640.380000 sec): 2 clusters Score: Raw -6405782.694802 + Penalty 2620.641527 = -6403162.053275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7640.770000 sec): 3 clusters Score: Raw -6382042.294598 + Penalty 5241.283054 = -6376801.011544 nChanged 17710 SP:Iteration 1F (7641.190000 sec): 3 clusters Score: Raw -6391688.221651 + Penalty 5241.283054 = -6386446.938598 nChanged 1626 SP:Iteration 2Q (7641.650000 sec): 3 clusters Score: Raw -6392121.868917 + Penalty 5241.283054 = -6386880.585864 nChanged 1412 SP:Iteration 3Q (7642.140000 sec): 3 clusters Score: Raw -6392515.802187 + Penalty 5241.283054 = -6387274.519134 nChanged 1355 SP:Iteration 4Q (7642.570000 sec): 3 clusters Score: Raw -6392928.590070 + Penalty 5241.283054 = -6387687.307016 nChanged 1417 SP:Iteration 5Q (7643.000000 sec): 3 clusters Score: Raw -6393408.543968 + Penalty 5241.283054 = -6388167.260914 nChanged 1549 SP:Iteration 6Q (7643.460000 sec): 3 clusters Score: Raw -6394056.359370 + Penalty 5241.283054 = -6388815.076317 nChanged 1865 SP:Iteration 7Q (7643.900000 sec): 3 clusters Score: Raw -6395018.471108 + Penalty 5241.283054 = -6389777.188054 nChanged 2278 SP:Iteration 8F (7644.350000 sec): 3 clusters Score: Raw -6396469.536945 + Penalty 5241.283054 = -6391228.253891 nChanged 2712 SP:Iteration 9F (7644.720000 sec): 3 clusters Score: Raw -6398578.413386 + Penalty 5241.283054 = -6393337.130332 nChanged 2913 SP:Iteration 10F (7645.110000 sec): 3 clusters Score: Raw -6401173.811261 + Penalty 5241.283054 = -6395932.528208 nChanged 2434 SP:Iteration 11F (7645.540000 sec): 3 clusters Score: Raw -6403528.147314 + Penalty 5241.283054 = -6398286.864261 nChanged 1473 SP:Iteration 12Q (7645.990000 sec): 3 clusters Score: Raw -6404962.292230 + Penalty 5241.283054 = -6399721.009177 nChanged 643 SP:Iteration 13Q (7646.490000 sec): 3 clusters Score: Raw -6405596.111168 + Penalty 5241.283054 = -6400354.828115 nChanged 239 SP:Iteration 14Q (7646.980000 sec): 3 clusters Score: Raw -6405848.873961 + Penalty 5241.283054 = -6400607.590907 nChanged 109 SP:Iteration 15Q (7647.490000 sec): 3 clusters Score: Raw -6405990.496943 + Penalty 5241.283054 = -6400749.213890 nChanged 53 SP:Iteration 16Q (7647.840000 sec): 3 clusters Score: Raw -6406063.667534 + Penalty 5241.283054 = -6400822.384480 nChanged 38 SP:Iteration 17Q (7648.390000 sec): 3 clusters Score: Raw -6406126.790176 + Penalty 5241.283054 = -6400885.507122 nChanged 31 SP:Iteration 18Q (7648.860000 sec): 3 clusters Score: Raw -6406173.447927 + Penalty 5241.283054 = -6400932.164874 nChanged 9 SP:Iteration 19Q (7649.350000 sec): 3 clusters Score: Raw -6406187.484663 + Penalty 5241.283054 = -6400946.201609 nChanged 3 SP:Iteration 20F (7649.750000 sec): 3 clusters Score: Raw -6406190.697031 + Penalty 5241.283054 = -6400949.413977 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7649.850000 sec): 2 clusters Score: Raw -272235.229052 + Penalty 1850.486817 = -270384.742235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7650.020000 sec): 3 clusters Score: Raw -271675.932549 + Penalty 3700.973635 = -267974.958914 nChanged 552 SP:Iteration 1F (7650.170000 sec): 3 clusters Score: Raw -272534.110832 + Penalty 3700.973635 = -268833.137198 nChanged 193 SP:Iteration 2F (7650.300000 sec): 3 clusters Score: Raw -272883.994231 + Penalty 3700.973635 = -269183.020596 nChanged 123 SP:Iteration 3F (7650.520000 sec): 3 clusters Score: Raw -273112.609978 + Penalty 3700.973635 = -269411.636344 nChanged 104 SP:Iteration 4F (7650.680000 sec): 3 clusters Score: Raw -273316.040907 + Penalty 3700.973635 = -269615.067272 nChanged 85 SP:Iteration 5Q (7650.790000 sec): 3 clusters Score: Raw -273476.815572 + Penalty 3700.973635 = -269775.841938 nChanged 67 SP:Iteration 6Q (7650.890000 sec): 3 clusters Score: Raw -273602.437752 + Penalty 3700.973635 = -269901.464117 nChanged 47 SP:Iteration 7Q (7651.000000 sec): 3 clusters Score: Raw -273677.742921 + Penalty 3700.973635 = -269976.769286 nChanged 34 SP:Iteration 8Q (7651.110000 sec): 3 clusters Score: Raw -273737.828562 + Penalty 3700.973635 = -270036.854927 nChanged 33 SP:Iteration 9Q (7651.220000 sec): 3 clusters Score: Raw -273792.429819 + Penalty 3700.973635 = -270091.456185 nChanged 28 SP:Iteration 10Q (7651.340000 sec): 3 clusters Score: Raw -273827.437858 + Penalty 3700.973635 = -270126.464224 nChanged 16 SP:Iteration 11Q (7651.470000 sec): 3 clusters Score: Raw -273846.397316 + Penalty 3700.973635 = -270145.423682 nChanged 18 SP:Iteration 12Q (7651.600000 sec): 3 clusters Score: Raw -273881.641926 + Penalty 3700.973635 = -270180.668292 nChanged 21 SP:Iteration 13Q (7651.730000 sec): 3 clusters Score: Raw -273929.970143 + Penalty 3700.973635 = -270228.996508 nChanged 26 SP:Iteration 14Q (7651.860000 sec): 3 clusters Score: Raw -273986.413998 + Penalty 3700.973635 = -270285.440363 nChanged 21 SP:Iteration 15Q (7651.990000 sec): 3 clusters Score: Raw -274035.369180 + Penalty 3700.973635 = -270334.395545 nChanged 21 SP:Iteration 16Q (7652.130000 sec): 3 clusters Score: Raw -274094.044054 + Penalty 3700.973635 = -270393.070419 nChanged 18 SP:Iteration 17Q (7652.260000 sec): 3 clusters Score: Raw -274127.684109 + Penalty 3700.973635 = -270426.710474 nChanged 16 SP:Iteration 18Q (7652.390000 sec): 3 clusters Score: Raw -274155.866876 + Penalty 3700.973635 = -270454.893241 nChanged 14 SP:Iteration 19Q (7652.530000 sec): 3 clusters Score: Raw -274179.793270 + Penalty 3700.973635 = -270478.819636 nChanged 7 SP:Iteration 20F (7652.680000 sec): 3 clusters Score: Raw -274192.535156 + Penalty 3700.973635 = -270491.561522 nChanged 9 SP:Iteration 21Q (7652.830000 sec): 3 clusters Score: Raw -274203.663756 + Penalty 3700.973635 = -270502.690122 nChanged 6 SP:Iteration 22Q (7652.970000 sec): 3 clusters Score: Raw -274212.436473 + Penalty 3700.973635 = -270511.462838 nChanged 10 SP:Iteration 23Q (7653.110000 sec): 3 clusters Score: Raw -274229.435241 + Penalty 3700.973635 = -270528.461607 nChanged 4 SP:Iteration 24Q (7653.300000 sec): 3 clusters Score: Raw -274236.472089 + Penalty 3700.973635 = -270535.498455 nChanged 2 SP:Iteration 25Q (7653.450000 sec): 3 clusters Score: Raw -274238.666122 + Penalty 3700.973635 = -270537.692487 nChanged 0 SP:Iteration 26F (7653.600000 sec): 3 clusters Score: Raw -274238.666122 + Penalty 3700.973635 = -270537.692487 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7653.690000 sec): 2 clusters Score: Raw -31485.457104 + Penalty 1363.297720 = -30122.159384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7653.830000 sec): 3 clusters Score: Raw -31758.333133 + Penalty 2726.595440 = -29031.737693 nChanged 38 SP:Iteration 1F (7653.920000 sec): 3 clusters Score: Raw -31956.906286 + Penalty 2726.595440 = -29230.310847 nChanged 10 SP:Iteration 2Q (7654.010000 sec): 3 clusters Score: Raw -32059.272254 + Penalty 2726.595440 = -29332.676814 nChanged 12 SP:Iteration 3Q (7654.160000 sec): 3 clusters Score: Raw -32126.459126 + Penalty 2726.595440 = -29399.863686 nChanged 9 SP:Iteration 4Q (7654.330000 sec): 3 clusters Score: Raw -32172.751723 + Penalty 2726.595440 = -29446.156284 nChanged 6 SP:Iteration 5Q (7654.500000 sec): 3 clusters Score: Raw -32215.984311 + Penalty 2726.595440 = -29489.388871 nChanged 6 SP:Iteration 6Q (7654.660000 sec): 3 clusters Score: Raw -32264.608109 + Penalty 2726.595440 = -29538.012669 nChanged 4 SP:Iteration 7Q (7654.820000 sec): 3 clusters Score: Raw -32331.646435 + Penalty 2726.595440 = -29605.050995 nChanged 2 SP:Iteration 8Q (7654.990000 sec): 3 clusters Score: Raw -32347.776162 + Penalty 2726.595440 = -29621.180722 nChanged 0 SP:Iteration 9F (7655.140000 sec): 3 clusters Score: Raw -32347.776162 + Penalty 2726.595440 = -29621.180722 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7655.220000 sec): 2 clusters Score: Raw -228842.350470 + Penalty 1795.147217 = -227047.203253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7655.380000 sec): 3 clusters Score: Raw -228424.931131 + Penalty 3590.294433 = -224834.636698 nChanged 409 SP:Iteration 1F (7655.540000 sec): 3 clusters Score: Raw -228825.406880 + Penalty 3590.294433 = -225235.112447 nChanged 86 SP:Iteration 2F (7655.700000 sec): 3 clusters Score: Raw -228945.345652 + Penalty 3590.294433 = -225355.051219 nChanged 54 SP:Iteration 3Q (7655.860000 sec): 3 clusters Score: Raw -229019.914145 + Penalty 3590.294433 = -225429.619712 nChanged 43 SP:Iteration 4Q (7656.020000 sec): 3 clusters Score: Raw -229059.267019 + Penalty 3590.294433 = -225468.972586 nChanged 28 SP:Iteration 5Q (7656.180000 sec): 3 clusters Score: Raw -229090.432373 + Penalty 3590.294433 = -225500.137940 nChanged 20 SP:Iteration 6Q (7656.340000 sec): 3 clusters Score: Raw -229111.679387 + Penalty 3590.294433 = -225521.384954 nChanged 13 SP:Iteration 7Q (7656.510000 sec): 3 clusters Score: Raw -229125.208865 + Penalty 3590.294433 = -225534.914432 nChanged 16 SP:Iteration 8Q (7656.670000 sec): 3 clusters Score: Raw -229140.287343 + Penalty 3590.294433 = -225549.992910 nChanged 18 SP:Iteration 9Q (7656.830000 sec): 3 clusters Score: Raw -229172.574489 + Penalty 3590.294433 = -225582.280055 nChanged 25 SP:Iteration 10Q (7656.990000 sec): 3 clusters Score: Raw -229206.966085 + Penalty 3590.294433 = -225616.671652 nChanged 32 SP:Iteration 11Q (7657.160000 sec): 3 clusters Score: Raw -229255.836579 + Penalty 3590.294433 = -225665.542146 nChanged 29 SP:Iteration 12Q (7657.360000 sec): 3 clusters Score: Raw -229291.118588 + Penalty 3590.294433 = -225700.824155 nChanged 23 SP:Iteration 13Q (7657.500000 sec): 3 clusters Score: Raw -229322.193485 + Penalty 3590.294433 = -225731.899052 nChanged 19 SP:Iteration 14Q (7657.650000 sec): 3 clusters Score: Raw -229344.182183 + Penalty 3590.294433 = -225753.887750 nChanged 11 SP:Iteration 15Q (7657.810000 sec): 3 clusters Score: Raw -229354.901411 + Penalty 3590.294433 = -225764.606978 nChanged 8 SP:Iteration 16Q (7657.960000 sec): 3 clusters Score: Raw -229360.956979 + Penalty 3590.294433 = -225770.662546 nChanged 5 SP:Iteration 17Q (7658.120000 sec): 3 clusters Score: Raw -229367.149418 + Penalty 3590.294433 = -225776.854985 nChanged 7 SP:Iteration 18Q (7658.280000 sec): 3 clusters Score: Raw -229373.649147 + Penalty 3590.294433 = -225783.354714 nChanged 2 SP:Iteration 19Q (7658.450000 sec): 3 clusters Score: Raw -229376.023024 + Penalty 3590.294433 = -225785.728591 nChanged 0 SP:Iteration 20F (7658.610000 sec): 3 clusters Score: Raw -229376.023024 + Penalty 3590.294433 = -225785.728591 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7658.690000 sec): 2 clusters Score: Raw -93569.287288 + Penalty 1572.846112 = -91996.441176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7658.850000 sec): 3 clusters Score: Raw -93562.257386 + Penalty 3145.692224 = -90416.565162 nChanged 102 SP:Iteration 1F (7659.020000 sec): 3 clusters Score: Raw -93723.559448 + Penalty 3145.692224 = -90577.867224 nChanged 24 SP:Iteration 2Q (7659.170000 sec): 3 clusters Score: Raw -93781.591133 + Penalty 3145.692224 = -90635.898910 nChanged 18 SP:Iteration 3Q (7659.330000 sec): 3 clusters Score: Raw -93811.620604 + Penalty 3145.692224 = -90665.928381 nChanged 4 SP:Iteration 4Q (7659.490000 sec): 3 clusters Score: Raw -93818.687204 + Penalty 3145.692224 = -90672.994981 nChanged 1 SP:Iteration 5Q (7659.650000 sec): 3 clusters Score: Raw -93821.859812 + Penalty 3145.692224 = -90676.167589 nChanged 1 SP:Iteration 6Q (7659.810000 sec): 3 clusters Score: Raw -93822.983237 + Penalty 3145.692224 = -90677.291013 nChanged 0 SP:Iteration 7F (7659.980000 sec): 3 clusters Score: Raw -93822.983237 + Penalty 3145.692224 = -90677.291013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (64671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7660.380000 sec): 2 clusters Score: Raw -11848635.014883 + Penalty 2747.112903 = -11845887.901980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7660.970000 sec): 3 clusters Score: Raw -11808128.474119 + Penalty 5494.225806 = -11802634.248313 nChanged 29928 SP:Iteration 1F (7661.630000 sec): 3 clusters Score: Raw -11824765.807514 + Penalty 5494.225806 = -11819271.581708 nChanged 2482 SP:Iteration 2Q (7662.270000 sec): 3 clusters Score: Raw -11825455.046658 + Penalty 5494.225806 = -11819960.820852 nChanged 2432 SP:Iteration 3Q (7662.900000 sec): 3 clusters Score: Raw -11826149.157931 + Penalty 5494.225806 = -11820654.932125 nChanged 2516 SP:Iteration 4Q (7663.560000 sec): 3 clusters Score: Raw -11827063.836505 + Penalty 5494.225806 = -11821569.610699 nChanged 3072 SP:Iteration 5Q (7664.270000 sec): 3 clusters Score: Raw -11828507.176254 + Penalty 5494.225806 = -11823012.950448 nChanged 4042 SP:Iteration 6F (7664.750000 sec): 3 clusters Score: Raw -11830964.234992 + Penalty 5494.225806 = -11825470.009186 nChanged 5018 SP:Iteration 7F (7665.370000 sec): 3 clusters Score: Raw -11834867.102123 + Penalty 5494.225806 = -11829372.876317 nChanged 5433 SP:Iteration 8F (7665.960000 sec): 3 clusters Score: Raw -11839868.794952 + Penalty 5494.225806 = -11834374.569146 nChanged 4533 SP:Iteration 9F (7666.550000 sec): 3 clusters Score: Raw -11844279.719332 + Penalty 5494.225806 = -11838785.493525 nChanged 2721 SP:Iteration 10Q (7667.090000 sec): 3 clusters Score: Raw -11846953.707270 + Penalty 5494.225806 = -11841459.481464 nChanged 1157 SP:Iteration 11Q (7667.710000 sec): 3 clusters Score: Raw -11848118.569145 + Penalty 5494.225806 = -11842624.343339 nChanged 474 SP:Iteration 12Q (7668.280000 sec): 3 clusters Score: Raw -11848610.433752 + Penalty 5494.225806 = -11843116.207946 nChanged 242 SP:Iteration 13Q (7668.800000 sec): 3 clusters Score: Raw -11848847.669382 + Penalty 5494.225806 = -11843353.443576 nChanged 154 SP:Iteration 14Q (7669.390000 sec): 3 clusters Score: Raw -11848967.822077 + Penalty 5494.225806 = -11843473.596270 nChanged 81 SP:Iteration 15Q (7669.950000 sec): 3 clusters Score: Raw -11849022.986683 + Penalty 5494.225806 = -11843528.760877 nChanged 54 SP:Iteration 16Q (7670.450000 sec): 3 clusters Score: Raw -11849063.130204 + Penalty 5494.225806 = -11843568.904398 nChanged 36 SP:Iteration 17Q (7670.970000 sec): 3 clusters Score: Raw -11849090.906750 + Penalty 5494.225806 = -11843596.680944 nChanged 26 SP:Iteration 18Q (7671.560000 sec): 3 clusters Score: Raw -11849118.571663 + Penalty 5494.225806 = -11843624.345857 nChanged 34 SP:Iteration 19Q (7672.150000 sec): 3 clusters Score: Raw -11849148.077865 + Penalty 5494.225806 = -11843653.852058 nChanged 42 SP:Iteration 20F (7672.710000 sec): 3 clusters Score: Raw -11849187.067955 + Penalty 5494.225806 = -11843692.842149 nChanged 36 SP:Iteration 21Q (7673.310000 sec): 3 clusters Score: Raw -11849217.342701 + Penalty 5494.225806 = -11843723.116895 nChanged 35 SP:Iteration 22Q (7673.910000 sec): 3 clusters Score: Raw -11849247.141923 + Penalty 5494.225806 = -11843752.916117 nChanged 29 SP:Iteration 23Q (7674.500000 sec): 3 clusters Score: Raw -11849267.491451 + Penalty 5494.225806 = -11843773.265645 nChanged 22 SP:Iteration 24Q (7674.980000 sec): 3 clusters Score: Raw -11849282.456882 + Penalty 5494.225806 = -11843788.231076 nChanged 21 SP:Iteration 25Q (7675.590000 sec): 3 clusters Score: Raw -11849295.957720 + Penalty 5494.225806 = -11843801.731914 nChanged 14 SP:Iteration 26Q (7676.160000 sec): 3 clusters Score: Raw -11849305.496979 + Penalty 5494.225806 = -11843811.271173 nChanged 11 SP:Iteration 27Q (7676.710000 sec): 3 clusters Score: Raw -11849313.237095 + Penalty 5494.225806 = -11843819.011289 nChanged 12 SP:Iteration 28Q (7677.300000 sec): 3 clusters Score: Raw -11849320.289410 + Penalty 5494.225806 = -11843826.063604 nChanged 10 SP:Iteration 29Q (7677.820000 sec): 3 clusters Score: Raw -11849327.780782 + Penalty 5494.225806 = -11843833.554976 nChanged 13 SP:Iteration 30Q (7678.340000 sec): 3 clusters Score: Raw -11849338.726246 + Penalty 5494.225806 = -11843844.500440 nChanged 18 SP:Iteration 31Q (7678.860000 sec): 3 clusters Score: Raw -11849350.441963 + Penalty 5494.225806 = -11843856.216157 nChanged 8 SP:Iteration 32Q (7679.320000 sec): 3 clusters Score: Raw -11849357.952624 + Penalty 5494.225806 = -11843863.726818 nChanged 8 SP:Iteration 33Q (7679.910000 sec): 3 clusters Score: Raw -11849364.102886 + Penalty 5494.225806 = -11843869.877079 nChanged 9 SP:Iteration 34Q (7680.500000 sec): 3 clusters Score: Raw -11849369.786401 + Penalty 5494.225806 = -11843875.560594 nChanged 13 SP:Iteration 35Q (7681.040000 sec): 3 clusters Score: Raw -11849379.012581 + Penalty 5494.225806 = -11843884.786775 nChanged 9 SP:Iteration 36Q (7681.500000 sec): 3 clusters Score: Raw -11849384.534262 + Penalty 5494.225806 = -11843890.308456 nChanged 11 SP:Iteration 37Q (7681.990000 sec): 3 clusters Score: Raw -11849390.218250 + Penalty 5494.225806 = -11843895.992444 nChanged 6 SP:Iteration 38Q (7682.530000 sec): 3 clusters Score: Raw -11849394.573874 + Penalty 5494.225806 = -11843900.348068 nChanged 7 SP:Iteration 39Q (7683.130000 sec): 3 clusters Score: Raw -11849398.001292 + Penalty 5494.225806 = -11843903.775486 nChanged 4 SP:Iteration 40F (7683.620000 sec): 3 clusters Score: Raw -11849399.998329 + Penalty 5494.225806 = -11843905.772523 nChanged 6 SP:Iteration 41Q (7684.120000 sec): 3 clusters Score: Raw -11849403.068646 + Penalty 5494.225806 = -11843908.842840 nChanged 6 SP:Iteration 42Q (7684.760000 sec): 3 clusters Score: Raw -11849407.758123 + Penalty 5494.225806 = -11843913.532317 nChanged 10 SP:Iteration 43Q (7685.360000 sec): 3 clusters Score: Raw -11849413.195818 + Penalty 5494.225806 = -11843918.970012 nChanged 14 SP:Iteration 44Q (7685.830000 sec): 3 clusters Score: Raw -11849420.502141 + Penalty 5494.225806 = -11843926.276335 nChanged 6 SP:Iteration 45Q (7686.330000 sec): 3 clusters Score: Raw -11849424.654642 + Penalty 5494.225806 = -11843930.428836 nChanged 6 SP:Iteration 46Q (7686.920000 sec): 3 clusters Score: Raw -11849428.553810 + Penalty 5494.225806 = -11843934.328004 nChanged 8 SP:Iteration 47Q (7687.510000 sec): 3 clusters Score: Raw -11849434.304103 + Penalty 5494.225806 = -11843940.078296 nChanged 9 SP:Iteration 48Q (7688.040000 sec): 3 clusters Score: Raw -11849439.249426 + Penalty 5494.225806 = -11843945.023619 nChanged 4 SP:Iteration 49Q (7688.600000 sec): 3 clusters Score: Raw -11849441.116309 + Penalty 5494.225806 = -11843946.890503 nChanged 1 SP:Iteration 50Q (7689.170000 sec): 3 clusters Score: Raw -11849441.432162 + Penalty 5494.225806 = -11843947.206356 nChanged 0 SP:Iteration 51F (7689.760000 sec): 3 clusters Score: Raw -11849441.432162 + Penalty 5494.225806 = -11843947.206356 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7689.840000 sec): 2 clusters Score: Raw -100661.733347 + Penalty 1603.603892 = -99058.129455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7690.000000 sec): 3 clusters Score: Raw -100651.529340 + Penalty 3207.207783 = -97444.321557 nChanged 133 SP:Iteration 1F (7690.160000 sec): 3 clusters Score: Raw -100860.722583 + Penalty 3207.207783 = -97653.514799 nChanged 16 SP:Iteration 2Q (7690.350000 sec): 3 clusters Score: Raw -100890.072989 + Penalty 3207.207783 = -97682.865206 nChanged 12 SP:Iteration 3Q (7690.530000 sec): 3 clusters Score: Raw -100913.736567 + Penalty 3207.207783 = -97706.528784 nChanged 7 SP:Iteration 4Q (7690.660000 sec): 3 clusters Score: Raw -100927.774298 + Penalty 3207.207783 = -97720.566515 nChanged 5 SP:Iteration 5Q (7690.790000 sec): 3 clusters Score: Raw -100941.797991 + Penalty 3207.207783 = -97734.590208 nChanged 3 SP:Iteration 6Q (7690.940000 sec): 3 clusters Score: Raw -100950.282859 + Penalty 3207.207783 = -97743.075075 nChanged 1 SP:Iteration 7Q (7691.070000 sec): 3 clusters Score: Raw -100951.667556 + Penalty 3207.207783 = -97744.459773 nChanged 1 SP:Iteration 8Q (7691.210000 sec): 3 clusters Score: Raw -100952.540677 + Penalty 3207.207783 = -97745.332894 nChanged 1 SP:Iteration 9Q (7691.370000 sec): 3 clusters Score: Raw -100953.400595 + Penalty 3207.207783 = -97746.192812 nChanged 0 SP:Iteration 10F (7691.530000 sec): 3 clusters Score: Raw -100953.400595 + Penalty 3207.207783 = -97746.192812 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (5215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7691.640000 sec): 2 clusters Score: Raw -858300.677798 + Penalty 2122.705003 = -856177.972795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7691.840000 sec): 3 clusters Score: Raw -855770.120091 + Penalty 4245.410006 = -851524.710084 nChanged 2028 SP:Iteration 1F (7692.030000 sec): 3 clusters Score: Raw -857192.323521 + Penalty 4245.410006 = -852946.913515 nChanged 492 SP:Iteration 2F (7692.220000 sec): 3 clusters Score: Raw -857693.537645 + Penalty 4245.410006 = -853448.127639 nChanged 379 SP:Iteration 3F (7692.400000 sec): 3 clusters Score: Raw -858096.837532 + Penalty 4245.410006 = -853851.427525 nChanged 342 SP:Iteration 4F (7692.580000 sec): 3 clusters Score: Raw -858427.797350 + Penalty 4245.410006 = -854182.387344 nChanged 287 SP:Iteration 5F (7692.790000 sec): 3 clusters Score: Raw -858703.176309 + Penalty 4245.410006 = -854457.766303 nChanged 254 SP:Iteration 6Q (7692.950000 sec): 3 clusters Score: Raw -858984.239057 + Penalty 4245.410006 = -854738.829050 nChanged 255 SP:Iteration 7Q (7693.140000 sec): 3 clusters Score: Raw -859260.030217 + Penalty 4245.410006 = -855014.620211 nChanged 223 SP:Iteration 8Q (7693.320000 sec): 3 clusters Score: Raw -859494.314914 + Penalty 4245.410006 = -855248.904908 nChanged 163 SP:Iteration 9Q (7693.500000 sec): 3 clusters Score: Raw -859607.791354 + Penalty 4245.410006 = -855362.381348 nChanged 117 SP:Iteration 10Q (7693.690000 sec): 3 clusters Score: Raw -859678.717327 + Penalty 4245.410006 = -855433.307321 nChanged 87 SP:Iteration 11Q (7693.880000 sec): 3 clusters Score: Raw -859721.727384 + Penalty 4245.410006 = -855476.317377 nChanged 64 SP:Iteration 12Q (7694.080000 sec): 3 clusters Score: Raw -859752.684094 + Penalty 4245.410006 = -855507.274087 nChanged 56 SP:Iteration 13Q (7694.290000 sec): 3 clusters Score: Raw -859773.421570 + Penalty 4245.410006 = -855528.011564 nChanged 44 SP:Iteration 14Q (7694.480000 sec): 3 clusters Score: Raw -859791.841030 + Penalty 4245.410006 = -855546.431024 nChanged 33 SP:Iteration 15Q (7694.650000 sec): 3 clusters Score: Raw -859805.279251 + Penalty 4245.410006 = -855559.869245 nChanged 32 SP:Iteration 16Q (7694.840000 sec): 3 clusters Score: Raw -859818.884058 + Penalty 4245.410006 = -855573.474052 nChanged 28 SP:Iteration 17Q (7695.030000 sec): 3 clusters Score: Raw -859829.498396 + Penalty 4245.410006 = -855584.088390 nChanged 19 SP:Iteration 18Q (7695.220000 sec): 3 clusters Score: Raw -859836.517646 + Penalty 4245.410006 = -855591.107640 nChanged 21 SP:Iteration 19Q (7695.410000 sec): 3 clusters Score: Raw -859846.637021 + Penalty 4245.410006 = -855601.227015 nChanged 22 SP:Iteration 20F (7695.600000 sec): 3 clusters Score: Raw -859855.716816 + Penalty 4245.410006 = -855610.306809 nChanged 20 SP:Iteration 21Q (7695.780000 sec): 3 clusters Score: Raw -859863.319825 + Penalty 4245.410006 = -855617.909819 nChanged 27 SP:Iteration 22Q (7695.980000 sec): 3 clusters Score: Raw -859878.576625 + Penalty 4245.410006 = -855633.166619 nChanged 30 SP:Iteration 23Q (7696.170000 sec): 3 clusters Score: Raw -859897.479970 + Penalty 4245.410006 = -855652.069964 nChanged 42 SP:Iteration 24Q (7696.360000 sec): 3 clusters Score: Raw -859922.886298 + Penalty 4245.410006 = -855677.476292 nChanged 43 SP:Iteration 25Q (7696.540000 sec): 3 clusters Score: Raw -859945.196203 + Penalty 4245.410006 = -855699.786197 nChanged 35 SP:Iteration 26Q (7696.730000 sec): 3 clusters Score: Raw -859959.111888 + Penalty 4245.410006 = -855713.701881 nChanged 24 SP:Iteration 27Q (7696.920000 sec): 3 clusters Score: Raw -859966.417261 + Penalty 4245.410006 = -855721.007255 nChanged 14 SP:Iteration 28Q (7697.110000 sec): 3 clusters Score: Raw -859969.599644 + Penalty 4245.410006 = -855724.189638 nChanged 10 SP:Iteration 29Q (7697.300000 sec): 3 clusters Score: Raw -859972.502943 + Penalty 4245.410006 = -855727.092937 nChanged 10 SP:Iteration 30Q (7697.520000 sec): 3 clusters Score: Raw -859975.053247 + Penalty 4245.410006 = -855729.643241 nChanged 10 SP:Iteration 31Q (7697.680000 sec): 3 clusters Score: Raw -859978.865230 + Penalty 4245.410006 = -855733.455224 nChanged 9 SP:Iteration 32Q (7697.860000 sec): 3 clusters Score: Raw -859980.705982 + Penalty 4245.410006 = -855735.295976 nChanged 7 SP:Iteration 33Q (7698.060000 sec): 3 clusters Score: Raw -859982.952819 + Penalty 4245.410006 = -855737.542812 nChanged 6 SP:Iteration 34Q (7698.250000 sec): 3 clusters Score: Raw -859984.584787 + Penalty 4245.410006 = -855739.174781 nChanged 3 SP:Iteration 35Q (7698.400000 sec): 3 clusters Score: Raw -859985.397516 + Penalty 4245.410006 = -855739.987510 nChanged 2 SP:Iteration 36Q (7698.590000 sec): 3 clusters Score: Raw -859986.805917 + Penalty 4245.410006 = -855741.395911 nChanged 7 SP:Iteration 37Q (7698.770000 sec): 3 clusters Score: Raw -859991.986322 + Penalty 4245.410006 = -855746.576315 nChanged 10 SP:Iteration 38Q (7698.960000 sec): 3 clusters Score: Raw -859994.807407 + Penalty 4245.410006 = -855749.397401 nChanged 4 SP:Iteration 39Q (7699.140000 sec): 3 clusters Score: Raw -859996.452193 + Penalty 4245.410006 = -855751.042187 nChanged 2 SP:Iteration 40F (7699.330000 sec): 3 clusters Score: Raw -859997.167276 + Penalty 4245.410006 = -855751.757270 nChanged 2 SP:Iteration 41Q (7699.510000 sec): 3 clusters Score: Raw -859997.684834 + Penalty 4245.410006 = -855752.274827 nChanged 4 SP:Iteration 42Q (7699.700000 sec): 3 clusters Score: Raw -859998.875322 + Penalty 4245.410006 = -855753.465316 nChanged 3 SP:Iteration 43Q (7699.880000 sec): 3 clusters Score: Raw -859999.672904 + Penalty 4245.410006 = -855754.262897 nChanged 2 SP:Iteration 44Q (7700.070000 sec): 3 clusters Score: Raw -860000.299909 + Penalty 4245.410006 = -855754.889903 nChanged 2 SP:Iteration 45Q (7700.260000 sec): 3 clusters Score: Raw -860000.629928 + Penalty 4245.410006 = -855755.219922 nChanged 3 SP:Iteration 46Q (7700.440000 sec): 3 clusters Score: Raw -860001.113687 + Penalty 4245.410006 = -855755.703681 nChanged 1 SP:Iteration 47Q (7700.630000 sec): 3 clusters Score: Raw -860001.217050 + Penalty 4245.410006 = -855755.807043 nChanged 0 SP:Iteration 48F (7700.780000 sec): 3 clusters Score: Raw -860001.217050 + Penalty 4245.410006 = -855755.807043 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.850000 sec): 2 clusters Score: Raw -57787.774671 + Penalty 1478.329324 = -56309.445347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7701.010000 sec): 3 clusters Score: Raw -57950.277567 + Penalty 2956.658648 = -54993.618919 nChanged 76 SP:Iteration 1F (7701.180000 sec): 3 clusters Score: Raw -58270.811190 + Penalty 2956.658648 = -55314.152541 nChanged 24 SP:Iteration 2F (7701.340000 sec): 3 clusters Score: Raw -58458.727700 + Penalty 2956.658648 = -55502.069052 nChanged 17 SP:Iteration 3Q (7701.500000 sec): 3 clusters Score: Raw -58567.699634 + Penalty 2956.658648 = -55611.040986 nChanged 10 SP:Iteration 4Q (7701.710000 sec): 3 clusters Score: Raw -58654.818946 + Penalty 2956.658648 = -55698.160297 nChanged 11 SP:Iteration 5Q (7701.870000 sec): 3 clusters Score: Raw -58733.770949 + Penalty 2956.658648 = -55777.112300 nChanged 7 SP:Iteration 6Q (7702.010000 sec): 3 clusters Score: Raw -58763.104406 + Penalty 2956.658648 = -55806.445758 nChanged 1 SP:Iteration 7Q (7702.130000 sec): 3 clusters Score: Raw -58766.699917 + Penalty 2956.658648 = -55810.041269 nChanged 1 SP:Iteration 8Q (7702.290000 sec): 3 clusters Score: Raw -58767.306378 + Penalty 2956.658648 = -55810.647730 nChanged 0 SP:Iteration 9F (7702.450000 sec): 3 clusters Score: Raw -58767.306378 + Penalty 2956.658648 = -55810.647730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7702.530000 sec): 2 clusters Score: Raw -41343.532066 + Penalty 1398.311958 = -39945.220108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7702.690000 sec): 3 clusters Score: Raw -41533.350302 + Penalty 2796.623916 = -38736.726386 nChanged 24 SP:Iteration 1F (7702.850000 sec): 3 clusters Score: Raw -41636.572117 + Penalty 2796.623916 = -38839.948201 nChanged 8 SP:Iteration 2Q (7703.010000 sec): 3 clusters Score: Raw -41690.256618 + Penalty 2796.623916 = -38893.632702 nChanged 2 SP:Iteration 3Q (7703.170000 sec): 3 clusters Score: Raw -41698.587133 + Penalty 2796.623916 = -38901.963217 nChanged 3 SP:Iteration 4Q (7703.330000 sec): 3 clusters Score: Raw -41706.736104 + Penalty 2796.623916 = -38910.112188 nChanged 1 SP:Iteration 5Q (7703.490000 sec): 3 clusters Score: Raw -41709.188705 + Penalty 2796.623916 = -38912.564789 nChanged 1 SP:Iteration 6Q (7703.650000 sec): 3 clusters Score: Raw -41715.577852 + Penalty 2796.623916 = -38918.953936 nChanged 4 SP:Iteration 7Q (7703.810000 sec): 3 clusters Score: Raw -41727.515819 + Penalty 2796.623916 = -38930.891904 nChanged 1 SP:Iteration 8Q (7703.970000 sec): 3 clusters Score: Raw -41732.748768 + Penalty 2796.623916 = -38936.124852 nChanged 2 SP:Iteration 9Q (7704.130000 sec): 3 clusters Score: Raw -41739.706056 + Penalty 2796.623916 = -38943.082140 nChanged 0 SP:Iteration 10F (7704.330000 sec): 3 clusters Score: Raw -41739.706056 + Penalty 2796.623916 = -38943.082140 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (76231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7704.750000 sec): 2 clusters Score: Raw -12981130.881042 + Penalty 2787.897824 = -12978342.983218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7705.470000 sec): 3 clusters Score: Raw -12932935.610766 + Penalty 5575.795648 = -12927359.815118 nChanged 35637 SP:Iteration 1F (7706.150000 sec): 3 clusters Score: Raw -12952840.169895 + Penalty 5575.795648 = -12947264.374247 nChanged 2658 SP:Iteration 2Q (7706.800000 sec): 3 clusters Score: Raw -12953415.598639 + Penalty 5575.795648 = -12947839.802992 nChanged 2373 SP:Iteration 3Q (7707.560000 sec): 3 clusters Score: Raw -12953914.894404 + Penalty 5575.795648 = -12948339.098757 nChanged 2191 SP:Iteration 4Q (7708.310000 sec): 3 clusters Score: Raw -12954394.377840 + Penalty 5575.795648 = -12948818.582192 nChanged 2062 SP:Iteration 5Q (7708.960000 sec): 3 clusters Score: Raw -12954825.575535 + Penalty 5575.795648 = -12949249.779887 nChanged 2023 SP:Iteration 6Q (7709.750000 sec): 3 clusters Score: Raw -12955261.294412 + Penalty 5575.795648 = -12949685.498764 nChanged 2061 SP:Iteration 7Q (7710.510000 sec): 3 clusters Score: Raw -12955743.075366 + Penalty 5575.795648 = -12950167.279718 nChanged 2147 SP:Iteration 8Q (7711.190000 sec): 3 clusters Score: Raw -12956254.104549 + Penalty 5575.795648 = -12950678.308901 nChanged 2171 SP:Iteration 9Q (7711.950000 sec): 3 clusters Score: Raw -12956840.581384 + Penalty 5575.795648 = -12951264.785736 nChanged 2357 SP:Iteration 10Q (7712.690000 sec): 3 clusters Score: Raw -12957583.009067 + Penalty 5575.795648 = -12952007.213419 nChanged 2648 SP:Iteration 11Q (7713.310000 sec): 3 clusters Score: Raw -12958548.673560 + Penalty 5575.795648 = -12952972.877912 nChanged 2969 SP:Iteration 12Q (7714.110000 sec): 3 clusters Score: Raw -12959820.288373 + Penalty 5575.795648 = -12954244.492725 nChanged 3257 SP:Iteration 13Q (7714.840000 sec): 3 clusters Score: Raw -12961398.010601 + Penalty 5575.795648 = -12955822.214953 nChanged 3451 SP:Iteration 14Q (7715.460000 sec): 3 clusters Score: Raw -12963179.077505 + Penalty 5575.795648 = -12957603.281857 nChanged 3488 SP:Iteration 15Q (7716.140000 sec): 3 clusters Score: Raw -12965003.766200 + Penalty 5575.795648 = -12959427.970552 nChanged 3443 SP:Iteration 16Q (7716.820000 sec): 3 clusters Score: Raw -12966640.383660 + Penalty 5575.795648 = -12961064.588012 nChanged 3032 SP:Iteration 17Q (7717.520000 sec): 3 clusters Score: Raw -12967953.948254 + Penalty 5575.795648 = -12962378.152606 nChanged 2540 SP:Iteration 18Q (7718.270000 sec): 3 clusters Score: Raw -12968873.568250 + Penalty 5575.795648 = -12963297.772602 nChanged 1980 SP:Iteration 19Q (7719.010000 sec): 3 clusters Score: Raw -12969460.557858 + Penalty 5575.795648 = -12963884.762210 nChanged 1586 SP:Iteration 20F (7719.620000 sec): 3 clusters Score: Raw -12969845.115370 + Penalty 5575.795648 = -12964269.319722 nChanged 1215 SP:Iteration 21Q (7720.320000 sec): 3 clusters Score: Raw -12970113.045410 + Penalty 5575.795648 = -12964537.249762 nChanged 1054 SP:Iteration 22Q (7721.040000 sec): 3 clusters Score: Raw -12970321.375055 + Penalty 5575.795648 = -12964745.579407 nChanged 892 SP:Iteration 23Q (7721.690000 sec): 3 clusters Score: Raw -12970488.605459 + Penalty 5575.795648 = -12964912.809811 nChanged 782 SP:Iteration 24Q (7722.400000 sec): 3 clusters Score: Raw -12970638.013185 + Penalty 5575.795648 = -12965062.217538 nChanged 749 SP:Iteration 25Q (7723.130000 sec): 3 clusters Score: Raw -12970783.706066 + Penalty 5575.795648 = -12965207.910418 nChanged 748 SP:Iteration 26Q (7723.870000 sec): 3 clusters Score: Raw -12970929.655345 + Penalty 5575.795648 = -12965353.859698 nChanged 757 SP:Iteration 27Q (7724.490000 sec): 3 clusters Score: Raw -12971086.573701 + Penalty 5575.795648 = -12965510.778053 nChanged 804 SP:Iteration 28Q (7725.070000 sec): 3 clusters Score: Raw -12971262.128825 + Penalty 5575.795648 = -12965686.333177 nChanged 839 SP:Iteration 29Q (7725.800000 sec): 3 clusters Score: Raw -12971459.420912 + Penalty 5575.795648 = -12965883.625264 nChanged 892 SP:Iteration 30Q (7726.500000 sec): 3 clusters Score: Raw -12971680.630343 + Penalty 5575.795648 = -12966104.834696 nChanged 937 SP:Iteration 31Q (7727.120000 sec): 3 clusters Score: Raw -12971912.700425 + Penalty 5575.795648 = -12966336.904777 nChanged 1002 SP:Iteration 32Q (7727.830000 sec): 3 clusters Score: Raw -12972190.667785 + Penalty 5575.795648 = -12966614.872138 nChanged 1098 SP:Iteration 33Q (7728.480000 sec): 3 clusters Score: Raw -12972523.918501 + Penalty 5575.795648 = -12966948.122854 nChanged 1209 SP:Iteration 34Q (7729.090000 sec): 3 clusters Score: Raw -12972921.888204 + Penalty 5575.795648 = -12967346.092556 nChanged 1273 SP:Iteration 35Q (7729.820000 sec): 3 clusters Score: Raw -12973385.405127 + Penalty 5575.795648 = -12967809.609479 nChanged 1405 SP:Iteration 36Q (7730.500000 sec): 3 clusters Score: Raw -12973952.460802 + Penalty 5575.795648 = -12968376.665154 nChanged 1535 SP:Iteration 37Q (7731.100000 sec): 3 clusters Score: Raw -12974659.975267 + Penalty 5575.795648 = -12969084.179619 nChanged 1683 SP:Iteration 38Q (7731.800000 sec): 3 clusters Score: Raw -12975513.788923 + Penalty 5575.795648 = -12969937.993275 nChanged 1726 SP:Iteration 39Q (7732.470000 sec): 3 clusters Score: Raw -12976452.095453 + Penalty 5575.795648 = -12970876.299806 nChanged 1695 SP:Iteration 40F (7733.060000 sec): 3 clusters Score: Raw -12977452.616056 + Penalty 5575.795648 = -12971876.820408 nChanged 1610 SP:Iteration 41Q (7733.760000 sec): 3 clusters Score: Raw -12978447.093056 + Penalty 5575.795648 = -12972871.297408 nChanged 1391 SP:Iteration 42Q (7734.440000 sec): 3 clusters Score: Raw -12979294.910599 + Penalty 5575.795648 = -12973719.114952 nChanged 1113 SP:Iteration 43Q (7734.960000 sec): 3 clusters Score: Raw -12979963.670948 + Penalty 5575.795648 = -12974387.875301 nChanged 853 SP:Iteration 44Q (7735.660000 sec): 3 clusters Score: Raw -12980454.977568 + Penalty 5575.795648 = -12974879.181921 nChanged 629 SP:Iteration 45Q (7736.330000 sec): 3 clusters Score: Raw -12980846.506133 + Penalty 5575.795648 = -12975270.710486 nChanged 458 SP:Iteration 46Q (7736.990000 sec): 3 clusters Score: Raw -12981116.814346 + Penalty 5575.795648 = -12975541.018698 nChanged 302 SP:Iteration 47Q (7737.710000 sec): 3 clusters Score: Raw -12981284.788810 + Penalty 5575.795648 = -12975708.993162 nChanged 202 SP:Iteration 48Q (7738.340000 sec): 3 clusters Score: Raw -12981396.413778 + Penalty 5575.795648 = -12975820.618131 nChanged 149 SP:Iteration 49Q (7738.910000 sec): 3 clusters Score: Raw -12981475.075903 + Penalty 5575.795648 = -12975899.280256 nChanged 113 SP:Iteration 50Q (7739.600000 sec): 3 clusters Score: Raw -12981535.969665 + Penalty 5575.795648 = -12975960.174017 nChanged 77 SP:Iteration 51Q (7740.220000 sec): 3 clusters Score: Raw -12981572.959498 + Penalty 5575.795648 = -12975997.163850 nChanged 59 SP:Iteration 52Q (7740.830000 sec): 3 clusters Score: Raw -12981599.120126 + Penalty 5575.795648 = -12976023.324478 nChanged 35 SP:Iteration 53Q (7741.540000 sec): 3 clusters Score: Raw -12981615.780159 + Penalty 5575.795648 = -12976039.984511 nChanged 30 SP:Iteration 54Q (7742.220000 sec): 3 clusters Score: Raw -12981629.239983 + Penalty 5575.795648 = -12976053.444335 nChanged 23 SP:Iteration 55Q (7742.760000 sec): 3 clusters Score: Raw -12981636.652987 + Penalty 5575.795648 = -12976060.857340 nChanged 12 SP:Iteration 56Q (7743.280000 sec): 3 clusters Score: Raw -12981642.223397 + Penalty 5575.795648 = -12976066.427749 nChanged 10 SP:Iteration 57Q (7743.890000 sec): 3 clusters Score: Raw -12981645.723961 + Penalty 5575.795648 = -12976069.928314 nChanged 6 SP:Iteration 58Q (7744.570000 sec): 3 clusters Score: Raw -12981647.511181 + Penalty 5575.795648 = -12976071.715534 nChanged 2 SP:Iteration 59Q (7745.110000 sec): 3 clusters Score: Raw -12981647.974205 + Penalty 5575.795648 = -12976072.178558 nChanged 2 SP:Iteration 60F (7745.800000 sec): 3 clusters Score: Raw -12981648.417659 + Penalty 5575.795648 = -12976072.622012 nChanged 1 SP:Iteration 61Q (7746.440000 sec): 3 clusters Score: Raw -12981648.743842 + Penalty 5575.795648 = -12976072.948194 nChanged 0 SP:Iteration 62F (7747.110000 sec): 3 clusters Score: Raw -12981648.743842 + Penalty 5575.795648 = -12976072.948194 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7747.160000 sec): 2 clusters Score: Raw -116411.125634 + Penalty 1616.748527 = -114794.377107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7747.320000 sec): 3 clusters Score: Raw -116338.142649 + Penalty 3233.497055 = -113104.645594 nChanged 140 SP:Iteration 1F (7747.480000 sec): 3 clusters Score: Raw -116550.346582 + Penalty 3233.497055 = -113316.849528 nChanged 22 SP:Iteration 2Q (7747.640000 sec): 3 clusters Score: Raw -116590.803929 + Penalty 3233.497055 = -113357.306874 nChanged 8 SP:Iteration 3Q (7747.800000 sec): 3 clusters Score: Raw -116604.057706 + Penalty 3233.497055 = -113370.560651 nChanged 8 SP:Iteration 4Q (7747.970000 sec): 3 clusters Score: Raw -116617.868540 + Penalty 3233.497055 = -113384.371485 nChanged 4 SP:Iteration 5Q (7748.130000 sec): 3 clusters Score: Raw -116625.418054 + Penalty 3233.497055 = -113391.921000 nChanged 1 SP:Iteration 6Q (7748.290000 sec): 3 clusters Score: Raw -116628.270231 + Penalty 3233.497055 = -113394.773176 nChanged 1 SP:Iteration 7Q (7748.460000 sec): 3 clusters Score: Raw -116629.581783 + Penalty 3233.497055 = -113396.084728 nChanged 0 SP:Iteration 8F (7748.620000 sec): 3 clusters Score: Raw -116629.581783 + Penalty 3233.497055 = -113396.084728 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (11536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7748.790000 sec): 2 clusters Score: Raw -1998695.841916 + Penalty 2319.600509 = -1996376.241407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7749.040000 sec): 3 clusters Score: Raw -1992368.950964 + Penalty 4639.201018 = -1987729.749946 nChanged 4795 SP:Iteration 1F (7749.250000 sec): 3 clusters Score: Raw -1994856.132958 + Penalty 4639.201018 = -1990216.931940 nChanged 731 SP:Iteration 2F (7749.530000 sec): 3 clusters Score: Raw -1995185.509443 + Penalty 4639.201018 = -1990546.308424 nChanged 586 SP:Iteration 3F (7749.710000 sec): 3 clusters Score: Raw -1995506.454842 + Penalty 4639.201018 = -1990867.253823 nChanged 622 SP:Iteration 4F (7749.970000 sec): 3 clusters Score: Raw -1995904.728904 + Penalty 4639.201018 = -1991265.527886 nChanged 724 SP:Iteration 5F (7750.210000 sec): 3 clusters Score: Raw -1996467.005211 + Penalty 4639.201018 = -1991827.804193 nChanged 771 SP:Iteration 6F (7750.380000 sec): 3 clusters Score: Raw -1997118.478031 + Penalty 4639.201018 = -1992479.277013 nChanged 764 SP:Iteration 7F (7750.580000 sec): 3 clusters Score: Raw -1997742.339656 + Penalty 4639.201018 = -1993103.138638 nChanged 674 SP:Iteration 8F (7750.790000 sec): 3 clusters Score: Raw -1998239.428932 + Penalty 4639.201018 = -1993600.227914 nChanged 561 SP:Iteration 9Q (7751.030000 sec): 3 clusters Score: Raw -1998593.542529 + Penalty 4639.201018 = -1993954.341511 nChanged 437 SP:Iteration 10Q (7751.280000 sec): 3 clusters Score: Raw -1998807.189923 + Penalty 4639.201018 = -1994167.988905 nChanged 336 SP:Iteration 11Q (7751.480000 sec): 3 clusters Score: Raw -1998933.114839 + Penalty 4639.201018 = -1994293.913821 nChanged 235 SP:Iteration 12Q (7751.730000 sec): 3 clusters Score: Raw -1999022.677210 + Penalty 4639.201018 = -1994383.476191 nChanged 192 SP:Iteration 13Q (7751.930000 sec): 3 clusters Score: Raw -1999086.930020 + Penalty 4639.201018 = -1994447.729002 nChanged 154 SP:Iteration 14Q (7752.180000 sec): 3 clusters Score: Raw -1999139.070298 + Penalty 4639.201018 = -1994499.869280 nChanged 117 SP:Iteration 15Q (7752.400000 sec): 3 clusters Score: Raw -1999180.610115 + Penalty 4639.201018 = -1994541.409097 nChanged 110 SP:Iteration 16Q (7752.610000 sec): 3 clusters Score: Raw -1999217.990985 + Penalty 4639.201018 = -1994578.789966 nChanged 112 SP:Iteration 17Q (7752.850000 sec): 3 clusters Score: Raw -1999257.455447 + Penalty 4639.201018 = -1994618.254429 nChanged 119 SP:Iteration 18Q (7753.040000 sec): 3 clusters Score: Raw -1999299.346862 + Penalty 4639.201018 = -1994660.145843 nChanged 115 SP:Iteration 19Q (7753.270000 sec): 3 clusters Score: Raw -1999337.910130 + Penalty 4639.201018 = -1994698.709112 nChanged 98 SP:Iteration 20F (7753.460000 sec): 3 clusters Score: Raw -1999374.429260 + Penalty 4639.201018 = -1994735.228241 nChanged 130 SP:Iteration 21Q (7753.710000 sec): 3 clusters Score: Raw -1999425.737888 + Penalty 4639.201018 = -1994786.536870 nChanged 111 SP:Iteration 22Q (7754.000000 sec): 3 clusters Score: Raw -1999464.500863 + Penalty 4639.201018 = -1994825.299845 nChanged 96 SP:Iteration 23Q (7754.160000 sec): 3 clusters Score: Raw -1999498.758721 + Penalty 4639.201018 = -1994859.557703 nChanged 99 SP:Iteration 24Q (7754.400000 sec): 3 clusters Score: Raw -1999526.783285 + Penalty 4639.201018 = -1994887.582267 nChanged 78 SP:Iteration 25Q (7754.640000 sec): 3 clusters Score: Raw -1999547.796258 + Penalty 4639.201018 = -1994908.595240 nChanged 72 SP:Iteration 26Q (7754.840000 sec): 3 clusters Score: Raw -1999570.898674 + Penalty 4639.201018 = -1994931.697656 nChanged 63 SP:Iteration 27Q (7755.120000 sec): 3 clusters Score: Raw -1999588.381557 + Penalty 4639.201018 = -1994949.180539 nChanged 58 SP:Iteration 28Q (7755.330000 sec): 3 clusters Score: Raw -1999606.811898 + Penalty 4639.201018 = -1994967.610880 nChanged 63 SP:Iteration 29Q (7755.490000 sec): 3 clusters Score: Raw -1999626.338476 + Penalty 4639.201018 = -1994987.137458 nChanged 58 SP:Iteration 30Q (7755.730000 sec): 3 clusters Score: Raw -1999642.450725 + Penalty 4639.201018 = -1995003.249707 nChanged 53 SP:Iteration 31Q (7755.980000 sec): 3 clusters Score: Raw -1999657.636548 + Penalty 4639.201018 = -1995018.435529 nChanged 68 SP:Iteration 32Q (7756.170000 sec): 3 clusters Score: Raw -1999683.368379 + Penalty 4639.201018 = -1995044.167360 nChanged 82 SP:Iteration 33Q (7756.420000 sec): 3 clusters Score: Raw -1999716.765914 + Penalty 4639.201018 = -1995077.564896 nChanged 78 SP:Iteration 34Q (7756.630000 sec): 3 clusters Score: Raw -1999741.916999 + Penalty 4639.201018 = -1995102.715981 nChanged 71 SP:Iteration 35Q (7756.880000 sec): 3 clusters Score: Raw -1999763.606383 + Penalty 4639.201018 = -1995124.405365 nChanged 65 SP:Iteration 36Q (7757.080000 sec): 3 clusters Score: Raw -1999781.567640 + Penalty 4639.201018 = -1995142.366622 nChanged 46 SP:Iteration 37Q (7757.290000 sec): 3 clusters Score: Raw -1999792.816016 + Penalty 4639.201018 = -1995153.614998 nChanged 36 SP:Iteration 38Q (7757.490000 sec): 3 clusters Score: Raw -1999799.912381 + Penalty 4639.201018 = -1995160.711363 nChanged 27 SP:Iteration 39Q (7757.730000 sec): 3 clusters Score: Raw -1999805.359541 + Penalty 4639.201018 = -1995166.158523 nChanged 21 SP:Iteration 40F (7757.980000 sec): 3 clusters Score: Raw -1999809.188694 + Penalty 4639.201018 = -1995169.987676 nChanged 20 SP:Iteration 41Q (7758.240000 sec): 3 clusters Score: Raw -1999812.257784 + Penalty 4639.201018 = -1995173.056765 nChanged 17 SP:Iteration 42Q (7758.510000 sec): 3 clusters Score: Raw -1999816.068024 + Penalty 4639.201018 = -1995176.867006 nChanged 25 SP:Iteration 43Q (7758.650000 sec): 3 clusters Score: Raw -1999821.107767 + Penalty 4639.201018 = -1995181.906749 nChanged 14 SP:Iteration 44Q (7758.900000 sec): 3 clusters Score: Raw -1999823.552672 + Penalty 4639.201018 = -1995184.351654 nChanged 14 SP:Iteration 45Q (7759.070000 sec): 3 clusters Score: Raw -1999825.914318 + Penalty 4639.201018 = -1995186.713300 nChanged 10 SP:Iteration 46Q (7759.270000 sec): 3 clusters Score: Raw -1999827.742985 + Penalty 4639.201018 = -1995188.541967 nChanged 12 SP:Iteration 47Q (7759.480000 sec): 3 clusters Score: Raw -1999830.239205 + Penalty 4639.201018 = -1995191.038187 nChanged 14 SP:Iteration 48Q (7759.680000 sec): 3 clusters Score: Raw -1999833.638495 + Penalty 4639.201018 = -1995194.437477 nChanged 17 SP:Iteration 49Q (7759.890000 sec): 3 clusters Score: Raw -1999836.105182 + Penalty 4639.201018 = -1995196.904164 nChanged 8 SP:Iteration 50Q (7760.140000 sec): 3 clusters Score: Raw -1999837.553530 + Penalty 4639.201018 = -1995198.352512 nChanged 8 SP:Iteration 51Q (7760.350000 sec): 3 clusters Score: Raw -1999839.387299 + Penalty 4639.201018 = -1995200.186281 nChanged 7 SP:Iteration 52Q (7760.610000 sec): 3 clusters Score: Raw -1999840.978643 + Penalty 4639.201018 = -1995201.777624 nChanged 9 SP:Iteration 53Q (7760.830000 sec): 3 clusters Score: Raw -1999843.065407 + Penalty 4639.201018 = -1995203.864389 nChanged 10 SP:Iteration 54Q (7761.040000 sec): 3 clusters Score: Raw -1999844.515702 + Penalty 4639.201018 = -1995205.314683 nChanged 8 SP:Iteration 55Q (7761.250000 sec): 3 clusters Score: Raw -1999845.509147 + Penalty 4639.201018 = -1995206.308129 nChanged 7 SP:Iteration 56Q (7761.500000 sec): 3 clusters Score: Raw -1999846.888655 + Penalty 4639.201018 = -1995207.687637 nChanged 5 SP:Iteration 57Q (7761.700000 sec): 3 clusters Score: Raw -1999847.783793 + Penalty 4639.201018 = -1995208.582775 nChanged 9 SP:Iteration 58Q (7761.910000 sec): 3 clusters Score: Raw -1999849.376299 + Penalty 4639.201018 = -1995210.175280 nChanged 11 SP:Iteration 59Q (7762.110000 sec): 3 clusters Score: Raw -1999851.081155 + Penalty 4639.201018 = -1995211.880137 nChanged 11 SP:Iteration 60F (7762.320000 sec): 3 clusters Score: Raw -1999852.998373 + Penalty 4639.201018 = -1995213.797355 nChanged 10 SP:Iteration 61Q (7762.570000 sec): 3 clusters Score: Raw -1999854.846568 + Penalty 4639.201018 = -1995215.645550 nChanged 10 SP:Iteration 62Q (7762.770000 sec): 3 clusters Score: Raw -1999856.897951 + Penalty 4639.201018 = -1995217.696933 nChanged 11 SP:Iteration 63Q (7763.020000 sec): 3 clusters Score: Raw -1999859.383232 + Penalty 4639.201018 = -1995220.182213 nChanged 8 SP:Iteration 64Q (7763.230000 sec): 3 clusters Score: Raw -1999860.567090 + Penalty 4639.201018 = -1995221.366072 nChanged 5 SP:Iteration 65Q (7763.530000 sec): 3 clusters Score: Raw -1999861.616461 + Penalty 4639.201018 = -1995222.415443 nChanged 8 SP:Iteration 66Q (7763.710000 sec): 3 clusters Score: Raw -1999863.503259 + Penalty 4639.201018 = -1995224.302241 nChanged 7 SP:Iteration 67Q (7763.970000 sec): 3 clusters Score: Raw -1999864.869788 + Penalty 4639.201018 = -1995225.668770 nChanged 9 SP:Iteration 68Q (7764.110000 sec): 3 clusters Score: Raw -1999866.416700 + Penalty 4639.201018 = -1995227.215681 nChanged 8 SP:Iteration 69Q (7764.370000 sec): 3 clusters Score: Raw -1999868.114705 + Penalty 4639.201018 = -1995228.913686 nChanged 8 SP:Iteration 70Q (7764.610000 sec): 3 clusters Score: Raw -1999869.744474 + Penalty 4639.201018 = -1995230.543456 nChanged 14 SP:Iteration 71Q (7764.790000 sec): 3 clusters Score: Raw -1999874.441197 + Penalty 4639.201018 = -1995235.240179 nChanged 17 SP:Iteration 72Q (7764.990000 sec): 3 clusters Score: Raw -1999878.720546 + Penalty 4639.201018 = -1995239.519528 nChanged 12 SP:Iteration 73Q (7765.190000 sec): 3 clusters Score: Raw -1999881.319274 + Penalty 4639.201018 = -1995242.118255 nChanged 6 SP:Iteration 74Q (7765.400000 sec): 3 clusters Score: Raw -1999882.575802 + Penalty 4639.201018 = -1995243.374783 nChanged 4 SP:Iteration 75Q (7765.650000 sec): 3 clusters Score: Raw -1999883.004974 + Penalty 4639.201018 = -1995243.803955 nChanged 1 SP:Iteration 76Q (7765.850000 sec): 3 clusters Score: Raw -1999883.195106 + Penalty 4639.201018 = -1995243.994088 nChanged 1 SP:Iteration 77Q (7766.060000 sec): 3 clusters Score: Raw -1999883.338455 + Penalty 4639.201018 = -1995244.137437 nChanged 1 SP:Iteration 78Q (7766.260000 sec): 3 clusters Score: Raw -1999883.429509 + Penalty 4639.201018 = -1995244.228491 nChanged 0 SP:Iteration 79F (7766.510000 sec): 3 clusters Score: Raw -1999883.429509 + Penalty 4639.201018 = -1995244.228491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7766.610000 sec): 2 clusters Score: Raw -65402.970459 + Penalty 1497.391988 = -63905.578471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7766.760000 sec): 3 clusters Score: Raw -65478.957521 + Penalty 2994.783976 = -62484.173544 nChanged 77 SP:Iteration 1F (7766.920000 sec): 3 clusters Score: Raw -65666.210695 + Penalty 2994.783976 = -62671.426719 nChanged 16 SP:Iteration 2Q (7767.080000 sec): 3 clusters Score: Raw -65700.891527 + Penalty 2994.783976 = -62706.107550 nChanged 12 SP:Iteration 3Q (7767.240000 sec): 3 clusters Score: Raw -65719.015519 + Penalty 2994.783976 = -62724.231543 nChanged 9 SP:Iteration 4Q (7767.400000 sec): 3 clusters Score: Raw -65739.083391 + Penalty 2994.783976 = -62744.299415 nChanged 2 SP:Iteration 5Q (7767.560000 sec): 3 clusters Score: Raw -65746.700117 + Penalty 2994.783976 = -62751.916141 nChanged 4 SP:Iteration 6Q (7767.720000 sec): 3 clusters Score: Raw -65754.693064 + Penalty 2994.783976 = -62759.909088 nChanged 4 SP:Iteration 7Q (7767.870000 sec): 3 clusters Score: Raw -65759.787302 + Penalty 2994.783976 = -62765.003325 nChanged 4 SP:Iteration 8Q (7768.030000 sec): 3 clusters Score: Raw -65764.828574 + Penalty 2994.783976 = -62770.044598 nChanged 1 SP:Iteration 9Q (7768.190000 sec): 3 clusters Score: Raw -65765.750580 + Penalty 2994.783976 = -62770.966604 nChanged 0 SP:Iteration 10F (7768.370000 sec): 3 clusters Score: Raw -65765.750580 + Penalty 2994.783976 = -62770.966604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7768.440000 sec): 2 clusters Score: Raw -50873.867538 + Penalty 1477.689324 = -49396.178215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7768.590000 sec): 3 clusters Score: Raw -51095.078642 + Penalty 2955.378648 = -48139.699995 nChanged 74 SP:Iteration 1F (7768.750000 sec): 3 clusters Score: Raw -51309.902265 + Penalty 2955.378648 = -48354.523617 nChanged 22 SP:Iteration 2F (7768.910000 sec): 3 clusters Score: Raw -51413.802623 + Penalty 2955.378648 = -48458.423976 nChanged 17 SP:Iteration 3Q (7769.070000 sec): 3 clusters Score: Raw -51494.967717 + Penalty 2955.378648 = -48539.589069 nChanged 11 SP:Iteration 4Q (7769.230000 sec): 3 clusters Score: Raw -51550.158383 + Penalty 2955.378648 = -48594.779735 nChanged 14 SP:Iteration 5Q (7769.380000 sec): 3 clusters Score: Raw -51601.368924 + Penalty 2955.378648 = -48645.990276 nChanged 10 SP:Iteration 6Q (7769.560000 sec): 3 clusters Score: Raw -51633.664537 + Penalty 2955.378648 = -48678.285889 nChanged 6 SP:Iteration 7Q (7769.740000 sec): 3 clusters Score: Raw -51698.026328 + Penalty 2955.378648 = -48742.647680 nChanged 8 SP:Iteration 8Q (7769.910000 sec): 3 clusters Score: Raw -51743.064362 + Penalty 2955.378648 = -48787.685714 nChanged 8 SP:Iteration 9Q (7770.100000 sec): 3 clusters Score: Raw -51777.123092 + Penalty 2955.378648 = -48821.744444 nChanged 5 SP:Iteration 10Q (7770.260000 sec): 3 clusters Score: Raw -51791.227038 + Penalty 2955.378648 = -48835.848390 nChanged 4 SP:Iteration 11Q (7770.430000 sec): 3 clusters Score: Raw -51820.224310 + Penalty 2955.378648 = -48864.845663 nChanged 2 SP:Iteration 12Q (7770.540000 sec): 3 clusters Score: Raw -51825.774607 + Penalty 2955.378648 = -48870.395959 nChanged 2 SP:Iteration 13Q (7770.660000 sec): 3 clusters Score: Raw -51837.057945 + Penalty 2955.378648 = -48881.679297 nChanged 3 SP:Iteration 14Q (7770.800000 sec): 3 clusters Score: Raw -51843.090723 + Penalty 2955.378648 = -48887.712075 nChanged 3 SP:Iteration 15Q (7770.950000 sec): 3 clusters Score: Raw -51876.859127 + Penalty 2955.378648 = -48921.480479 nChanged 4 SP:Iteration 16Q (7771.090000 sec): 3 clusters Score: Raw -51916.800544 + Penalty 2955.378648 = -48961.421896 nChanged 10 SP:Iteration 17Q (7771.250000 sec): 3 clusters Score: Raw -51989.269881 + Penalty 2955.378648 = -49033.891233 nChanged 6 SP:Iteration 18Q (7771.370000 sec): 3 clusters Score: Raw -52035.420099 + Penalty 2955.378648 = -49080.041451 nChanged 5 SP:Iteration 19Q (7771.510000 sec): 3 clusters Score: Raw -52086.808902 + Penalty 2955.378648 = -49131.430254 nChanged 2 SP:Iteration 20F (7771.660000 sec): 3 clusters Score: Raw -52105.405912 + Penalty 2955.378648 = -49150.027264 nChanged 5 SP:Iteration 21Q (7771.820000 sec): 3 clusters Score: Raw -52146.553939 + Penalty 2955.378648 = -49191.175292 nChanged 5 SP:Iteration 22Q (7771.980000 sec): 3 clusters Score: Raw -52186.911628 + Penalty 2955.378648 = -49231.532980 nChanged 4 SP:Iteration 23Q (7772.140000 sec): 3 clusters Score: Raw -52215.585380 + Penalty 2955.378648 = -49260.206733 nChanged 2 SP:Iteration 24Q (7772.300000 sec): 3 clusters Score: Raw -52238.422142 + Penalty 2955.378648 = -49283.043494 nChanged 3 SP:Iteration 25Q (7772.460000 sec): 3 clusters Score: Raw -52246.038215 + Penalty 2955.378648 = -49290.659567 nChanged 0 SP:Iteration 26F (7772.620000 sec): 3 clusters Score: Raw -52246.038215 + Penalty 2955.378648 = -49290.659567 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7772.730000 sec): 2 clusters Score: Raw -153195.701806 + Penalty 1681.983630 = -151513.718176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7772.840000 sec): 3 clusters Score: Raw -153067.975625 + Penalty 3363.967260 = -149704.008365 nChanged 218 SP:Iteration 1F (7773.000000 sec): 3 clusters Score: Raw -153340.033590 + Penalty 3363.967260 = -149976.066331 nChanged 47 SP:Iteration 2F (7773.170000 sec): 3 clusters Score: Raw -153400.989287 + Penalty 3363.967260 = -150037.022027 nChanged 23 SP:Iteration 3Q (7773.330000 sec): 3 clusters Score: Raw -153435.207607 + Penalty 3363.967260 = -150071.240347 nChanged 17 SP:Iteration 4Q (7773.490000 sec): 3 clusters Score: Raw -153459.971630 + Penalty 3363.967260 = -150096.004370 nChanged 8 SP:Iteration 5Q (7773.690000 sec): 3 clusters Score: Raw -153470.448899 + Penalty 3363.967260 = -150106.481639 nChanged 4 SP:Iteration 6Q (7773.840000 sec): 3 clusters Score: Raw -153479.207619 + Penalty 3363.967260 = -150115.240359 nChanged 7 SP:Iteration 7Q (7773.990000 sec): 3 clusters Score: Raw -153490.709138 + Penalty 3363.967260 = -150126.741878 nChanged 7 SP:Iteration 8Q (7774.150000 sec): 3 clusters Score: Raw -153509.879183 + Penalty 3363.967260 = -150145.911923 nChanged 5 SP:Iteration 9Q (7774.310000 sec): 3 clusters Score: Raw -153518.928458 + Penalty 3363.967260 = -150154.961199 nChanged 7 SP:Iteration 10Q (7774.470000 sec): 3 clusters Score: Raw -153527.124982 + Penalty 3363.967260 = -150163.157722 nChanged 3 SP:Iteration 11Q (7774.630000 sec): 3 clusters Score: Raw -153531.485385 + Penalty 3363.967260 = -150167.518125 nChanged 1 SP:Iteration 12Q (7774.790000 sec): 3 clusters Score: Raw -153532.316840 + Penalty 3363.967260 = -150168.349580 nChanged 1 SP:Iteration 13Q (7774.970000 sec): 3 clusters Score: Raw -153533.310280 + Penalty 3363.967260 = -150169.343020 nChanged 2 SP:Iteration 14Q (7775.140000 sec): 3 clusters Score: Raw -153534.979872 + Penalty 3363.967260 = -150171.012612 nChanged 0 SP:Iteration 15F (7775.320000 sec): 3 clusters Score: Raw -153534.979872 + Penalty 3363.967260 = -150171.012612 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (99704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7775.930000 sec): 2 clusters Score: Raw -17253125.978216 + Penalty 2854.470347 = -17250271.507870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7776.670000 sec): 3 clusters Score: Raw -17189085.319992 + Penalty 5708.940693 = -17183376.379298 nChanged 47208 SP:Iteration 1F (7777.500000 sec): 3 clusters Score: Raw -17216240.002450 + Penalty 5708.940693 = -17210531.061757 nChanged 3532 SP:Iteration 2Q (7778.440000 sec): 3 clusters Score: Raw -17217208.448676 + Penalty 5708.940693 = -17211499.507983 nChanged 3691 SP:Iteration 3Q (7779.300000 sec): 3 clusters Score: Raw -17218306.902054 + Penalty 5708.940693 = -17212597.961361 nChanged 3857 SP:Iteration 4Q (7780.120000 sec): 3 clusters Score: Raw -17219574.103621 + Penalty 5708.940693 = -17213865.162928 nChanged 4055 SP:Iteration 5Q (7780.980000 sec): 3 clusters Score: Raw -17221078.940508 + Penalty 5708.940693 = -17215369.999815 nChanged 4315 SP:Iteration 6Q (7781.910000 sec): 3 clusters Score: Raw -17222972.458744 + Penalty 5708.940693 = -17217263.518050 nChanged 4828 SP:Iteration 7Q (7782.730000 sec): 3 clusters Score: Raw -17225586.646788 + Penalty 5708.940693 = -17219877.706094 nChanged 5327 SP:Iteration 8F (7783.590000 sec): 3 clusters Score: Raw -17229110.899169 + Penalty 5708.940693 = -17223401.958476 nChanged 5694 SP:Iteration 9F (7784.380000 sec): 3 clusters Score: Raw -17233103.159825 + Penalty 5708.940693 = -17227394.219131 nChanged 5270 SP:Iteration 10F (7785.160000 sec): 3 clusters Score: Raw -17236482.455960 + Penalty 5708.940693 = -17230773.515267 nChanged 4425 SP:Iteration 11Q (7786.020000 sec): 3 clusters Score: Raw -17238734.138665 + Penalty 5708.940693 = -17233025.197971 nChanged 3190 SP:Iteration 12Q (7786.960000 sec): 3 clusters Score: Raw -17240041.502307 + Penalty 5708.940693 = -17234332.561613 nChanged 2449 SP:Iteration 13Q (7787.900000 sec): 3 clusters Score: Raw -17240998.620336 + Penalty 5708.940693 = -17235289.679643 nChanged 2142 SP:Iteration 14Q (7788.770000 sec): 3 clusters Score: Raw -17241873.752497 + Penalty 5708.940693 = -17236164.811803 nChanged 2001 SP:Iteration 15Q (7789.710000 sec): 3 clusters Score: Raw -17242712.762874 + Penalty 5708.940693 = -17237003.822181 nChanged 1924 SP:Iteration 16Q (7790.460000 sec): 3 clusters Score: Raw -17243544.120123 + Penalty 5708.940693 = -17237835.179430 nChanged 1850 SP:Iteration 17Q (7791.370000 sec): 3 clusters Score: Raw -17244364.232720 + Penalty 5708.940693 = -17238655.292026 nChanged 1831 SP:Iteration 18Q (7792.260000 sec): 3 clusters Score: Raw -17245192.362329 + Penalty 5708.940693 = -17239483.421635 nChanged 1726 SP:Iteration 19Q (7793.000000 sec): 3 clusters Score: Raw -17245985.941085 + Penalty 5708.940693 = -17240277.000392 nChanged 1684 SP:Iteration 20F (7793.810000 sec): 3 clusters Score: Raw -17246727.133761 + Penalty 5708.940693 = -17241018.193068 nChanged 1521 SP:Iteration 21Q (7794.680000 sec): 3 clusters Score: Raw -17247388.447266 + Penalty 5708.940693 = -17241679.506573 nChanged 1502 SP:Iteration 22Q (7795.360000 sec): 3 clusters Score: Raw -17248072.464727 + Penalty 5708.940693 = -17242363.524034 nChanged 1408 SP:Iteration 23Q (7796.210000 sec): 3 clusters Score: Raw -17248703.825302 + Penalty 5708.940693 = -17242994.884608 nChanged 1304 SP:Iteration 24Q (7796.970000 sec): 3 clusters Score: Raw -17249301.140543 + Penalty 5708.940693 = -17243592.199850 nChanged 1224 SP:Iteration 25Q (7797.840000 sec): 3 clusters Score: Raw -17249854.450991 + Penalty 5708.940693 = -17244145.510297 nChanged 1096 SP:Iteration 26Q (7798.740000 sec): 3 clusters Score: Raw -17250343.263745 + Penalty 5708.940693 = -17244634.323051 nChanged 1023 SP:Iteration 27Q (7799.520000 sec): 3 clusters Score: Raw -17250799.910741 + Penalty 5708.940693 = -17245090.970048 nChanged 962 SP:Iteration 28Q (7800.430000 sec): 3 clusters Score: Raw -17251241.839299 + Penalty 5708.940693 = -17245532.898605 nChanged 852 SP:Iteration 29Q (7801.400000 sec): 3 clusters Score: Raw -17251635.011902 + Penalty 5708.940693 = -17245926.071208 nChanged 750 SP:Iteration 30Q (7802.160000 sec): 3 clusters Score: Raw -17251999.982199 + Penalty 5708.940693 = -17246291.041505 nChanged 666 SP:Iteration 31Q (7802.910000 sec): 3 clusters Score: Raw -17252320.067648 + Penalty 5708.940693 = -17246611.126954 nChanged 521 SP:Iteration 32Q (7803.780000 sec): 3 clusters Score: Raw -17252555.328368 + Penalty 5708.940693 = -17246846.387674 nChanged 437 SP:Iteration 33Q (7804.720000 sec): 3 clusters Score: Raw -17252749.419166 + Penalty 5708.940693 = -17247040.478472 nChanged 346 SP:Iteration 34Q (7805.650000 sec): 3 clusters Score: Raw -17252914.843900 + Penalty 5708.940693 = -17247205.903207 nChanged 287 SP:Iteration 35Q (7806.380000 sec): 3 clusters Score: Raw -17253059.053561 + Penalty 5708.940693 = -17247350.112868 nChanged 218 SP:Iteration 36Q (7807.220000 sec): 3 clusters Score: Raw -17253158.639037 + Penalty 5708.940693 = -17247449.698343 nChanged 174 SP:Iteration 37Q (7807.980000 sec): 3 clusters Score: Raw -17253244.732568 + Penalty 5708.940693 = -17247535.791875 nChanged 136 SP:Iteration 38Q (7808.910000 sec): 3 clusters Score: Raw -17253312.186910 + Penalty 5708.940693 = -17247603.246217 nChanged 114 SP:Iteration 39Q (7809.850000 sec): 3 clusters Score: Raw -17253373.879333 + Penalty 5708.940693 = -17247664.938640 nChanged 101 SP:Iteration 40F (7810.580000 sec): 3 clusters Score: Raw -17253429.435035 + Penalty 5708.940693 = -17247720.494342 nChanged 75 SP:Iteration 41Q (7811.530000 sec): 3 clusters Score: Raw -17253473.036396 + Penalty 5708.940693 = -17247764.095702 nChanged 69 SP:Iteration 42Q (7812.290000 sec): 3 clusters Score: Raw -17253508.504506 + Penalty 5708.940693 = -17247799.563813 nChanged 56 SP:Iteration 43Q (7813.220000 sec): 3 clusters Score: Raw -17253532.357542 + Penalty 5708.940693 = -17247823.416849 nChanged 42 SP:Iteration 44Q (7814.040000 sec): 3 clusters Score: Raw -17253549.293286 + Penalty 5708.940693 = -17247840.352592 nChanged 30 SP:Iteration 45Q (7814.920000 sec): 3 clusters Score: Raw -17253562.005003 + Penalty 5708.940693 = -17247853.064309 nChanged 25 SP:Iteration 46Q (7815.840000 sec): 3 clusters Score: Raw -17253572.614245 + Penalty 5708.940693 = -17247863.673552 nChanged 22 SP:Iteration 47Q (7816.570000 sec): 3 clusters Score: Raw -17253581.358957 + Penalty 5708.940693 = -17247872.418263 nChanged 19 SP:Iteration 48Q (7817.330000 sec): 3 clusters Score: Raw -17253589.023743 + Penalty 5708.940693 = -17247880.083050 nChanged 16 SP:Iteration 49Q (7818.280000 sec): 3 clusters Score: Raw -17253597.014894 + Penalty 5708.940693 = -17247888.074200 nChanged 13 SP:Iteration 50Q (7819.010000 sec): 3 clusters Score: Raw -17253603.018413 + Penalty 5708.940693 = -17247894.077719 nChanged 10 SP:Iteration 51Q (7819.890000 sec): 3 clusters Score: Raw -17253606.707482 + Penalty 5708.940693 = -17247897.766789 nChanged 12 SP:Iteration 52Q (7820.670000 sec): 3 clusters Score: Raw -17253610.599001 + Penalty 5708.940693 = -17247901.658307 nChanged 7 SP:Iteration 53Q (7821.600000 sec): 3 clusters Score: Raw -17253612.742135 + Penalty 5708.940693 = -17247903.801441 nChanged 8 SP:Iteration 54Q (7822.490000 sec): 3 clusters Score: Raw -17253616.825930 + Penalty 5708.940693 = -17247907.885237 nChanged 12 SP:Iteration 55Q (7823.440000 sec): 3 clusters Score: Raw -17253622.018474 + Penalty 5708.940693 = -17247913.077780 nChanged 11 SP:Iteration 56Q (7824.240000 sec): 3 clusters Score: Raw -17253625.465417 + Penalty 5708.940693 = -17247916.524724 nChanged 9 SP:Iteration 57Q (7825.150000 sec): 3 clusters Score: Raw -17253628.852444 + Penalty 5708.940693 = -17247919.911750 nChanged 10 SP:Iteration 58Q (7826.170000 sec): 3 clusters Score: Raw -17253632.862322 + Penalty 5708.940693 = -17247923.921628 nChanged 8 SP:Iteration 59Q (7826.950000 sec): 3 clusters Score: Raw -17253635.946813 + Penalty 5708.940693 = -17247927.006119 nChanged 5 SP:Iteration 60F (7827.780000 sec): 3 clusters Score: Raw -17253636.943591 + Penalty 5708.940693 = -17247928.002897 nChanged 4 SP:Iteration 61Q (7828.550000 sec): 3 clusters Score: Raw -17253638.091381 + Penalty 5708.940693 = -17247929.150688 nChanged 4 SP:Iteration 62Q (7829.470000 sec): 3 clusters Score: Raw -17253639.078497 + Penalty 5708.940693 = -17247930.137803 nChanged 3 SP:Iteration 63Q (7830.440000 sec): 3 clusters Score: Raw -17253640.125801 + Penalty 5708.940693 = -17247931.185107 nChanged 3 SP:Iteration 64Q (7831.220000 sec): 3 clusters Score: Raw -17253640.958150 + Penalty 5708.940693 = -17247932.017457 nChanged 2 SP:Iteration 65Q (7832.170000 sec): 3 clusters Score: Raw -17253641.558813 + Penalty 5708.940693 = -17247932.618120 nChanged 0 SP:Iteration 66F (7832.980000 sec): 3 clusters Score: Raw -17253641.558813 + Penalty 5708.940693 = -17247932.618120 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7833.070000 sec): 2 clusters Score: Raw -343560.706160 + Penalty 1891.751719 = -341668.954440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7833.310000 sec): 3 clusters Score: Raw -342776.674703 + Penalty 3783.503439 = -338993.171264 nChanged 649 SP:Iteration 1F (7833.500000 sec): 3 clusters Score: Raw -343257.336599 + Penalty 3783.503439 = -339473.833160 nChanged 139 SP:Iteration 2F (7833.690000 sec): 3 clusters Score: Raw -343386.650682 + Penalty 3783.503439 = -339603.147243 nChanged 97 SP:Iteration 3Q (7833.850000 sec): 3 clusters Score: Raw -343482.114567 + Penalty 3783.503439 = -339698.611128 nChanged 63 SP:Iteration 4Q (7834.010000 sec): 3 clusters Score: Raw -343559.041813 + Penalty 3783.503439 = -339775.538374 nChanged 62 SP:Iteration 5Q (7834.170000 sec): 3 clusters Score: Raw -343628.226566 + Penalty 3783.503439 = -339844.723127 nChanged 60 SP:Iteration 6Q (7834.350000 sec): 3 clusters Score: Raw -343690.787621 + Penalty 3783.503439 = -339907.284182 nChanged 58 SP:Iteration 7Q (7834.540000 sec): 3 clusters Score: Raw -343752.522510 + Penalty 3783.503439 = -339969.019072 nChanged 47 SP:Iteration 8Q (7834.660000 sec): 3 clusters Score: Raw -343813.586682 + Penalty 3783.503439 = -340030.083243 nChanged 50 SP:Iteration 9Q (7834.710000 sec): 3 clusters Score: Raw -343862.809873 + Penalty 3783.503439 = -340079.306434 nChanged 48 SP:Iteration 10Q (7834.790000 sec): 3 clusters Score: Raw -343914.298487 + Penalty 3783.503439 = -340130.795048 nChanged 45 SP:Iteration 11Q (7834.880000 sec): 3 clusters Score: Raw -343961.134111 + Penalty 3783.503439 = -340177.630672 nChanged 39 SP:Iteration 12Q (7834.970000 sec): 3 clusters Score: Raw -343995.930712 + Penalty 3783.503439 = -340212.427273 nChanged 37 SP:Iteration 13Q (7835.120000 sec): 3 clusters Score: Raw -344030.026976 + Penalty 3783.503439 = -340246.523537 nChanged 31 SP:Iteration 14Q (7835.280000 sec): 3 clusters Score: Raw -344064.309652 + Penalty 3783.503439 = -340280.806213 nChanged 33 SP:Iteration 15Q (7835.440000 sec): 3 clusters Score: Raw -344090.940968 + Penalty 3783.503439 = -340307.437529 nChanged 34 SP:Iteration 16Q (7835.600000 sec): 3 clusters Score: Raw -344121.626892 + Penalty 3783.503439 = -340338.123453 nChanged 33 SP:Iteration 17Q (7835.800000 sec): 3 clusters Score: Raw -344149.633677 + Penalty 3783.503439 = -340366.130238 nChanged 26 SP:Iteration 18Q (7835.950000 sec): 3 clusters Score: Raw -344166.652076 + Penalty 3783.503439 = -340383.148637 nChanged 21 SP:Iteration 19Q (7836.130000 sec): 3 clusters Score: Raw -344180.748960 + Penalty 3783.503439 = -340397.245521 nChanged 21 SP:Iteration 20F (7836.270000 sec): 3 clusters Score: Raw -344194.974833 + Penalty 3783.503439 = -340411.471394 nChanged 14 SP:Iteration 21Q (7836.410000 sec): 3 clusters Score: Raw -344203.939857 + Penalty 3783.503439 = -340420.436418 nChanged 11 SP:Iteration 22Q (7836.570000 sec): 3 clusters Score: Raw -344214.453293 + Penalty 3783.503439 = -340430.949854 nChanged 14 SP:Iteration 23Q (7836.790000 sec): 3 clusters Score: Raw -344228.468586 + Penalty 3783.503439 = -340444.965147 nChanged 15 SP:Iteration 24Q (7836.950000 sec): 3 clusters Score: Raw -344239.334783 + Penalty 3783.503439 = -340455.831344 nChanged 13 SP:Iteration 25Q (7837.090000 sec): 3 clusters Score: Raw -344249.977593 + Penalty 3783.503439 = -340466.474154 nChanged 15 SP:Iteration 26Q (7837.230000 sec): 3 clusters Score: Raw -344260.139113 + Penalty 3783.503439 = -340476.635674 nChanged 15 SP:Iteration 27Q (7837.370000 sec): 3 clusters Score: Raw -344274.482350 + Penalty 3783.503439 = -340490.978911 nChanged 17 SP:Iteration 28Q (7837.510000 sec): 3 clusters Score: Raw -344291.109003 + Penalty 3783.503439 = -340507.605564 nChanged 19 SP:Iteration 29Q (7837.680000 sec): 3 clusters Score: Raw -344307.744158 + Penalty 3783.503439 = -340524.240719 nChanged 17 SP:Iteration 30Q (7837.850000 sec): 3 clusters Score: Raw -344320.142678 + Penalty 3783.503439 = -340536.639240 nChanged 14 SP:Iteration 31Q (7837.980000 sec): 3 clusters Score: Raw -344331.969953 + Penalty 3783.503439 = -340548.466514 nChanged 11 SP:Iteration 32Q (7838.130000 sec): 3 clusters Score: Raw -344344.329281 + Penalty 3783.503439 = -340560.825842 nChanged 16 SP:Iteration 33Q (7838.280000 sec): 3 clusters Score: Raw -344357.665359 + Penalty 3783.503439 = -340574.161920 nChanged 14 SP:Iteration 34Q (7838.430000 sec): 3 clusters Score: Raw -344369.849994 + Penalty 3783.503439 = -340586.346555 nChanged 11 SP:Iteration 35Q (7838.610000 sec): 3 clusters Score: Raw -344382.599343 + Penalty 3783.503439 = -340599.095904 nChanged 11 SP:Iteration 36Q (7838.770000 sec): 3 clusters Score: Raw -344393.011344 + Penalty 3783.503439 = -340609.507905 nChanged 8 SP:Iteration 37Q (7838.910000 sec): 3 clusters Score: Raw -344401.003241 + Penalty 3783.503439 = -340617.499802 nChanged 10 SP:Iteration 38Q (7839.060000 sec): 3 clusters Score: Raw -344409.498162 + Penalty 3783.503439 = -340625.994723 nChanged 8 SP:Iteration 39Q (7839.220000 sec): 3 clusters Score: Raw -344416.505087 + Penalty 3783.503439 = -340633.001648 nChanged 13 SP:Iteration 40F (7839.380000 sec): 3 clusters Score: Raw -344428.915255 + Penalty 3783.503439 = -340645.411816 nChanged 11 SP:Iteration 41Q (7839.540000 sec): 3 clusters Score: Raw -344437.879494 + Penalty 3783.503439 = -340654.376055 nChanged 10 SP:Iteration 42Q (7839.700000 sec): 3 clusters Score: Raw -344446.401480 + Penalty 3783.503439 = -340662.898041 nChanged 10 SP:Iteration 43Q (7839.880000 sec): 3 clusters Score: Raw -344454.322828 + Penalty 3783.503439 = -340670.819389 nChanged 7 SP:Iteration 44Q (7840.020000 sec): 3 clusters Score: Raw -344459.889670 + Penalty 3783.503439 = -340676.386231 nChanged 7 SP:Iteration 45Q (7840.150000 sec): 3 clusters Score: Raw -344468.701551 + Penalty 3783.503439 = -340685.198112 nChanged 12 SP:Iteration 46Q (7840.320000 sec): 3 clusters Score: Raw -344478.284980 + Penalty 3783.503439 = -340694.781541 nChanged 4 SP:Iteration 47Q (7840.480000 sec): 3 clusters Score: Raw -344482.178400 + Penalty 3783.503439 = -340698.674961 nChanged 1 SP:Iteration 48Q (7840.650000 sec): 3 clusters Score: Raw -344483.069352 + Penalty 3783.503439 = -340699.565913 nChanged 0 SP:Iteration 49F (7840.810000 sec): 3 clusters Score: Raw -344483.069352 + Penalty 3783.503439 = -340699.565913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (1060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7840.880000 sec): 2 clusters Score: Raw -168625.744336 + Penalty 1727.573998 = -166898.170338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7841.000000 sec): 3 clusters Score: Raw -168349.534785 + Penalty 3455.147997 = -164894.386788 nChanged 283 SP:Iteration 1F (7841.130000 sec): 3 clusters Score: Raw -168685.032659 + Penalty 3455.147997 = -165229.884662 nChanged 71 SP:Iteration 2F (7841.250000 sec): 3 clusters Score: Raw -168852.279751 + Penalty 3455.147997 = -165397.131754 nChanged 57 SP:Iteration 3F (7841.420000 sec): 3 clusters Score: Raw -168989.569982 + Penalty 3455.147997 = -165534.421985 nChanged 49 SP:Iteration 4Q (7841.560000 sec): 3 clusters Score: Raw -169077.058296 + Penalty 3455.147997 = -165621.910300 nChanged 41 SP:Iteration 5Q (7841.670000 sec): 3 clusters Score: Raw -169154.389667 + Penalty 3455.147997 = -165699.241670 nChanged 26 SP:Iteration 6Q (7841.840000 sec): 3 clusters Score: Raw -169200.307325 + Penalty 3455.147997 = -165745.159328 nChanged 23 SP:Iteration 7Q (7842.000000 sec): 3 clusters Score: Raw -169238.501414 + Penalty 3455.147997 = -165783.353417 nChanged 23 SP:Iteration 8Q (7842.160000 sec): 3 clusters Score: Raw -169276.388311 + Penalty 3455.147997 = -165821.240314 nChanged 14 SP:Iteration 9Q (7842.310000 sec): 3 clusters Score: Raw -169307.046038 + Penalty 3455.147997 = -165851.898041 nChanged 14 SP:Iteration 10Q (7842.460000 sec): 3 clusters Score: Raw -169331.403555 + Penalty 3455.147997 = -165876.255558 nChanged 8 SP:Iteration 11Q (7842.600000 sec): 3 clusters Score: Raw -169344.582080 + Penalty 3455.147997 = -165889.434083 nChanged 3 SP:Iteration 12Q (7842.740000 sec): 3 clusters Score: Raw -169347.819460 + Penalty 3455.147997 = -165892.671464 nChanged 3 SP:Iteration 13Q (7842.870000 sec): 3 clusters Score: Raw -169353.148624 + Penalty 3455.147997 = -165898.000627 nChanged 4 SP:Iteration 14Q (7843.020000 sec): 3 clusters Score: Raw -169358.327650 + Penalty 3455.147997 = -165903.179653 nChanged 4 SP:Iteration 15Q (7843.150000 sec): 3 clusters Score: Raw -169364.199797 + Penalty 3455.147997 = -165909.051800 nChanged 0 SP:Iteration 16F (7843.300000 sec): 3 clusters Score: Raw -169364.199797 + Penalty 3455.147997 = -165909.051800 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7843.370000 sec): 2 clusters Score: Raw -81759.397750 + Penalty 1544.670729 = -80214.727022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7843.510000 sec): 3 clusters Score: Raw -81837.369241 + Penalty 3089.341458 = -78748.027784 nChanged 100 SP:Iteration 1F (7843.660000 sec): 3 clusters Score: Raw -82071.657937 + Penalty 3089.341458 = -78982.316479 nChanged 27 SP:Iteration 2F (7843.810000 sec): 3 clusters Score: Raw -82146.916897 + Penalty 3089.341458 = -79057.575440 nChanged 14 SP:Iteration 3Q (7843.970000 sec): 3 clusters Score: Raw -82175.306178 + Penalty 3089.341458 = -79085.964720 nChanged 7 SP:Iteration 4Q (7844.130000 sec): 3 clusters Score: Raw -82190.889582 + Penalty 3089.341458 = -79101.548124 nChanged 5 SP:Iteration 5Q (7844.290000 sec): 3 clusters Score: Raw -82205.520073 + Penalty 3089.341458 = -79116.178615 nChanged 6 SP:Iteration 6Q (7844.450000 sec): 3 clusters Score: Raw -82222.872291 + Penalty 3089.341458 = -79133.530833 nChanged 6 SP:Iteration 7Q (7844.610000 sec): 3 clusters Score: Raw -82237.114187 + Penalty 3089.341458 = -79147.772730 nChanged 4 SP:Iteration 8Q (7844.770000 sec): 3 clusters Score: Raw -82248.989047 + Penalty 3089.341458 = -79159.647590 nChanged 6 SP:Iteration 9Q (7844.930000 sec): 3 clusters Score: Raw -82268.400467 + Penalty 3089.341458 = -79179.059009 nChanged 8 SP:Iteration 10Q (7845.090000 sec): 3 clusters Score: Raw -82301.162546 + Penalty 3089.341458 = -79211.821088 nChanged 7 SP:Iteration 11Q (7845.250000 sec): 3 clusters Score: Raw -82341.713493 + Penalty 3089.341458 = -79252.372035 nChanged 8 SP:Iteration 12Q (7845.410000 sec): 3 clusters Score: Raw -82386.158362 + Penalty 3089.341458 = -79296.816904 nChanged 6 SP:Iteration 13Q (7845.570000 sec): 3 clusters Score: Raw -82415.957414 + Penalty 3089.341458 = -79326.615956 nChanged 4 SP:Iteration 14Q (7845.730000 sec): 3 clusters Score: Raw -82433.848767 + Penalty 3089.341458 = -79344.507309 nChanged 8 SP:Iteration 15Q (7845.890000 sec): 3 clusters Score: Raw -82458.899370 + Penalty 3089.341458 = -79369.557913 nChanged 7 SP:Iteration 16Q (7846.050000 sec): 3 clusters Score: Raw -82498.966854 + Penalty 3089.341458 = -79409.625396 nChanged 10 SP:Iteration 17Q (7846.210000 sec): 3 clusters Score: Raw -82523.057455 + Penalty 3089.341458 = -79433.715998 nChanged 11 SP:Iteration 18Q (7846.370000 sec): 3 clusters Score: Raw -82553.243268 + Penalty 3089.341458 = -79463.901811 nChanged 11 SP:Iteration 19Q (7846.530000 sec): 3 clusters Score: Raw -82578.859455 + Penalty 3089.341458 = -79489.517998 nChanged 8 SP:Iteration 20F (7846.690000 sec): 3 clusters Score: Raw -82597.703068 + Penalty 3089.341458 = -79508.361611 nChanged 6 SP:Iteration 21Q (7846.850000 sec): 3 clusters Score: Raw -82658.253499 + Penalty 3089.341458 = -79568.912041 nChanged 6 SP:Iteration 22Q (7847.010000 sec): 3 clusters Score: Raw -82696.407059 + Penalty 3089.341458 = -79607.065601 nChanged 6 SP:Iteration 23Q (7847.170000 sec): 3 clusters Score: Raw -82712.289150 + Penalty 3089.341458 = -79622.947692 nChanged 6 SP:Iteration 24Q (7847.330000 sec): 3 clusters Score: Raw -82739.571004 + Penalty 3089.341458 = -79650.229547 nChanged 7 SP:Iteration 25Q (7847.510000 sec): 3 clusters Score: Raw -82755.504721 + Penalty 3089.341458 = -79666.163264 nChanged 6 SP:Iteration 26Q (7847.720000 sec): 3 clusters Score: Raw -82778.642307 + Penalty 3089.341458 = -79689.300849 nChanged 4 SP:Iteration 27Q (7847.880000 sec): 3 clusters Score: Raw -82825.998764 + Penalty 3089.341458 = -79736.657306 nChanged 6 SP:Iteration 28Q (7848.050000 sec): 3 clusters Score: Raw -82935.943350 + Penalty 3089.341458 = -79846.601892 nChanged 9 SP:Iteration 29Q (7848.200000 sec): 3 clusters Score: Raw -83017.294704 + Penalty 3089.341458 = -79927.953246 nChanged 8 SP:Iteration 30Q (7848.330000 sec): 3 clusters Score: Raw -83051.774760 + Penalty 3089.341458 = -79962.433302 nChanged 8 SP:Iteration 31Q (7848.490000 sec): 3 clusters Score: Raw -83096.118766 + Penalty 3089.341458 = -80006.777308 nChanged 12 SP:Iteration 32Q (7848.650000 sec): 3 clusters Score: Raw -83153.039915 + Penalty 3089.341458 = -80063.698458 nChanged 6 SP:Iteration 33Q (7848.820000 sec): 3 clusters Score: Raw -83189.443379 + Penalty 3089.341458 = -80100.101921 nChanged 4 SP:Iteration 34Q (7848.980000 sec): 3 clusters Score: Raw -83209.858201 + Penalty 3089.341458 = -80120.516743 nChanged 3 SP:Iteration 35Q (7849.140000 sec): 3 clusters Score: Raw -83233.557484 + Penalty 3089.341458 = -80144.216026 nChanged 4 SP:Iteration 36Q (7849.310000 sec): 3 clusters Score: Raw -83258.827755 + Penalty 3089.341458 = -80169.486297 nChanged 2 SP:Iteration 37Q (7849.470000 sec): 3 clusters Score: Raw -83264.099258 + Penalty 3089.341458 = -80174.757800 nChanged 0 SP:Iteration 38F (7849.630000 sec): 3 clusters Score: Raw -83264.099258 + Penalty 3089.341458 = -80174.757800 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7849.710000 sec): 2 clusters Score: Raw -44873.956092 + Penalty 1400.070831 = -43473.885261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7849.880000 sec): 3 clusters Score: Raw -44995.524200 + Penalty 2800.141661 = -42195.382538 nChanged 29 SP:Iteration 1F (7850.040000 sec): 3 clusters Score: Raw -45094.022566 + Penalty 2800.141661 = -42293.880905 nChanged 6 SP:Iteration 2Q (7850.210000 sec): 3 clusters Score: Raw -45110.105091 + Penalty 2800.141661 = -42309.963430 nChanged 1 SP:Iteration 3Q (7850.370000 sec): 3 clusters Score: Raw -45112.567965 + Penalty 2800.141661 = -42312.426304 nChanged 0 SP:Iteration 4F (7850.530000 sec): 3 clusters Score: Raw -45112.567965 + Penalty 2800.141661 = -42312.426304 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7850.610000 sec): 2 clusters Score: Raw -74932.553679 + Penalty 1534.179739 = -73398.373941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7850.800000 sec): 3 clusters Score: Raw -74973.150894 + Penalty 3068.359477 = -71904.791417 nChanged 77 SP:Iteration 1F (7850.990000 sec): 3 clusters Score: Raw -75148.063305 + Penalty 3068.359477 = -72079.703827 nChanged 25 SP:Iteration 2F (7851.170000 sec): 3 clusters Score: Raw -75234.642813 + Penalty 3068.359477 = -72166.283335 nChanged 13 SP:Iteration 3Q (7851.310000 sec): 3 clusters Score: Raw -75258.906023 + Penalty 3068.359477 = -72190.546545 nChanged 8 SP:Iteration 4Q (7851.470000 sec): 3 clusters Score: Raw -75278.603855 + Penalty 3068.359477 = -72210.244377 nChanged 5 SP:Iteration 5Q (7851.630000 sec): 3 clusters Score: Raw -75289.837257 + Penalty 3068.359477 = -72221.477780 nChanged 2 SP:Iteration 6Q (7851.790000 sec): 3 clusters Score: Raw -75295.950773 + Penalty 3068.359477 = -72227.591296 nChanged 0 SP:Iteration 7F (7851.950000 sec): 3 clusters Score: Raw -75295.950773 + Penalty 3068.359477 = -72227.591296 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (20658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7852.140000 sec): 2 clusters Score: Raw -3577410.365283 + Penalty 2464.092767 = -3574946.272516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7852.450000 sec): 3 clusters Score: Raw -3565363.919959 + Penalty 4928.185535 = -3560435.734424 nChanged 8974 SP:Iteration 1F (7852.750000 sec): 3 clusters Score: Raw -3570138.742806 + Penalty 4928.185535 = -3565210.557271 nChanged 1108 SP:Iteration 2F (7853.050000 sec): 3 clusters Score: Raw -3570567.371060 + Penalty 4928.185535 = -3565639.185525 nChanged 1015 SP:Iteration 3Q (7853.400000 sec): 3 clusters Score: Raw -3570957.953033 + Penalty 4928.185535 = -3566029.767499 nChanged 942 SP:Iteration 4Q (7853.720000 sec): 3 clusters Score: Raw -3571328.696086 + Penalty 4928.185535 = -3566400.510551 nChanged 954 SP:Iteration 5Q (7854.030000 sec): 3 clusters Score: Raw -3571739.615450 + Penalty 4928.185535 = -3566811.429915 nChanged 981 SP:Iteration 6Q (7854.320000 sec): 3 clusters Score: Raw -3572215.865943 + Penalty 4928.185535 = -3567287.680409 nChanged 1044 SP:Iteration 7F (7854.610000 sec): 3 clusters Score: Raw -3572826.473538 + Penalty 4928.185535 = -3567898.288003 nChanged 1190 SP:Iteration 8F (7854.910000 sec): 3 clusters Score: Raw -3573650.632429 + Penalty 4928.185535 = -3568722.446894 nChanged 1199 SP:Iteration 9F (7855.210000 sec): 3 clusters Score: Raw -3574555.941558 + Penalty 4928.185535 = -3569627.756023 nChanged 1115 SP:Iteration 10F (7855.510000 sec): 3 clusters Score: Raw -3575492.273140 + Penalty 4928.185535 = -3570564.087605 nChanged 934 SP:Iteration 11Q (7855.770000 sec): 3 clusters Score: Raw -3576307.057953 + Penalty 4928.185535 = -3571378.872418 nChanged 631 SP:Iteration 12Q (7856.070000 sec): 3 clusters Score: Raw -3576866.259314 + Penalty 4928.185535 = -3571938.073780 nChanged 383 SP:Iteration 13Q (7856.350000 sec): 3 clusters Score: Raw -3577225.541774 + Penalty 4928.185535 = -3572297.356239 nChanged 189 SP:Iteration 14Q (7856.610000 sec): 3 clusters Score: Raw -3577400.657157 + Penalty 4928.185535 = -3572472.471622 nChanged 113 SP:Iteration 15Q (7856.910000 sec): 3 clusters Score: Raw -3577510.740011 + Penalty 4928.185535 = -3572582.554477 nChanged 66 SP:Iteration 16Q (7857.230000 sec): 3 clusters Score: Raw -3577578.571104 + Penalty 4928.185535 = -3572650.385569 nChanged 34 SP:Iteration 17Q (7857.540000 sec): 3 clusters Score: Raw -3577621.844420 + Penalty 4928.185535 = -3572693.658886 nChanged 25 SP:Iteration 18Q (7857.860000 sec): 3 clusters Score: Raw -3577657.943575 + Penalty 4928.185535 = -3572729.758041 nChanged 14 SP:Iteration 19Q (7858.170000 sec): 3 clusters Score: Raw -3577675.086343 + Penalty 4928.185535 = -3572746.900809 nChanged 8 SP:Iteration 20F (7858.490000 sec): 3 clusters Score: Raw -3577688.304292 + Penalty 4928.185535 = -3572760.118758 nChanged 7 SP:Iteration 21Q (7858.800000 sec): 3 clusters Score: Raw -3577695.185516 + Penalty 4928.185535 = -3572766.999981 nChanged 3 SP:Iteration 22Q (7859.040000 sec): 3 clusters Score: Raw -3577700.516731 + Penalty 4928.185535 = -3572772.331197 nChanged 4 SP:Iteration 23Q (7859.340000 sec): 3 clusters Score: Raw -3577705.699906 + Penalty 4928.185535 = -3572777.514372 nChanged 6 SP:Iteration 24Q (7859.670000 sec): 3 clusters Score: Raw -3577710.530984 + Penalty 4928.185535 = -3572782.345449 nChanged 1 SP:Iteration 25Q (7859.960000 sec): 3 clusters Score: Raw -3577712.865237 + Penalty 4928.185535 = -3572784.679702 nChanged 3 SP:Iteration 26Q (7860.240000 sec): 3 clusters Score: Raw -3577716.926547 + Penalty 4928.185535 = -3572788.741013 nChanged 0 SP:Iteration 27F (7860.550000 sec): 3 clusters Score: Raw -3577716.926547 + Penalty 4928.185535 = -3572788.741013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7860.650000 sec): 2 clusters Score: Raw -24067.463025 + Penalty 1264.766874 = -22802.696151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7860.810000 sec): 3 clusters Score: Raw -24349.614252 + Penalty 2529.533748 = -21820.080504 nChanged 16 SP:Iteration 1F (7860.970000 sec): 3 clusters Score: Raw -24443.471620 + Penalty 2529.533748 = -21913.937872 nChanged 5 SP:Iteration 2Q (7861.130000 sec): 3 clusters Score: Raw -24496.160003 + Penalty 2529.533748 = -21966.626254 nChanged 1 SP:Iteration 3Q (7861.290000 sec): 3 clusters Score: Raw -24501.348384 + Penalty 2529.533748 = -21971.814636 nChanged 1 SP:Iteration 4Q (7861.450000 sec): 3 clusters Score: Raw -24508.742129 + Penalty 2529.533748 = -21979.208381 nChanged 3 SP:Iteration 5Q (7861.610000 sec): 3 clusters Score: Raw -24528.657274 + Penalty 2529.533748 = -21999.123526 nChanged 1 SP:Iteration 6Q (7861.800000 sec): 3 clusters Score: Raw -24532.876919 + Penalty 2529.533748 = -22003.343170 nChanged 1 SP:Iteration 7Q (7861.960000 sec): 3 clusters Score: Raw -24537.281741 + Penalty 2529.533748 = -22007.747993 nChanged 1 SP:Iteration 8Q (7862.110000 sec): 3 clusters Score: Raw -24540.495676 + Penalty 2529.533748 = -22010.961928 nChanged 1 SP:Iteration 9Q (7862.290000 sec): 3 clusters Score: Raw -24544.180739 + Penalty 2529.533748 = -22014.646991 nChanged 0 SP:Iteration 10F (7862.420000 sec): 3 clusters Score: Raw -24544.180739 + Penalty 2529.533748 = -22014.646991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7862.500000 sec): 2 clusters Score: Raw -381249.405917 + Penalty 1902.497509 = -379346.908408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7862.670000 sec): 3 clusters Score: Raw -380422.343990 + Penalty 3804.995018 = -376617.348972 nChanged 706 SP:Iteration 1F (7862.810000 sec): 3 clusters Score: Raw -380987.811681 + Penalty 3804.995018 = -377182.816663 nChanged 166 SP:Iteration 2F (7862.970000 sec): 3 clusters Score: Raw -381125.057365 + Penalty 3804.995018 = -377320.062347 nChanged 87 SP:Iteration 3Q (7863.130000 sec): 3 clusters Score: Raw -381209.868197 + Penalty 3804.995018 = -377404.873179 nChanged 78 SP:Iteration 4Q (7863.290000 sec): 3 clusters Score: Raw -381285.732100 + Penalty 3804.995018 = -377480.737082 nChanged 74 SP:Iteration 5Q (7863.450000 sec): 3 clusters Score: Raw -381364.691931 + Penalty 3804.995018 = -377559.696913 nChanged 66 SP:Iteration 6Q (7863.610000 sec): 3 clusters Score: Raw -381456.117029 + Penalty 3804.995018 = -377651.122011 nChanged 72 SP:Iteration 7Q (7863.770000 sec): 3 clusters Score: Raw -381542.276497 + Penalty 3804.995018 = -377737.281479 nChanged 62 SP:Iteration 8Q (7863.930000 sec): 3 clusters Score: Raw -381626.338206 + Penalty 3804.995018 = -377821.343189 nChanged 61 SP:Iteration 9Q (7864.090000 sec): 3 clusters Score: Raw -381726.240057 + Penalty 3804.995018 = -377921.245039 nChanged 64 SP:Iteration 10Q (7864.250000 sec): 3 clusters Score: Raw -381807.594163 + Penalty 3804.995018 = -378002.599145 nChanged 70 SP:Iteration 11Q (7864.420000 sec): 3 clusters Score: Raw -381877.024401 + Penalty 3804.995018 = -378072.029383 nChanged 58 SP:Iteration 12Q (7864.580000 sec): 3 clusters Score: Raw -381938.836328 + Penalty 3804.995018 = -378133.841310 nChanged 46 SP:Iteration 13Q (7864.740000 sec): 3 clusters Score: Raw -381978.285230 + Penalty 3804.995018 = -378173.290212 nChanged 34 SP:Iteration 14Q (7864.900000 sec): 3 clusters Score: Raw -382010.884542 + Penalty 3804.995018 = -378205.889524 nChanged 22 SP:Iteration 15Q (7865.060000 sec): 3 clusters Score: Raw -382026.993376 + Penalty 3804.995018 = -378221.998358 nChanged 22 SP:Iteration 16Q (7865.230000 sec): 3 clusters Score: Raw -382047.886093 + Penalty 3804.995018 = -378242.891075 nChanged 22 SP:Iteration 17Q (7865.390000 sec): 3 clusters Score: Raw -382063.394432 + Penalty 3804.995018 = -378258.399414 nChanged 15 SP:Iteration 18Q (7865.550000 sec): 3 clusters Score: Raw -382077.418773 + Penalty 3804.995018 = -378272.423755 nChanged 12 SP:Iteration 19Q (7865.710000 sec): 3 clusters Score: Raw -382086.080174 + Penalty 3804.995018 = -378281.085157 nChanged 11 SP:Iteration 20F (7865.890000 sec): 3 clusters Score: Raw -382095.930208 + Penalty 3804.995018 = -378290.935190 nChanged 12 SP:Iteration 21Q (7866.060000 sec): 3 clusters Score: Raw -382102.949941 + Penalty 3804.995018 = -378297.954923 nChanged 7 SP:Iteration 22Q (7866.250000 sec): 3 clusters Score: Raw -382107.527570 + Penalty 3804.995018 = -378302.532552 nChanged 4 SP:Iteration 23Q (7866.410000 sec): 3 clusters Score: Raw -382110.402813 + Penalty 3804.995018 = -378305.407795 nChanged 6 SP:Iteration 24Q (7866.570000 sec): 3 clusters Score: Raw -382115.391202 + Penalty 3804.995018 = -378310.396184 nChanged 8 SP:Iteration 25Q (7866.750000 sec): 3 clusters Score: Raw -382120.534947 + Penalty 3804.995018 = -378315.539929 nChanged 8 SP:Iteration 26Q (7866.890000 sec): 3 clusters Score: Raw -382128.064472 + Penalty 3804.995018 = -378323.069454 nChanged 6 SP:Iteration 27Q (7867.050000 sec): 3 clusters Score: Raw -382132.448044 + Penalty 3804.995018 = -378327.453026 nChanged 2 SP:Iteration 28Q (7867.210000 sec): 3 clusters Score: Raw -382133.448435 + Penalty 3804.995018 = -378328.453417 nChanged 3 SP:Iteration 29Q (7867.370000 sec): 3 clusters Score: Raw -382135.380095 + Penalty 3804.995018 = -378330.385077 nChanged 4 SP:Iteration 30Q (7867.530000 sec): 3 clusters Score: Raw -382138.475918 + Penalty 3804.995018 = -378333.480900 nChanged 5 SP:Iteration 31Q (7867.690000 sec): 3 clusters Score: Raw -382140.860762 + Penalty 3804.995018 = -378335.865744 nChanged 5 SP:Iteration 32Q (7867.850000 sec): 3 clusters Score: Raw -382145.940955 + Penalty 3804.995018 = -378340.945937 nChanged 6 SP:Iteration 33Q (7868.010000 sec): 3 clusters Score: Raw -382150.583003 + Penalty 3804.995018 = -378345.587985 nChanged 6 SP:Iteration 34Q (7868.170000 sec): 3 clusters Score: Raw -382154.804174 + Penalty 3804.995018 = -378349.809157 nChanged 2 SP:Iteration 35Q (7868.330000 sec): 3 clusters Score: Raw -382155.927697 + Penalty 3804.995018 = -378350.932679 nChanged 1 SP:Iteration 36Q (7868.490000 sec): 3 clusters Score: Raw -382156.396123 + Penalty 3804.995018 = -378351.401105 nChanged 0 SP:Iteration 37F (7868.650000 sec): 3 clusters Score: Raw -382156.396123 + Penalty 3804.995018 = -378351.401105 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7868.730000 sec): 2 clusters Score: Raw -34516.505345 + Penalty 1355.030288 = -33161.475058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7868.890000 sec): 3 clusters Score: Raw -34676.019763 + Penalty 2710.060575 = -31965.959187 nChanged 25 SP:Iteration 1F (7869.050000 sec): 3 clusters Score: Raw -34790.244845 + Penalty 2710.060575 = -32080.184270 nChanged 7 SP:Iteration 2Q (7869.210000 sec): 3 clusters Score: Raw -34820.709040 + Penalty 2710.060575 = -32110.648464 nChanged 4 SP:Iteration 3Q (7869.370000 sec): 3 clusters Score: Raw -34848.423231 + Penalty 2710.060575 = -32138.362655 nChanged 0 SP:Iteration 4F (7869.530000 sec): 3 clusters Score: Raw -34848.423231 + Penalty 2710.060575 = -32138.362655 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (4538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7869.640000 sec): 2 clusters Score: Raw -764653.919485 + Penalty 2088.219933 = -762565.699552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7869.900000 sec): 3 clusters Score: Raw -762473.421496 + Penalty 4176.439866 = -758296.981630 nChanged 1748 SP:Iteration 1F (7870.070000 sec): 3 clusters Score: Raw -763463.573073 + Penalty 4176.439866 = -759287.133207 nChanged 337 SP:Iteration 2F (7870.190000 sec): 3 clusters Score: Raw -763683.544975 + Penalty 4176.439866 = -759507.105109 nChanged 226 SP:Iteration 3Q (7870.330000 sec): 3 clusters Score: Raw -763823.839055 + Penalty 4176.439866 = -759647.399189 nChanged 173 SP:Iteration 4Q (7870.460000 sec): 3 clusters Score: Raw -763923.412766 + Penalty 4176.439866 = -759746.972900 nChanged 124 SP:Iteration 5Q (7870.670000 sec): 3 clusters Score: Raw -763999.937472 + Penalty 4176.439866 = -759823.497606 nChanged 125 SP:Iteration 6Q (7870.900000 sec): 3 clusters Score: Raw -764072.128726 + Penalty 4176.439866 = -759895.688860 nChanged 100 SP:Iteration 7Q (7871.050000 sec): 3 clusters Score: Raw -764121.969249 + Penalty 4176.439866 = -759945.529383 nChanged 98 SP:Iteration 8Q (7871.200000 sec): 3 clusters Score: Raw -764171.103687 + Penalty 4176.439866 = -759994.663821 nChanged 88 SP:Iteration 9Q (7871.350000 sec): 3 clusters Score: Raw -764214.142171 + Penalty 4176.439866 = -760037.702305 nChanged 85 SP:Iteration 10Q (7871.550000 sec): 3 clusters Score: Raw -764254.247583 + Penalty 4176.439866 = -760077.807717 nChanged 72 SP:Iteration 11Q (7871.690000 sec): 3 clusters Score: Raw -764287.761612 + Penalty 4176.439866 = -760111.321746 nChanged 62 SP:Iteration 12Q (7871.850000 sec): 3 clusters Score: Raw -764321.124552 + Penalty 4176.439866 = -760144.684686 nChanged 68 SP:Iteration 13Q (7872.000000 sec): 3 clusters Score: Raw -764349.092689 + Penalty 4176.439866 = -760172.652823 nChanged 60 SP:Iteration 14Q (7872.150000 sec): 3 clusters Score: Raw -764380.172877 + Penalty 4176.439866 = -760203.733011 nChanged 64 SP:Iteration 15Q (7872.340000 sec): 3 clusters Score: Raw -764407.134253 + Penalty 4176.439866 = -760230.694387 nChanged 54 SP:Iteration 16Q (7872.540000 sec): 3 clusters Score: Raw -764431.879842 + Penalty 4176.439866 = -760255.439976 nChanged 52 SP:Iteration 17Q (7872.720000 sec): 3 clusters Score: Raw -764457.865511 + Penalty 4176.439866 = -760281.425645 nChanged 58 SP:Iteration 18Q (7872.870000 sec): 3 clusters Score: Raw -764487.747418 + Penalty 4176.439866 = -760311.307552 nChanged 57 SP:Iteration 19Q (7873.030000 sec): 3 clusters Score: Raw -764520.246375 + Penalty 4176.439866 = -760343.806509 nChanged 52 SP:Iteration 20F (7873.190000 sec): 3 clusters Score: Raw -764539.960828 + Penalty 4176.439866 = -760363.520962 nChanged 33 SP:Iteration 21Q (7873.340000 sec): 3 clusters Score: Raw -764554.051746 + Penalty 4176.439866 = -760377.611880 nChanged 35 SP:Iteration 22Q (7873.500000 sec): 3 clusters Score: Raw -764570.477768 + Penalty 4176.439866 = -760394.037902 nChanged 36 SP:Iteration 23Q (7873.650000 sec): 3 clusters Score: Raw -764588.653108 + Penalty 4176.439866 = -760412.213242 nChanged 39 SP:Iteration 24Q (7873.850000 sec): 3 clusters Score: Raw -764606.609885 + Penalty 4176.439866 = -760430.170019 nChanged 44 SP:Iteration 25Q (7874.030000 sec): 3 clusters Score: Raw -764628.662352 + Penalty 4176.439866 = -760452.222486 nChanged 39 SP:Iteration 26Q (7874.170000 sec): 3 clusters Score: Raw -764644.413826 + Penalty 4176.439866 = -760467.973960 nChanged 28 SP:Iteration 27Q (7874.350000 sec): 3 clusters Score: Raw -764657.182312 + Penalty 4176.439866 = -760480.742446 nChanged 36 SP:Iteration 28Q (7874.540000 sec): 3 clusters Score: Raw -764673.851280 + Penalty 4176.439866 = -760497.411414 nChanged 26 SP:Iteration 29Q (7874.690000 sec): 3 clusters Score: Raw -764686.091317 + Penalty 4176.439866 = -760509.651451 nChanged 24 SP:Iteration 30Q (7874.890000 sec): 3 clusters Score: Raw -764699.643412 + Penalty 4176.439866 = -760523.203546 nChanged 21 SP:Iteration 31Q (7875.040000 sec): 3 clusters Score: Raw -764708.723868 + Penalty 4176.439866 = -760532.284002 nChanged 19 SP:Iteration 32Q (7875.190000 sec): 3 clusters Score: Raw -764717.157076 + Penalty 4176.439866 = -760540.717210 nChanged 25 SP:Iteration 33Q (7875.390000 sec): 3 clusters Score: Raw -764728.878944 + Penalty 4176.439866 = -760552.439078 nChanged 22 SP:Iteration 34Q (7875.540000 sec): 3 clusters Score: Raw -764739.206627 + Penalty 4176.439866 = -760562.766761 nChanged 21 SP:Iteration 35Q (7875.730000 sec): 3 clusters Score: Raw -764748.797791 + Penalty 4176.439866 = -760572.357925 nChanged 17 SP:Iteration 36Q (7875.890000 sec): 3 clusters Score: Raw -764757.619002 + Penalty 4176.439866 = -760581.179136 nChanged 17 SP:Iteration 37Q (7876.040000 sec): 3 clusters Score: Raw -764765.089863 + Penalty 4176.439866 = -760588.649997 nChanged 15 SP:Iteration 38Q (7876.230000 sec): 3 clusters Score: Raw -764772.679757 + Penalty 4176.439866 = -760596.239891 nChanged 16 SP:Iteration 39Q (7876.390000 sec): 3 clusters Score: Raw -764780.896884 + Penalty 4176.439866 = -760604.457018 nChanged 15 SP:Iteration 40F (7876.580000 sec): 3 clusters Score: Raw -764788.588383 + Penalty 4176.439866 = -760612.148517 nChanged 16 SP:Iteration 41Q (7876.730000 sec): 3 clusters Score: Raw -764799.546420 + Penalty 4176.439866 = -760623.106554 nChanged 22 SP:Iteration 42Q (7876.890000 sec): 3 clusters Score: Raw -764811.779765 + Penalty 4176.439866 = -760635.339899 nChanged 19 SP:Iteration 43Q (7877.040000 sec): 3 clusters Score: Raw -764819.633693 + Penalty 4176.439866 = -760643.193827 nChanged 17 SP:Iteration 44Q (7877.190000 sec): 3 clusters Score: Raw -764830.453863 + Penalty 4176.439866 = -760654.013997 nChanged 20 SP:Iteration 45Q (7877.340000 sec): 3 clusters Score: Raw -764840.964515 + Penalty 4176.439866 = -760664.524649 nChanged 12 SP:Iteration 46Q (7877.540000 sec): 3 clusters Score: Raw -764846.396873 + Penalty 4176.439866 = -760669.957007 nChanged 14 SP:Iteration 47Q (7877.730000 sec): 3 clusters Score: Raw -764855.288057 + Penalty 4176.439866 = -760678.848191 nChanged 14 SP:Iteration 48Q (7877.940000 sec): 3 clusters Score: Raw -764863.354058 + Penalty 4176.439866 = -760686.914192 nChanged 15 SP:Iteration 49Q (7878.110000 sec): 3 clusters Score: Raw -764870.698381 + Penalty 4176.439866 = -760694.258515 nChanged 6 SP:Iteration 50Q (7878.270000 sec): 3 clusters Score: Raw -764873.403681 + Penalty 4176.439866 = -760696.963815 nChanged 8 SP:Iteration 51Q (7878.400000 sec): 3 clusters Score: Raw -764879.362207 + Penalty 4176.439866 = -760702.922341 nChanged 9 SP:Iteration 52Q (7878.600000 sec): 3 clusters Score: Raw -764882.915382 + Penalty 4176.439866 = -760706.475516 nChanged 3 SP:Iteration 53Q (7878.740000 sec): 3 clusters Score: Raw -764883.979055 + Penalty 4176.439866 = -760707.539189 nChanged 1 SP:Iteration 54Q (7878.940000 sec): 3 clusters Score: Raw -764884.565121 + Penalty 4176.439866 = -760708.125255 nChanged 1 SP:Iteration 55Q (7879.160000 sec): 3 clusters Score: Raw -764885.180266 + Penalty 4176.439866 = -760708.740400 nChanged 4 SP:Iteration 56Q (7879.310000 sec): 3 clusters Score: Raw -764887.481890 + Penalty 4176.439866 = -760711.042024 nChanged 4 SP:Iteration 57Q (7879.500000 sec): 3 clusters Score: Raw -764889.085387 + Penalty 4176.439866 = -760712.645521 nChanged 4 SP:Iteration 58Q (7879.680000 sec): 3 clusters Score: Raw -764891.161701 + Penalty 4176.439866 = -760714.721835 nChanged 3 SP:Iteration 59Q (7879.870000 sec): 3 clusters Score: Raw -764893.089041 + Penalty 4176.439866 = -760716.649175 nChanged 3 SP:Iteration 60F (7880.020000 sec): 3 clusters Score: Raw -764894.504238 + Penalty 4176.439866 = -760718.064372 nChanged 3 SP:Iteration 61Q (7880.160000 sec): 3 clusters Score: Raw -764895.715712 + Penalty 4176.439866 = -760719.275846 nChanged 3 SP:Iteration 62Q (7880.350000 sec): 3 clusters Score: Raw -764896.745138 + Penalty 4176.439866 = -760720.305272 nChanged 0 SP:Iteration 63F (7880.500000 sec): 3 clusters Score: Raw -764896.745138 + Penalty 4176.439866 = -760720.305272 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7880.580000 sec): 2 clusters Score: Raw -80648.031725 + Penalty 1549.514633 = -79098.517092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7880.730000 sec): 3 clusters Score: Raw -80662.607946 + Penalty 3099.029266 = -77563.578681 nChanged 89 SP:Iteration 1F (7880.930000 sec): 3 clusters Score: Raw -80828.338525 + Penalty 3099.029266 = -77729.309259 nChanged 21 SP:Iteration 2Q (7881.120000 sec): 3 clusters Score: Raw -80877.401315 + Penalty 3099.029266 = -77778.372049 nChanged 11 SP:Iteration 3Q (7881.290000 sec): 3 clusters Score: Raw -80914.314445 + Penalty 3099.029266 = -77815.285180 nChanged 5 SP:Iteration 4Q (7881.420000 sec): 3 clusters Score: Raw -80936.627369 + Penalty 3099.029266 = -77837.598104 nChanged 9 SP:Iteration 5Q (7881.580000 sec): 3 clusters Score: Raw -80968.229231 + Penalty 3099.029266 = -77869.199965 nChanged 4 SP:Iteration 6Q (7881.740000 sec): 3 clusters Score: Raw -80982.120104 + Penalty 3099.029266 = -77883.090838 nChanged 4 SP:Iteration 7Q (7881.900000 sec): 3 clusters Score: Raw -80999.969424 + Penalty 3099.029266 = -77900.940158 nChanged 4 SP:Iteration 8Q (7882.060000 sec): 3 clusters Score: Raw -81008.894502 + Penalty 3099.029266 = -77909.865237 nChanged 2 SP:Iteration 9Q (7882.220000 sec): 3 clusters Score: Raw -81013.819169 + Penalty 3099.029266 = -77914.789903 nChanged 2 SP:Iteration 10Q (7882.380000 sec): 3 clusters Score: Raw -81019.064976 + Penalty 3099.029266 = -77920.035711 nChanged 0 SP:Iteration 11F (7882.540000 sec): 3 clusters Score: Raw -81019.064976 + Penalty 3099.029266 = -77920.035711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7882.620000 sec): 2 clusters Score: Raw -64972.561346 + Penalty 1515.643900 = -63456.917446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7882.780000 sec): 3 clusters Score: Raw -65158.004572 + Penalty 3031.287800 = -62126.716772 nChanged 92 SP:Iteration 1F (7882.940000 sec): 3 clusters Score: Raw -65526.852889 + Penalty 3031.287800 = -62495.565089 nChanged 37 SP:Iteration 2F (7883.100000 sec): 3 clusters Score: Raw -65760.275819 + Penalty 3031.287800 = -62728.988019 nChanged 32 SP:Iteration 3F (7883.260000 sec): 3 clusters Score: Raw -65906.280833 + Penalty 3031.287800 = -62874.993032 nChanged 16 SP:Iteration 4Q (7883.420000 sec): 3 clusters Score: Raw -65964.522218 + Penalty 3031.287800 = -62933.234417 nChanged 16 SP:Iteration 5Q (7883.580000 sec): 3 clusters Score: Raw -66036.132613 + Penalty 3031.287800 = -63004.844812 nChanged 13 SP:Iteration 6Q (7883.740000 sec): 3 clusters Score: Raw -66117.362641 + Penalty 3031.287800 = -63086.074840 nChanged 12 SP:Iteration 7Q (7883.900000 sec): 3 clusters Score: Raw -66157.895234 + Penalty 3031.287800 = -63126.607433 nChanged 4 SP:Iteration 8Q (7884.060000 sec): 3 clusters Score: Raw -66167.233480 + Penalty 3031.287800 = -63135.945680 nChanged 2 SP:Iteration 9Q (7884.210000 sec): 3 clusters Score: Raw -66172.660008 + Penalty 3031.287800 = -63141.372208 nChanged 1 SP:Iteration 10Q (7884.360000 sec): 3 clusters Score: Raw -66178.300765 + Penalty 3031.287800 = -63147.012964 nChanged 0 SP:Iteration 11F (7884.520000 sec): 3 clusters Score: Raw -66178.300765 + Penalty 3031.287800 = -63147.012964 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7884.570000 sec): 2 clusters Score: Raw -21184.586684 + Penalty 1357.123127 = -19827.463557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7884.740000 sec): 3 clusters Score: Raw -21637.508215 + Penalty 2714.246254 = -18923.261961 nChanged 49 SP:Iteration 1F (7884.860000 sec): 3 clusters Score: Raw -21955.400512 + Penalty 2714.246254 = -19241.154258 nChanged 16 SP:Iteration 2F (7884.980000 sec): 3 clusters Score: Raw -22169.118266 + Penalty 2714.246254 = -19454.872012 nChanged 6 SP:Iteration 3Q (7885.100000 sec): 3 clusters Score: Raw -22333.966990 + Penalty 2714.246254 = -19619.720735 nChanged 4 SP:Iteration 4Q (7885.240000 sec): 3 clusters Score: Raw -22398.909877 + Penalty 2714.246254 = -19684.663623 nChanged 3 SP:Iteration 5Q (7885.400000 sec): 3 clusters Score: Raw -22508.771371 + Penalty 2714.246254 = -19794.525117 nChanged 2 SP:Iteration 6Q (7885.570000 sec): 3 clusters Score: Raw -22557.919186 + Penalty 2714.246254 = -19843.672932 nChanged 1 SP:Iteration 7Q (7885.740000 sec): 3 clusters Score: Raw -22574.089898 + Penalty 2714.246254 = -19859.843644 nChanged 1 SP:Iteration 8Q (7885.900000 sec): 3 clusters Score: Raw -22576.454434 + Penalty 2714.246254 = -19862.208180 nChanged 0 SP:Iteration 9F (7886.060000 sec): 3 clusters Score: Raw -22576.454434 + Penalty 2714.246254 = -19862.208180 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7886.140000 sec): 2 clusters Score: Raw -107801.515700 + Penalty 1603.217899 = -106198.297801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7886.310000 sec): 3 clusters Score: Raw -107762.010523 + Penalty 3206.435799 = -104555.574724 nChanged 132 SP:Iteration 1F (7886.470000 sec): 3 clusters Score: Raw -107969.409100 + Penalty 3206.435799 = -104762.973301 nChanged 32 SP:Iteration 2Q (7886.640000 sec): 3 clusters Score: Raw -108035.952843 + Penalty 3206.435799 = -104829.517045 nChanged 15 SP:Iteration 3Q (7886.800000 sec): 3 clusters Score: Raw -108070.364872 + Penalty 3206.435799 = -104863.929074 nChanged 15 SP:Iteration 4Q (7886.960000 sec): 3 clusters Score: Raw -108102.997112 + Penalty 3206.435799 = -104896.561313 nChanged 6 SP:Iteration 5Q (7887.130000 sec): 3 clusters Score: Raw -108116.569363 + Penalty 3206.435799 = -104910.133564 nChanged 5 SP:Iteration 6Q (7887.280000 sec): 3 clusters Score: Raw -108126.893905 + Penalty 3206.435799 = -104920.458106 nChanged 4 SP:Iteration 7Q (7887.450000 sec): 3 clusters Score: Raw -108131.845423 + Penalty 3206.435799 = -104925.409624 nChanged 2 SP:Iteration 8Q (7887.610000 sec): 3 clusters Score: Raw -108136.957166 + Penalty 3206.435799 = -104930.521368 nChanged 2 SP:Iteration 9Q (7887.780000 sec): 3 clusters Score: Raw -108142.346395 + Penalty 3206.435799 = -104935.910596 nChanged 1 SP:Iteration 10Q (7887.940000 sec): 3 clusters Score: Raw -108146.323684 + Penalty 3206.435799 = -104939.887886 nChanged 2 SP:Iteration 11Q (7888.100000 sec): 3 clusters Score: Raw -108152.501644 + Penalty 3206.435799 = -104946.065845 nChanged 1 SP:Iteration 12Q (7888.270000 sec): 3 clusters Score: Raw -108157.102580 + Penalty 3206.435799 = -104950.666781 nChanged 2 SP:Iteration 13Q (7888.410000 sec): 3 clusters Score: Raw -108162.956390 + Penalty 3206.435799 = -104956.520592 nChanged 4 SP:Iteration 14Q (7888.560000 sec): 3 clusters Score: Raw -108173.036217 + Penalty 3206.435799 = -104966.600418 nChanged 2 SP:Iteration 15Q (7888.740000 sec): 3 clusters Score: Raw -108175.622789 + Penalty 3206.435799 = -104969.186991 nChanged 1 SP:Iteration 16Q (7888.950000 sec): 3 clusters Score: Raw -108176.116571 + Penalty 3206.435799 = -104969.680773 nChanged 1 SP:Iteration 17Q (7889.080000 sec): 3 clusters Score: Raw -108177.509843 + Penalty 3206.435799 = -104971.074045 nChanged 0 SP:Iteration 18F (7889.210000 sec): 3 clusters Score: Raw -108177.509843 + Penalty 3206.435799 = -104971.074045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (9461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7889.360000 sec): 2 clusters Score: Raw -1611801.254483 + Penalty 2270.423474 = -1609530.831009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7889.600000 sec): 3 clusters Score: Raw -1606729.629922 + Penalty 4540.846949 = -1602188.782973 nChanged 3853 SP:Iteration 1F (7889.790000 sec): 3 clusters Score: Raw -1608843.902094 + Penalty 4540.846949 = -1604303.055145 nChanged 642 SP:Iteration 2F (7889.970000 sec): 3 clusters Score: Raw -1609179.882062 + Penalty 4540.846949 = -1604639.035113 nChanged 546 SP:Iteration 3F (7890.150000 sec): 3 clusters Score: Raw -1609473.442201 + Penalty 4540.846949 = -1604932.595253 nChanged 429 SP:Iteration 4Q (7890.330000 sec): 3 clusters Score: Raw -1609733.270839 + Penalty 4540.846949 = -1605192.423890 nChanged 457 SP:Iteration 5Q (7890.510000 sec): 3 clusters Score: Raw -1610019.899876 + Penalty 4540.846949 = -1605479.052927 nChanged 437 SP:Iteration 6Q (7890.690000 sec): 3 clusters Score: Raw -1610323.604898 + Penalty 4540.846949 = -1605782.757950 nChanged 416 SP:Iteration 7Q (7890.870000 sec): 3 clusters Score: Raw -1610634.164285 + Penalty 4540.846949 = -1606093.317336 nChanged 437 SP:Iteration 8Q (7891.050000 sec): 3 clusters Score: Raw -1611005.170952 + Penalty 4540.846949 = -1606464.324004 nChanged 374 SP:Iteration 9Q (7891.230000 sec): 3 clusters Score: Raw -1611330.250299 + Penalty 4540.846949 = -1606789.403350 nChanged 304 SP:Iteration 10Q (7891.410000 sec): 3 clusters Score: Raw -1611571.447090 + Penalty 4540.846949 = -1607030.600141 nChanged 267 SP:Iteration 11Q (7891.630000 sec): 3 clusters Score: Raw -1611758.711314 + Penalty 4540.846949 = -1607217.864366 nChanged 190 SP:Iteration 12Q (7891.820000 sec): 3 clusters Score: Raw -1611892.362616 + Penalty 4540.846949 = -1607351.515667 nChanged 142 SP:Iteration 13Q (7892.020000 sec): 3 clusters Score: Raw -1611988.006832 + Penalty 4540.846949 = -1607447.159884 nChanged 106 SP:Iteration 14Q (7892.260000 sec): 3 clusters Score: Raw -1612054.411693 + Penalty 4540.846949 = -1607513.564744 nChanged 73 SP:Iteration 15Q (7892.450000 sec): 3 clusters Score: Raw -1612099.362454 + Penalty 4540.846949 = -1607558.515505 nChanged 58 SP:Iteration 16Q (7892.630000 sec): 3 clusters Score: Raw -1612143.958711 + Penalty 4540.846949 = -1607603.111762 nChanged 62 SP:Iteration 17Q (7892.810000 sec): 3 clusters Score: Raw -1612199.339333 + Penalty 4540.846949 = -1607658.492384 nChanged 53 SP:Iteration 18Q (7892.990000 sec): 3 clusters Score: Raw -1612237.591993 + Penalty 4540.846949 = -1607696.745044 nChanged 45 SP:Iteration 19Q (7893.170000 sec): 3 clusters Score: Raw -1612267.223740 + Penalty 4540.846949 = -1607726.376791 nChanged 33 SP:Iteration 20F (7893.360000 sec): 3 clusters Score: Raw -1612287.647389 + Penalty 4540.846949 = -1607746.800440 nChanged 23 SP:Iteration 21Q (7893.620000 sec): 3 clusters Score: Raw -1612300.542236 + Penalty 4540.846949 = -1607759.695288 nChanged 15 SP:Iteration 22Q (7893.840000 sec): 3 clusters Score: Raw -1612306.751857 + Penalty 4540.846949 = -1607765.904908 nChanged 18 SP:Iteration 23Q (7894.020000 sec): 3 clusters Score: Raw -1612316.542901 + Penalty 4540.846949 = -1607775.695952 nChanged 12 SP:Iteration 24Q (7894.200000 sec): 3 clusters Score: Raw -1612323.292920 + Penalty 4540.846949 = -1607782.445971 nChanged 12 SP:Iteration 25Q (7894.380000 sec): 3 clusters Score: Raw -1612328.616807 + Penalty 4540.846949 = -1607787.769858 nChanged 10 SP:Iteration 26Q (7894.560000 sec): 3 clusters Score: Raw -1612332.631345 + Penalty 4540.846949 = -1607791.784397 nChanged 12 SP:Iteration 27Q (7894.830000 sec): 3 clusters Score: Raw -1612338.859089 + Penalty 4540.846949 = -1607798.012140 nChanged 9 SP:Iteration 28Q (7895.010000 sec): 3 clusters Score: Raw -1612342.732074 + Penalty 4540.846949 = -1607801.885125 nChanged 4 SP:Iteration 29Q (7895.180000 sec): 3 clusters Score: Raw -1612344.299629 + Penalty 4540.846949 = -1607803.452680 nChanged 3 SP:Iteration 30Q (7895.360000 sec): 3 clusters Score: Raw -1612345.797725 + Penalty 4540.846949 = -1607804.950776 nChanged 3 SP:Iteration 31Q (7895.610000 sec): 3 clusters Score: Raw -1612347.685657 + Penalty 4540.846949 = -1607806.838708 nChanged 2 SP:Iteration 32Q (7895.810000 sec): 3 clusters Score: Raw -1612348.252536 + Penalty 4540.846949 = -1607807.405587 nChanged 1 SP:Iteration 33Q (7896.030000 sec): 3 clusters Score: Raw -1612348.688368 + Penalty 4540.846949 = -1607807.841419 nChanged 1 SP:Iteration 34Q (7896.250000 sec): 3 clusters Score: Raw -1612348.770287 + Penalty 4540.846949 = -1607807.923338 nChanged 2 SP:Iteration 35Q (7896.400000 sec): 3 clusters Score: Raw -1612349.573679 + Penalty 4540.846949 = -1607808.726730 nChanged 1 SP:Iteration 36Q (7896.660000 sec): 3 clusters Score: Raw -1612349.894838 + Penalty 4540.846949 = -1607809.047889 nChanged 2 SP:Iteration 37Q (7896.840000 sec): 3 clusters Score: Raw -1612350.866322 + Penalty 4540.846949 = -1607810.019373 nChanged 3 SP:Iteration 38Q (7897.060000 sec): 3 clusters Score: Raw -1612351.909825 + Penalty 4540.846949 = -1607811.062877 nChanged 4 SP:Iteration 39Q (7897.240000 sec): 3 clusters Score: Raw -1612354.162475 + Penalty 4540.846949 = -1607813.315527 nChanged 3 SP:Iteration 40F (7897.460000 sec): 3 clusters Score: Raw -1612355.971275 + Penalty 4540.846949 = -1607815.124326 nChanged 1 SP:Iteration 41Q (7897.680000 sec): 3 clusters Score: Raw -1612356.346709 + Penalty 4540.846949 = -1607815.499760 nChanged 0 SP:Iteration 42F (7897.900000 sec): 3 clusters Score: Raw -1612356.346709 + Penalty 4540.846949 = -1607815.499760 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (10857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7898.000000 sec): 2 clusters Score: Raw -1902253.084617 + Penalty 2304.556197 = -1899948.528420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7898.230000 sec): 3 clusters Score: Raw -1896320.260384 + Penalty 4609.112395 = -1891711.147989 nChanged 4535 SP:Iteration 1F (7898.440000 sec): 3 clusters Score: Raw -1898798.736355 + Penalty 4609.112395 = -1894189.623960 nChanged 714 SP:Iteration 2F (7898.640000 sec): 3 clusters Score: Raw -1899133.905638 + Penalty 4609.112395 = -1894524.793243 nChanged 568 SP:Iteration 3F (7898.900000 sec): 3 clusters Score: Raw -1899405.702153 + Penalty 4609.112395 = -1894796.589759 nChanged 512 SP:Iteration 4Q (7899.140000 sec): 3 clusters Score: Raw -1899672.325144 + Penalty 4609.112395 = -1895063.212749 nChanged 535 SP:Iteration 5Q (7899.430000 sec): 3 clusters Score: Raw -1900004.572613 + Penalty 4609.112395 = -1895395.460218 nChanged 613 SP:Iteration 6F (7899.560000 sec): 3 clusters Score: Raw -1900432.224138 + Penalty 4609.112395 = -1895823.111743 nChanged 655 SP:Iteration 7F (7899.770000 sec): 3 clusters Score: Raw -1900921.729215 + Penalty 4609.112395 = -1896312.616821 nChanged 624 SP:Iteration 8F (7899.980000 sec): 3 clusters Score: Raw -1901405.434962 + Penalty 4609.112395 = -1896796.322567 nChanged 576 SP:Iteration 9F (7900.160000 sec): 3 clusters Score: Raw -1901852.904970 + Penalty 4609.112395 = -1897243.792575 nChanged 447 SP:Iteration 10Q (7900.370000 sec): 3 clusters Score: Raw -1902203.227042 + Penalty 4609.112395 = -1897594.114647 nChanged 343 SP:Iteration 11Q (7900.660000 sec): 3 clusters Score: Raw -1902431.085128 + Penalty 4609.112395 = -1897821.972733 nChanged 236 SP:Iteration 12Q (7900.880000 sec): 3 clusters Score: Raw -1902573.605601 + Penalty 4609.112395 = -1897964.493206 nChanged 162 SP:Iteration 13Q (7901.080000 sec): 3 clusters Score: Raw -1902654.857262 + Penalty 4609.112395 = -1898045.744867 nChanged 118 SP:Iteration 14Q (7901.240000 sec): 3 clusters Score: Raw -1902719.930346 + Penalty 4609.112395 = -1898110.817951 nChanged 89 SP:Iteration 15Q (7901.470000 sec): 3 clusters Score: Raw -1902782.620430 + Penalty 4609.112395 = -1898173.508035 nChanged 84 SP:Iteration 16Q (7901.630000 sec): 3 clusters Score: Raw -1902834.054688 + Penalty 4609.112395 = -1898224.942293 nChanged 56 SP:Iteration 17Q (7901.850000 sec): 3 clusters Score: Raw -1902865.507871 + Penalty 4609.112395 = -1898256.395477 nChanged 33 SP:Iteration 18Q (7902.060000 sec): 3 clusters Score: Raw -1902878.419084 + Penalty 4609.112395 = -1898269.306689 nChanged 25 SP:Iteration 19Q (7902.270000 sec): 3 clusters Score: Raw -1902888.551112 + Penalty 4609.112395 = -1898279.438717 nChanged 25 SP:Iteration 20F (7902.530000 sec): 3 clusters Score: Raw -1902899.977767 + Penalty 4609.112395 = -1898290.865372 nChanged 21 SP:Iteration 21Q (7902.710000 sec): 3 clusters Score: Raw -1902908.369682 + Penalty 4609.112395 = -1898299.257287 nChanged 15 SP:Iteration 22Q (7902.950000 sec): 3 clusters Score: Raw -1902912.993486 + Penalty 4609.112395 = -1898303.881091 nChanged 12 SP:Iteration 23Q (7903.140000 sec): 3 clusters Score: Raw -1902916.790221 + Penalty 4609.112395 = -1898307.677826 nChanged 12 SP:Iteration 24Q (7903.440000 sec): 3 clusters Score: Raw -1902921.101618 + Penalty 4609.112395 = -1898311.989223 nChanged 10 SP:Iteration 25Q (7903.650000 sec): 3 clusters Score: Raw -1902925.160541 + Penalty 4609.112395 = -1898316.048146 nChanged 7 SP:Iteration 26Q (7903.860000 sec): 3 clusters Score: Raw -1902927.632179 + Penalty 4609.112395 = -1898318.519784 nChanged 8 SP:Iteration 27Q (7904.060000 sec): 3 clusters Score: Raw -1902929.265424 + Penalty 4609.112395 = -1898320.153029 nChanged 3 SP:Iteration 28Q (7904.280000 sec): 3 clusters Score: Raw -1902929.906442 + Penalty 4609.112395 = -1898320.794048 nChanged 1 SP:Iteration 29Q (7904.530000 sec): 3 clusters Score: Raw -1902930.081443 + Penalty 4609.112395 = -1898320.969048 nChanged 1 SP:Iteration 30Q (7904.740000 sec): 3 clusters Score: Raw -1902930.650448 + Penalty 4609.112395 = -1898321.538053 nChanged 1 SP:Iteration 31Q (7904.990000 sec): 3 clusters Score: Raw -1902931.060106 + Penalty 4609.112395 = -1898321.947711 nChanged 1 SP:Iteration 32Q (7905.200000 sec): 3 clusters Score: Raw -1902931.327613 + Penalty 4609.112395 = -1898322.215218 nChanged 4 SP:Iteration 33Q (7905.420000 sec): 3 clusters Score: Raw -1902932.537465 + Penalty 4609.112395 = -1898323.425070 nChanged 3 SP:Iteration 34Q (7905.640000 sec): 3 clusters Score: Raw -1902933.922775 + Penalty 4609.112395 = -1898324.810380 nChanged 3 SP:Iteration 35Q (7905.860000 sec): 3 clusters Score: Raw -1902934.921252 + Penalty 4609.112395 = -1898325.808857 nChanged 1 SP:Iteration 36Q (7906.110000 sec): 3 clusters Score: Raw -1902935.150717 + Penalty 4609.112395 = -1898326.038323 nChanged 1 SP:Iteration 37Q (7906.320000 sec): 3 clusters Score: Raw -1902935.263115 + Penalty 4609.112395 = -1898326.150720 nChanged 0 SP:Iteration 38F (7906.540000 sec): 3 clusters Score: Raw -1902935.263115 + Penalty 4609.112395 = -1898326.150720 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7906.640000 sec): 2 clusters Score: Raw -21241.914008 + Penalty 1305.147167 = -19936.766841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7906.800000 sec): 3 clusters Score: Raw -21615.413217 + Penalty 2610.294334 = -19005.118883 nChanged 37 SP:Iteration 1F (7906.960000 sec): 3 clusters Score: Raw -21924.445348 + Penalty 2610.294334 = -19314.151014 nChanged 10 SP:Iteration 2F (7907.120000 sec): 3 clusters Score: Raw -21983.573749 + Penalty 2610.294334 = -19373.279416 nChanged 4 SP:Iteration 3Q (7907.280000 sec): 3 clusters Score: Raw -22016.140081 + Penalty 2610.294334 = -19405.845747 nChanged 1 SP:Iteration 4Q (7907.440000 sec): 3 clusters Score: Raw -22022.618758 + Penalty 2610.294334 = -19412.324425 nChanged 2 SP:Iteration 5Q (7907.600000 sec): 3 clusters Score: Raw -22048.759761 + Penalty 2610.294334 = -19438.465427 nChanged 1 SP:Iteration 6Q (7907.760000 sec): 3 clusters Score: Raw -22051.764337 + Penalty 2610.294334 = -19441.470003 nChanged 0 SP:Iteration 7F (7907.920000 sec): 3 clusters Score: Raw -22051.764337 + Penalty 2610.294334 = -19441.470003 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7908.000000 sec): 2 clusters Score: Raw -110754.938390 + Penalty 1620.739835 = -109134.198555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7908.160000 sec): 3 clusters Score: Raw -110670.919241 + Penalty 3241.479670 = -107429.439571 nChanged 134 SP:Iteration 1F (7908.320000 sec): 3 clusters Score: Raw -110862.082659 + Penalty 3241.479670 = -107620.602989 nChanged 33 SP:Iteration 2Q (7908.480000 sec): 3 clusters Score: Raw -110922.635548 + Penalty 3241.479670 = -107681.155878 nChanged 17 SP:Iteration 3Q (7908.640000 sec): 3 clusters Score: Raw -110955.039428 + Penalty 3241.479670 = -107713.559758 nChanged 14 SP:Iteration 4Q (7908.800000 sec): 3 clusters Score: Raw -110995.679366 + Penalty 3241.479670 = -107754.199696 nChanged 10 SP:Iteration 5Q (7908.950000 sec): 3 clusters Score: Raw -111014.281114 + Penalty 3241.479670 = -107772.801444 nChanged 4 SP:Iteration 6Q (7909.180000 sec): 3 clusters Score: Raw -111022.676956 + Penalty 3241.479670 = -107781.197285 nChanged 2 SP:Iteration 7Q (7909.300000 sec): 3 clusters Score: Raw -111025.239238 + Penalty 3241.479670 = -107783.759567 nChanged 0 SP:Iteration 8F (7909.420000 sec): 3 clusters Score: Raw -111025.239238 + Penalty 3241.479670 = -107783.759567 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (11185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7909.560000 sec): 2 clusters Score: Raw -1910948.606405 + Penalty 2311.937561 = -1908636.668844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7909.840000 sec): 3 clusters Score: Raw -1904835.789570 + Penalty 4623.875121 = -1900211.914448 nChanged 4711 SP:Iteration 1F (7910.040000 sec): 3 clusters Score: Raw -1907331.526885 + Penalty 4623.875121 = -1902707.651763 nChanged 738 SP:Iteration 2F (7910.300000 sec): 3 clusters Score: Raw -1907681.970612 + Penalty 4623.875121 = -1903058.095490 nChanged 594 SP:Iteration 3F (7910.510000 sec): 3 clusters Score: Raw -1907967.652348 + Penalty 4623.875121 = -1903343.777226 nChanged 544 SP:Iteration 4Q (7910.780000 sec): 3 clusters Score: Raw -1908215.393980 + Penalty 4623.875121 = -1903591.518859 nChanged 435 SP:Iteration 5Q (7910.970000 sec): 3 clusters Score: Raw -1908407.264690 + Penalty 4623.875121 = -1903783.389568 nChanged 402 SP:Iteration 6Q (7911.230000 sec): 3 clusters Score: Raw -1908579.187299 + Penalty 4623.875121 = -1903955.312177 nChanged 376 SP:Iteration 7Q (7911.440000 sec): 3 clusters Score: Raw -1908755.050817 + Penalty 4623.875121 = -1904131.175695 nChanged 386 SP:Iteration 8Q (7911.650000 sec): 3 clusters Score: Raw -1908944.099952 + Penalty 4623.875121 = -1904320.224830 nChanged 372 SP:Iteration 9Q (7911.900000 sec): 3 clusters Score: Raw -1909111.731492 + Penalty 4623.875121 = -1904487.856371 nChanged 342 SP:Iteration 10Q (7912.130000 sec): 3 clusters Score: Raw -1909265.828024 + Penalty 4623.875121 = -1904641.952903 nChanged 316 SP:Iteration 11Q (7912.360000 sec): 3 clusters Score: Raw -1909411.803017 + Penalty 4623.875121 = -1904787.927896 nChanged 295 SP:Iteration 12Q (7912.640000 sec): 3 clusters Score: Raw -1909541.998105 + Penalty 4623.875121 = -1904918.122983 nChanged 296 SP:Iteration 13Q (7912.850000 sec): 3 clusters Score: Raw -1909663.218972 + Penalty 4623.875121 = -1905039.343850 nChanged 232 SP:Iteration 14Q (7913.100000 sec): 3 clusters Score: Raw -1909759.797199 + Penalty 4623.875121 = -1905135.922077 nChanged 238 SP:Iteration 15Q (7913.360000 sec): 3 clusters Score: Raw -1909853.894160 + Penalty 4623.875121 = -1905230.019038 nChanged 195 SP:Iteration 16Q (7913.590000 sec): 3 clusters Score: Raw -1909923.174835 + Penalty 4623.875121 = -1905299.299714 nChanged 183 SP:Iteration 17Q (7913.840000 sec): 3 clusters Score: Raw -1909990.875722 + Penalty 4623.875121 = -1905367.000601 nChanged 192 SP:Iteration 18Q (7914.050000 sec): 3 clusters Score: Raw -1910070.085983 + Penalty 4623.875121 = -1905446.210861 nChanged 200 SP:Iteration 19Q (7914.250000 sec): 3 clusters Score: Raw -1910152.369969 + Penalty 4623.875121 = -1905528.494848 nChanged 162 SP:Iteration 20F (7914.510000 sec): 3 clusters Score: Raw -1910213.680490 + Penalty 4623.875121 = -1905589.805368 nChanged 139 SP:Iteration 21Q (7914.720000 sec): 3 clusters Score: Raw -1910258.673625 + Penalty 4623.875121 = -1905634.798504 nChanged 117 SP:Iteration 22Q (7915.020000 sec): 3 clusters Score: Raw -1910293.211421 + Penalty 4623.875121 = -1905669.336300 nChanged 106 SP:Iteration 23Q (7915.250000 sec): 3 clusters Score: Raw -1910324.125731 + Penalty 4623.875121 = -1905700.250609 nChanged 96 SP:Iteration 24Q (7915.480000 sec): 3 clusters Score: Raw -1910350.332307 + Penalty 4623.875121 = -1905726.457186 nChanged 90 SP:Iteration 25Q (7915.650000 sec): 3 clusters Score: Raw -1910374.554441 + Penalty 4623.875121 = -1905750.679319 nChanged 83 SP:Iteration 26Q (7915.870000 sec): 3 clusters Score: Raw -1910400.924642 + Penalty 4623.875121 = -1905777.049520 nChanged 86 SP:Iteration 27Q (7916.070000 sec): 3 clusters Score: Raw -1910425.096294 + Penalty 4623.875121 = -1905801.221172 nChanged 63 SP:Iteration 28Q (7916.300000 sec): 3 clusters Score: Raw -1910442.853384 + Penalty 4623.875121 = -1905818.978262 nChanged 73 SP:Iteration 29Q (7916.490000 sec): 3 clusters Score: Raw -1910462.384798 + Penalty 4623.875121 = -1905838.509676 nChanged 65 SP:Iteration 30Q (7916.720000 sec): 3 clusters Score: Raw -1910478.790925 + Penalty 4623.875121 = -1905854.915804 nChanged 60 SP:Iteration 31Q (7916.920000 sec): 3 clusters Score: Raw -1910493.054248 + Penalty 4623.875121 = -1905869.179127 nChanged 56 SP:Iteration 32Q (7917.190000 sec): 3 clusters Score: Raw -1910505.957179 + Penalty 4623.875121 = -1905882.082057 nChanged 48 SP:Iteration 33Q (7917.400000 sec): 3 clusters Score: Raw -1910516.863253 + Penalty 4623.875121 = -1905892.988131 nChanged 46 SP:Iteration 34Q (7917.610000 sec): 3 clusters Score: Raw -1910527.778739 + Penalty 4623.875121 = -1905903.903617 nChanged 49 SP:Iteration 35Q (7917.790000 sec): 3 clusters Score: Raw -1910538.317911 + Penalty 4623.875121 = -1905914.442789 nChanged 39 SP:Iteration 36Q (7917.990000 sec): 3 clusters Score: Raw -1910546.406373 + Penalty 4623.875121 = -1905922.531251 nChanged 32 SP:Iteration 37Q (7918.190000 sec): 3 clusters Score: Raw -1910553.665003 + Penalty 4623.875121 = -1905929.789881 nChanged 30 SP:Iteration 38Q (7918.400000 sec): 3 clusters Score: Raw -1910559.823705 + Penalty 4623.875121 = -1905935.948583 nChanged 39 SP:Iteration 39Q (7918.640000 sec): 3 clusters Score: Raw -1910568.535785 + Penalty 4623.875121 = -1905944.660664 nChanged 35 SP:Iteration 40F (7918.880000 sec): 3 clusters Score: Raw -1910576.514196 + Penalty 4623.875121 = -1905952.639075 nChanged 43 SP:Iteration 41Q (7919.080000 sec): 3 clusters Score: Raw -1910587.418500 + Penalty 4623.875121 = -1905963.543378 nChanged 36 SP:Iteration 42Q (7919.270000 sec): 3 clusters Score: Raw -1910596.344287 + Penalty 4623.875121 = -1905972.469165 nChanged 37 SP:Iteration 43Q (7919.510000 sec): 3 clusters Score: Raw -1910606.313383 + Penalty 4623.875121 = -1905982.438261 nChanged 39 SP:Iteration 44Q (7919.710000 sec): 3 clusters Score: Raw -1910614.702442 + Penalty 4623.875121 = -1905990.827320 nChanged 27 SP:Iteration 45Q (7919.960000 sec): 3 clusters Score: Raw -1910619.965320 + Penalty 4623.875121 = -1905996.090198 nChanged 28 SP:Iteration 46Q (7920.200000 sec): 3 clusters Score: Raw -1910626.503410 + Penalty 4623.875121 = -1906002.628288 nChanged 24 SP:Iteration 47Q (7920.400000 sec): 3 clusters Score: Raw -1910631.085550 + Penalty 4623.875121 = -1906007.210429 nChanged 25 SP:Iteration 48Q (7920.580000 sec): 3 clusters Score: Raw -1910636.195701 + Penalty 4623.875121 = -1906012.320580 nChanged 25 SP:Iteration 49Q (7920.760000 sec): 3 clusters Score: Raw -1910641.393896 + Penalty 4623.875121 = -1906017.518774 nChanged 29 SP:Iteration 50Q (7920.950000 sec): 3 clusters Score: Raw -1910648.574928 + Penalty 4623.875121 = -1906024.699806 nChanged 40 SP:Iteration 51Q (7921.150000 sec): 3 clusters Score: Raw -1910656.934740 + Penalty 4623.875121 = -1906033.059619 nChanged 25 SP:Iteration 52Q (7921.400000 sec): 3 clusters Score: Raw -1910662.700752 + Penalty 4623.875121 = -1906038.825631 nChanged 24 SP:Iteration 53Q (7921.610000 sec): 3 clusters Score: Raw -1910668.739888 + Penalty 4623.875121 = -1906044.864766 nChanged 26 SP:Iteration 54Q (7921.930000 sec): 3 clusters Score: Raw -1910675.141536 + Penalty 4623.875121 = -1906051.266414 nChanged 25 SP:Iteration 55Q (7922.080000 sec): 3 clusters Score: Raw -1910680.492653 + Penalty 4623.875121 = -1906056.617531 nChanged 27 SP:Iteration 56Q (7922.400000 sec): 3 clusters Score: Raw -1910686.249159 + Penalty 4623.875121 = -1906062.374038 nChanged 28 SP:Iteration 57Q (7922.630000 sec): 3 clusters Score: Raw -1910693.393187 + Penalty 4623.875121 = -1906069.518066 nChanged 32 SP:Iteration 58Q (7922.820000 sec): 3 clusters Score: Raw -1910702.255800 + Penalty 4623.875121 = -1906078.380678 nChanged 39 SP:Iteration 59Q (7923.020000 sec): 3 clusters Score: Raw -1910712.485422 + Penalty 4623.875121 = -1906088.610300 nChanged 41 SP:Iteration 60F (7923.290000 sec): 3 clusters Score: Raw -1910722.016084 + Penalty 4623.875121 = -1906098.140963 nChanged 35 SP:Iteration 61Q (7923.460000 sec): 3 clusters Score: Raw -1910730.768202 + Penalty 4623.875121 = -1906106.893081 nChanged 41 SP:Iteration 62Q (7923.660000 sec): 3 clusters Score: Raw -1910741.654653 + Penalty 4623.875121 = -1906117.779532 nChanged 36 SP:Iteration 63Q (7923.900000 sec): 3 clusters Score: Raw -1910751.032717 + Penalty 4623.875121 = -1906127.157596 nChanged 40 SP:Iteration 64Q (7924.100000 sec): 3 clusters Score: Raw -1910762.150345 + Penalty 4623.875121 = -1906138.275224 nChanged 48 SP:Iteration 65Q (7924.410000 sec): 3 clusters Score: Raw -1910777.833268 + Penalty 4623.875121 = -1906153.958147 nChanged 49 SP:Iteration 66Q (7924.580000 sec): 3 clusters Score: Raw -1910791.541488 + Penalty 4623.875121 = -1906167.666366 nChanged 43 SP:Iteration 67Q (7924.770000 sec): 3 clusters Score: Raw -1910804.233241 + Penalty 4623.875121 = -1906180.358119 nChanged 40 SP:Iteration 68Q (7925.020000 sec): 3 clusters Score: Raw -1910813.141800 + Penalty 4623.875121 = -1906189.266678 nChanged 32 SP:Iteration 69Q (7925.250000 sec): 3 clusters Score: Raw -1910823.253863 + Penalty 4623.875121 = -1906199.378741 nChanged 40 SP:Iteration 70Q (7925.460000 sec): 3 clusters Score: Raw -1910836.197730 + Penalty 4623.875121 = -1906212.322609 nChanged 43 SP:Iteration 71Q (7925.690000 sec): 3 clusters Score: Raw -1910850.286259 + Penalty 4623.875121 = -1906226.411137 nChanged 42 SP:Iteration 72Q (7925.890000 sec): 3 clusters Score: Raw -1910867.513903 + Penalty 4623.875121 = -1906243.638781 nChanged 48 SP:Iteration 73Q (7926.180000 sec): 3 clusters Score: Raw -1910891.351418 + Penalty 4623.875121 = -1906267.476297 nChanged 58 SP:Iteration 74Q (7926.330000 sec): 3 clusters Score: Raw -1910917.283281 + Penalty 4623.875121 = -1906293.408159 nChanged 60 SP:Iteration 75Q (7926.590000 sec): 3 clusters Score: Raw -1910942.980100 + Penalty 4623.875121 = -1906319.104979 nChanged 55 SP:Iteration 76Q (7926.800000 sec): 3 clusters Score: Raw -1910961.791544 + Penalty 4623.875121 = -1906337.916423 nChanged 45 SP:Iteration 77Q (7927.010000 sec): 3 clusters Score: Raw -1910980.076851 + Penalty 4623.875121 = -1906356.201730 nChanged 40 SP:Iteration 78Q (7927.220000 sec): 3 clusters Score: Raw -1910995.616061 + Penalty 4623.875121 = -1906371.740940 nChanged 39 SP:Iteration 79Q (7927.430000 sec): 3 clusters Score: Raw -1911011.006310 + Penalty 4623.875121 = -1906387.131189 nChanged 41 SP:Iteration 80F (7927.670000 sec): 3 clusters Score: Raw -1911026.904838 + Penalty 4623.875121 = -1906403.029717 nChanged 36 SP:Iteration 81Q (7927.900000 sec): 3 clusters Score: Raw -1911041.631324 + Penalty 4623.875121 = -1906417.756203 nChanged 42 SP:Iteration 82Q (7928.100000 sec): 3 clusters Score: Raw -1911061.976422 + Penalty 4623.875121 = -1906438.101301 nChanged 37 SP:Iteration 83Q (7928.300000 sec): 3 clusters Score: Raw -1911080.942023 + Penalty 4623.875121 = -1906457.066901 nChanged 39 SP:Iteration 84Q (7928.520000 sec): 3 clusters Score: Raw -1911095.331056 + Penalty 4623.875121 = -1906471.455934 nChanged 30 SP:Iteration 85Q (7928.730000 sec): 3 clusters Score: Raw -1911107.065778 + Penalty 4623.875121 = -1906483.190657 nChanged 34 SP:Iteration 86Q (7928.940000 sec): 3 clusters Score: Raw -1911122.262519 + Penalty 4623.875121 = -1906498.387398 nChanged 36 SP:Iteration 87Q (7929.160000 sec): 3 clusters Score: Raw -1911140.269653 + Penalty 4623.875121 = -1906516.394531 nChanged 26 SP:Iteration 88Q (7929.370000 sec): 3 clusters Score: Raw -1911152.056769 + Penalty 4623.875121 = -1906528.181648 nChanged 21 SP:Iteration 89Q (7929.580000 sec): 3 clusters Score: Raw -1911158.910288 + Penalty 4623.875121 = -1906535.035167 nChanged 13 SP:Iteration 90Q (7929.780000 sec): 3 clusters Score: Raw -1911164.085245 + Penalty 4623.875121 = -1906540.210123 nChanged 18 SP:Iteration 91Q (7930.070000 sec): 3 clusters Score: Raw -1911169.912226 + Penalty 4623.875121 = -1906546.037105 nChanged 14 SP:Iteration 92Q (7930.260000 sec): 3 clusters Score: Raw -1911175.053025 + Penalty 4623.875121 = -1906551.177904 nChanged 17 SP:Iteration 93Q (7930.480000 sec): 3 clusters Score: Raw -1911181.480787 + Penalty 4623.875121 = -1906557.605666 nChanged 15 SP:Iteration 94Q (7930.660000 sec): 3 clusters Score: Raw -1911187.162816 + Penalty 4623.875121 = -1906563.287695 nChanged 11 SP:Iteration 95Q (7930.910000 sec): 3 clusters Score: Raw -1911190.764912 + Penalty 4623.875121 = -1906566.889791 nChanged 12 SP:Iteration 96Q (7931.080000 sec): 3 clusters Score: Raw -1911194.251619 + Penalty 4623.875121 = -1906570.376498 nChanged 6 SP:Iteration 97Q (7931.280000 sec): 3 clusters Score: Raw -1911196.612786 + Penalty 4623.875121 = -1906572.737664 nChanged 5 SP:Iteration 98Q (7931.490000 sec): 3 clusters Score: Raw -1911197.933155 + Penalty 4623.875121 = -1906574.058033 nChanged 5 SP:Iteration 99Q (7931.700000 sec): 3 clusters Score: Raw -1911199.362565 + Penalty 4623.875121 = -1906575.487443 nChanged 3 SP:Iteration 100F (7931.950000 sec): 3 clusters Score: Raw -1911200.626372 + Penalty 4623.875121 = -1906576.751250 nChanged 6 SP:Iteration 101Q (7932.160000 sec): 3 clusters Score: Raw -1911203.453271 + Penalty 4623.875121 = -1906579.578150 nChanged 8 SP:Iteration 102Q (7932.360000 sec): 3 clusters Score: Raw -1911206.346380 + Penalty 4623.875121 = -1906582.471258 nChanged 10 SP:Iteration 103Q (7932.570000 sec): 3 clusters Score: Raw -1911209.739439 + Penalty 4623.875121 = -1906585.864317 nChanged 10 SP:Iteration 104Q (7932.820000 sec): 3 clusters Score: Raw -1911213.330727 + Penalty 4623.875121 = -1906589.455605 nChanged 12 SP:Iteration 105Q (7933.010000 sec): 3 clusters Score: Raw -1911217.007605 + Penalty 4623.875121 = -1906593.132484 nChanged 8 SP:Iteration 106Q (7933.240000 sec): 3 clusters Score: Raw -1911219.914254 + Penalty 4623.875121 = -1906596.039133 nChanged 6 SP:Iteration 107Q (7933.440000 sec): 3 clusters Score: Raw -1911222.307165 + Penalty 4623.875121 = -1906598.432044 nChanged 9 SP:Iteration 108Q (7933.600000 sec): 3 clusters Score: Raw -1911227.037576 + Penalty 4623.875121 = -1906603.162455 nChanged 14 SP:Iteration 109Q (7933.790000 sec): 3 clusters Score: Raw -1911234.124444 + Penalty 4623.875121 = -1906610.249323 nChanged 14 SP:Iteration 110Q (7933.980000 sec): 3 clusters Score: Raw -1911239.649576 + Penalty 4623.875121 = -1906615.774454 nChanged 10 SP:Iteration 111Q (7934.230000 sec): 3 clusters Score: Raw -1911243.505955 + Penalty 4623.875121 = -1906619.630834 nChanged 8 SP:Iteration 112Q (7934.430000 sec): 3 clusters Score: Raw -1911245.590816 + Penalty 4623.875121 = -1906621.715694 nChanged 5 SP:Iteration 113Q (7934.620000 sec): 3 clusters Score: Raw -1911246.822686 + Penalty 4623.875121 = -1906622.947565 nChanged 5 SP:Iteration 114Q (7934.850000 sec): 3 clusters Score: Raw -1911249.012284 + Penalty 4623.875121 = -1906625.137163 nChanged 8 SP:Iteration 115Q (7935.060000 sec): 3 clusters Score: Raw -1911251.767620 + Penalty 4623.875121 = -1906627.892498 nChanged 9 SP:Iteration 116Q (7935.330000 sec): 3 clusters Score: Raw -1911256.342940 + Penalty 4623.875121 = -1906632.467818 nChanged 7 SP:Iteration 117Q (7935.560000 sec): 3 clusters Score: Raw -1911258.533612 + Penalty 4623.875121 = -1906634.658491 nChanged 7 SP:Iteration 118Q (7935.760000 sec): 3 clusters Score: Raw -1911261.499891 + Penalty 4623.875121 = -1906637.624770 nChanged 4 SP:Iteration 119Q (7935.950000 sec): 3 clusters Score: Raw -1911263.173706 + Penalty 4623.875121 = -1906639.298585 nChanged 4 SP:Iteration 120F (7936.150000 sec): 3 clusters Score: Raw -1911265.139968 + Penalty 4623.875121 = -1906641.264847 nChanged 6 SP:Iteration 121Q (7936.360000 sec): 3 clusters Score: Raw -1911267.900660 + Penalty 4623.875121 = -1906644.025539 nChanged 7 SP:Iteration 122Q (7936.570000 sec): 3 clusters Score: Raw -1911270.446346 + Penalty 4623.875121 = -1906646.571225 nChanged 6 SP:Iteration 123Q (7936.770000 sec): 3 clusters Score: Raw -1911272.945331 + Penalty 4623.875121 = -1906649.070209 nChanged 4 SP:Iteration 124Q (7936.980000 sec): 3 clusters Score: Raw -1911273.952597 + Penalty 4623.875121 = -1906650.077475 nChanged 4 SP:Iteration 125Q (7937.190000 sec): 3 clusters Score: Raw -1911276.254321 + Penalty 4623.875121 = -1906652.379199 nChanged 4 SP:Iteration 126Q (7937.400000 sec): 3 clusters Score: Raw -1911279.173243 + Penalty 4623.875121 = -1906655.298122 nChanged 5 SP:Iteration 127Q (7937.610000 sec): 3 clusters Score: Raw -1911281.325205 + Penalty 4623.875121 = -1906657.450083 nChanged 3 SP:Iteration 128Q (7937.810000 sec): 3 clusters Score: Raw -1911282.598391 + Penalty 4623.875121 = -1906658.723269 nChanged 4 SP:Iteration 129Q (7938.040000 sec): 3 clusters Score: Raw -1911284.385431 + Penalty 4623.875121 = -1906660.510310 nChanged 3 SP:Iteration 130Q (7938.330000 sec): 3 clusters Score: Raw -1911285.553315 + Penalty 4623.875121 = -1906661.678194 nChanged 1 SP:Iteration 131Q (7938.500000 sec): 3 clusters Score: Raw -1911286.004394 + Penalty 4623.875121 = -1906662.129273 nChanged 2 SP:Iteration 132Q (7938.730000 sec): 3 clusters Score: Raw -1911286.507965 + Penalty 4623.875121 = -1906662.632843 nChanged 0 SP:Iteration 133F (7938.930000 sec): 3 clusters Score: Raw -1911286.507965 + Penalty 4623.875121 = -1906662.632843 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7939.030000 sec): 2 clusters Score: Raw -77705.632625 + Penalty 1553.794701 = -76151.837924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7939.190000 sec): 3 clusters Score: Raw -77776.020133 + Penalty 3107.589402 = -74668.430732 nChanged 112 SP:Iteration 1F (7939.350000 sec): 3 clusters Score: Raw -77988.849530 + Penalty 3107.589402 = -74881.260129 nChanged 30 SP:Iteration 2F (7939.510000 sec): 3 clusters Score: Raw -78042.350546 + Penalty 3107.589402 = -74934.761144 nChanged 13 SP:Iteration 3Q (7939.670000 sec): 3 clusters Score: Raw -78083.244447 + Penalty 3107.589402 = -74975.655046 nChanged 14 SP:Iteration 4Q (7939.830000 sec): 3 clusters Score: Raw -78124.368202 + Penalty 3107.589402 = -75016.778801 nChanged 10 SP:Iteration 5Q (7939.990000 sec): 3 clusters Score: Raw -78146.015226 + Penalty 3107.589402 = -75038.425824 nChanged 7 SP:Iteration 6Q (7940.150000 sec): 3 clusters Score: Raw -78162.245637 + Penalty 3107.589402 = -75054.656235 nChanged 1 SP:Iteration 7Q (7940.310000 sec): 3 clusters Score: Raw -78164.463716 + Penalty 3107.589402 = -75056.874315 nChanged 0 SP:Iteration 8F (7940.460000 sec): 3 clusters Score: Raw -78164.463716 + Penalty 3107.589402 = -75056.874315 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7940.540000 sec): 2 clusters Score: Raw -17339.921713 + Penalty 1195.429828 = -16144.491885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7940.700000 sec): 3 clusters Score: Raw -17662.008282 + Penalty 2390.859657 = -15271.148626 nChanged 5 SP:Iteration 1Q (7940.860000 sec): 3 clusters Score: Raw -17701.020055 + Penalty 2390.859657 = -15310.160398 nChanged 1 SP:Iteration 2Q (7941.020000 sec): 3 clusters Score: Raw -17704.961617 + Penalty 2390.859657 = -15314.101960 nChanged 1 SP:Iteration 3Q (7941.180000 sec): 3 clusters Score: Raw -17717.307170 + Penalty 2390.859657 = -15326.447514 nChanged 1 SP:Iteration 4Q (7941.350000 sec): 3 clusters Score: Raw -17730.300732 + Penalty 2390.859657 = -15339.441076 nChanged 0 SP:Iteration 5F (7941.500000 sec): 3 clusters Score: Raw -17730.300732 + Penalty 2390.859657 = -15339.441076 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7941.630000 sec): 2 clusters Score: Raw -45333.472796 + Penalty 1405.273819 = -43928.198977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7941.780000 sec): 3 clusters Score: Raw -45463.737117 + Penalty 2810.547637 = -42653.189480 nChanged 29 SP:Iteration 1F (7941.930000 sec): 3 clusters Score: Raw -45561.908894 + Penalty 2810.547637 = -42751.361257 nChanged 7 SP:Iteration 2Q (7942.110000 sec): 3 clusters Score: Raw -45591.658056 + Penalty 2810.547637 = -42781.110419 nChanged 3 SP:Iteration 3Q (7942.270000 sec): 3 clusters Score: Raw -45601.235890 + Penalty 2810.547637 = -42790.688253 nChanged 1 SP:Iteration 4Q (7942.370000 sec): 3 clusters Score: Raw -45604.688181 + Penalty 2810.547637 = -42794.140543 nChanged 1 SP:Iteration 5Q (7942.530000 sec): 3 clusters Score: Raw -45607.870721 + Penalty 2810.547637 = -42797.323084 nChanged 0 SP:Iteration 6F (7942.700000 sec): 3 clusters Score: Raw -45607.870721 + Penalty 2810.547637 = -42797.323084 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7942.780000 sec): 2 clusters Score: Raw -97616.080288 + Penalty 1573.282348 = -96042.797941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7942.940000 sec): 3 clusters Score: Raw -97584.956183 + Penalty 3146.564695 = -94438.391488 nChanged 106 SP:Iteration 1F (7943.110000 sec): 3 clusters Score: Raw -97723.763059 + Penalty 3146.564695 = -94577.198364 nChanged 28 SP:Iteration 2Q (7943.270000 sec): 3 clusters Score: Raw -97783.000896 + Penalty 3146.564695 = -94636.436200 nChanged 19 SP:Iteration 3Q (7943.480000 sec): 3 clusters Score: Raw -97815.302662 + Penalty 3146.564695 = -94668.737966 nChanged 9 SP:Iteration 4Q (7943.630000 sec): 3 clusters Score: Raw -97837.275683 + Penalty 3146.564695 = -94690.710987 nChanged 11 SP:Iteration 5Q (7943.790000 sec): 3 clusters Score: Raw -97856.210839 + Penalty 3146.564695 = -94709.646143 nChanged 6 SP:Iteration 6Q (7943.960000 sec): 3 clusters Score: Raw -97871.945301 + Penalty 3146.564695 = -94725.380605 nChanged 6 SP:Iteration 7Q (7944.120000 sec): 3 clusters Score: Raw -97885.999129 + Penalty 3146.564695 = -94739.434433 nChanged 5 SP:Iteration 8Q (7944.280000 sec): 3 clusters Score: Raw -97896.504891 + Penalty 3146.564695 = -94749.940196 nChanged 3 SP:Iteration 9Q (7944.450000 sec): 3 clusters Score: Raw -97903.370579 + Penalty 3146.564695 = -94756.805883 nChanged 5 SP:Iteration 10Q (7944.610000 sec): 3 clusters Score: Raw -97920.076446 + Penalty 3146.564695 = -94773.511751 nChanged 1 SP:Iteration 11Q (7944.770000 sec): 3 clusters Score: Raw -97925.065497 + Penalty 3146.564695 = -94778.500802 nChanged 4 SP:Iteration 12Q (7944.940000 sec): 3 clusters Score: Raw -97936.843707 + Penalty 3146.564695 = -94790.279011 nChanged 7 SP:Iteration 13Q (7945.100000 sec): 3 clusters Score: Raw -97955.975021 + Penalty 3146.564695 = -94809.410325 nChanged 6 SP:Iteration 14Q (7945.260000 sec): 3 clusters Score: Raw -97968.266368 + Penalty 3146.564695 = -94821.701673 nChanged 2 SP:Iteration 15Q (7945.450000 sec): 3 clusters Score: Raw -97975.352727 + Penalty 3146.564695 = -94828.788032 nChanged 3 SP:Iteration 16Q (7945.650000 sec): 3 clusters Score: Raw -97997.275957 + Penalty 3146.564695 = -94850.711261 nChanged 6 SP:Iteration 17Q (7945.810000 sec): 3 clusters Score: Raw -98019.169543 + Penalty 3146.564695 = -94872.604847 nChanged 6 SP:Iteration 18Q (7945.960000 sec): 3 clusters Score: Raw -98043.234848 + Penalty 3146.564695 = -94896.670153 nChanged 3 SP:Iteration 19Q (7946.120000 sec): 3 clusters Score: Raw -98049.585761 + Penalty 3146.564695 = -94903.021066 nChanged 1 SP:Iteration 20F (7946.280000 sec): 3 clusters Score: Raw -98051.251784 + Penalty 3146.564695 = -94904.687088 nChanged 2 SP:Iteration 21Q (7946.440000 sec): 3 clusters Score: Raw -98054.370505 + Penalty 3146.564695 = -94907.805810 nChanged 1 SP:Iteration 22Q (7946.600000 sec): 3 clusters Score: Raw -98056.607485 + Penalty 3146.564695 = -94910.042790 nChanged 0 SP:Iteration 23F (7946.770000 sec): 3 clusters Score: Raw -98056.607485 + Penalty 3146.564695 = -94910.042790 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (4731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7946.880000 sec): 2 clusters Score: Raw -783112.869221 + Penalty 2098.549185 = -781014.320036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7947.080000 sec): 3 clusters Score: Raw -780867.169397 + Penalty 4197.098370 = -776670.071027 nChanged 1811 SP:Iteration 1F (7947.240000 sec): 3 clusters Score: Raw -781895.830736 + Penalty 4197.098370 = -777698.732366 nChanged 350 SP:Iteration 2F (7947.430000 sec): 3 clusters Score: Raw -782142.285496 + Penalty 4197.098370 = -777945.187126 nChanged 235 SP:Iteration 3Q (7947.600000 sec): 3 clusters Score: Raw -782356.732778 + Penalty 4197.098370 = -778159.634407 nChanged 208 SP:Iteration 4Q (7947.750000 sec): 3 clusters Score: Raw -782594.158514 + Penalty 4197.098370 = -778397.060143 nChanged 210 SP:Iteration 5Q (7947.900000 sec): 3 clusters Score: Raw -782857.412333 + Penalty 4197.098370 = -778660.313962 nChanged 230 SP:Iteration 6Q (7948.060000 sec): 3 clusters Score: Raw -783067.817375 + Penalty 4197.098370 = -778870.719005 nChanged 226 SP:Iteration 7Q (7948.210000 sec): 3 clusters Score: Raw -783300.766795 + Penalty 4197.098370 = -779103.668424 nChanged 231 SP:Iteration 8Q (7948.360000 sec): 3 clusters Score: Raw -783498.668283 + Penalty 4197.098370 = -779301.569912 nChanged 192 SP:Iteration 9Q (7948.520000 sec): 3 clusters Score: Raw -783639.160651 + Penalty 4197.098370 = -779442.062281 nChanged 168 SP:Iteration 10Q (7948.690000 sec): 3 clusters Score: Raw -783748.028578 + Penalty 4197.098370 = -779550.930208 nChanged 127 SP:Iteration 11Q (7948.900000 sec): 3 clusters Score: Raw -783832.229554 + Penalty 4197.098370 = -779635.131183 nChanged 108 SP:Iteration 12Q (7949.110000 sec): 3 clusters Score: Raw -783910.510319 + Penalty 4197.098370 = -779713.411949 nChanged 99 SP:Iteration 13Q (7949.270000 sec): 3 clusters Score: Raw -784004.778106 + Penalty 4197.098370 = -779807.679736 nChanged 89 SP:Iteration 14Q (7949.470000 sec): 3 clusters Score: Raw -784089.148739 + Penalty 4197.098370 = -779892.050369 nChanged 80 SP:Iteration 15Q (7949.630000 sec): 3 clusters Score: Raw -784152.023712 + Penalty 4197.098370 = -779954.925341 nChanged 73 SP:Iteration 16Q (7949.800000 sec): 3 clusters Score: Raw -784195.635474 + Penalty 4197.098370 = -779998.537103 nChanged 51 SP:Iteration 17Q (7949.940000 sec): 3 clusters Score: Raw -784222.558070 + Penalty 4197.098370 = -780025.459699 nChanged 49 SP:Iteration 18Q (7950.120000 sec): 3 clusters Score: Raw -784249.765620 + Penalty 4197.098370 = -780052.667249 nChanged 59 SP:Iteration 19Q (7950.250000 sec): 3 clusters Score: Raw -784290.626484 + Penalty 4197.098370 = -780093.528114 nChanged 65 SP:Iteration 20F (7950.390000 sec): 3 clusters Score: Raw -784328.423752 + Penalty 4197.098370 = -780131.325382 nChanged 48 SP:Iteration 21Q (7950.520000 sec): 3 clusters Score: Raw -784355.578883 + Penalty 4197.098370 = -780158.480513 nChanged 38 SP:Iteration 22Q (7950.660000 sec): 3 clusters Score: Raw -784378.950032 + Penalty 4197.098370 = -780181.851661 nChanged 39 SP:Iteration 23Q (7950.850000 sec): 3 clusters Score: Raw -784399.114829 + Penalty 4197.098370 = -780202.016458 nChanged 23 SP:Iteration 24Q (7951.000000 sec): 3 clusters Score: Raw -784411.541861 + Penalty 4197.098370 = -780214.443491 nChanged 19 SP:Iteration 25Q (7951.220000 sec): 3 clusters Score: Raw -784419.037233 + Penalty 4197.098370 = -780221.938862 nChanged 16 SP:Iteration 26Q (7951.400000 sec): 3 clusters Score: Raw -784426.282792 + Penalty 4197.098370 = -780229.184421 nChanged 15 SP:Iteration 27Q (7951.590000 sec): 3 clusters Score: Raw -784432.794856 + Penalty 4197.098370 = -780235.696486 nChanged 25 SP:Iteration 28Q (7951.810000 sec): 3 clusters Score: Raw -784446.359321 + Penalty 4197.098370 = -780249.260951 nChanged 27 SP:Iteration 29Q (7951.980000 sec): 3 clusters Score: Raw -784456.450357 + Penalty 4197.098370 = -780259.351987 nChanged 14 SP:Iteration 30Q (7952.120000 sec): 3 clusters Score: Raw -784461.288066 + Penalty 4197.098370 = -780264.189696 nChanged 9 SP:Iteration 31Q (7952.270000 sec): 3 clusters Score: Raw -784465.970292 + Penalty 4197.098370 = -780268.871922 nChanged 10 SP:Iteration 32Q (7952.460000 sec): 3 clusters Score: Raw -784469.775197 + Penalty 4197.098370 = -780272.676827 nChanged 7 SP:Iteration 33Q (7952.640000 sec): 3 clusters Score: Raw -784472.344944 + Penalty 4197.098370 = -780275.246574 nChanged 6 SP:Iteration 34Q (7952.860000 sec): 3 clusters Score: Raw -784474.702115 + Penalty 4197.098370 = -780277.603745 nChanged 3 SP:Iteration 35Q (7953.020000 sec): 3 clusters Score: Raw -784476.062124 + Penalty 4197.098370 = -780278.963753 nChanged 5 SP:Iteration 36Q (7953.220000 sec): 3 clusters Score: Raw -784477.807148 + Penalty 4197.098370 = -780280.708777 nChanged 3 SP:Iteration 37Q (7953.460000 sec): 3 clusters Score: Raw -784478.408721 + Penalty 4197.098370 = -780281.310350 nChanged 4 SP:Iteration 38Q (7953.610000 sec): 3 clusters Score: Raw -784479.670691 + Penalty 4197.098370 = -780282.572321 nChanged 2 SP:Iteration 39Q (7953.810000 sec): 3 clusters Score: Raw -784479.993281 + Penalty 4197.098370 = -780282.894911 nChanged 1 SP:Iteration 40F (7953.960000 sec): 3 clusters Score: Raw -784480.462885 + Penalty 4197.098370 = -780283.364514 nChanged 6 SP:Iteration 41Q (7954.110000 sec): 3 clusters Score: Raw -784482.364236 + Penalty 4197.098370 = -780285.265866 nChanged 2 SP:Iteration 42Q (7954.260000 sec): 3 clusters Score: Raw -784483.254412 + Penalty 4197.098370 = -780286.156042 nChanged 4 SP:Iteration 43Q (7954.400000 sec): 3 clusters Score: Raw -784485.525324 + Penalty 4197.098370 = -780288.426953 nChanged 6 SP:Iteration 44Q (7954.550000 sec): 3 clusters Score: Raw -784486.878300 + Penalty 4197.098370 = -780289.779929 nChanged 2 SP:Iteration 45Q (7954.700000 sec): 3 clusters Score: Raw -784487.304929 + Penalty 4197.098370 = -780290.206558 nChanged 2 SP:Iteration 46Q (7954.900000 sec): 3 clusters Score: Raw -784487.713349 + Penalty 4197.098370 = -780290.614979 nChanged 2 SP:Iteration 47Q (7955.080000 sec): 3 clusters Score: Raw -784488.275724 + Penalty 4197.098370 = -780291.177353 nChanged 1 SP:Iteration 48Q (7955.260000 sec): 3 clusters Score: Raw -784488.437734 + Penalty 4197.098370 = -780291.339363 nChanged 0 SP:Iteration 49F (7955.470000 sec): 3 clusters Score: Raw -784488.437734 + Penalty 4197.098370 = -780291.339363 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (3394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7955.560000 sec): 2 clusters Score: Raw -555491.048613 + Penalty 2016.181583 = -553474.867031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7955.740000 sec): 3 clusters Score: Raw -554000.210075 + Penalty 4032.363165 = -549967.846910 nChanged 1183 SP:Iteration 1F (7955.900000 sec): 3 clusters Score: Raw -554750.290966 + Penalty 4032.363165 = -550717.927801 nChanged 269 SP:Iteration 2F (7956.030000 sec): 3 clusters Score: Raw -554959.605451 + Penalty 4032.363165 = -550927.242286 nChanged 196 SP:Iteration 3F (7956.190000 sec): 3 clusters Score: Raw -555124.075873 + Penalty 4032.363165 = -551091.712708 nChanged 162 SP:Iteration 4Q (7956.350000 sec): 3 clusters Score: Raw -555254.688599 + Penalty 4032.363165 = -551222.325434 nChanged 130 SP:Iteration 5Q (7956.510000 sec): 3 clusters Score: Raw -555351.276929 + Penalty 4032.363165 = -551318.913764 nChanged 110 SP:Iteration 6Q (7956.670000 sec): 3 clusters Score: Raw -555429.861437 + Penalty 4032.363165 = -551397.498272 nChanged 101 SP:Iteration 7Q (7956.830000 sec): 3 clusters Score: Raw -555507.970856 + Penalty 4032.363165 = -551475.607691 nChanged 98 SP:Iteration 8Q (7956.990000 sec): 3 clusters Score: Raw -555580.888689 + Penalty 4032.363165 = -551548.525524 nChanged 94 SP:Iteration 9Q (7957.150000 sec): 3 clusters Score: Raw -555654.752121 + Penalty 4032.363165 = -551622.388956 nChanged 75 SP:Iteration 10Q (7957.310000 sec): 3 clusters Score: Raw -555707.118553 + Penalty 4032.363165 = -551674.755388 nChanged 70 SP:Iteration 11Q (7957.470000 sec): 3 clusters Score: Raw -555750.687719 + Penalty 4032.363165 = -551718.324554 nChanged 62 SP:Iteration 12Q (7957.630000 sec): 3 clusters Score: Raw -555789.373368 + Penalty 4032.363165 = -551757.010202 nChanged 49 SP:Iteration 13Q (7957.780000 sec): 3 clusters Score: Raw -555815.693494 + Penalty 4032.363165 = -551783.330328 nChanged 42 SP:Iteration 14Q (7957.940000 sec): 3 clusters Score: Raw -555837.343337 + Penalty 4032.363165 = -551804.980172 nChanged 34 SP:Iteration 15Q (7958.100000 sec): 3 clusters Score: Raw -555855.878010 + Penalty 4032.363165 = -551823.514844 nChanged 46 SP:Iteration 16Q (7958.260000 sec): 3 clusters Score: Raw -555882.046751 + Penalty 4032.363165 = -551849.683586 nChanged 42 SP:Iteration 17Q (7958.440000 sec): 3 clusters Score: Raw -555908.696135 + Penalty 4032.363165 = -551876.332970 nChanged 45 SP:Iteration 18Q (7958.600000 sec): 3 clusters Score: Raw -555938.034615 + Penalty 4032.363165 = -551905.671450 nChanged 40 SP:Iteration 19Q (7958.770000 sec): 3 clusters Score: Raw -555964.899077 + Penalty 4032.363165 = -551932.535912 nChanged 39 SP:Iteration 20F (7958.940000 sec): 3 clusters Score: Raw -555992.332422 + Penalty 4032.363165 = -551959.969256 nChanged 42 SP:Iteration 21Q (7959.100000 sec): 3 clusters Score: Raw -556025.668925 + Penalty 4032.363165 = -551993.305760 nChanged 44 SP:Iteration 22Q (7959.220000 sec): 3 clusters Score: Raw -556064.137240 + Penalty 4032.363165 = -552031.774075 nChanged 43 SP:Iteration 23Q (7959.370000 sec): 3 clusters Score: Raw -556097.820217 + Penalty 4032.363165 = -552065.457052 nChanged 47 SP:Iteration 24Q (7959.540000 sec): 3 clusters Score: Raw -556138.823470 + Penalty 4032.363165 = -552106.460305 nChanged 41 SP:Iteration 25Q (7959.700000 sec): 3 clusters Score: Raw -556177.656271 + Penalty 4032.363165 = -552145.293106 nChanged 42 SP:Iteration 26Q (7959.860000 sec): 3 clusters Score: Raw -556207.162902 + Penalty 4032.363165 = -552174.799737 nChanged 29 SP:Iteration 27Q (7960.020000 sec): 3 clusters Score: Raw -556225.174079 + Penalty 4032.363165 = -552192.810914 nChanged 25 SP:Iteration 28Q (7960.190000 sec): 3 clusters Score: Raw -556237.408774 + Penalty 4032.363165 = -552205.045609 nChanged 13 SP:Iteration 29Q (7960.350000 sec): 3 clusters Score: Raw -556244.506760 + Penalty 4032.363165 = -552212.143594 nChanged 13 SP:Iteration 30Q (7960.510000 sec): 3 clusters Score: Raw -556254.433150 + Penalty 4032.363165 = -552222.069985 nChanged 18 SP:Iteration 31Q (7960.680000 sec): 3 clusters Score: Raw -556266.252841 + Penalty 4032.363165 = -552233.889676 nChanged 12 SP:Iteration 32Q (7960.840000 sec): 3 clusters Score: Raw -556275.614972 + Penalty 4032.363165 = -552243.251807 nChanged 11 SP:Iteration 33Q (7961.000000 sec): 3 clusters Score: Raw -556281.455753 + Penalty 4032.363165 = -552249.092588 nChanged 11 SP:Iteration 34Q (7961.160000 sec): 3 clusters Score: Raw -556287.587031 + Penalty 4032.363165 = -552255.223866 nChanged 12 SP:Iteration 35Q (7961.320000 sec): 3 clusters Score: Raw -556294.434887 + Penalty 4032.363165 = -552262.071722 nChanged 13 SP:Iteration 36Q (7961.520000 sec): 3 clusters Score: Raw -556302.596574 + Penalty 4032.363165 = -552270.233409 nChanged 8 SP:Iteration 37Q (7961.680000 sec): 3 clusters Score: Raw -556306.415213 + Penalty 4032.363165 = -552274.052047 nChanged 10 SP:Iteration 38Q (7961.850000 sec): 3 clusters Score: Raw -556310.768160 + Penalty 4032.363165 = -552278.404995 nChanged 7 SP:Iteration 39Q (7962.010000 sec): 3 clusters Score: Raw -556313.561265 + Penalty 4032.363165 = -552281.198100 nChanged 5 SP:Iteration 40F (7962.170000 sec): 3 clusters Score: Raw -556315.866350 + Penalty 4032.363165 = -552283.503185 nChanged 1 SP:Iteration 41Q (7962.380000 sec): 3 clusters Score: Raw -556316.292043 + Penalty 4032.363165 = -552283.928878 nChanged 1 SP:Iteration 42Q (7962.520000 sec): 3 clusters Score: Raw -556316.518352 + Penalty 4032.363165 = -552284.155187 nChanged 3 SP:Iteration 43Q (7962.740000 sec): 3 clusters Score: Raw -556318.182954 + Penalty 4032.363165 = -552285.819789 nChanged 2 SP:Iteration 44Q (7962.880000 sec): 3 clusters Score: Raw -556319.046895 + Penalty 4032.363165 = -552286.683730 nChanged 0 SP:Iteration 45F (7963.050000 sec): 3 clusters Score: Raw -556319.046895 + Penalty 4032.363165 = -552286.683730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7963.140000 sec): 2 clusters Score: Raw -40348.864911 + Penalty 1366.328307 = -38982.536603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7963.320000 sec): 3 clusters Score: Raw -40487.299345 + Penalty 2732.656615 = -37754.642730 nChanged 17 SP:Iteration 1F (7963.470000 sec): 3 clusters Score: Raw -40552.614546 + Penalty 2732.656615 = -37819.957931 nChanged 3 SP:Iteration 2Q (7963.630000 sec): 3 clusters Score: Raw -40566.997982 + Penalty 2732.656615 = -37834.341367 nChanged 1 SP:Iteration 3Q (7963.800000 sec): 3 clusters Score: Raw -40573.384273 + Penalty 2732.656615 = -37840.727659 nChanged 1 SP:Iteration 4Q (7963.960000 sec): 3 clusters Score: Raw -40579.232142 + Penalty 2732.656615 = -37846.575527 nChanged 0 SP:Iteration 5F (7964.080000 sec): 3 clusters Score: Raw -40579.232142 + Penalty 2732.656615 = -37846.575527 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7964.160000 sec): 2 clusters Score: Raw -71227.551972 + Penalty 1518.921481 = -69708.630491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7964.330000 sec): 3 clusters Score: Raw -71306.269360 + Penalty 3037.842962 = -68268.426398 nChanged 68 SP:Iteration 1F (7964.490000 sec): 3 clusters Score: Raw -71471.521998 + Penalty 3037.842962 = -68433.679036 nChanged 23 SP:Iteration 2F (7964.650000 sec): 3 clusters Score: Raw -71529.697734 + Penalty 3037.842962 = -68491.854772 nChanged 6 SP:Iteration 3Q (7964.810000 sec): 3 clusters Score: Raw -71544.646394 + Penalty 3037.842962 = -68506.803432 nChanged 2 SP:Iteration 4Q (7964.970000 sec): 3 clusters Score: Raw -71551.476291 + Penalty 3037.842962 = -68513.633329 nChanged 1 SP:Iteration 5Q (7965.130000 sec): 3 clusters Score: Raw -71552.448050 + Penalty 3037.842962 = -68514.605088 nChanged 0 SP:Iteration 6F (7965.290000 sec): 3 clusters Score: Raw -71552.448050 + Penalty 3037.842962 = -68514.605088 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7965.370000 sec): 2 clusters Score: Raw -40467.853633 + Penalty 1375.204006 = -39092.649626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7965.530000 sec): 3 clusters Score: Raw -40582.080246 + Penalty 2750.408012 = -37831.672233 nChanged 18 SP:Iteration 1F (7965.690000 sec): 3 clusters Score: Raw -40655.368828 + Penalty 2750.408012 = -37904.960815 nChanged 7 SP:Iteration 2Q (7965.850000 sec): 3 clusters Score: Raw -40676.736329 + Penalty 2750.408012 = -37926.328317 nChanged 1 SP:Iteration 3Q (7966.010000 sec): 3 clusters Score: Raw -40683.297747 + Penalty 2750.408012 = -37932.889734 nChanged 1 SP:Iteration 4Q (7966.220000 sec): 3 clusters Score: Raw -40689.008003 + Penalty 2750.408012 = -37938.599991 nChanged 0 SP:Iteration 5F (7966.380000 sec): 3 clusters Score: Raw -40689.008003 + Penalty 2750.408012 = -37938.599991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7966.500000 sec): 2 clusters Score: Raw -29625.953431 + Penalty 1306.428823 = -28319.524607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7966.660000 sec): 3 clusters Score: Raw -29861.031678 + Penalty 2612.857647 = -27248.174031 nChanged 11 SP:Iteration 1F (7966.790000 sec): 3 clusters Score: Raw -29934.150390 + Penalty 2612.857647 = -27321.292743 nChanged 7 SP:Iteration 2Q (7966.940000 sec): 3 clusters Score: Raw -29986.862136 + Penalty 2612.857647 = -27374.004489 nChanged 7 SP:Iteration 3Q (7967.090000 sec): 3 clusters Score: Raw -30020.354527 + Penalty 2612.857647 = -27407.496880 nChanged 3 SP:Iteration 4Q (7967.230000 sec): 3 clusters Score: Raw -30030.410035 + Penalty 2612.857647 = -27417.552388 nChanged 2 SP:Iteration 5Q (7967.380000 sec): 3 clusters Score: Raw -30050.773972 + Penalty 2612.857647 = -27437.916326 nChanged 2 SP:Iteration 6Q (7967.520000 sec): 3 clusters Score: Raw -30059.725431 + Penalty 2612.857647 = -27446.867784 nChanged 1 SP:Iteration 7Q (7967.660000 sec): 3 clusters Score: Raw -30068.327448 + Penalty 2612.857647 = -27455.469801 nChanged 0 SP:Iteration 8F (7967.810000 sec): 3 clusters Score: Raw -30068.327448 + Penalty 2612.857647 = -27455.469801 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7967.870000 sec): 2 clusters Score: Raw -170159.088186 + Penalty 1702.999455 = -168456.088732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7968.010000 sec): 3 clusters Score: Raw -169935.428543 + Penalty 3405.998909 = -166529.429634 nChanged 235 SP:Iteration 1F (7968.160000 sec): 3 clusters Score: Raw -170183.901169 + Penalty 3405.998909 = -166777.902260 nChanged 61 SP:Iteration 2F (7968.300000 sec): 3 clusters Score: Raw -170261.144892 + Penalty 3405.998909 = -166855.145983 nChanged 34 SP:Iteration 3Q (7968.440000 sec): 3 clusters Score: Raw -170313.496296 + Penalty 3405.998909 = -166907.497387 nChanged 22 SP:Iteration 4Q (7968.590000 sec): 3 clusters Score: Raw -170338.120134 + Penalty 3405.998909 = -166932.121225 nChanged 8 SP:Iteration 5Q (7968.730000 sec): 3 clusters Score: Raw -170345.447205 + Penalty 3405.998909 = -166939.448296 nChanged 10 SP:Iteration 6Q (7968.880000 sec): 3 clusters Score: Raw -170360.137614 + Penalty 3405.998909 = -166954.138705 nChanged 1 SP:Iteration 7Q (7969.020000 sec): 3 clusters Score: Raw -170360.430667 + Penalty 3405.998909 = -166954.431758 nChanged 1 SP:Iteration 8Q (7969.160000 sec): 3 clusters Score: Raw -170361.274842 + Penalty 3405.998909 = -166955.275933 nChanged 0 SP:Iteration 9F (7969.360000 sec): 3 clusters Score: Raw -170361.274842 + Penalty 3405.998909 = -166955.275933 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (5277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7969.480000 sec): 2 clusters Score: Raw -923226.264311 + Penalty 2125.636032 = -921100.628279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7969.720000 sec): 3 clusters Score: Raw -920599.261135 + Penalty 4251.272065 = -916347.989070 nChanged 2051 SP:Iteration 1F (7969.900000 sec): 3 clusters Score: Raw -921741.515949 + Penalty 4251.272065 = -917490.243884 nChanged 375 SP:Iteration 2F (7970.100000 sec): 3 clusters Score: Raw -921949.067218 + Penalty 4251.272065 = -917697.795153 nChanged 253 SP:Iteration 3Q (7970.240000 sec): 3 clusters Score: Raw -922083.725870 + Penalty 4251.272065 = -917832.453806 nChanged 196 SP:Iteration 4Q (7970.420000 sec): 3 clusters Score: Raw -922185.350846 + Penalty 4251.272065 = -917934.078781 nChanged 170 SP:Iteration 5Q (7970.600000 sec): 3 clusters Score: Raw -922264.405396 + Penalty 4251.272065 = -918013.133331 nChanged 148 SP:Iteration 6Q (7970.770000 sec): 3 clusters Score: Raw -922332.540930 + Penalty 4251.272065 = -918081.268865 nChanged 124 SP:Iteration 7Q (7970.950000 sec): 3 clusters Score: Raw -922388.829376 + Penalty 4251.272065 = -918137.557311 nChanged 108 SP:Iteration 8Q (7971.120000 sec): 3 clusters Score: Raw -922437.450022 + Penalty 4251.272065 = -918186.177957 nChanged 89 SP:Iteration 9Q (7971.300000 sec): 3 clusters Score: Raw -922479.495408 + Penalty 4251.272065 = -918228.223343 nChanged 90 SP:Iteration 10Q (7971.480000 sec): 3 clusters Score: Raw -922511.790610 + Penalty 4251.272065 = -918260.518545 nChanged 76 SP:Iteration 11Q (7971.700000 sec): 3 clusters Score: Raw -922542.996451 + Penalty 4251.272065 = -918291.724387 nChanged 83 SP:Iteration 12Q (7971.910000 sec): 3 clusters Score: Raw -922583.059503 + Penalty 4251.272065 = -918331.787438 nChanged 95 SP:Iteration 13Q (7972.100000 sec): 3 clusters Score: Raw -922626.020554 + Penalty 4251.272065 = -918374.748489 nChanged 89 SP:Iteration 14Q (7972.270000 sec): 3 clusters Score: Raw -922665.605532 + Penalty 4251.272065 = -918414.333467 nChanged 80 SP:Iteration 15Q (7972.440000 sec): 3 clusters Score: Raw -922701.904958 + Penalty 4251.272065 = -918450.632893 nChanged 89 SP:Iteration 16Q (7972.610000 sec): 3 clusters Score: Raw -922748.563178 + Penalty 4251.272065 = -918497.291113 nChanged 102 SP:Iteration 17Q (7972.780000 sec): 3 clusters Score: Raw -922795.837837 + Penalty 4251.272065 = -918544.565772 nChanged 99 SP:Iteration 18Q (7972.950000 sec): 3 clusters Score: Raw -922841.223910 + Penalty 4251.272065 = -918589.951846 nChanged 92 SP:Iteration 19Q (7973.130000 sec): 3 clusters Score: Raw -922891.739198 + Penalty 4251.272065 = -918640.467133 nChanged 106 SP:Iteration 20F (7973.310000 sec): 3 clusters Score: Raw -922956.015116 + Penalty 4251.272065 = -918704.743051 nChanged 108 SP:Iteration 21Q (7973.500000 sec): 3 clusters Score: Raw -923019.527914 + Penalty 4251.272065 = -918768.255849 nChanged 101 SP:Iteration 22Q (7973.690000 sec): 3 clusters Score: Raw -923081.786846 + Penalty 4251.272065 = -918830.514781 nChanged 84 SP:Iteration 23Q (7973.890000 sec): 3 clusters Score: Raw -923131.852522 + Penalty 4251.272065 = -918880.580457 nChanged 91 SP:Iteration 24Q (7974.120000 sec): 3 clusters Score: Raw -923193.599013 + Penalty 4251.272065 = -918942.326948 nChanged 80 SP:Iteration 25Q (7974.270000 sec): 3 clusters Score: Raw -923251.050403 + Penalty 4251.272065 = -918999.778338 nChanged 67 SP:Iteration 26Q (7974.480000 sec): 3 clusters Score: Raw -923301.186915 + Penalty 4251.272065 = -919049.914851 nChanged 58 SP:Iteration 27Q (7974.690000 sec): 3 clusters Score: Raw -923337.884370 + Penalty 4251.272065 = -919086.612305 nChanged 41 SP:Iteration 28Q (7974.910000 sec): 3 clusters Score: Raw -923372.274581 + Penalty 4251.272065 = -919121.002516 nChanged 32 SP:Iteration 29Q (7975.090000 sec): 3 clusters Score: Raw -923398.501999 + Penalty 4251.272065 = -919147.229934 nChanged 27 SP:Iteration 30Q (7975.310000 sec): 3 clusters Score: Raw -923418.754174 + Penalty 4251.272065 = -919167.482109 nChanged 14 SP:Iteration 31Q (7975.460000 sec): 3 clusters Score: Raw -923430.323021 + Penalty 4251.272065 = -919179.050956 nChanged 13 SP:Iteration 32Q (7975.600000 sec): 3 clusters Score: Raw -923441.943136 + Penalty 4251.272065 = -919190.671072 nChanged 16 SP:Iteration 33Q (7975.730000 sec): 3 clusters Score: Raw -923453.468043 + Penalty 4251.272065 = -919202.195978 nChanged 14 SP:Iteration 34Q (7975.870000 sec): 3 clusters Score: Raw -923464.526127 + Penalty 4251.272065 = -919213.254063 nChanged 14 SP:Iteration 35Q (7976.040000 sec): 3 clusters Score: Raw -923473.839487 + Penalty 4251.272065 = -919222.567423 nChanged 7 SP:Iteration 36Q (7976.240000 sec): 3 clusters Score: Raw -923477.875971 + Penalty 4251.272065 = -919226.603906 nChanged 9 SP:Iteration 37Q (7976.380000 sec): 3 clusters Score: Raw -923484.770778 + Penalty 4251.272065 = -919233.498713 nChanged 4 SP:Iteration 38Q (7976.550000 sec): 3 clusters Score: Raw -923487.565996 + Penalty 4251.272065 = -919236.293931 nChanged 3 SP:Iteration 39Q (7976.680000 sec): 3 clusters Score: Raw -923490.947785 + Penalty 4251.272065 = -919239.675721 nChanged 4 SP:Iteration 40F (7976.850000 sec): 3 clusters Score: Raw -923493.622243 + Penalty 4251.272065 = -919242.350179 nChanged 1 SP:Iteration 41Q (7977.010000 sec): 3 clusters Score: Raw -923493.936560 + Penalty 4251.272065 = -919242.664495 nChanged 0 SP:Iteration 42F (7977.190000 sec): 3 clusters Score: Raw -923493.936560 + Penalty 4251.272065 = -919242.664495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (3869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7977.310000 sec): 2 clusters Score: Raw -645879.192627 + Penalty 2048.666336 = -643830.526291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7977.450000 sec): 3 clusters Score: Raw -644094.903749 + Penalty 4097.332672 = -639997.571077 nChanged 1443 SP:Iteration 1F (7977.680000 sec): 3 clusters Score: Raw -644976.253156 + Penalty 4097.332672 = -640878.920484 nChanged 323 SP:Iteration 2F (7977.850000 sec): 3 clusters Score: Raw -645252.065075 + Penalty 4097.332672 = -641154.732403 nChanged 242 SP:Iteration 3F (7978.010000 sec): 3 clusters Score: Raw -645486.516386 + Penalty 4097.332672 = -641389.183714 nChanged 239 SP:Iteration 4F (7978.190000 sec): 3 clusters Score: Raw -645747.624486 + Penalty 4097.332672 = -641650.291814 nChanged 232 SP:Iteration 5F (7978.340000 sec): 3 clusters Score: Raw -646012.659853 + Penalty 4097.332672 = -641915.327181 nChanged 207 SP:Iteration 6F (7978.470000 sec): 3 clusters Score: Raw -646216.240268 + Penalty 4097.332672 = -642118.907596 nChanged 170 SP:Iteration 7Q (7978.620000 sec): 3 clusters Score: Raw -646381.053609 + Penalty 4097.332672 = -642283.720937 nChanged 148 SP:Iteration 8Q (7978.790000 sec): 3 clusters Score: Raw -646511.698459 + Penalty 4097.332672 = -642414.365787 nChanged 102 SP:Iteration 9Q (7978.940000 sec): 3 clusters Score: Raw -646577.848457 + Penalty 4097.332672 = -642480.515785 nChanged 61 SP:Iteration 10Q (7979.130000 sec): 3 clusters Score: Raw -646619.743374 + Penalty 4097.332672 = -642522.410702 nChanged 52 SP:Iteration 11Q (7979.290000 sec): 3 clusters Score: Raw -646645.164795 + Penalty 4097.332672 = -642547.832123 nChanged 26 SP:Iteration 12Q (7979.490000 sec): 3 clusters Score: Raw -646658.508844 + Penalty 4097.332672 = -642561.176172 nChanged 23 SP:Iteration 13Q (7979.610000 sec): 3 clusters Score: Raw -646672.128067 + Penalty 4097.332672 = -642574.795395 nChanged 19 SP:Iteration 14Q (7979.770000 sec): 3 clusters Score: Raw -646681.811373 + Penalty 4097.332672 = -642584.478701 nChanged 12 SP:Iteration 15Q (7979.930000 sec): 3 clusters Score: Raw -646686.221324 + Penalty 4097.332672 = -642588.888652 nChanged 7 SP:Iteration 16Q (7980.090000 sec): 3 clusters Score: Raw -646689.553477 + Penalty 4097.332672 = -642592.220805 nChanged 6 SP:Iteration 17Q (7980.250000 sec): 3 clusters Score: Raw -646692.419884 + Penalty 4097.332672 = -642595.087212 nChanged 6 SP:Iteration 18Q (7980.440000 sec): 3 clusters Score: Raw -646695.091508 + Penalty 4097.332672 = -642597.758836 nChanged 7 SP:Iteration 19Q (7980.560000 sec): 3 clusters Score: Raw -646696.963097 + Penalty 4097.332672 = -642599.630425 nChanged 5 SP:Iteration 20F (7980.790000 sec): 3 clusters Score: Raw -646699.391924 + Penalty 4097.332672 = -642602.059252 nChanged 4 SP:Iteration 21Q (7980.960000 sec): 3 clusters Score: Raw -646701.724877 + Penalty 4097.332672 = -642604.392205 nChanged 4 SP:Iteration 22Q (7981.120000 sec): 3 clusters Score: Raw -646703.745851 + Penalty 4097.332672 = -642606.413179 nChanged 0 SP:Iteration 23F (7981.290000 sec): 3 clusters Score: Raw -646703.745851 + Penalty 4097.332672 = -642606.413179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7981.420000 sec): 2 clusters Score: Raw -151192.979336 + Penalty 1694.591870 = -149498.387466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7981.510000 sec): 3 clusters Score: Raw -151034.901280 + Penalty 3389.183739 = -147645.717541 nChanged 239 SP:Iteration 1F (7981.570000 sec): 3 clusters Score: Raw -151340.382610 + Penalty 3389.183739 = -147951.198871 nChanged 64 SP:Iteration 2F (7981.600000 sec): 3 clusters Score: Raw -151446.777084 + Penalty 3389.183739 = -148057.593344 nChanged 40 SP:Iteration 3Q (7981.650000 sec): 3 clusters Score: Raw -151522.780545 + Penalty 3389.183739 = -148133.596805 nChanged 27 SP:Iteration 4Q (7981.680000 sec): 3 clusters Score: Raw -151572.168035 + Penalty 3389.183739 = -148182.984296 nChanged 25 SP:Iteration 5Q (7981.870000 sec): 3 clusters Score: Raw -151620.562300 + Penalty 3389.183739 = -148231.378560 nChanged 15 SP:Iteration 6Q (7982.000000 sec): 3 clusters Score: Raw -151641.936380 + Penalty 3389.183739 = -148252.752640 nChanged 12 SP:Iteration 7Q (7982.170000 sec): 3 clusters Score: Raw -151675.477963 + Penalty 3389.183739 = -148286.294224 nChanged 15 SP:Iteration 8Q (7982.330000 sec): 3 clusters Score: Raw -151712.982891 + Penalty 3389.183739 = -148323.799151 nChanged 16 SP:Iteration 9Q (7982.490000 sec): 3 clusters Score: Raw -151739.451958 + Penalty 3389.183739 = -148350.268218 nChanged 13 SP:Iteration 10Q (7982.660000 sec): 3 clusters Score: Raw -151759.425537 + Penalty 3389.183739 = -148370.241798 nChanged 8 SP:Iteration 11Q (7982.820000 sec): 3 clusters Score: Raw -151770.163436 + Penalty 3389.183739 = -148380.979696 nChanged 3 SP:Iteration 12Q (7982.990000 sec): 3 clusters Score: Raw -151775.945115 + Penalty 3389.183739 = -148386.761375 nChanged 2 SP:Iteration 13Q (7983.150000 sec): 3 clusters Score: Raw -151777.077993 + Penalty 3389.183739 = -148387.894253 nChanged 3 SP:Iteration 14Q (7983.310000 sec): 3 clusters Score: Raw -151781.136967 + Penalty 3389.183739 = -148391.953227 nChanged 2 SP:Iteration 15Q (7983.480000 sec): 3 clusters Score: Raw -151782.279701 + Penalty 3389.183739 = -148393.095962 nChanged 0 SP:Iteration 16F (7983.640000 sec): 3 clusters Score: Raw -151782.279701 + Penalty 3389.183739 = -148393.095962 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7983.730000 sec): 2 clusters Score: Raw -626855.225396 + Penalty 2022.956779 = -624832.268617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7983.890000 sec): 3 clusters Score: Raw -625304.695773 + Penalty 4045.913557 = -621258.782216 nChanged 1282 SP:Iteration 1F (7984.050000 sec): 3 clusters Score: Raw -626160.117179 + Penalty 4045.913557 = -622114.203621 nChanged 306 SP:Iteration 2F (7984.210000 sec): 3 clusters Score: Raw -626484.550205 + Penalty 4045.913557 = -622438.636648 nChanged 256 SP:Iteration 3F (7984.370000 sec): 3 clusters Score: Raw -626771.637140 + Penalty 4045.913557 = -622725.723582 nChanged 203 SP:Iteration 4F (7984.530000 sec): 3 clusters Score: Raw -626963.297680 + Penalty 4045.913557 = -622917.384122 nChanged 171 SP:Iteration 5Q (7984.730000 sec): 3 clusters Score: Raw -627104.118778 + Penalty 4045.913557 = -623058.205221 nChanged 126 SP:Iteration 6Q (7984.900000 sec): 3 clusters Score: Raw -627212.001237 + Penalty 4045.913557 = -623166.087680 nChanged 113 SP:Iteration 7Q (7985.060000 sec): 3 clusters Score: Raw -627310.557192 + Penalty 4045.913557 = -623264.643635 nChanged 98 SP:Iteration 8Q (7985.250000 sec): 3 clusters Score: Raw -627384.039896 + Penalty 4045.913557 = -623338.126339 nChanged 78 SP:Iteration 9Q (7985.400000 sec): 3 clusters Score: Raw -627439.933915 + Penalty 4045.913557 = -623394.020358 nChanged 66 SP:Iteration 10Q (7985.570000 sec): 3 clusters Score: Raw -627480.058790 + Penalty 4045.913557 = -623434.145232 nChanged 60 SP:Iteration 11Q (7985.720000 sec): 3 clusters Score: Raw -627518.069437 + Penalty 4045.913557 = -623472.155880 nChanged 39 SP:Iteration 12Q (7985.880000 sec): 3 clusters Score: Raw -627541.433108 + Penalty 4045.913557 = -623495.519550 nChanged 37 SP:Iteration 13Q (7986.040000 sec): 3 clusters Score: Raw -627565.658731 + Penalty 4045.913557 = -623519.745173 nChanged 26 SP:Iteration 14Q (7986.200000 sec): 3 clusters Score: Raw -627582.045961 + Penalty 4045.913557 = -623536.132404 nChanged 26 SP:Iteration 15Q (7986.360000 sec): 3 clusters Score: Raw -627596.300728 + Penalty 4045.913557 = -623550.387171 nChanged 18 SP:Iteration 16Q (7986.520000 sec): 3 clusters Score: Raw -627605.445822 + Penalty 4045.913557 = -623559.532265 nChanged 19 SP:Iteration 17Q (7986.680000 sec): 3 clusters Score: Raw -627616.225599 + Penalty 4045.913557 = -623570.312041 nChanged 11 SP:Iteration 18Q (7986.880000 sec): 3 clusters Score: Raw -627622.186961 + Penalty 4045.913557 = -623576.273404 nChanged 9 SP:Iteration 19Q (7987.000000 sec): 3 clusters Score: Raw -627628.721808 + Penalty 4045.913557 = -623582.808250 nChanged 14 SP:Iteration 20F (7987.160000 sec): 3 clusters Score: Raw -627636.775000 + Penalty 4045.913557 = -623590.861443 nChanged 5 SP:Iteration 21Q (7987.320000 sec): 3 clusters Score: Raw -627639.884475 + Penalty 4045.913557 = -623593.970917 nChanged 2 SP:Iteration 22Q (7987.490000 sec): 3 clusters Score: Raw -627640.935884 + Penalty 4045.913557 = -623595.022327 nChanged 3 SP:Iteration 23Q (7987.650000 sec): 3 clusters Score: Raw -627642.026405 + Penalty 4045.913557 = -623596.112847 nChanged 2 SP:Iteration 24Q (7987.810000 sec): 3 clusters Score: Raw -627642.598945 + Penalty 4045.913557 = -623596.685388 nChanged 1 SP:Iteration 25Q (7987.970000 sec): 3 clusters Score: Raw -627642.773110 + Penalty 4045.913557 = -623596.859553 nChanged 1 SP:Iteration 26Q (7988.130000 sec): 3 clusters Score: Raw -627643.351979 + Penalty 4045.913557 = -623597.438422 nChanged 1 SP:Iteration 27Q (7988.290000 sec): 3 clusters Score: Raw -627643.827602 + Penalty 4045.913557 = -623597.914044 nChanged 2 SP:Iteration 28Q (7988.490000 sec): 3 clusters Score: Raw -627644.647618 + Penalty 4045.913557 = -623598.734061 nChanged 2 SP:Iteration 29Q (7988.710000 sec): 3 clusters Score: Raw -627646.211012 + Penalty 4045.913557 = -623600.297454 nChanged 3 SP:Iteration 30Q (7988.890000 sec): 3 clusters Score: Raw -627647.987412 + Penalty 4045.913557 = -623602.073855 nChanged 5 SP:Iteration 31Q (7989.090000 sec): 3 clusters Score: Raw -627650.035248 + Penalty 4045.913557 = -623604.121691 nChanged 1 SP:Iteration 32Q (7989.280000 sec): 3 clusters Score: Raw -627650.337783 + Penalty 4045.913557 = -623604.424225 nChanged 2 SP:Iteration 33Q (7989.410000 sec): 3 clusters Score: Raw -627650.915941 + Penalty 4045.913557 = -623605.002383 nChanged 1 SP:Iteration 34Q (7989.560000 sec): 3 clusters Score: Raw -627651.378702 + Penalty 4045.913557 = -623605.465144 nChanged 0 SP:Iteration 35F (7989.710000 sec): 3 clusters Score: Raw -627651.378702 + Penalty 4045.913557 = -623605.465144 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7989.780000 sec): 2 clusters Score: Raw -54979.697392 + Penalty 1465.204569 = -53514.492824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7989.930000 sec): 3 clusters Score: Raw -55101.033929 + Penalty 2930.409137 = -52170.624792 nChanged 62 SP:Iteration 1F (7990.070000 sec): 3 clusters Score: Raw -55251.109591 + Penalty 2930.409137 = -52320.700454 nChanged 14 SP:Iteration 2Q (7990.220000 sec): 3 clusters Score: Raw -55282.932609 + Penalty 2930.409137 = -52352.523472 nChanged 4 SP:Iteration 3Q (7990.360000 sec): 3 clusters Score: Raw -55296.991661 + Penalty 2930.409137 = -52366.582524 nChanged 1 SP:Iteration 4Q (7990.510000 sec): 3 clusters Score: Raw -55301.177555 + Penalty 2930.409137 = -52370.768418 nChanged 0 SP:Iteration 5F (7990.650000 sec): 3 clusters Score: Raw -55301.177555 + Penalty 2930.409137 = -52370.768418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7990.720000 sec): 2 clusters Score: Raw -16582.977202 + Penalty 1181.019136 = -15401.958066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7990.870000 sec): 3 clusters Score: Raw -16965.789639 + Penalty 2362.038272 = -14603.751367 nChanged 6 SP:Iteration 1F (7991.010000 sec): 3 clusters Score: Raw -17039.868165 + Penalty 2362.038272 = -14677.829893 nChanged 1 SP:Iteration 2Q (7991.160000 sec): 3 clusters Score: Raw -17044.238639 + Penalty 2362.038272 = -14682.200367 nChanged 0 SP:Iteration 3F (7991.320000 sec): 3 clusters Score: Raw -17044.238639 + Penalty 2362.038272 = -14682.200367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 56 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7991.400000 sec): 2 clusters Score: Raw -12801.483153 + Penalty 1080.463789 = -11721.019364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7991.550000 sec): 3 clusters Score: Raw -13366.385567 + Penalty 2160.927578 = -11205.457989 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 57 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7991.630000 sec): 2 clusters Score: Raw -24067.117726 + Penalty 1240.978684 = -22826.139042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7991.790000 sec): 3 clusters Score: Raw -24312.067019 + Penalty 2481.957368 = -21830.109651 nChanged 4 SP:Iteration 1Q (7991.980000 sec): 3 clusters Score: Raw -24334.832751 + Penalty 2481.957368 = -21852.875383 nChanged 2 SP:Iteration 2Q (7992.180000 sec): 3 clusters Score: Raw -24359.815058 + Penalty 2481.957368 = -21877.857690 nChanged 0 SP:Iteration 3F (7992.370000 sec): 3 clusters Score: Raw -24359.815058 + Penalty 2481.957368 = -21877.857690 nChanged 0 Iteration 179Q (8042.800000 sec): 59 clusters Score: Raw -68022921.428921 + Penalty 185689.775378 = -67837231.653542 nChanged 77 Iteration 180F (8111.140000 sec): 59 clusters Score: Raw -68023112.527531 + Penalty 185689.775378 = -67837422.752152 nChanged 123 Iteration 181Q (8160.100000 sec): 59 clusters Score: Raw -68023256.769764 + Penalty 185689.775378 = -67837566.994386 nChanged 71 Iteration 182Q (8210.430000 sec): 59 clusters Score: Raw -68023357.487938 + Penalty 185689.775378 = -67837667.712560 nChanged 50 Iteration 183Q (8258.960000 sec): 59 clusters Score: Raw -68023417.646244 + Penalty 185689.775378 = -67837727.870866 nChanged 39 Iteration 184Q (8309.020000 sec): 59 clusters Score: Raw -68023449.614660 + Penalty 185689.775378 = -67837759.839282 nChanged 30 Iteration 185Q (8357.160000 sec): 59 clusters Score: Raw -68023504.845945 + Penalty 185689.775378 = -67837815.070566 nChanged 26 Iteration 186Q (8404.710000 sec): 59 clusters Score: Raw -68023522.564843 + Penalty 185689.775378 = -67837832.789465 nChanged 28 Iteration 187Q (8453.890000 sec): 59 clusters Score: Raw -68023536.381927 + Penalty 185689.775378 = -67837846.606549 nChanged 19 Iteration 188Q (8499.450000 sec): 59 clusters Score: Raw -68023543.774948 + Penalty 185689.775378 = -67837853.999570 nChanged 20 Iteration 189Q (8548.660000 sec): 59 clusters Score: Raw -68023548.744431 + Penalty 185689.775378 = -67837858.969053 nChanged 17 Iteration 190Q (8597.910000 sec): 59 clusters Score: Raw -68023552.823223 + Penalty 185689.775378 = -67837863.047844 nChanged 10 Iteration 191Q (8645.170000 sec): 59 clusters Score: Raw -68023553.600250 + Penalty 185689.775378 = -67837863.824872 nChanged 10 Iteration 192Q (8692.930000 sec): 59 clusters Score: Raw -68023554.674342 + Penalty 185689.775378 = -67837864.898963 nChanged 7 Iteration 193Q (8739.970000 sec): 59 clusters Score: Raw -68023555.336813 + Penalty 185689.775378 = -67837865.561435 nChanged 9 Iteration 194Q (8789.780000 sec): 59 clusters Score: Raw -68023556.000449 + Penalty 185689.775378 = -67837866.225070 nChanged 9 Iteration 195Q (8839.700000 sec): 59 clusters Score: Raw -68023556.948680 + Penalty 185689.775378 = -67837867.173302 nChanged 7 Iteration 196Q (8889.350000 sec): 59 clusters Score: Raw -68023557.378980 + Penalty 185689.775378 = -67837867.603602 nChanged 5 Iteration 197Q (8938.270000 sec): 59 clusters Score: Raw -68023557.608579 + Penalty 185689.775378 = -67837867.833200 nChanged 7 Iteration 198Q (8987.660000 sec): 59 clusters Score: Raw -68023557.866429 + Penalty 185689.775378 = -67837868.091050 nChanged 3 Iteration 199Q (9038.060000 sec): 59 clusters Score: Raw -68023557.908803 + Penalty 185689.775378 = -67837868.133425 nChanged 0 Iteration 200F (9103.050000 sec): 59 clusters Score: Raw -68023557.908803 + Penalty 185689.775378 = -67837868.133425 nChanged 0 Compute initial score before splitting: Score: Raw -68023557.908803 + Penalty 185689.775378 = -67837868.133425 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (4732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9103.120000 sec): 2 clusters Score: Raw -765444.072096 + Penalty 2098.601600 = -763345.470496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9103.310000 sec): 3 clusters Score: Raw -763242.465677 + Penalty 4197.203200 = -759045.262477 nChanged 1736 SP:Iteration 1F (9103.560000 sec): 3 clusters Score: Raw -764264.531721 + Penalty 4197.203200 = -760067.328521 nChanged 399 SP:Iteration 2F (9103.710000 sec): 3 clusters Score: Raw -764516.003752 + Penalty 4197.203200 = -760318.800553 nChanged 266 SP:Iteration 3F (9103.920000 sec): 3 clusters Score: Raw -764686.489073 + Penalty 4197.203200 = -760489.285873 nChanged 203 SP:Iteration 4Q (9104.090000 sec): 3 clusters Score: Raw -764816.922879 + Penalty 4197.203200 = -760619.719679 nChanged 176 SP:Iteration 5Q (9104.320000 sec): 3 clusters Score: Raw -764932.654650 + Penalty 4197.203200 = -760735.451450 nChanged 165 SP:Iteration 6Q (9104.500000 sec): 3 clusters Score: Raw -765028.746712 + Penalty 4197.203200 = -760831.543512 nChanged 159 SP:Iteration 7Q (9104.690000 sec): 3 clusters Score: Raw -765118.777594 + Penalty 4197.203200 = -760921.574394 nChanged 130 SP:Iteration 8Q (9104.880000 sec): 3 clusters Score: Raw -765191.202193 + Penalty 4197.203200 = -760993.998993 nChanged 110 SP:Iteration 9Q (9105.040000 sec): 3 clusters Score: Raw -765249.142389 + Penalty 4197.203200 = -761051.939189 nChanged 84 SP:Iteration 10Q (9105.220000 sec): 3 clusters Score: Raw -765290.249910 + Penalty 4197.203200 = -761093.046711 nChanged 78 SP:Iteration 11Q (9105.410000 sec): 3 clusters Score: Raw -765325.345388 + Penalty 4197.203200 = -761128.142188 nChanged 67 SP:Iteration 12Q (9105.600000 sec): 3 clusters Score: Raw -765356.049286 + Penalty 4197.203200 = -761158.846086 nChanged 84 SP:Iteration 13Q (9105.780000 sec): 3 clusters Score: Raw -765395.000254 + Penalty 4197.203200 = -761197.797055 nChanged 66 SP:Iteration 14Q (9105.970000 sec): 3 clusters Score: Raw -765422.553358 + Penalty 4197.203200 = -761225.350158 nChanged 54 SP:Iteration 15Q (9106.150000 sec): 3 clusters Score: Raw -765447.056052 + Penalty 4197.203200 = -761249.852852 nChanged 51 SP:Iteration 16Q (9106.340000 sec): 3 clusters Score: Raw -765470.565800 + Penalty 4197.203200 = -761273.362601 nChanged 45 SP:Iteration 17Q (9106.530000 sec): 3 clusters Score: Raw -765492.208893 + Penalty 4197.203200 = -761295.005693 nChanged 46 SP:Iteration 18Q (9106.720000 sec): 3 clusters Score: Raw -765512.409417 + Penalty 4197.203200 = -761315.206218 nChanged 40 SP:Iteration 19Q (9106.900000 sec): 3 clusters Score: Raw -765528.810459 + Penalty 4197.203200 = -761331.607259 nChanged 40 SP:Iteration 20F (9107.110000 sec): 3 clusters Score: Raw -765549.123829 + Penalty 4197.203200 = -761351.920630 nChanged 43 SP:Iteration 21Q (9107.260000 sec): 3 clusters Score: Raw -765573.438970 + Penalty 4197.203200 = -761376.235770 nChanged 37 SP:Iteration 22Q (9107.460000 sec): 3 clusters Score: Raw -765589.877861 + Penalty 4197.203200 = -761392.674661 nChanged 36 SP:Iteration 23Q (9107.640000 sec): 3 clusters Score: Raw -765605.537547 + Penalty 4197.203200 = -761408.334348 nChanged 35 SP:Iteration 24Q (9107.790000 sec): 3 clusters Score: Raw -765618.844746 + Penalty 4197.203200 = -761421.641546 nChanged 34 SP:Iteration 25Q (9107.940000 sec): 3 clusters Score: Raw -765632.956988 + Penalty 4197.203200 = -761435.753789 nChanged 24 SP:Iteration 26Q (9108.090000 sec): 3 clusters Score: Raw -765642.400068 + Penalty 4197.203200 = -761445.196869 nChanged 23 SP:Iteration 27Q (9108.300000 sec): 3 clusters Score: Raw -765652.299039 + Penalty 4197.203200 = -761455.095839 nChanged 17 SP:Iteration 28Q (9108.450000 sec): 3 clusters Score: Raw -765659.888798 + Penalty 4197.203200 = -761462.685599 nChanged 19 SP:Iteration 29Q (9108.600000 sec): 3 clusters Score: Raw -765668.747945 + Penalty 4197.203200 = -761471.544745 nChanged 23 SP:Iteration 30Q (9108.750000 sec): 3 clusters Score: Raw -765681.123988 + Penalty 4197.203200 = -761483.920789 nChanged 26 SP:Iteration 31Q (9108.900000 sec): 3 clusters Score: Raw -765692.270083 + Penalty 4197.203200 = -761495.066883 nChanged 23 SP:Iteration 32Q (9109.100000 sec): 3 clusters Score: Raw -765702.713926 + Penalty 4197.203200 = -761505.510727 nChanged 20 SP:Iteration 33Q (9109.300000 sec): 3 clusters Score: Raw -765712.815543 + Penalty 4197.203200 = -761515.612344 nChanged 23 SP:Iteration 34Q (9109.420000 sec): 3 clusters Score: Raw -765722.654948 + Penalty 4197.203200 = -761525.451749 nChanged 21 SP:Iteration 35Q (9109.560000 sec): 3 clusters Score: Raw -765731.556595 + Penalty 4197.203200 = -761534.353395 nChanged 17 SP:Iteration 36Q (9109.720000 sec): 3 clusters Score: Raw -765738.859074 + Penalty 4197.203200 = -761541.655874 nChanged 21 SP:Iteration 37Q (9109.860000 sec): 3 clusters Score: Raw -765750.018595 + Penalty 4197.203200 = -761552.815395 nChanged 13 SP:Iteration 38Q (9110.020000 sec): 3 clusters Score: Raw -765757.404293 + Penalty 4197.203200 = -761560.201093 nChanged 17 SP:Iteration 39Q (9110.160000 sec): 3 clusters Score: Raw -765765.956834 + Penalty 4197.203200 = -761568.753635 nChanged 16 SP:Iteration 40F (9110.320000 sec): 3 clusters Score: Raw -765776.436843 + Penalty 4197.203200 = -761579.233643 nChanged 13 SP:Iteration 41Q (9110.460000 sec): 3 clusters Score: Raw -765783.779457 + Penalty 4197.203200 = -761586.576258 nChanged 12 SP:Iteration 42Q (9110.610000 sec): 3 clusters Score: Raw -765790.636932 + Penalty 4197.203200 = -761593.433733 nChanged 14 SP:Iteration 43Q (9110.800000 sec): 3 clusters Score: Raw -765796.616446 + Penalty 4197.203200 = -761599.413247 nChanged 11 SP:Iteration 44Q (9110.980000 sec): 3 clusters Score: Raw -765801.728245 + Penalty 4197.203200 = -761604.525045 nChanged 6 SP:Iteration 45Q (9111.160000 sec): 3 clusters Score: Raw -765805.817768 + Penalty 4197.203200 = -761608.614569 nChanged 8 SP:Iteration 46Q (9111.300000 sec): 3 clusters Score: Raw -765808.973515 + Penalty 4197.203200 = -761611.770315 nChanged 8 SP:Iteration 47Q (9111.500000 sec): 3 clusters Score: Raw -765813.188895 + Penalty 4197.203200 = -761615.985696 nChanged 7 SP:Iteration 48Q (9111.720000 sec): 3 clusters Score: Raw -765819.141632 + Penalty 4197.203200 = -761621.938432 nChanged 11 SP:Iteration 49Q (9111.890000 sec): 3 clusters Score: Raw -765823.353849 + Penalty 4197.203200 = -761626.150649 nChanged 8 SP:Iteration 50Q (9112.040000 sec): 3 clusters Score: Raw -765826.824724 + Penalty 4197.203200 = -761629.621524 nChanged 8 SP:Iteration 51Q (9112.180000 sec): 3 clusters Score: Raw -765831.297258 + Penalty 4197.203200 = -761634.094058 nChanged 12 SP:Iteration 52Q (9112.380000 sec): 3 clusters Score: Raw -765837.708285 + Penalty 4197.203200 = -761640.505086 nChanged 8 SP:Iteration 53Q (9112.570000 sec): 3 clusters Score: Raw -765841.106026 + Penalty 4197.203200 = -761643.902826 nChanged 10 SP:Iteration 54Q (9112.740000 sec): 3 clusters Score: Raw -765846.448950 + Penalty 4197.203200 = -761649.245750 nChanged 8 SP:Iteration 55Q (9112.890000 sec): 3 clusters Score: Raw -765850.460095 + Penalty 4197.203200 = -761653.256896 nChanged 5 SP:Iteration 56Q (9113.050000 sec): 3 clusters Score: Raw -765852.731370 + Penalty 4197.203200 = -761655.528170 nChanged 6 SP:Iteration 57Q (9113.260000 sec): 3 clusters Score: Raw -765855.470064 + Penalty 4197.203200 = -761658.266864 nChanged 3 SP:Iteration 58Q (9113.440000 sec): 3 clusters Score: Raw -765858.096640 + Penalty 4197.203200 = -761660.893441 nChanged 2 SP:Iteration 59Q (9113.620000 sec): 3 clusters Score: Raw -765858.853442 + Penalty 4197.203200 = -761661.650242 nChanged 2 SP:Iteration 60F (9113.770000 sec): 3 clusters Score: Raw -765859.741077 + Penalty 4197.203200 = -761662.537877 nChanged 3 SP:Iteration 61Q (9113.980000 sec): 3 clusters Score: Raw -765861.746660 + Penalty 4197.203200 = -761664.543460 nChanged 2 SP:Iteration 62Q (9114.180000 sec): 3 clusters Score: Raw -765862.981356 + Penalty 4197.203200 = -761665.778156 nChanged 2 SP:Iteration 63Q (9114.390000 sec): 3 clusters Score: Raw -765863.532367 + Penalty 4197.203200 = -761666.329167 nChanged 1 SP:Iteration 64Q (9114.590000 sec): 3 clusters Score: Raw -765864.284068 + Penalty 4197.203200 = -761667.080868 nChanged 2 SP:Iteration 65Q (9114.730000 sec): 3 clusters Score: Raw -765864.860161 + Penalty 4197.203200 = -761667.656962 nChanged 0 SP:Iteration 66F (9114.960000 sec): 3 clusters Score: Raw -765864.860161 + Penalty 4197.203200 = -761667.656962 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (38806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9115.250000 sec): 2 clusters Score: Raw -6400917.590020 + Penalty 2620.449878 = -6398297.140142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9115.670000 sec): 3 clusters Score: Raw -6377180.602782 + Penalty 5240.899756 = -6371939.703026 nChanged 17615 SP:Iteration 1F (9116.040000 sec): 3 clusters Score: Raw -6386838.781271 + Penalty 5240.899756 = -6381597.881515 nChanged 1645 SP:Iteration 2Q (9116.510000 sec): 3 clusters Score: Raw -6387321.419270 + Penalty 5240.899756 = -6382080.519514 nChanged 1500 SP:Iteration 3Q (9116.950000 sec): 3 clusters Score: Raw -6387747.467223 + Penalty 5240.899756 = -6382506.567467 nChanged 1360 SP:Iteration 4Q (9117.400000 sec): 3 clusters Score: Raw -6388122.184772 + Penalty 5240.899756 = -6382881.285016 nChanged 1274 SP:Iteration 5Q (9117.870000 sec): 3 clusters Score: Raw -6388523.286395 + Penalty 5240.899756 = -6383282.386639 nChanged 1359 SP:Iteration 6Q (9118.350000 sec): 3 clusters Score: Raw -6389007.931249 + Penalty 5240.899756 = -6383767.031493 nChanged 1452 SP:Iteration 7Q (9118.820000 sec): 3 clusters Score: Raw -6389584.759158 + Penalty 5240.899756 = -6384343.859402 nChanged 1554 SP:Iteration 8Q (9119.270000 sec): 3 clusters Score: Raw -6390302.358843 + Penalty 5240.899756 = -6385061.459087 nChanged 1736 SP:Iteration 9Q (9119.740000 sec): 3 clusters Score: Raw -6391238.626171 + Penalty 5240.899756 = -6385997.726416 nChanged 1876 SP:Iteration 10Q (9120.190000 sec): 3 clusters Score: Raw -6392387.568008 + Penalty 5240.899756 = -6387146.668253 nChanged 2023 SP:Iteration 11F (9120.580000 sec): 3 clusters Score: Raw -6393735.686409 + Penalty 5240.899756 = -6388494.786653 nChanged 2011 SP:Iteration 12F (9121.000000 sec): 3 clusters Score: Raw -6395157.076669 + Penalty 5240.899756 = -6389916.176914 nChanged 1863 SP:Iteration 13Q (9121.420000 sec): 3 clusters Score: Raw -6396528.580813 + Penalty 5240.899756 = -6391287.681057 nChanged 1602 SP:Iteration 14Q (9121.940000 sec): 3 clusters Score: Raw -6397674.459293 + Penalty 5240.899756 = -6392433.559537 nChanged 1323 SP:Iteration 15Q (9122.390000 sec): 3 clusters Score: Raw -6398587.784244 + Penalty 5240.899756 = -6393346.884488 nChanged 1021 SP:Iteration 16Q (9122.880000 sec): 3 clusters Score: Raw -6399282.834883 + Penalty 5240.899756 = -6394041.935127 nChanged 765 SP:Iteration 17Q (9123.330000 sec): 3 clusters Score: Raw -6399789.819183 + Penalty 5240.899756 = -6394548.919427 nChanged 618 SP:Iteration 18Q (9123.750000 sec): 3 clusters Score: Raw -6400208.842976 + Penalty 5240.899756 = -6394967.943221 nChanged 470 SP:Iteration 19Q (9124.150000 sec): 3 clusters Score: Raw -6400506.956176 + Penalty 5240.899756 = -6395266.056420 nChanged 325 SP:Iteration 20F (9124.570000 sec): 3 clusters Score: Raw -6400706.560053 + Penalty 5240.899756 = -6395465.660298 nChanged 242 SP:Iteration 21Q (9125.060000 sec): 3 clusters Score: Raw -6400877.735598 + Penalty 5240.899756 = -6395636.835842 nChanged 191 SP:Iteration 22Q (9125.430000 sec): 3 clusters Score: Raw -6401008.851218 + Penalty 5240.899756 = -6395767.951462 nChanged 124 SP:Iteration 23Q (9125.930000 sec): 3 clusters Score: Raw -6401089.123753 + Penalty 5240.899756 = -6395848.223997 nChanged 100 SP:Iteration 24Q (9126.420000 sec): 3 clusters Score: Raw -6401154.008309 + Penalty 5240.899756 = -6395913.108553 nChanged 90 SP:Iteration 25Q (9126.840000 sec): 3 clusters Score: Raw -6401203.599868 + Penalty 5240.899756 = -6395962.700112 nChanged 73 SP:Iteration 26Q (9127.310000 sec): 3 clusters Score: Raw -6401237.950553 + Penalty 5240.899756 = -6395997.050797 nChanged 51 SP:Iteration 27Q (9127.760000 sec): 3 clusters Score: Raw -6401265.193997 + Penalty 5240.899756 = -6396024.294241 nChanged 47 SP:Iteration 28Q (9128.170000 sec): 3 clusters Score: Raw -6401291.293034 + Penalty 5240.899756 = -6396050.393279 nChanged 39 SP:Iteration 29Q (9128.660000 sec): 3 clusters Score: Raw -6401315.249552 + Penalty 5240.899756 = -6396074.349797 nChanged 26 SP:Iteration 30Q (9129.150000 sec): 3 clusters Score: Raw -6401328.492889 + Penalty 5240.899756 = -6396087.593133 nChanged 22 SP:Iteration 31Q (9129.640000 sec): 3 clusters Score: Raw -6401337.439827 + Penalty 5240.899756 = -6396096.540071 nChanged 9 SP:Iteration 32Q (9130.130000 sec): 3 clusters Score: Raw -6401341.901547 + Penalty 5240.899756 = -6396101.001791 nChanged 5 SP:Iteration 33Q (9130.630000 sec): 3 clusters Score: Raw -6401344.084038 + Penalty 5240.899756 = -6396103.184282 nChanged 5 SP:Iteration 34Q (9131.140000 sec): 3 clusters Score: Raw -6401347.063076 + Penalty 5240.899756 = -6396106.163321 nChanged 7 SP:Iteration 35Q (9131.600000 sec): 3 clusters Score: Raw -6401349.693699 + Penalty 5240.899756 = -6396108.793944 nChanged 4 SP:Iteration 36Q (9132.070000 sec): 3 clusters Score: Raw -6401351.003324 + Penalty 5240.899756 = -6396110.103568 nChanged 1 SP:Iteration 37Q (9132.550000 sec): 3 clusters Score: Raw -6401351.323080 + Penalty 5240.899756 = -6396110.423324 nChanged 1 SP:Iteration 38Q (9133.050000 sec): 3 clusters Score: Raw -6401351.594235 + Penalty 5240.899756 = -6396110.694480 nChanged 3 SP:Iteration 39Q (9133.540000 sec): 3 clusters Score: Raw -6401353.341191 + Penalty 5240.899756 = -6396112.441435 nChanged 7 SP:Iteration 40F (9133.950000 sec): 3 clusters Score: Raw -6401355.594009 + Penalty 5240.899756 = -6396114.694253 nChanged 2 SP:Iteration 41Q (9134.410000 sec): 3 clusters Score: Raw -6401356.530550 + Penalty 5240.899756 = -6396115.630794 nChanged 0 SP:Iteration 42F (9134.850000 sec): 3 clusters Score: Raw -6401356.530550 + Penalty 5240.899756 = -6396115.630794 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9134.910000 sec): 2 clusters Score: Raw -204040.043914 + Penalty 1779.141663 = -202260.902250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9135.070000 sec): 3 clusters Score: Raw -203698.561895 + Penalty 3558.283327 = -200140.278568 nChanged 373 SP:Iteration 1F (9135.230000 sec): 3 clusters Score: Raw -204105.770725 + Penalty 3558.283327 = -200547.487398 nChanged 93 SP:Iteration 2F (9135.390000 sec): 3 clusters Score: Raw -204210.538310 + Penalty 3558.283327 = -200652.254983 nChanged 46 SP:Iteration 3Q (9135.550000 sec): 3 clusters Score: Raw -204272.228680 + Penalty 3558.283327 = -200713.945353 nChanged 33 SP:Iteration 4Q (9135.710000 sec): 3 clusters Score: Raw -204316.901737 + Penalty 3558.283327 = -200758.618411 nChanged 27 SP:Iteration 5Q (9135.870000 sec): 3 clusters Score: Raw -204351.144274 + Penalty 3558.283327 = -200792.860947 nChanged 27 SP:Iteration 6Q (9136.030000 sec): 3 clusters Score: Raw -204382.257829 + Penalty 3558.283327 = -200823.974503 nChanged 25 SP:Iteration 7Q (9136.190000 sec): 3 clusters Score: Raw -204410.787972 + Penalty 3558.283327 = -200852.504646 nChanged 22 SP:Iteration 8Q (9136.350000 sec): 3 clusters Score: Raw -204435.427622 + Penalty 3558.283327 = -200877.144296 nChanged 20 SP:Iteration 9Q (9136.520000 sec): 3 clusters Score: Raw -204459.762249 + Penalty 3558.283327 = -200901.478923 nChanged 15 SP:Iteration 10Q (9136.680000 sec): 3 clusters Score: Raw -204476.187782 + Penalty 3558.283327 = -200917.904455 nChanged 9 SP:Iteration 11Q (9136.850000 sec): 3 clusters Score: Raw -204486.014317 + Penalty 3558.283327 = -200927.730990 nChanged 9 SP:Iteration 12Q (9137.010000 sec): 3 clusters Score: Raw -204494.884060 + Penalty 3558.283327 = -200936.600733 nChanged 6 SP:Iteration 13Q (9137.170000 sec): 3 clusters Score: Raw -204501.881919 + Penalty 3558.283327 = -200943.598592 nChanged 9 SP:Iteration 14Q (9137.340000 sec): 3 clusters Score: Raw -204511.730903 + Penalty 3558.283327 = -200953.447577 nChanged 6 SP:Iteration 15Q (9137.500000 sec): 3 clusters Score: Raw -204518.047031 + Penalty 3558.283327 = -200959.763705 nChanged 8 SP:Iteration 16Q (9137.660000 sec): 3 clusters Score: Raw -204525.784502 + Penalty 3558.283327 = -200967.501175 nChanged 11 SP:Iteration 17Q (9137.830000 sec): 3 clusters Score: Raw -204537.901896 + Penalty 3558.283327 = -200979.618569 nChanged 10 SP:Iteration 18Q (9137.990000 sec): 3 clusters Score: Raw -204549.937001 + Penalty 3558.283327 = -200991.653674 nChanged 14 SP:Iteration 19Q (9138.150000 sec): 3 clusters Score: Raw -204570.394014 + Penalty 3558.283327 = -201012.110687 nChanged 12 SP:Iteration 20F (9138.320000 sec): 3 clusters Score: Raw -204584.988375 + Penalty 3558.283327 = -201026.705048 nChanged 13 SP:Iteration 21Q (9138.470000 sec): 3 clusters Score: Raw -204598.932621 + Penalty 3558.283327 = -201040.649295 nChanged 9 SP:Iteration 22Q (9138.610000 sec): 3 clusters Score: Raw -204606.388886 + Penalty 3558.283327 = -201048.105560 nChanged 3 SP:Iteration 23Q (9138.800000 sec): 3 clusters Score: Raw -204609.896065 + Penalty 3558.283327 = -201051.612739 nChanged 3 SP:Iteration 24Q (9138.940000 sec): 3 clusters Score: Raw -204615.474863 + Penalty 3558.283327 = -201057.191536 nChanged 2 SP:Iteration 25Q (9139.080000 sec): 3 clusters Score: Raw -204619.378192 + Penalty 3558.283327 = -201061.094866 nChanged 4 SP:Iteration 26Q (9139.210000 sec): 3 clusters Score: Raw -204624.056740 + Penalty 3558.283327 = -201065.773413 nChanged 5 SP:Iteration 27Q (9139.350000 sec): 3 clusters Score: Raw -204629.127288 + Penalty 3558.283327 = -201070.843961 nChanged 7 SP:Iteration 28Q (9139.490000 sec): 3 clusters Score: Raw -204641.964021 + Penalty 3558.283327 = -201083.680695 nChanged 11 SP:Iteration 29Q (9139.620000 sec): 3 clusters Score: Raw -204655.476565 + Penalty 3558.283327 = -201097.193238 nChanged 9 SP:Iteration 30Q (9139.770000 sec): 3 clusters Score: Raw -204664.976213 + Penalty 3558.283327 = -201106.692886 nChanged 9 SP:Iteration 31Q (9139.900000 sec): 3 clusters Score: Raw -204674.345862 + Penalty 3558.283327 = -201116.062535 nChanged 11 SP:Iteration 32Q (9140.040000 sec): 3 clusters Score: Raw -204686.360369 + Penalty 3558.283327 = -201128.077042 nChanged 8 SP:Iteration 33Q (9140.170000 sec): 3 clusters Score: Raw -204701.181748 + Penalty 3558.283327 = -201142.898421 nChanged 14 SP:Iteration 34Q (9140.310000 sec): 3 clusters Score: Raw -204720.593342 + Penalty 3558.283327 = -201162.310016 nChanged 10 SP:Iteration 35Q (9140.450000 sec): 3 clusters Score: Raw -204732.263542 + Penalty 3558.283327 = -201173.980215 nChanged 7 SP:Iteration 36Q (9140.580000 sec): 3 clusters Score: Raw -204739.847927 + Penalty 3558.283327 = -201181.564601 nChanged 4 SP:Iteration 37Q (9140.720000 sec): 3 clusters Score: Raw -204743.710529 + Penalty 3558.283327 = -201185.427202 nChanged 3 SP:Iteration 38Q (9140.850000 sec): 3 clusters Score: Raw -204748.741901 + Penalty 3558.283327 = -201190.458574 nChanged 5 SP:Iteration 39Q (9140.990000 sec): 3 clusters Score: Raw -204761.783634 + Penalty 3558.283327 = -201203.500307 nChanged 10 SP:Iteration 40F (9141.130000 sec): 3 clusters Score: Raw -204795.383235 + Penalty 3558.283327 = -201237.099908 nChanged 12 SP:Iteration 41Q (9141.260000 sec): 3 clusters Score: Raw -204812.012937 + Penalty 3558.283327 = -201253.729610 nChanged 11 SP:Iteration 42Q (9141.400000 sec): 3 clusters Score: Raw -204823.857038 + Penalty 3558.283327 = -201265.573711 nChanged 4 SP:Iteration 43Q (9141.530000 sec): 3 clusters Score: Raw -204829.013955 + Penalty 3558.283327 = -201270.730629 nChanged 5 SP:Iteration 44Q (9141.670000 sec): 3 clusters Score: Raw -204837.100919 + Penalty 3558.283327 = -201278.817593 nChanged 6 SP:Iteration 45Q (9141.810000 sec): 3 clusters Score: Raw -204844.495731 + Penalty 3558.283327 = -201286.212404 nChanged 4 SP:Iteration 46Q (9141.940000 sec): 3 clusters Score: Raw -204848.104045 + Penalty 3558.283327 = -201289.820719 nChanged 2 SP:Iteration 47Q (9142.090000 sec): 3 clusters Score: Raw -204850.122068 + Penalty 3558.283327 = -201291.838742 nChanged 2 SP:Iteration 48Q (9142.230000 sec): 3 clusters Score: Raw -204852.158850 + Penalty 3558.283327 = -201293.875524 nChanged 1 SP:Iteration 49Q (9142.370000 sec): 3 clusters Score: Raw -204852.985856 + Penalty 3558.283327 = -201294.702530 nChanged 1 SP:Iteration 50Q (9142.520000 sec): 3 clusters Score: Raw -204853.276233 + Penalty 3558.283327 = -201294.992906 nChanged 0 SP:Iteration 51F (9142.660000 sec): 3 clusters Score: Raw -204853.276233 + Penalty 3558.283327 = -201294.992906 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9142.730000 sec): 2 clusters Score: Raw -31485.457104 + Penalty 1363.297720 = -30122.159384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9142.880000 sec): 3 clusters Score: Raw -31883.441207 + Penalty 2726.595440 = -29156.845768 nChanged 43 SP:Iteration 1F (9143.020000 sec): 3 clusters Score: Raw -32089.135106 + Penalty 2726.595440 = -29362.539667 nChanged 19 SP:Iteration 2F (9143.170000 sec): 3 clusters Score: Raw -32234.347804 + Penalty 2726.595440 = -29507.752364 nChanged 3 SP:Iteration 3Q (9143.310000 sec): 3 clusters Score: Raw -32253.923769 + Penalty 2726.595440 = -29527.328329 nChanged 2 SP:Iteration 4Q (9143.450000 sec): 3 clusters Score: Raw -32264.312639 + Penalty 2726.595440 = -29537.717199 nChanged 1 SP:Iteration 5Q (9143.590000 sec): 3 clusters Score: Raw -32273.291126 + Penalty 2726.595440 = -29546.695686 nChanged 1 SP:Iteration 6Q (9143.730000 sec): 3 clusters Score: Raw -32280.238173 + Penalty 2726.595440 = -29553.642734 nChanged 0 SP:Iteration 7F (9143.870000 sec): 3 clusters Score: Raw -32280.238173 + Penalty 2726.595440 = -29553.642734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9143.940000 sec): 2 clusters Score: Raw -229004.078421 + Penalty 1795.325313 = -227208.753108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9144.090000 sec): 3 clusters Score: Raw -228600.318607 + Penalty 3590.650627 = -225009.667980 nChanged 434 SP:Iteration 1F (9144.230000 sec): 3 clusters Score: Raw -229002.223122 + Penalty 3590.650627 = -225411.572495 nChanged 98 SP:Iteration 2F (9144.410000 sec): 3 clusters Score: Raw -229117.663392 + Penalty 3590.650627 = -225527.012765 nChanged 59 SP:Iteration 3Q (9144.550000 sec): 3 clusters Score: Raw -229178.124559 + Penalty 3590.650627 = -225587.473932 nChanged 34 SP:Iteration 4Q (9144.690000 sec): 3 clusters Score: Raw -229212.069889 + Penalty 3590.650627 = -225621.419262 nChanged 25 SP:Iteration 5Q (9144.830000 sec): 3 clusters Score: Raw -229243.710963 + Penalty 3590.650627 = -225653.060336 nChanged 22 SP:Iteration 6Q (9145.010000 sec): 3 clusters Score: Raw -229277.492811 + Penalty 3590.650627 = -225686.842184 nChanged 18 SP:Iteration 7Q (9145.160000 sec): 3 clusters Score: Raw -229297.867830 + Penalty 3590.650627 = -225707.217203 nChanged 19 SP:Iteration 8Q (9145.310000 sec): 3 clusters Score: Raw -229314.899717 + Penalty 3590.650627 = -225724.249090 nChanged 16 SP:Iteration 9Q (9145.450000 sec): 3 clusters Score: Raw -229330.802174 + Penalty 3590.650627 = -225740.151547 nChanged 14 SP:Iteration 10Q (9145.600000 sec): 3 clusters Score: Raw -229353.933002 + Penalty 3590.650627 = -225763.282375 nChanged 20 SP:Iteration 11Q (9145.750000 sec): 3 clusters Score: Raw -229379.173047 + Penalty 3590.650627 = -225788.522420 nChanged 15 SP:Iteration 12Q (9145.900000 sec): 3 clusters Score: Raw -229394.126052 + Penalty 3590.650627 = -225803.475425 nChanged 16 SP:Iteration 13Q (9146.040000 sec): 3 clusters Score: Raw -229410.258665 + Penalty 3590.650627 = -225819.608038 nChanged 8 SP:Iteration 14Q (9146.190000 sec): 3 clusters Score: Raw -229417.033887 + Penalty 3590.650627 = -225826.383260 nChanged 7 SP:Iteration 15Q (9146.340000 sec): 3 clusters Score: Raw -229423.450020 + Penalty 3590.650627 = -225832.799393 nChanged 13 SP:Iteration 16Q (9146.480000 sec): 3 clusters Score: Raw -229441.724543 + Penalty 3590.650627 = -225851.073916 nChanged 18 SP:Iteration 17Q (9146.630000 sec): 3 clusters Score: Raw -229456.939222 + Penalty 3590.650627 = -225866.288595 nChanged 10 SP:Iteration 18Q (9146.780000 sec): 3 clusters Score: Raw -229470.801632 + Penalty 3590.650627 = -225880.151005 nChanged 7 SP:Iteration 19Q (9146.930000 sec): 3 clusters Score: Raw -229481.847044 + Penalty 3590.650627 = -225891.196417 nChanged 10 SP:Iteration 20F (9147.070000 sec): 3 clusters Score: Raw -229494.137394 + Penalty 3590.650627 = -225903.486767 nChanged 6 SP:Iteration 21Q (9147.220000 sec): 3 clusters Score: Raw -229507.113222 + Penalty 3590.650627 = -225916.462595 nChanged 10 SP:Iteration 22Q (9147.360000 sec): 3 clusters Score: Raw -229524.978631 + Penalty 3590.650627 = -225934.328004 nChanged 12 SP:Iteration 23Q (9147.510000 sec): 3 clusters Score: Raw -229542.301120 + Penalty 3590.650627 = -225951.650493 nChanged 17 SP:Iteration 24Q (9147.690000 sec): 3 clusters Score: Raw -229559.901700 + Penalty 3590.650627 = -225969.251073 nChanged 15 SP:Iteration 25Q (9147.820000 sec): 3 clusters Score: Raw -229582.587966 + Penalty 3590.650627 = -225991.937339 nChanged 19 SP:Iteration 26Q (9147.960000 sec): 3 clusters Score: Raw -229612.524775 + Penalty 3590.650627 = -226021.874148 nChanged 21 SP:Iteration 27Q (9148.100000 sec): 3 clusters Score: Raw -229637.577944 + Penalty 3590.650627 = -226046.927317 nChanged 22 SP:Iteration 28Q (9148.230000 sec): 3 clusters Score: Raw -229669.455339 + Penalty 3590.650627 = -226078.804712 nChanged 17 SP:Iteration 29Q (9148.370000 sec): 3 clusters Score: Raw -229686.186941 + Penalty 3590.650627 = -226095.536314 nChanged 10 SP:Iteration 30Q (9148.470000 sec): 3 clusters Score: Raw -229698.680273 + Penalty 3590.650627 = -226108.029646 nChanged 9 SP:Iteration 31Q (9148.610000 sec): 3 clusters Score: Raw -229707.586287 + Penalty 3590.650627 = -226116.935660 nChanged 7 SP:Iteration 32Q (9148.760000 sec): 3 clusters Score: Raw -229717.153136 + Penalty 3590.650627 = -226126.502509 nChanged 3 SP:Iteration 33Q (9148.900000 sec): 3 clusters Score: Raw -229721.190218 + Penalty 3590.650627 = -226130.539591 nChanged 3 SP:Iteration 34Q (9149.050000 sec): 3 clusters Score: Raw -229724.808816 + Penalty 3590.650627 = -226134.158189 nChanged 2 SP:Iteration 35Q (9149.190000 sec): 3 clusters Score: Raw -229727.378318 + Penalty 3590.650627 = -226136.727691 nChanged 2 SP:Iteration 36Q (9149.370000 sec): 3 clusters Score: Raw -229731.649447 + Penalty 3590.650627 = -226140.998820 nChanged 3 SP:Iteration 37Q (9149.470000 sec): 3 clusters Score: Raw -229735.632468 + Penalty 3590.650627 = -226144.981841 nChanged 1 SP:Iteration 38Q (9149.680000 sec): 3 clusters Score: Raw -229737.083944 + Penalty 3590.650627 = -226146.433317 nChanged 1 SP:Iteration 39Q (9149.890000 sec): 3 clusters Score: Raw -229737.333634 + Penalty 3590.650627 = -226146.683007 nChanged 0 SP:Iteration 40F (9150.070000 sec): 3 clusters Score: Raw -229737.333634 + Penalty 3590.650627 = -226146.683007 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9150.150000 sec): 2 clusters Score: Raw -93569.287288 + Penalty 1572.846112 = -91996.441176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9150.330000 sec): 3 clusters Score: Raw -93538.089156 + Penalty 3145.692224 = -90392.396932 nChanged 110 SP:Iteration 1F (9150.480000 sec): 3 clusters Score: Raw -93721.846998 + Penalty 3145.692224 = -90576.154775 nChanged 28 SP:Iteration 2Q (9150.640000 sec): 3 clusters Score: Raw -93781.202935 + Penalty 3145.692224 = -90635.510711 nChanged 15 SP:Iteration 3Q (9150.770000 sec): 3 clusters Score: Raw -93819.638412 + Penalty 3145.692224 = -90673.946188 nChanged 7 SP:Iteration 4Q (9150.970000 sec): 3 clusters Score: Raw -93843.709426 + Penalty 3145.692224 = -90698.017203 nChanged 6 SP:Iteration 5Q (9151.130000 sec): 3 clusters Score: Raw -93860.363327 + Penalty 3145.692224 = -90714.671103 nChanged 6 SP:Iteration 6Q (9151.330000 sec): 3 clusters Score: Raw -93871.173848 + Penalty 3145.692224 = -90725.481625 nChanged 5 SP:Iteration 7Q (9151.460000 sec): 3 clusters Score: Raw -93884.795299 + Penalty 3145.692224 = -90739.103075 nChanged 3 SP:Iteration 8Q (9151.640000 sec): 3 clusters Score: Raw -93894.658860 + Penalty 3145.692224 = -90748.966637 nChanged 0 SP:Iteration 9F (9151.800000 sec): 3 clusters Score: Raw -93894.658860 + Penalty 3145.692224 = -90748.966637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (64672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9152.370000 sec): 2 clusters Score: Raw -11848810.105087 + Penalty 2747.116738 = -11846062.988349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9153.000000 sec): 3 clusters Score: Raw -11808146.102797 + Penalty 5494.233476 = -11802651.869321 nChanged 30154 SP:Iteration 1F (9153.640000 sec): 3 clusters Score: Raw -11824912.478203 + Penalty 5494.233476 = -11819418.244728 nChanged 2325 SP:Iteration 2Q (9154.340000 sec): 3 clusters Score: Raw -11825500.830616 + Penalty 5494.233476 = -11820006.597140 nChanged 2237 SP:Iteration 3Q (9154.970000 sec): 3 clusters Score: Raw -11826065.022292 + Penalty 5494.233476 = -11820570.788816 nChanged 2155 SP:Iteration 4Q (9155.690000 sec): 3 clusters Score: Raw -11826617.575981 + Penalty 5494.233476 = -11821123.342506 nChanged 2202 SP:Iteration 5Q (9156.390000 sec): 3 clusters Score: Raw -11827265.130645 + Penalty 5494.233476 = -11821770.897169 nChanged 2376 SP:Iteration 6Q (9157.030000 sec): 3 clusters Score: Raw -11828102.040869 + Penalty 5494.233476 = -11822607.807394 nChanged 2686 SP:Iteration 7Q (9157.630000 sec): 3 clusters Score: Raw -11829316.780149 + Penalty 5494.233476 = -11823822.546673 nChanged 3216 SP:Iteration 8Q (9158.220000 sec): 3 clusters Score: Raw -11831114.926166 + Penalty 5494.233476 = -11825620.692691 nChanged 3755 SP:Iteration 9F (9158.850000 sec): 3 clusters Score: Raw -11833689.358219 + Penalty 5494.233476 = -11828195.124744 nChanged 4100 SP:Iteration 10F (9159.460000 sec): 3 clusters Score: Raw -11836879.259648 + Penalty 5494.233476 = -11831385.026172 nChanged 3942 SP:Iteration 11F (9159.990000 sec): 3 clusters Score: Raw -11840092.330303 + Penalty 5494.233476 = -11834598.096827 nChanged 3337 SP:Iteration 12F (9160.580000 sec): 3 clusters Score: Raw -11842919.381284 + Penalty 5494.233476 = -11837425.147808 nChanged 2576 SP:Iteration 13Q (9161.260000 sec): 3 clusters Score: Raw -11845117.067730 + Penalty 5494.233476 = -11839622.834254 nChanged 1865 SP:Iteration 14Q (9161.850000 sec): 3 clusters Score: Raw -11846690.219262 + Penalty 5494.233476 = -11841195.985786 nChanged 1224 SP:Iteration 15Q (9162.500000 sec): 3 clusters Score: Raw -11847685.303932 + Penalty 5494.233476 = -11842191.070456 nChanged 702 SP:Iteration 16Q (9163.060000 sec): 3 clusters Score: Raw -11848252.296753 + Penalty 5494.233476 = -11842758.063278 nChanged 417 SP:Iteration 17Q (9163.660000 sec): 3 clusters Score: Raw -11848616.634668 + Penalty 5494.233476 = -11843122.401193 nChanged 244 SP:Iteration 18Q (9164.270000 sec): 3 clusters Score: Raw -11848839.237767 + Penalty 5494.233476 = -11843345.004292 nChanged 123 SP:Iteration 19Q (9164.860000 sec): 3 clusters Score: Raw -11848951.928940 + Penalty 5494.233476 = -11843457.695464 nChanged 80 SP:Iteration 20F (9165.480000 sec): 3 clusters Score: Raw -11849018.567429 + Penalty 5494.233476 = -11843524.333954 nChanged 43 SP:Iteration 21Q (9166.030000 sec): 3 clusters Score: Raw -11849062.212138 + Penalty 5494.233476 = -11843567.978662 nChanged 34 SP:Iteration 22Q (9166.540000 sec): 3 clusters Score: Raw -11849104.085872 + Penalty 5494.233476 = -11843609.852396 nChanged 18 SP:Iteration 23Q (9166.950000 sec): 3 clusters Score: Raw -11849128.533629 + Penalty 5494.233476 = -11843634.300154 nChanged 21 SP:Iteration 24Q (9167.440000 sec): 3 clusters Score: Raw -11849155.621566 + Penalty 5494.233476 = -11843661.388090 nChanged 23 SP:Iteration 25Q (9167.900000 sec): 3 clusters Score: Raw -11849182.546443 + Penalty 5494.233476 = -11843688.312968 nChanged 10 SP:Iteration 26Q (9168.440000 sec): 3 clusters Score: Raw -11849193.399229 + Penalty 5494.233476 = -11843699.165754 nChanged 8 SP:Iteration 27Q (9168.930000 sec): 3 clusters Score: Raw -11849204.001824 + Penalty 5494.233476 = -11843709.768349 nChanged 10 SP:Iteration 28Q (9169.440000 sec): 3 clusters Score: Raw -11849214.635621 + Penalty 5494.233476 = -11843720.402145 nChanged 6 SP:Iteration 29Q (9169.920000 sec): 3 clusters Score: Raw -11849223.226310 + Penalty 5494.233476 = -11843728.992835 nChanged 1 SP:Iteration 30Q (9170.470000 sec): 3 clusters Score: Raw -11849223.802444 + Penalty 5494.233476 = -11843729.568968 nChanged 0 SP:Iteration 31F (9171.120000 sec): 3 clusters Score: Raw -11849223.802444 + Penalty 5494.233476 = -11843729.568968 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9171.250000 sec): 2 clusters Score: Raw -100661.733347 + Penalty 1603.603892 = -99058.129455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9171.410000 sec): 3 clusters Score: Raw -100639.309054 + Penalty 3207.207783 = -97432.101271 nChanged 124 SP:Iteration 1F (9171.590000 sec): 3 clusters Score: Raw -100894.721558 + Penalty 3207.207783 = -97687.513775 nChanged 51 SP:Iteration 2F (9171.780000 sec): 3 clusters Score: Raw -101036.715127 + Penalty 3207.207783 = -97829.507344 nChanged 33 SP:Iteration 3F (9171.960000 sec): 3 clusters Score: Raw -101155.110324 + Penalty 3207.207783 = -97947.902541 nChanged 25 SP:Iteration 4Q (9172.130000 sec): 3 clusters Score: Raw -101344.840738 + Penalty 3207.207783 = -98137.632954 nChanged 24 SP:Iteration 5Q (9172.300000 sec): 3 clusters Score: Raw -101566.520158 + Penalty 3207.207783 = -98359.312374 nChanged 24 SP:Iteration 6Q (9172.470000 sec): 3 clusters Score: Raw -101614.957332 + Penalty 3207.207783 = -98407.749549 nChanged 11 SP:Iteration 7Q (9172.630000 sec): 3 clusters Score: Raw -101640.298131 + Penalty 3207.207783 = -98433.090348 nChanged 4 SP:Iteration 8Q (9172.820000 sec): 3 clusters Score: Raw -101646.948133 + Penalty 3207.207783 = -98439.740350 nChanged 5 SP:Iteration 9Q (9173.000000 sec): 3 clusters Score: Raw -101657.540503 + Penalty 3207.207783 = -98450.332720 nChanged 7 SP:Iteration 10Q (9173.160000 sec): 3 clusters Score: Raw -101678.767266 + Penalty 3207.207783 = -98471.559483 nChanged 7 SP:Iteration 11Q (9173.340000 sec): 3 clusters Score: Raw -101696.798429 + Penalty 3207.207783 = -98489.590646 nChanged 6 SP:Iteration 12Q (9173.550000 sec): 3 clusters Score: Raw -101710.194159 + Penalty 3207.207783 = -98502.986376 nChanged 3 SP:Iteration 13Q (9173.750000 sec): 3 clusters Score: Raw -101717.398772 + Penalty 3207.207783 = -98510.190988 nChanged 4 SP:Iteration 14Q (9173.930000 sec): 3 clusters Score: Raw -101725.946160 + Penalty 3207.207783 = -98518.738377 nChanged 2 SP:Iteration 15Q (9174.090000 sec): 3 clusters Score: Raw -101732.991017 + Penalty 3207.207783 = -98525.783233 nChanged 2 SP:Iteration 16Q (9174.260000 sec): 3 clusters Score: Raw -101737.875109 + Penalty 3207.207783 = -98530.667326 nChanged 3 SP:Iteration 17Q (9174.440000 sec): 3 clusters Score: Raw -101748.487132 + Penalty 3207.207783 = -98541.279349 nChanged 4 SP:Iteration 18Q (9174.620000 sec): 3 clusters Score: Raw -101756.202552 + Penalty 3207.207783 = -98548.994769 nChanged 3 SP:Iteration 19Q (9174.790000 sec): 3 clusters Score: Raw -101760.649451 + Penalty 3207.207783 = -98553.441667 nChanged 2 SP:Iteration 20F (9174.970000 sec): 3 clusters Score: Raw -101765.540765 + Penalty 3207.207783 = -98558.332982 nChanged 1 SP:Iteration 21Q (9175.110000 sec): 3 clusters Score: Raw -101767.716194 + Penalty 3207.207783 = -98560.508411 nChanged 0 SP:Iteration 22F (9175.290000 sec): 3 clusters Score: Raw -101767.716194 + Penalty 3207.207783 = -98560.508411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (5231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9175.450000 sec): 2 clusters Score: Raw -860841.310409 + Penalty 2123.464720 = -858717.845689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9175.640000 sec): 3 clusters Score: Raw -858268.641020 + Penalty 4246.929441 = -854021.711580 nChanged 2023 SP:Iteration 1F (9175.830000 sec): 3 clusters Score: Raw -859437.288866 + Penalty 4246.929441 = -855190.359426 nChanged 412 SP:Iteration 2F (9176.070000 sec): 3 clusters Score: Raw -859696.717591 + Penalty 4246.929441 = -855449.788150 nChanged 302 SP:Iteration 3F (9176.250000 sec): 3 clusters Score: Raw -859931.232383 + Penalty 4246.929441 = -855684.302942 nChanged 269 SP:Iteration 4F (9176.430000 sec): 3 clusters Score: Raw -860196.993127 + Penalty 4246.929441 = -855950.063687 nChanged 287 SP:Iteration 5F (9176.650000 sec): 3 clusters Score: Raw -860472.812169 + Penalty 4246.929441 = -856225.882728 nChanged 273 SP:Iteration 6F (9176.890000 sec): 3 clusters Score: Raw -860722.794315 + Penalty 4246.929441 = -856475.864874 nChanged 245 SP:Iteration 7Q (9177.090000 sec): 3 clusters Score: Raw -860928.230359 + Penalty 4246.929441 = -856681.300918 nChanged 243 SP:Iteration 8Q (9177.270000 sec): 3 clusters Score: Raw -861155.972056 + Penalty 4246.929441 = -856909.042615 nChanged 227 SP:Iteration 9Q (9177.550000 sec): 3 clusters Score: Raw -861290.483781 + Penalty 4246.929441 = -857043.554340 nChanged 149 SP:Iteration 10Q (9177.790000 sec): 3 clusters Score: Raw -861395.685356 + Penalty 4246.929441 = -857148.755915 nChanged 139 SP:Iteration 11Q (9178.020000 sec): 3 clusters Score: Raw -861491.567783 + Penalty 4246.929441 = -857244.638342 nChanged 153 SP:Iteration 12Q (9178.250000 sec): 3 clusters Score: Raw -861589.168656 + Penalty 4246.929441 = -857342.239215 nChanged 139 SP:Iteration 13Q (9178.470000 sec): 3 clusters Score: Raw -861673.783003 + Penalty 4246.929441 = -857426.853563 nChanged 125 SP:Iteration 14Q (9178.740000 sec): 3 clusters Score: Raw -861749.981356 + Penalty 4246.929441 = -857503.051915 nChanged 111 SP:Iteration 15Q (9178.950000 sec): 3 clusters Score: Raw -861816.267421 + Penalty 4246.929441 = -857569.337980 nChanged 97 SP:Iteration 16Q (9179.130000 sec): 3 clusters Score: Raw -861874.059941 + Penalty 4246.929441 = -857627.130500 nChanged 96 SP:Iteration 17Q (9179.370000 sec): 3 clusters Score: Raw -861931.523500 + Penalty 4246.929441 = -857684.594060 nChanged 84 SP:Iteration 18Q (9179.630000 sec): 3 clusters Score: Raw -861976.996204 + Penalty 4246.929441 = -857730.066763 nChanged 91 SP:Iteration 19Q (9179.870000 sec): 3 clusters Score: Raw -862033.420907 + Penalty 4246.929441 = -857786.491467 nChanged 92 SP:Iteration 20F (9180.130000 sec): 3 clusters Score: Raw -862083.824380 + Penalty 4246.929441 = -857836.894939 nChanged 76 SP:Iteration 21Q (9180.320000 sec): 3 clusters Score: Raw -862116.700714 + Penalty 4246.929441 = -857869.771274 nChanged 60 SP:Iteration 22Q (9180.510000 sec): 3 clusters Score: Raw -862138.608768 + Penalty 4246.929441 = -857891.679328 nChanged 37 SP:Iteration 23Q (9180.740000 sec): 3 clusters Score: Raw -862151.274688 + Penalty 4246.929441 = -857904.345247 nChanged 25 SP:Iteration 24Q (9180.940000 sec): 3 clusters Score: Raw -862163.845013 + Penalty 4246.929441 = -857916.915572 nChanged 29 SP:Iteration 25Q (9181.150000 sec): 3 clusters Score: Raw -862182.704494 + Penalty 4246.929441 = -857935.775053 nChanged 40 SP:Iteration 26Q (9181.420000 sec): 3 clusters Score: Raw -862199.101347 + Penalty 4246.929441 = -857952.171906 nChanged 28 SP:Iteration 27Q (9181.570000 sec): 3 clusters Score: Raw -862213.752834 + Penalty 4246.929441 = -857966.823393 nChanged 23 SP:Iteration 28Q (9181.750000 sec): 3 clusters Score: Raw -862229.590557 + Penalty 4246.929441 = -857982.661116 nChanged 29 SP:Iteration 29Q (9181.980000 sec): 3 clusters Score: Raw -862242.533335 + Penalty 4246.929441 = -857995.603894 nChanged 26 SP:Iteration 30Q (9182.110000 sec): 3 clusters Score: Raw -862249.172992 + Penalty 4246.929441 = -858002.243551 nChanged 17 SP:Iteration 31Q (9182.330000 sec): 3 clusters Score: Raw -862253.556149 + Penalty 4246.929441 = -858006.626708 nChanged 12 SP:Iteration 32Q (9182.510000 sec): 3 clusters Score: Raw -862256.919446 + Penalty 4246.929441 = -858009.990005 nChanged 16 SP:Iteration 33Q (9182.750000 sec): 3 clusters Score: Raw -862261.229365 + Penalty 4246.929441 = -858014.299924 nChanged 19 SP:Iteration 34Q (9182.950000 sec): 3 clusters Score: Raw -862268.089457 + Penalty 4246.929441 = -858021.160016 nChanged 13 SP:Iteration 35Q (9183.130000 sec): 3 clusters Score: Raw -862274.156773 + Penalty 4246.929441 = -858027.227332 nChanged 13 SP:Iteration 36Q (9183.400000 sec): 3 clusters Score: Raw -862277.313941 + Penalty 4246.929441 = -858030.384500 nChanged 14 SP:Iteration 37Q (9183.590000 sec): 3 clusters Score: Raw -862280.987292 + Penalty 4246.929441 = -858034.057851 nChanged 11 SP:Iteration 38Q (9183.860000 sec): 3 clusters Score: Raw -862283.666135 + Penalty 4246.929441 = -858036.736695 nChanged 10 SP:Iteration 39Q (9184.080000 sec): 3 clusters Score: Raw -862285.615256 + Penalty 4246.929441 = -858038.685816 nChanged 3 SP:Iteration 40F (9184.290000 sec): 3 clusters Score: Raw -862286.015615 + Penalty 4246.929441 = -858039.086175 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9184.360000 sec): 2 clusters Score: Raw -57333.469967 + Penalty 1476.404347 = -55857.065620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9184.530000 sec): 3 clusters Score: Raw -57470.451717 + Penalty 2952.808694 = -54517.643023 nChanged 82 SP:Iteration 1F (9184.650000 sec): 3 clusters Score: Raw -57810.223567 + Penalty 2952.808694 = -54857.414873 nChanged 32 SP:Iteration 2F (9184.790000 sec): 3 clusters Score: Raw -58033.961259 + Penalty 2952.808694 = -55081.152566 nChanged 17 SP:Iteration 3Q (9185.020000 sec): 3 clusters Score: Raw -58196.065991 + Penalty 2952.808694 = -55243.257297 nChanged 10 SP:Iteration 4Q (9185.170000 sec): 3 clusters Score: Raw -58262.370503 + Penalty 2952.808694 = -55309.561809 nChanged 7 SP:Iteration 5Q (9185.340000 sec): 3 clusters Score: Raw -58322.405680 + Penalty 2952.808694 = -55369.596986 nChanged 2 SP:Iteration 6Q (9185.500000 sec): 3 clusters Score: Raw -58332.857244 + Penalty 2952.808694 = -55380.048550 nChanged 1 SP:Iteration 7Q (9185.680000 sec): 3 clusters Score: Raw -58333.809938 + Penalty 2952.808694 = -55381.001244 nChanged 0 SP:Iteration 8F (9185.850000 sec): 3 clusters Score: Raw -58333.809938 + Penalty 2952.808694 = -55381.001244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9185.920000 sec): 2 clusters Score: Raw -41343.532066 + Penalty 1398.311958 = -39945.220108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9186.110000 sec): 3 clusters Score: Raw -41459.051223 + Penalty 2796.623916 = -38662.427307 nChanged 20 SP:Iteration 1F (9186.220000 sec): 3 clusters Score: Raw -41534.733279 + Penalty 2796.623916 = -38738.109363 nChanged 8 SP:Iteration 2Q (9186.420000 sec): 3 clusters Score: Raw -41562.667483 + Penalty 2796.623916 = -38766.043567 nChanged 0 SP:Iteration 3F (9186.560000 sec): 3 clusters Score: Raw -41562.667483 + Penalty 2796.623916 = -38766.043567 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (76222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9187.120000 sec): 2 clusters Score: Raw -12979579.244344 + Penalty 2787.868543 = -12976791.375802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9187.880000 sec): 3 clusters Score: Raw -12931480.368235 + Penalty 5575.737085 = -12925904.631149 nChanged 35617 SP:Iteration 1F (9188.510000 sec): 3 clusters Score: Raw -12951129.853900 + Penalty 5575.737085 = -12945554.116815 nChanged 2531 SP:Iteration 2Q (9189.150000 sec): 3 clusters Score: Raw -12951748.354192 + Penalty 5575.737085 = -12946172.617107 nChanged 2597 SP:Iteration 3Q (9189.820000 sec): 3 clusters Score: Raw -12952459.013718 + Penalty 5575.737085 = -12946883.276633 nChanged 2820 SP:Iteration 4Q (9190.420000 sec): 3 clusters Score: Raw -12953345.703042 + Penalty 5575.737085 = -12947769.965957 nChanged 3384 SP:Iteration 5Q (9191.140000 sec): 3 clusters Score: Raw -12954721.361741 + Penalty 5575.737085 = -12949145.624656 nChanged 4279 SP:Iteration 6F (9191.840000 sec): 3 clusters Score: Raw -12957041.338533 + Penalty 5575.737085 = -12951465.601448 nChanged 5651 SP:Iteration 7F (9192.590000 sec): 3 clusters Score: Raw -12961091.542594 + Penalty 5575.737085 = -12955515.805509 nChanged 6553 SP:Iteration 8F (9193.200000 sec): 3 clusters Score: Raw -12966763.895727 + Penalty 5575.737085 = -12961188.158641 nChanged 6114 SP:Iteration 9F (9193.780000 sec): 3 clusters Score: Raw -12972580.745503 + Penalty 5575.737085 = -12967005.008417 nChanged 4080 SP:Iteration 10F (9194.340000 sec): 3 clusters Score: Raw -12976487.317906 + Penalty 5575.737085 = -12970911.580820 nChanged 2034 SP:Iteration 11Q (9194.930000 sec): 3 clusters Score: Raw -12978395.351614 + Penalty 5575.737085 = -12972819.614528 nChanged 874 SP:Iteration 12Q (9195.520000 sec): 3 clusters Score: Raw -12979225.055969 + Penalty 5575.737085 = -12973649.318883 nChanged 337 SP:Iteration 13Q (9196.080000 sec): 3 clusters Score: Raw -12979554.896168 + Penalty 5575.737085 = -12973979.159082 nChanged 169 SP:Iteration 14Q (9196.770000 sec): 3 clusters Score: Raw -12979741.014051 + Penalty 5575.737085 = -12974165.276966 nChanged 98 SP:Iteration 15Q (9197.400000 sec): 3 clusters Score: Raw -12979846.269974 + Penalty 5575.737085 = -12974270.532888 nChanged 54 SP:Iteration 16Q (9198.030000 sec): 3 clusters Score: Raw -12979896.095330 + Penalty 5575.737085 = -12974320.358245 nChanged 28 SP:Iteration 17Q (9198.700000 sec): 3 clusters Score: Raw -12979917.192984 + Penalty 5575.737085 = -12974341.455898 nChanged 20 SP:Iteration 18Q (9199.340000 sec): 3 clusters Score: Raw -12979939.491566 + Penalty 5575.737085 = -12974363.754480 nChanged 17 SP:Iteration 19Q (9199.960000 sec): 3 clusters Score: Raw -12979950.505637 + Penalty 5575.737085 = -12974374.768552 nChanged 8 SP:Iteration 20F (9200.640000 sec): 3 clusters Score: Raw -12979957.195405 + Penalty 5575.737085 = -12974381.458320 nChanged 10 SP:Iteration 21Q (9201.320000 sec): 3 clusters Score: Raw -12979963.549101 + Penalty 5575.737085 = -12974387.812016 nChanged 5 SP:Iteration 22Q (9201.910000 sec): 3 clusters Score: Raw -12979967.933611 + Penalty 5575.737085 = -12974392.196526 nChanged 5 SP:Iteration 23Q (9202.540000 sec): 3 clusters Score: Raw -12979973.113913 + Penalty 5575.737085 = -12974397.376828 nChanged 6 SP:Iteration 24Q (9203.190000 sec): 3 clusters Score: Raw -12979979.881500 + Penalty 5575.737085 = -12974404.144414 nChanged 5 SP:Iteration 25Q (9203.840000 sec): 3 clusters Score: Raw -12979984.961977 + Penalty 5575.737085 = -12974409.224892 nChanged 4 SP:Iteration 26Q (9204.470000 sec): 3 clusters Score: Raw -12979989.286443 + Penalty 5575.737085 = -12974413.549358 nChanged 5 SP:Iteration 27Q (9205.100000 sec): 3 clusters Score: Raw -12979993.094299 + Penalty 5575.737085 = -12974417.357214 nChanged 5 SP:Iteration 28Q (9205.730000 sec): 3 clusters Score: Raw -12979995.633810 + Penalty 5575.737085 = -12974419.896724 nChanged 3 SP:Iteration 29Q (9206.390000 sec): 3 clusters Score: Raw -12979997.676495 + Penalty 5575.737085 = -12974421.939410 nChanged 4 SP:Iteration 30Q (9207.040000 sec): 3 clusters Score: Raw -12980000.791634 + Penalty 5575.737085 = -12974425.054548 nChanged 2 SP:Iteration 31Q (9207.660000 sec): 3 clusters Score: Raw -12980002.773595 + Penalty 5575.737085 = -12974427.036510 nChanged 3 SP:Iteration 32Q (9208.320000 sec): 3 clusters Score: Raw -12980004.112374 + Penalty 5575.737085 = -12974428.375289 nChanged 1 SP:Iteration 33Q (9209.020000 sec): 3 clusters Score: Raw -12980005.744498 + Penalty 5575.737085 = -12974430.007413 nChanged 1 SP:Iteration 34Q (9209.670000 sec): 3 clusters Score: Raw -12980006.397577 + Penalty 5575.737085 = -12974430.660492 nChanged 0 SP:Iteration 35F (9210.350000 sec): 3 clusters Score: Raw -12980006.397577 + Penalty 5575.737085 = -12974430.660492 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9210.400000 sec): 2 clusters Score: Raw -117058.752176 + Penalty 1618.207355 = -115440.544820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9210.560000 sec): 3 clusters Score: Raw -116992.554051 + Penalty 3236.414710 = -113756.139341 nChanged 145 SP:Iteration 1F (9210.720000 sec): 3 clusters Score: Raw -117213.263073 + Penalty 3236.414710 = -113976.848363 nChanged 36 SP:Iteration 2F (9210.880000 sec): 3 clusters Score: Raw -117282.439782 + Penalty 3236.414710 = -114046.025072 nChanged 21 SP:Iteration 3Q (9211.040000 sec): 3 clusters Score: Raw -117321.007377 + Penalty 3236.414710 = -114084.592667 nChanged 11 SP:Iteration 4Q (9211.200000 sec): 3 clusters Score: Raw -117340.926546 + Penalty 3236.414710 = -114104.511836 nChanged 4 SP:Iteration 5Q (9211.360000 sec): 3 clusters Score: Raw -117350.576641 + Penalty 3236.414710 = -114114.161930 nChanged 3 SP:Iteration 6Q (9211.520000 sec): 3 clusters Score: Raw -117356.814960 + Penalty 3236.414710 = -114120.400250 nChanged 2 SP:Iteration 7Q (9211.690000 sec): 3 clusters Score: Raw -117358.380000 + Penalty 3236.414710 = -114121.965289 nChanged 1 SP:Iteration 8Q (9211.850000 sec): 3 clusters Score: Raw -117360.038512 + Penalty 3236.414710 = -114123.623801 nChanged 1 SP:Iteration 9Q (9212.020000 sec): 3 clusters Score: Raw -117362.325864 + Penalty 3236.414710 = -114125.911154 nChanged 0 SP:Iteration 10F (9212.180000 sec): 3 clusters Score: Raw -117362.325864 + Penalty 3236.414710 = -114125.911154 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (11528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9212.310000 sec): 2 clusters Score: Raw -1997350.028856 + Penalty 2319.428466 = -1995030.600390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9212.590000 sec): 3 clusters Score: Raw -1991007.205677 + Penalty 4638.856932 = -1986368.348745 nChanged 4842 SP:Iteration 1F (9212.800000 sec): 3 clusters Score: Raw -1993590.719929 + Penalty 4638.856932 = -1988951.862997 nChanged 821 SP:Iteration 2F (9213.040000 sec): 3 clusters Score: Raw -1994021.795687 + Penalty 4638.856932 = -1989382.938755 nChanged 683 SP:Iteration 3F (9213.240000 sec): 3 clusters Score: Raw -1994442.268511 + Penalty 4638.856932 = -1989803.411579 nChanged 686 SP:Iteration 4F (9213.490000 sec): 3 clusters Score: Raw -1994880.604765 + Penalty 4638.856932 = -1990241.747833 nChanged 675 SP:Iteration 5F (9213.690000 sec): 3 clusters Score: Raw -1995302.117202 + Penalty 4638.856932 = -1990663.260270 nChanged 632 SP:Iteration 6F (9213.900000 sec): 3 clusters Score: Raw -1995715.832205 + Penalty 4638.856932 = -1991076.975272 nChanged 586 SP:Iteration 7F (9214.140000 sec): 3 clusters Score: Raw -1996130.692804 + Penalty 4638.856932 = -1991491.835871 nChanged 546 SP:Iteration 8Q (9214.360000 sec): 3 clusters Score: Raw -1996569.585919 + Penalty 4638.856932 = -1991930.728987 nChanged 529 SP:Iteration 9Q (9214.640000 sec): 3 clusters Score: Raw -1997023.203450 + Penalty 4638.856932 = -1992384.346518 nChanged 465 SP:Iteration 10Q (9214.880000 sec): 3 clusters Score: Raw -1997398.790631 + Penalty 4638.856932 = -1992759.933699 nChanged 396 SP:Iteration 11Q (9215.090000 sec): 3 clusters Score: Raw -1997673.832847 + Penalty 4638.856932 = -1993034.975915 nChanged 321 SP:Iteration 12Q (9215.280000 sec): 3 clusters Score: Raw -1997895.936079 + Penalty 4638.856932 = -1993257.079147 nChanged 247 SP:Iteration 13Q (9215.510000 sec): 3 clusters Score: Raw -1998059.357792 + Penalty 4638.856932 = -1993420.500860 nChanged 200 SP:Iteration 14Q (9215.740000 sec): 3 clusters Score: Raw -1998178.600338 + Penalty 4638.856932 = -1993539.743406 nChanged 172 SP:Iteration 15Q (9215.950000 sec): 3 clusters Score: Raw -1998275.697634 + Penalty 4638.856932 = -1993636.840702 nChanged 141 SP:Iteration 16Q (9216.200000 sec): 3 clusters Score: Raw -1998356.133220 + Penalty 4638.856932 = -1993717.276288 nChanged 110 SP:Iteration 17Q (9216.420000 sec): 3 clusters Score: Raw -1998415.490969 + Penalty 4638.856932 = -1993776.634037 nChanged 104 SP:Iteration 18Q (9216.680000 sec): 3 clusters Score: Raw -1998459.925588 + Penalty 4638.856932 = -1993821.068655 nChanged 78 SP:Iteration 19Q (9216.870000 sec): 3 clusters Score: Raw -1998484.483723 + Penalty 4638.856932 = -1993845.626791 nChanged 47 SP:Iteration 20F (9217.100000 sec): 3 clusters Score: Raw -1998497.631257 + Penalty 4638.856932 = -1993858.774325 nChanged 24 SP:Iteration 21Q (9217.310000 sec): 3 clusters Score: Raw -1998504.845717 + Penalty 4638.856932 = -1993865.988785 nChanged 27 SP:Iteration 22Q (9217.490000 sec): 3 clusters Score: Raw -1998512.871338 + Penalty 4638.856932 = -1993874.014406 nChanged 22 SP:Iteration 23Q (9217.720000 sec): 3 clusters Score: Raw -1998519.682350 + Penalty 4638.856932 = -1993880.825417 nChanged 12 SP:Iteration 24Q (9217.940000 sec): 3 clusters Score: Raw -1998523.813987 + Penalty 4638.856932 = -1993884.957055 nChanged 10 SP:Iteration 25Q (9218.170000 sec): 3 clusters Score: Raw -1998526.269747 + Penalty 4638.856932 = -1993887.412814 nChanged 9 SP:Iteration 26Q (9218.400000 sec): 3 clusters Score: Raw -1998529.331685 + Penalty 4638.856932 = -1993890.474753 nChanged 7 SP:Iteration 27Q (9218.590000 sec): 3 clusters Score: Raw -1998530.518026 + Penalty 4638.856932 = -1993891.661093 nChanged 6 SP:Iteration 28Q (9218.800000 sec): 3 clusters Score: Raw -1998531.479351 + Penalty 4638.856932 = -1993892.622419 nChanged 3 SP:Iteration 29Q (9219.040000 sec): 3 clusters Score: Raw -1998531.961274 + Penalty 4638.856932 = -1993893.104342 nChanged 3 SP:Iteration 30Q (9219.240000 sec): 3 clusters Score: Raw -1998532.749790 + Penalty 4638.856932 = -1993893.892858 nChanged 8 SP:Iteration 31Q (9219.500000 sec): 3 clusters Score: Raw -1998534.351813 + Penalty 4638.856932 = -1993895.494881 nChanged 7 SP:Iteration 32Q (9219.730000 sec): 3 clusters Score: Raw -1998536.118250 + Penalty 4638.856932 = -1993897.261318 nChanged 4 SP:Iteration 33Q (9219.980000 sec): 3 clusters Score: Raw -1998537.065394 + Penalty 4638.856932 = -1993898.208461 nChanged 9 SP:Iteration 34Q (9220.190000 sec): 3 clusters Score: Raw -1998539.385762 + Penalty 4638.856932 = -1993900.528830 nChanged 6 SP:Iteration 35Q (9220.390000 sec): 3 clusters Score: Raw -1998540.440750 + Penalty 4638.856932 = -1993901.583817 nChanged 2 SP:Iteration 36Q (9220.620000 sec): 3 clusters Score: Raw -1998540.716851 + Penalty 4638.856932 = -1993901.859919 nChanged 2 SP:Iteration 37Q (9220.790000 sec): 3 clusters Score: Raw -1998541.176335 + Penalty 4638.856932 = -1993902.319402 nChanged 1 SP:Iteration 38Q (9220.980000 sec): 3 clusters Score: Raw -1998541.416514 + Penalty 4638.856932 = -1993902.559582 nChanged 0 SP:Iteration 39F (9221.220000 sec): 3 clusters Score: Raw -1998541.416514 + Penalty 4638.856932 = -1993902.559582 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9221.300000 sec): 2 clusters Score: Raw -65402.970459 + Penalty 1497.391988 = -63905.578471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9221.460000 sec): 3 clusters Score: Raw -65450.886308 + Penalty 2994.783976 = -62456.102332 nChanged 65 SP:Iteration 1F (9221.590000 sec): 3 clusters Score: Raw -65576.568537 + Penalty 2994.783976 = -62581.784561 nChanged 22 SP:Iteration 2F (9221.680000 sec): 3 clusters Score: Raw -65624.951564 + Penalty 2994.783976 = -62630.167588 nChanged 8 SP:Iteration 3Q (9221.810000 sec): 3 clusters Score: Raw -65638.232826 + Penalty 2994.783976 = -62643.448850 nChanged 4 SP:Iteration 4Q (9221.940000 sec): 3 clusters Score: Raw -65651.506443 + Penalty 2994.783976 = -62656.722467 nChanged 4 SP:Iteration 5Q (9222.070000 sec): 3 clusters Score: Raw -65658.717504 + Penalty 2994.783976 = -62663.933528 nChanged 1 SP:Iteration 6Q (9222.240000 sec): 3 clusters Score: Raw -65661.255545 + Penalty 2994.783976 = -62666.471569 nChanged 3 SP:Iteration 7Q (9222.420000 sec): 3 clusters Score: Raw -65676.537337 + Penalty 2994.783976 = -62681.753361 nChanged 1 SP:Iteration 8Q (9222.620000 sec): 3 clusters Score: Raw -65677.925869 + Penalty 2994.783976 = -62683.141893 nChanged 0 SP:Iteration 9F (9222.740000 sec): 3 clusters Score: Raw -65677.925869 + Penalty 2994.783976 = -62683.141893 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9222.800000 sec): 2 clusters Score: Raw -50873.867538 + Penalty 1477.689324 = -49396.178215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9222.910000 sec): 3 clusters Score: Raw -51055.836644 + Penalty 2955.378648 = -48100.457996 nChanged 66 SP:Iteration 1F (9223.070000 sec): 3 clusters Score: Raw -51301.173876 + Penalty 2955.378648 = -48345.795228 nChanged 41 SP:Iteration 2F (9223.220000 sec): 3 clusters Score: Raw -51599.322694 + Penalty 2955.378648 = -48643.944047 nChanged 34 SP:Iteration 3F (9223.380000 sec): 3 clusters Score: Raw -51830.551872 + Penalty 2955.378648 = -48875.173224 nChanged 17 SP:Iteration 4Q (9223.560000 sec): 3 clusters Score: Raw -51953.077043 + Penalty 2955.378648 = -48997.698396 nChanged 13 SP:Iteration 5Q (9223.730000 sec): 3 clusters Score: Raw -52039.155046 + Penalty 2955.378648 = -49083.776398 nChanged 10 SP:Iteration 6Q (9223.890000 sec): 3 clusters Score: Raw -52112.948849 + Penalty 2955.378648 = -49157.570201 nChanged 5 SP:Iteration 7Q (9224.060000 sec): 3 clusters Score: Raw -52152.871245 + Penalty 2955.378648 = -49197.492598 nChanged 1 SP:Iteration 8Q (9224.210000 sec): 3 clusters Score: Raw -52160.431848 + Penalty 2955.378648 = -49205.053201 nChanged 0 SP:Iteration 9F (9224.360000 sec): 3 clusters Score: Raw -52162.499403 + Penalty 2955.378648 = -49207.120755 nChanged 1 SP:Iteration 10Q (9224.520000 sec): 3 clusters Score: Raw -52179.601717 + Penalty 2955.378648 = -49224.223069 nChanged 1 SP:Iteration 11Q (9224.640000 sec): 3 clusters Score: Raw -52184.065678 + Penalty 2955.378648 = -49228.687030 nChanged 0 SP:Iteration 12F (9224.840000 sec): 3 clusters Score: Raw -52184.065678 + Penalty 2955.378648 = -49228.687030 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9224.920000 sec): 2 clusters Score: Raw -153195.701806 + Penalty 1681.983630 = -151513.718176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9225.040000 sec): 3 clusters Score: Raw -153027.945095 + Penalty 3363.967260 = -149663.977835 nChanged 211 SP:Iteration 1F (9225.210000 sec): 3 clusters Score: Raw -153321.670799 + Penalty 3363.967260 = -149957.703539 nChanged 49 SP:Iteration 2F (9225.380000 sec): 3 clusters Score: Raw -153389.532107 + Penalty 3363.967260 = -150025.564848 nChanged 32 SP:Iteration 3Q (9225.580000 sec): 3 clusters Score: Raw -153439.383287 + Penalty 3363.967260 = -150075.416027 nChanged 17 SP:Iteration 4Q (9225.710000 sec): 3 clusters Score: Raw -153465.337863 + Penalty 3363.967260 = -150101.370604 nChanged 10 SP:Iteration 5Q (9225.900000 sec): 3 clusters Score: Raw -153481.216800 + Penalty 3363.967260 = -150117.249540 nChanged 5 SP:Iteration 6Q (9226.070000 sec): 3 clusters Score: Raw -153487.995014 + Penalty 3363.967260 = -150124.027754 nChanged 5 SP:Iteration 7Q (9226.180000 sec): 3 clusters Score: Raw -153497.666086 + Penalty 3363.967260 = -150133.698827 nChanged 11 SP:Iteration 8Q (9226.270000 sec): 3 clusters Score: Raw -153522.399062 + Penalty 3363.967260 = -150158.431802 nChanged 9 SP:Iteration 9Q (9226.400000 sec): 3 clusters Score: Raw -153532.649225 + Penalty 3363.967260 = -150168.681965 nChanged 5 SP:Iteration 10Q (9226.510000 sec): 3 clusters Score: Raw -153539.367936 + Penalty 3363.967260 = -150175.400676 nChanged 5 SP:Iteration 11Q (9226.590000 sec): 3 clusters Score: Raw -153548.586614 + Penalty 3363.967260 = -150184.619354 nChanged 5 SP:Iteration 12Q (9226.800000 sec): 3 clusters Score: Raw -153555.045506 + Penalty 3363.967260 = -150191.078246 nChanged 7 SP:Iteration 13Q (9226.900000 sec): 3 clusters Score: Raw -153565.509189 + Penalty 3363.967260 = -150201.541930 nChanged 6 SP:Iteration 14Q (9227.010000 sec): 3 clusters Score: Raw -153573.413495 + Penalty 3363.967260 = -150209.446236 nChanged 8 SP:Iteration 15Q (9227.130000 sec): 3 clusters Score: Raw -153585.290082 + Penalty 3363.967260 = -150221.322823 nChanged 6 SP:Iteration 16Q (9227.220000 sec): 3 clusters Score: Raw -153595.698357 + Penalty 3363.967260 = -150231.731097 nChanged 6 SP:Iteration 17Q (9227.350000 sec): 3 clusters Score: Raw -153603.056637 + Penalty 3363.967260 = -150239.089378 nChanged 4 SP:Iteration 18Q (9227.450000 sec): 3 clusters Score: Raw -153609.417963 + Penalty 3363.967260 = -150245.450703 nChanged 4 SP:Iteration 19Q (9227.600000 sec): 3 clusters Score: Raw -153613.698552 + Penalty 3363.967260 = -150249.731293 nChanged 3 SP:Iteration 20F (9227.720000 sec): 3 clusters Score: Raw -153618.418987 + Penalty 3363.967260 = -150254.451727 nChanged 4 SP:Iteration 21Q (9227.900000 sec): 3 clusters Score: Raw -153622.960727 + Penalty 3363.967260 = -150258.993467 nChanged 3 SP:Iteration 22Q (9228.030000 sec): 3 clusters Score: Raw -153626.447884 + Penalty 3363.967260 = -150262.480624 nChanged 2 SP:Iteration 23Q (9228.200000 sec): 3 clusters Score: Raw -153634.187216 + Penalty 3363.967260 = -150270.219956 nChanged 2 SP:Iteration 24Q (9228.290000 sec): 3 clusters Score: Raw -153634.943311 + Penalty 3363.967260 = -150270.976051 nChanged 0 SP:Iteration 25F (9228.420000 sec): 3 clusters Score: Raw -153634.943311 + Penalty 3363.967260 = -150270.976051 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (99687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9229.040000 sec): 2 clusters Score: Raw -17250145.045832 + Penalty 2854.428058 = -17247290.617774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9229.800000 sec): 3 clusters Score: Raw -17186182.217232 + Penalty 5708.856116 = -17180473.361116 nChanged 47312 SP:Iteration 1F (9230.550000 sec): 3 clusters Score: Raw -17213399.864420 + Penalty 5708.856116 = -17207691.008305 nChanged 3017 SP:Iteration 2Q (9231.340000 sec): 3 clusters Score: Raw -17214047.104122 + Penalty 5708.856116 = -17208338.248006 nChanged 3048 SP:Iteration 3Q (9232.100000 sec): 3 clusters Score: Raw -17214769.162089 + Penalty 5708.856116 = -17209060.305973 nChanged 3322 SP:Iteration 4Q (9232.910000 sec): 3 clusters Score: Raw -17215753.256875 + Penalty 5708.856116 = -17210044.400759 nChanged 3955 SP:Iteration 5Q (9233.760000 sec): 3 clusters Score: Raw -17217231.271314 + Penalty 5708.856116 = -17211522.415198 nChanged 4904 SP:Iteration 6Q (9234.560000 sec): 3 clusters Score: Raw -17219636.907724 + Penalty 5708.856116 = -17213928.051608 nChanged 6156 SP:Iteration 7F (9235.260000 sec): 3 clusters Score: Raw -17223539.705708 + Penalty 5708.856116 = -17217830.849592 nChanged 7418 SP:Iteration 8F (9235.940000 sec): 3 clusters Score: Raw -17229380.274719 + Penalty 5708.856116 = -17223671.418604 nChanged 7667 SP:Iteration 9F (9236.640000 sec): 3 clusters Score: Raw -17236223.335434 + Penalty 5708.856116 = -17230514.479318 nChanged 6414 SP:Iteration 10F (9237.380000 sec): 3 clusters Score: Raw -17242247.445416 + Penalty 5708.856116 = -17236538.589301 nChanged 4352 SP:Iteration 11Q (9238.160000 sec): 3 clusters Score: Raw -17246265.270477 + Penalty 5708.856116 = -17240556.414361 nChanged 2449 SP:Iteration 12Q (9238.870000 sec): 3 clusters Score: Raw -17248384.933854 + Penalty 5708.856116 = -17242676.077738 nChanged 1251 SP:Iteration 13Q (9239.620000 sec): 3 clusters Score: Raw -17249390.781917 + Penalty 5708.856116 = -17243681.925802 nChanged 594 SP:Iteration 14Q (9240.280000 sec): 3 clusters Score: Raw -17249869.229116 + Penalty 5708.856116 = -17244160.373000 nChanged 308 SP:Iteration 15Q (9241.030000 sec): 3 clusters Score: Raw -17250125.034103 + Penalty 5708.856116 = -17244416.177987 nChanged 153 SP:Iteration 16Q (9241.720000 sec): 3 clusters Score: Raw -17250250.482386 + Penalty 5708.856116 = -17244541.626270 nChanged 105 SP:Iteration 17Q (9242.430000 sec): 3 clusters Score: Raw -17250339.472512 + Penalty 5708.856116 = -17244630.616396 nChanged 72 SP:Iteration 18Q (9243.160000 sec): 3 clusters Score: Raw -17250405.355467 + Penalty 5708.856116 = -17244696.499351 nChanged 38 SP:Iteration 19Q (9243.890000 sec): 3 clusters Score: Raw -17250436.358804 + Penalty 5708.856116 = -17244727.502688 nChanged 31 SP:Iteration 20F (9244.630000 sec): 3 clusters Score: Raw -17250464.657805 + Penalty 5708.856116 = -17244755.801689 nChanged 20 SP:Iteration 21Q (9245.400000 sec): 3 clusters Score: Raw -17250480.105968 + Penalty 5708.856116 = -17244771.249852 nChanged 11 SP:Iteration 22Q (9246.130000 sec): 3 clusters Score: Raw -17250490.384396 + Penalty 5708.856116 = -17244781.528280 nChanged 10 SP:Iteration 23Q (9246.910000 sec): 3 clusters Score: Raw -17250498.361285 + Penalty 5708.856116 = -17244789.505169 nChanged 9 SP:Iteration 24Q (9247.750000 sec): 3 clusters Score: Raw -17250505.567951 + Penalty 5708.856116 = -17244796.711835 nChanged 7 SP:Iteration 25Q (9248.490000 sec): 3 clusters Score: Raw -17250509.549723 + Penalty 5708.856116 = -17244800.693607 nChanged 6 SP:Iteration 26Q (9249.260000 sec): 3 clusters Score: Raw -17250514.222791 + Penalty 5708.856116 = -17244805.366675 nChanged 5 SP:Iteration 27Q (9249.960000 sec): 3 clusters Score: Raw -17250517.012273 + Penalty 5708.856116 = -17244808.156158 nChanged 4 SP:Iteration 28Q (9250.720000 sec): 3 clusters Score: Raw -17250520.206892 + Penalty 5708.856116 = -17244811.350776 nChanged 4 SP:Iteration 29Q (9251.380000 sec): 3 clusters Score: Raw -17250523.065054 + Penalty 5708.856116 = -17244814.208938 nChanged 1 SP:Iteration 30Q (9252.070000 sec): 3 clusters Score: Raw -17250523.537613 + Penalty 5708.856116 = -17244814.681498 nChanged 2 SP:Iteration 31Q (9252.800000 sec): 3 clusters Score: Raw -17250524.927127 + Penalty 5708.856116 = -17244816.071011 nChanged 1 SP:Iteration 32Q (9253.460000 sec): 3 clusters Score: Raw -17250525.361528 + Penalty 5708.856116 = -17244816.505412 nChanged 2 SP:Iteration 33Q (9254.150000 sec): 3 clusters Score: Raw -17250527.088790 + Penalty 5708.856116 = -17244818.232674 nChanged 2 SP:Iteration 34Q (9254.850000 sec): 3 clusters Score: Raw -17250530.197764 + Penalty 5708.856116 = -17244821.341649 nChanged 3 SP:Iteration 35Q (9255.570000 sec): 3 clusters Score: Raw -17250531.856753 + Penalty 5708.856116 = -17244823.000637 nChanged 0 SP:Iteration 36F (9256.260000 sec): 3 clusters Score: Raw -17250531.856753 + Penalty 5708.856116 = -17244823.000637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9256.400000 sec): 2 clusters Score: Raw -345260.296881 + Penalty 1893.075673 = -343367.221208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9256.590000 sec): 3 clusters Score: Raw -344549.611230 + Penalty 3786.151346 = -340763.459884 nChanged 626 SP:Iteration 1F (9256.730000 sec): 3 clusters Score: Raw -345078.121305 + Penalty 3786.151346 = -341291.969959 nChanged 156 SP:Iteration 2F (9256.950000 sec): 3 clusters Score: Raw -345282.859901 + Penalty 3786.151346 = -341496.708555 nChanged 121 SP:Iteration 3F (9257.160000 sec): 3 clusters Score: Raw -345446.516534 + Penalty 3786.151346 = -341660.365188 nChanged 96 SP:Iteration 4Q (9257.300000 sec): 3 clusters Score: Raw -345573.999744 + Penalty 3786.151346 = -341787.848398 nChanged 71 SP:Iteration 5Q (9257.490000 sec): 3 clusters Score: Raw -345656.402909 + Penalty 3786.151346 = -341870.251563 nChanged 64 SP:Iteration 6Q (9257.650000 sec): 3 clusters Score: Raw -345740.677810 + Penalty 3786.151346 = -341954.526464 nChanged 71 SP:Iteration 7Q (9257.840000 sec): 3 clusters Score: Raw -345811.765711 + Penalty 3786.151346 = -342025.614365 nChanged 43 SP:Iteration 8Q (9258.020000 sec): 3 clusters Score: Raw -345846.694602 + Penalty 3786.151346 = -342060.543256 nChanged 29 SP:Iteration 9Q (9258.170000 sec): 3 clusters Score: Raw -345871.820337 + Penalty 3786.151346 = -342085.668991 nChanged 24 SP:Iteration 10Q (9258.340000 sec): 3 clusters Score: Raw -345888.048830 + Penalty 3786.151346 = -342101.897483 nChanged 18 SP:Iteration 11Q (9258.510000 sec): 3 clusters Score: Raw -345900.405724 + Penalty 3786.151346 = -342114.254378 nChanged 11 SP:Iteration 12Q (9258.700000 sec): 3 clusters Score: Raw -345907.136635 + Penalty 3786.151346 = -342120.985289 nChanged 12 SP:Iteration 13Q (9258.890000 sec): 3 clusters Score: Raw -345914.081091 + Penalty 3786.151346 = -342127.929744 nChanged 10 SP:Iteration 14Q (9259.100000 sec): 3 clusters Score: Raw -345920.021649 + Penalty 3786.151346 = -342133.870303 nChanged 7 SP:Iteration 15Q (9259.260000 sec): 3 clusters Score: Raw -345924.789296 + Penalty 3786.151346 = -342138.637950 nChanged 7 SP:Iteration 16Q (9259.360000 sec): 3 clusters Score: Raw -345929.693709 + Penalty 3786.151346 = -342143.542362 nChanged 9 SP:Iteration 17Q (9259.530000 sec): 3 clusters Score: Raw -345938.085183 + Penalty 3786.151346 = -342151.933837 nChanged 8 SP:Iteration 18Q (9259.740000 sec): 3 clusters Score: Raw -345944.158453 + Penalty 3786.151346 = -342158.007107 nChanged 10 SP:Iteration 19Q (9259.930000 sec): 3 clusters Score: Raw -345949.906736 + Penalty 3786.151346 = -342163.755390 nChanged 7 SP:Iteration 20F (9260.110000 sec): 3 clusters Score: Raw -345952.937809 + Penalty 3786.151346 = -342166.786463 nChanged 6 SP:Iteration 21Q (9260.260000 sec): 3 clusters Score: Raw -345957.151258 + Penalty 3786.151346 = -342170.999911 nChanged 5 SP:Iteration 22Q (9260.470000 sec): 3 clusters Score: Raw -345959.865131 + Penalty 3786.151346 = -342173.713785 nChanged 1 SP:Iteration 23Q (9260.660000 sec): 3 clusters Score: Raw -345960.595525 + Penalty 3786.151346 = -342174.444179 nChanged 3 SP:Iteration 24Q (9260.840000 sec): 3 clusters Score: Raw -345962.932254 + Penalty 3786.151346 = -342176.780908 nChanged 2 SP:Iteration 25Q (9261.020000 sec): 3 clusters Score: Raw -345966.302244 + Penalty 3786.151346 = -342180.150898 nChanged 4 SP:Iteration 26Q (9261.190000 sec): 3 clusters Score: Raw -345968.700012 + Penalty 3786.151346 = -342182.548666 nChanged 0 SP:Iteration 27F (9261.370000 sec): 3 clusters Score: Raw -345968.700012 + Penalty 3786.151346 = -342182.548666 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (1062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9261.450000 sec): 2 clusters Score: Raw -168934.846079 + Penalty 1728.041482 = -167206.804596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9261.640000 sec): 3 clusters Score: Raw -168732.763487 + Penalty 3456.082964 = -165276.680523 nChanged 270 SP:Iteration 1F (9261.800000 sec): 3 clusters Score: Raw -169084.723185 + Penalty 3456.082964 = -165628.640221 nChanged 68 SP:Iteration 2F (9261.960000 sec): 3 clusters Score: Raw -169207.614150 + Penalty 3456.082964 = -165751.531186 nChanged 39 SP:Iteration 3Q (9262.140000 sec): 3 clusters Score: Raw -169268.924590 + Penalty 3456.082964 = -165812.841626 nChanged 31 SP:Iteration 4Q (9262.340000 sec): 3 clusters Score: Raw -169321.234788 + Penalty 3456.082964 = -165865.151824 nChanged 26 SP:Iteration 5Q (9262.460000 sec): 3 clusters Score: Raw -169397.704236 + Penalty 3456.082964 = -165941.621271 nChanged 39 SP:Iteration 6Q (9262.650000 sec): 3 clusters Score: Raw -169494.334265 + Penalty 3456.082964 = -166038.251301 nChanged 33 SP:Iteration 7Q (9262.800000 sec): 3 clusters Score: Raw -169575.352984 + Penalty 3456.082964 = -166119.270020 nChanged 28 SP:Iteration 8Q (9262.930000 sec): 3 clusters Score: Raw -169626.374683 + Penalty 3456.082964 = -166170.291719 nChanged 29 SP:Iteration 9Q (9263.100000 sec): 3 clusters Score: Raw -169690.562781 + Penalty 3456.082964 = -166234.479817 nChanged 23 SP:Iteration 10Q (9263.250000 sec): 3 clusters Score: Raw -169734.325144 + Penalty 3456.082964 = -166278.242179 nChanged 14 SP:Iteration 11Q (9263.400000 sec): 3 clusters Score: Raw -169756.139534 + Penalty 3456.082964 = -166300.056570 nChanged 13 SP:Iteration 12Q (9263.530000 sec): 3 clusters Score: Raw -169772.501829 + Penalty 3456.082964 = -166316.418864 nChanged 12 SP:Iteration 13Q (9263.660000 sec): 3 clusters Score: Raw -169788.702910 + Penalty 3456.082964 = -166332.619946 nChanged 6 SP:Iteration 14Q (9263.800000 sec): 3 clusters Score: Raw -169795.202103 + Penalty 3456.082964 = -166339.119138 nChanged 2 SP:Iteration 15Q (9263.940000 sec): 3 clusters Score: Raw -169798.536984 + Penalty 3456.082964 = -166342.454020 nChanged 2 SP:Iteration 16Q (9264.070000 sec): 3 clusters Score: Raw -169800.937883 + Penalty 3456.082964 = -166344.854919 nChanged 4 SP:Iteration 17Q (9264.210000 sec): 3 clusters Score: Raw -169805.651393 + Penalty 3456.082964 = -166349.568429 nChanged 1 SP:Iteration 18Q (9264.400000 sec): 3 clusters Score: Raw -169807.591017 + Penalty 3456.082964 = -166351.508053 nChanged 0 SP:Iteration 19F (9264.510000 sec): 3 clusters Score: Raw -169807.591017 + Penalty 3456.082964 = -166351.508053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9264.600000 sec): 2 clusters Score: Raw -81759.397750 + Penalty 1544.670729 = -80214.727022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9264.750000 sec): 3 clusters Score: Raw -81813.563727 + Penalty 3089.341458 = -78724.222269 nChanged 98 SP:Iteration 1F (9264.920000 sec): 3 clusters Score: Raw -82111.987753 + Penalty 3089.341458 = -79022.646295 nChanged 31 SP:Iteration 2F (9265.090000 sec): 3 clusters Score: Raw -82200.138191 + Penalty 3089.341458 = -79110.796733 nChanged 22 SP:Iteration 3Q (9265.260000 sec): 3 clusters Score: Raw -82247.883673 + Penalty 3089.341458 = -79158.542215 nChanged 9 SP:Iteration 4Q (9265.400000 sec): 3 clusters Score: Raw -82263.861114 + Penalty 3089.341458 = -79174.519656 nChanged 5 SP:Iteration 5Q (9265.560000 sec): 3 clusters Score: Raw -82273.309149 + Penalty 3089.341458 = -79183.967691 nChanged 2 SP:Iteration 6Q (9265.690000 sec): 3 clusters Score: Raw -82279.248275 + Penalty 3089.341458 = -79189.906818 nChanged 2 SP:Iteration 7Q (9265.830000 sec): 3 clusters Score: Raw -82282.627742 + Penalty 3089.341458 = -79193.286284 nChanged 1 SP:Iteration 8Q (9265.960000 sec): 3 clusters Score: Raw -82289.210984 + Penalty 3089.341458 = -79199.869526 nChanged 2 SP:Iteration 9Q (9266.100000 sec): 3 clusters Score: Raw -82297.871473 + Penalty 3089.341458 = -79208.530015 nChanged 3 SP:Iteration 10Q (9266.230000 sec): 3 clusters Score: Raw -82302.664126 + Penalty 3089.341458 = -79213.322668 nChanged 2 SP:Iteration 11Q (9266.410000 sec): 3 clusters Score: Raw -82308.582996 + Penalty 3089.341458 = -79219.241538 nChanged 1 SP:Iteration 12Q (9266.580000 sec): 3 clusters Score: Raw -82311.215323 + Penalty 3089.341458 = -79221.873865 nChanged 1 SP:Iteration 13Q (9266.740000 sec): 3 clusters Score: Raw -82312.694258 + Penalty 3089.341458 = -79223.352800 nChanged 1 SP:Iteration 14Q (9266.930000 sec): 3 clusters Score: Raw -82324.901842 + Penalty 3089.341458 = -79235.560384 nChanged 3 SP:Iteration 15Q (9267.070000 sec): 3 clusters Score: Raw -82337.542310 + Penalty 3089.341458 = -79248.200852 nChanged 3 SP:Iteration 16Q (9267.180000 sec): 3 clusters Score: Raw -82346.346613 + Penalty 3089.341458 = -79257.005155 nChanged 7 SP:Iteration 17Q (9267.320000 sec): 3 clusters Score: Raw -82378.642505 + Penalty 3089.341458 = -79289.301048 nChanged 9 SP:Iteration 18Q (9267.460000 sec): 3 clusters Score: Raw -82404.397331 + Penalty 3089.341458 = -79315.055873 nChanged 8 SP:Iteration 19Q (9267.550000 sec): 3 clusters Score: Raw -82440.714504 + Penalty 3089.341458 = -79351.373046 nChanged 7 SP:Iteration 20F (9267.680000 sec): 3 clusters Score: Raw -82470.834904 + Penalty 3089.341458 = -79381.493446 nChanged 5 SP:Iteration 21Q (9267.790000 sec): 3 clusters Score: Raw -82536.148085 + Penalty 3089.341458 = -79446.806627 nChanged 14 SP:Iteration 22Q (9267.980000 sec): 3 clusters Score: Raw -82587.838261 + Penalty 3089.341458 = -79498.496803 nChanged 13 SP:Iteration 23Q (9268.090000 sec): 3 clusters Score: Raw -82682.203806 + Penalty 3089.341458 = -79592.862348 nChanged 17 SP:Iteration 24Q (9268.250000 sec): 3 clusters Score: Raw -82757.698446 + Penalty 3089.341458 = -79668.356988 nChanged 18 SP:Iteration 25Q (9268.410000 sec): 3 clusters Score: Raw -82800.669769 + Penalty 3089.341458 = -79711.328311 nChanged 11 SP:Iteration 26Q (9268.580000 sec): 3 clusters Score: Raw -82827.134712 + Penalty 3089.341458 = -79737.793255 nChanged 11 SP:Iteration 27Q (9268.670000 sec): 3 clusters Score: Raw -82866.632224 + Penalty 3089.341458 = -79777.290766 nChanged 10 SP:Iteration 28Q (9268.800000 sec): 3 clusters Score: Raw -82916.434124 + Penalty 3089.341458 = -79827.092666 nChanged 15 SP:Iteration 29Q (9268.920000 sec): 3 clusters Score: Raw -82996.739038 + Penalty 3089.341458 = -79907.397581 nChanged 8 SP:Iteration 30Q (9269.050000 sec): 3 clusters Score: Raw -83044.254167 + Penalty 3089.341458 = -79954.912709 nChanged 7 SP:Iteration 31Q (9269.180000 sec): 3 clusters Score: Raw -83096.266489 + Penalty 3089.341458 = -80006.925031 nChanged 10 SP:Iteration 32Q (9269.360000 sec): 3 clusters Score: Raw -83174.772988 + Penalty 3089.341458 = -80085.431531 nChanged 7 SP:Iteration 33Q (9269.490000 sec): 3 clusters Score: Raw -83212.699881 + Penalty 3089.341458 = -80123.358423 nChanged 1 SP:Iteration 34Q (9269.660000 sec): 3 clusters Score: Raw -83214.451004 + Penalty 3089.341458 = -80125.109547 nChanged 0 SP:Iteration 35F (9269.810000 sec): 3 clusters Score: Raw -83214.451004 + Penalty 3089.341458 = -80125.109547 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9269.910000 sec): 2 clusters Score: Raw -44873.956092 + Penalty 1400.070831 = -43473.885261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9270.080000 sec): 3 clusters Score: Raw -44996.197070 + Penalty 2800.141661 = -42196.055408 nChanged 23 SP:Iteration 1F (9270.270000 sec): 3 clusters Score: Raw -45076.249695 + Penalty 2800.141661 = -42276.108034 nChanged 6 SP:Iteration 2Q (9270.390000 sec): 3 clusters Score: Raw -45100.552201 + Penalty 2800.141661 = -42300.410539 nChanged 3 SP:Iteration 3Q (9270.530000 sec): 3 clusters Score: Raw -45113.427536 + Penalty 2800.141661 = -42313.285875 nChanged 6 SP:Iteration 4Q (9270.640000 sec): 3 clusters Score: Raw -45146.339444 + Penalty 2800.141661 = -42346.197783 nChanged 2 SP:Iteration 5Q (9270.810000 sec): 3 clusters Score: Raw -45157.676568 + Penalty 2800.141661 = -42357.534907 nChanged 1 SP:Iteration 6Q (9270.990000 sec): 3 clusters Score: Raw -45159.051716 + Penalty 2800.141661 = -42358.910054 nChanged 0 SP:Iteration 7F (9271.170000 sec): 3 clusters Score: Raw -45159.051716 + Penalty 2800.141661 = -42358.910054 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9271.270000 sec): 2 clusters Score: Raw -73975.840955 + Penalty 1531.098954 = -72444.742002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9271.400000 sec): 3 clusters Score: Raw -74003.674287 + Penalty 3062.197908 = -70941.476380 nChanged 96 SP:Iteration 1F (9271.580000 sec): 3 clusters Score: Raw -74240.782028 + Penalty 3062.197908 = -71178.584120 nChanged 26 SP:Iteration 2F (9271.750000 sec): 3 clusters Score: Raw -74323.454435 + Penalty 3062.197908 = -71261.256527 nChanged 14 SP:Iteration 3Q (9271.940000 sec): 3 clusters Score: Raw -74382.780478 + Penalty 3062.197908 = -71320.582571 nChanged 12 SP:Iteration 4Q (9272.110000 sec): 3 clusters Score: Raw -74423.304445 + Penalty 3062.197908 = -71361.106537 nChanged 8 SP:Iteration 5Q (9272.260000 sec): 3 clusters Score: Raw -74459.241449 + Penalty 3062.197908 = -71397.043542 nChanged 5 SP:Iteration 6Q (9272.430000 sec): 3 clusters Score: Raw -74476.443976 + Penalty 3062.197908 = -71414.246069 nChanged 8 SP:Iteration 7Q (9272.590000 sec): 3 clusters Score: Raw -74505.867457 + Penalty 3062.197908 = -71443.669550 nChanged 7 SP:Iteration 8Q (9272.770000 sec): 3 clusters Score: Raw -74530.468197 + Penalty 3062.197908 = -71468.270289 nChanged 4 SP:Iteration 9Q (9272.930000 sec): 3 clusters Score: Raw -74545.031241 + Penalty 3062.197908 = -71482.833334 nChanged 6 SP:Iteration 10Q (9273.080000 sec): 3 clusters Score: Raw -74564.685013 + Penalty 3062.197908 = -71502.487106 nChanged 5 SP:Iteration 11Q (9273.210000 sec): 3 clusters Score: Raw -74583.691995 + Penalty 3062.197908 = -71521.494088 nChanged 3 SP:Iteration 12Q (9273.370000 sec): 3 clusters Score: Raw -74599.319387 + Penalty 3062.197908 = -71537.121479 nChanged 4 SP:Iteration 13Q (9273.570000 sec): 3 clusters Score: Raw -74611.719466 + Penalty 3062.197908 = -71549.521558 nChanged 5 SP:Iteration 14Q (9273.710000 sec): 3 clusters Score: Raw -74630.379537 + Penalty 3062.197908 = -71568.181630 nChanged 5 SP:Iteration 15Q (9273.860000 sec): 3 clusters Score: Raw -74660.807950 + Penalty 3062.197908 = -71598.610042 nChanged 5 SP:Iteration 16Q (9274.030000 sec): 3 clusters Score: Raw -74684.868553 + Penalty 3062.197908 = -71622.670646 nChanged 3 SP:Iteration 17Q (9274.190000 sec): 3 clusters Score: Raw -74700.736657 + Penalty 3062.197908 = -71638.538749 nChanged 4 SP:Iteration 18Q (9274.320000 sec): 3 clusters Score: Raw -74721.973691 + Penalty 3062.197908 = -71659.775784 nChanged 2 SP:Iteration 19Q (9274.470000 sec): 3 clusters Score: Raw -74736.693241 + Penalty 3062.197908 = -71674.495334 nChanged 2 SP:Iteration 20F (9274.590000 sec): 3 clusters Score: Raw -74745.509863 + Penalty 3062.197908 = -71683.311955 nChanged 1 SP:Iteration 21Q (9274.760000 sec): 3 clusters Score: Raw -74750.474831 + Penalty 3062.197908 = -71688.276924 nChanged 0 SP:Iteration 22F (9274.890000 sec): 3 clusters Score: Raw -74750.474831 + Penalty 3062.197908 = -71688.276924 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (20655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9275.130000 sec): 2 clusters Score: Raw -3576908.302322 + Penalty 2464.056750 = -3574444.245572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9275.400000 sec): 3 clusters Score: Raw -3564852.066909 + Penalty 4928.113499 = -3559923.953410 nChanged 9132 SP:Iteration 1F (9275.710000 sec): 3 clusters Score: Raw -3569767.896019 + Penalty 4928.113499 = -3564839.782520 nChanged 1064 SP:Iteration 2F (9276.000000 sec): 3 clusters Score: Raw -3570161.889998 + Penalty 4928.113499 = -3565233.776499 nChanged 935 SP:Iteration 3Q (9276.370000 sec): 3 clusters Score: Raw -3570497.268126 + Penalty 4928.113499 = -3565569.154627 nChanged 864 SP:Iteration 4Q (9276.650000 sec): 3 clusters Score: Raw -3570823.975030 + Penalty 4928.113499 = -3565895.861531 nChanged 924 SP:Iteration 5Q (9276.990000 sec): 3 clusters Score: Raw -3571225.422540 + Penalty 4928.113499 = -3566297.309041 nChanged 1000 SP:Iteration 6Q (9277.310000 sec): 3 clusters Score: Raw -3571740.685235 + Penalty 4928.113499 = -3566812.571735 nChanged 1133 SP:Iteration 7F (9277.630000 sec): 3 clusters Score: Raw -3572422.081596 + Penalty 4928.113499 = -3567493.968097 nChanged 1220 SP:Iteration 8F (9277.930000 sec): 3 clusters Score: Raw -3573276.988081 + Penalty 4928.113499 = -3568348.874582 nChanged 1304 SP:Iteration 9F (9278.170000 sec): 3 clusters Score: Raw -3574316.665026 + Penalty 4928.113499 = -3569388.551527 nChanged 1136 SP:Iteration 10F (9278.440000 sec): 3 clusters Score: Raw -3575294.937408 + Penalty 4928.113499 = -3570366.823909 nChanged 857 SP:Iteration 11Q (9278.700000 sec): 3 clusters Score: Raw -3576083.247163 + Penalty 4928.113499 = -3571155.133664 nChanged 549 SP:Iteration 12Q (9279.040000 sec): 3 clusters Score: Raw -3576605.456489 + Penalty 4928.113499 = -3571677.342990 nChanged 292 SP:Iteration 13Q (9279.350000 sec): 3 clusters Score: Raw -3576892.590731 + Penalty 4928.113499 = -3571964.477231 nChanged 131 SP:Iteration 14Q (9279.650000 sec): 3 clusters Score: Raw -3577043.564648 + Penalty 4928.113499 = -3572115.451149 nChanged 50 SP:Iteration 15Q (9279.950000 sec): 3 clusters Score: Raw -3577107.259842 + Penalty 4928.113499 = -3572179.146343 nChanged 22 SP:Iteration 16Q (9280.200000 sec): 3 clusters Score: Raw -3577142.384468 + Penalty 4928.113499 = -3572214.270969 nChanged 19 SP:Iteration 17Q (9280.480000 sec): 3 clusters Score: Raw -3577171.718053 + Penalty 4928.113499 = -3572243.604553 nChanged 17 SP:Iteration 18Q (9280.760000 sec): 3 clusters Score: Raw -3577193.736117 + Penalty 4928.113499 = -3572265.622618 nChanged 11 SP:Iteration 19Q (9281.030000 sec): 3 clusters Score: Raw -3577209.284807 + Penalty 4928.113499 = -3572281.171308 nChanged 7 SP:Iteration 20F (9281.340000 sec): 3 clusters Score: Raw -3577218.449891 + Penalty 4928.113499 = -3572290.336392 nChanged 6 SP:Iteration 21Q (9281.560000 sec): 3 clusters Score: Raw -3577226.751493 + Penalty 4928.113499 = -3572298.637994 nChanged 2 SP:Iteration 22Q (9281.820000 sec): 3 clusters Score: Raw -3577229.559285 + Penalty 4928.113499 = -3572301.445786 nChanged 1 SP:Iteration 23Q (9282.140000 sec): 3 clusters Score: Raw -3577230.960209 + Penalty 4928.113499 = -3572302.846710 nChanged 1 SP:Iteration 24Q (9282.400000 sec): 3 clusters Score: Raw -3577231.548753 + Penalty 4928.113499 = -3572303.435254 nChanged 0 SP:Iteration 25F (9282.660000 sec): 3 clusters Score: Raw -3577231.548753 + Penalty 4928.113499 = -3572303.435254 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9282.780000 sec): 2 clusters Score: Raw -24067.463025 + Penalty 1264.766874 = -22802.696151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9282.980000 sec): 3 clusters Score: Raw -24389.713619 + Penalty 2529.533748 = -21860.179871 nChanged 12 SP:Iteration 1F (9283.120000 sec): 3 clusters Score: Raw -24464.736555 + Penalty 2529.533748 = -21935.202807 nChanged 3 SP:Iteration 2Q (9283.300000 sec): 3 clusters Score: Raw -24478.423882 + Penalty 2529.533748 = -21948.890133 nChanged 2 SP:Iteration 3Q (9283.420000 sec): 3 clusters Score: Raw -24492.332508 + Penalty 2529.533748 = -21962.798760 nChanged 2 SP:Iteration 4Q (9283.600000 sec): 3 clusters Score: Raw -24501.264909 + Penalty 2529.533748 = -21971.731160 nChanged 0 SP:Iteration 5F (9283.760000 sec): 3 clusters Score: Raw -24501.264909 + Penalty 2529.533748 = -21971.731160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.870000 sec): 2 clusters Score: Raw -381249.405917 + Penalty 1902.497509 = -379346.908408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9284.000000 sec): 3 clusters Score: Raw -380431.193473 + Penalty 3804.995018 = -376626.198455 nChanged 715 SP:Iteration 1F (9284.190000 sec): 3 clusters Score: Raw -380994.878978 + Penalty 3804.995018 = -377189.883960 nChanged 194 SP:Iteration 2F (9284.370000 sec): 3 clusters Score: Raw -381201.658892 + Penalty 3804.995018 = -377396.663874 nChanged 140 SP:Iteration 3F (9284.550000 sec): 3 clusters Score: Raw -381354.355156 + Penalty 3804.995018 = -377549.360138 nChanged 93 SP:Iteration 4Q (9284.720000 sec): 3 clusters Score: Raw -381457.633821 + Penalty 3804.995018 = -377652.638803 nChanged 79 SP:Iteration 5Q (9284.860000 sec): 3 clusters Score: Raw -381543.647784 + Penalty 3804.995018 = -377738.652766 nChanged 73 SP:Iteration 6Q (9285.040000 sec): 3 clusters Score: Raw -381630.682238 + Penalty 3804.995018 = -377825.687220 nChanged 65 SP:Iteration 7Q (9285.250000 sec): 3 clusters Score: Raw -381714.947142 + Penalty 3804.995018 = -377909.952124 nChanged 69 SP:Iteration 8Q (9285.400000 sec): 3 clusters Score: Raw -381798.470474 + Penalty 3804.995018 = -377993.475456 nChanged 69 SP:Iteration 9Q (9285.610000 sec): 3 clusters Score: Raw -381883.309944 + Penalty 3804.995018 = -378078.314926 nChanged 65 SP:Iteration 10Q (9285.750000 sec): 3 clusters Score: Raw -381959.078902 + Penalty 3804.995018 = -378154.083884 nChanged 47 SP:Iteration 11Q (9285.910000 sec): 3 clusters Score: Raw -382012.724703 + Penalty 3804.995018 = -378207.729685 nChanged 44 SP:Iteration 12Q (9286.080000 sec): 3 clusters Score: Raw -382064.184439 + Penalty 3804.995018 = -378259.189422 nChanged 28 SP:Iteration 13Q (9286.310000 sec): 3 clusters Score: Raw -382092.767910 + Penalty 3804.995018 = -378287.772892 nChanged 30 SP:Iteration 14Q (9286.450000 sec): 3 clusters Score: Raw -382120.198383 + Penalty 3804.995018 = -378315.203365 nChanged 15 SP:Iteration 15Q (9286.630000 sec): 3 clusters Score: Raw -382131.946015 + Penalty 3804.995018 = -378326.950997 nChanged 18 SP:Iteration 16Q (9286.840000 sec): 3 clusters Score: Raw -382147.389392 + Penalty 3804.995018 = -378342.394374 nChanged 14 SP:Iteration 17Q (9287.030000 sec): 3 clusters Score: Raw -382159.081182 + Penalty 3804.995018 = -378354.086164 nChanged 15 SP:Iteration 18Q (9287.190000 sec): 3 clusters Score: Raw -382171.564098 + Penalty 3804.995018 = -378366.569080 nChanged 13 SP:Iteration 19Q (9287.410000 sec): 3 clusters Score: Raw -382184.589524 + Penalty 3804.995018 = -378379.594506 nChanged 13 SP:Iteration 20F (9287.540000 sec): 3 clusters Score: Raw -382196.758971 + Penalty 3804.995018 = -378391.763953 nChanged 13 SP:Iteration 21Q (9287.690000 sec): 3 clusters Score: Raw -382209.562278 + Penalty 3804.995018 = -378404.567260 nChanged 11 SP:Iteration 22Q (9287.850000 sec): 3 clusters Score: Raw -382218.054646 + Penalty 3804.995018 = -378413.059628 nChanged 6 SP:Iteration 23Q (9288.030000 sec): 3 clusters Score: Raw -382225.289192 + Penalty 3804.995018 = -378420.294174 nChanged 5 SP:Iteration 24Q (9288.210000 sec): 3 clusters Score: Raw -382228.537127 + Penalty 3804.995018 = -378423.542109 nChanged 3 SP:Iteration 25Q (9288.370000 sec): 3 clusters Score: Raw -382230.811570 + Penalty 3804.995018 = -378425.816552 nChanged 4 SP:Iteration 26Q (9288.530000 sec): 3 clusters Score: Raw -382233.413974 + Penalty 3804.995018 = -378428.418956 nChanged 3 SP:Iteration 27Q (9288.730000 sec): 3 clusters Score: Raw -382235.276443 + Penalty 3804.995018 = -378430.281425 nChanged 3 SP:Iteration 28Q (9288.870000 sec): 3 clusters Score: Raw -382237.277735 + Penalty 3804.995018 = -378432.282717 nChanged 3 SP:Iteration 29Q (9288.990000 sec): 3 clusters Score: Raw -382239.908373 + Penalty 3804.995018 = -378434.913355 nChanged 3 SP:Iteration 30Q (9289.150000 sec): 3 clusters Score: Raw -382242.173103 + Penalty 3804.995018 = -378437.178085 nChanged 4 SP:Iteration 31Q (9289.330000 sec): 3 clusters Score: Raw -382248.724393 + Penalty 3804.995018 = -378443.729375 nChanged 3 SP:Iteration 32Q (9289.500000 sec): 3 clusters Score: Raw -382250.705517 + Penalty 3804.995018 = -378445.710499 nChanged 1 SP:Iteration 33Q (9289.670000 sec): 3 clusters Score: Raw -382251.322244 + Penalty 3804.995018 = -378446.327226 nChanged 1 SP:Iteration 34Q (9289.820000 sec): 3 clusters Score: Raw -382251.917401 + Penalty 3804.995018 = -378446.922383 nChanged 0 SP:Iteration 35F (9290.020000 sec): 3 clusters Score: Raw -382251.917401 + Penalty 3804.995018 = -378446.922383 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9290.130000 sec): 2 clusters Score: Raw -34516.505345 + Penalty 1355.030288 = -33161.475058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9290.260000 sec): 3 clusters Score: Raw -34673.383754 + Penalty 2710.060575 = -31963.323179 nChanged 16 SP:Iteration 1F (9290.390000 sec): 3 clusters Score: Raw -34740.008001 + Penalty 2710.060575 = -32029.947425 nChanged 7 SP:Iteration 2Q (9290.490000 sec): 3 clusters Score: Raw -34768.123551 + Penalty 2710.060575 = -32058.062975 nChanged 2 SP:Iteration 3Q (9290.630000 sec): 3 clusters Score: Raw -34776.788678 + Penalty 2710.060575 = -32066.728103 nChanged 3 SP:Iteration 4Q (9290.740000 sec): 3 clusters Score: Raw -34790.678761 + Penalty 2710.060575 = -32080.618186 nChanged 1 SP:Iteration 5Q (9290.890000 sec): 3 clusters Score: Raw -34793.657706 + Penalty 2710.060575 = -32083.597130 nChanged 0 SP:Iteration 6F (9291.070000 sec): 3 clusters Score: Raw -34793.657706 + Penalty 2710.060575 = -32083.597130 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (4520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9291.160000 sec): 2 clusters Score: Raw -761582.755771 + Penalty 2087.234284 = -759495.521487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9291.360000 sec): 3 clusters Score: Raw -759418.504124 + Penalty 4174.468567 = -755244.035557 nChanged 1698 SP:Iteration 1F (9291.540000 sec): 3 clusters Score: Raw -760401.344589 + Penalty 4174.468567 = -756226.876021 nChanged 313 SP:Iteration 2F (9291.720000 sec): 3 clusters Score: Raw -760593.446820 + Penalty 4174.468567 = -756418.978252 nChanged 214 SP:Iteration 3Q (9291.910000 sec): 3 clusters Score: Raw -760711.889062 + Penalty 4174.468567 = -756537.420495 nChanged 170 SP:Iteration 4Q (9292.090000 sec): 3 clusters Score: Raw -760802.709038 + Penalty 4174.468567 = -756628.240471 nChanged 136 SP:Iteration 5Q (9292.290000 sec): 3 clusters Score: Raw -760883.131950 + Penalty 4174.468567 = -756708.663383 nChanged 131 SP:Iteration 6Q (9292.470000 sec): 3 clusters Score: Raw -760952.292480 + Penalty 4174.468567 = -756777.823913 nChanged 106 SP:Iteration 7Q (9292.640000 sec): 3 clusters Score: Raw -761006.470306 + Penalty 4174.468567 = -756832.001739 nChanged 104 SP:Iteration 8Q (9292.850000 sec): 3 clusters Score: Raw -761055.045788 + Penalty 4174.468567 = -756880.577221 nChanged 82 SP:Iteration 9Q (9293.020000 sec): 3 clusters Score: Raw -761092.045454 + Penalty 4174.468567 = -756917.576886 nChanged 67 SP:Iteration 10Q (9293.220000 sec): 3 clusters Score: Raw -761121.568354 + Penalty 4174.468567 = -756947.099787 nChanged 58 SP:Iteration 11Q (9293.440000 sec): 3 clusters Score: Raw -761145.549035 + Penalty 4174.468567 = -756971.080468 nChanged 49 SP:Iteration 12Q (9293.600000 sec): 3 clusters Score: Raw -761167.959287 + Penalty 4174.468567 = -756993.490719 nChanged 44 SP:Iteration 13Q (9293.790000 sec): 3 clusters Score: Raw -761187.007026 + Penalty 4174.468567 = -757012.538459 nChanged 41 SP:Iteration 14Q (9293.980000 sec): 3 clusters Score: Raw -761201.738742 + Penalty 4174.468567 = -757027.270175 nChanged 34 SP:Iteration 15Q (9294.190000 sec): 3 clusters Score: Raw -761215.203598 + Penalty 4174.468567 = -757040.735031 nChanged 37 SP:Iteration 16Q (9294.400000 sec): 3 clusters Score: Raw -761230.658435 + Penalty 4174.468567 = -757056.189868 nChanged 30 SP:Iteration 17Q (9294.590000 sec): 3 clusters Score: Raw -761241.869615 + Penalty 4174.468567 = -757067.401047 nChanged 23 SP:Iteration 18Q (9294.790000 sec): 3 clusters Score: Raw -761251.365648 + Penalty 4174.468567 = -757076.897081 nChanged 21 SP:Iteration 19Q (9294.970000 sec): 3 clusters Score: Raw -761258.585178 + Penalty 4174.468567 = -757084.116610 nChanged 21 SP:Iteration 20F (9295.150000 sec): 3 clusters Score: Raw -761265.910773 + Penalty 4174.468567 = -757091.442206 nChanged 21 SP:Iteration 21Q (9295.250000 sec): 3 clusters Score: Raw -761272.181895 + Penalty 4174.468567 = -757097.713328 nChanged 21 SP:Iteration 22Q (9295.400000 sec): 3 clusters Score: Raw -761277.479136 + Penalty 4174.468567 = -757103.010569 nChanged 18 SP:Iteration 23Q (9295.550000 sec): 3 clusters Score: Raw -761284.536344 + Penalty 4174.468567 = -757110.067777 nChanged 26 SP:Iteration 24Q (9295.720000 sec): 3 clusters Score: Raw -761295.758475 + Penalty 4174.468567 = -757121.289908 nChanged 25 SP:Iteration 25Q (9295.920000 sec): 3 clusters Score: Raw -761305.515539 + Penalty 4174.468567 = -757131.046972 nChanged 21 SP:Iteration 26Q (9296.130000 sec): 3 clusters Score: Raw -761312.532202 + Penalty 4174.468567 = -757138.063635 nChanged 18 SP:Iteration 27Q (9296.300000 sec): 3 clusters Score: Raw -761318.105083 + Penalty 4174.468567 = -757143.636516 nChanged 15 SP:Iteration 28Q (9296.460000 sec): 3 clusters Score: Raw -761321.782353 + Penalty 4174.468567 = -757147.313786 nChanged 8 SP:Iteration 29Q (9296.660000 sec): 3 clusters Score: Raw -761324.624016 + Penalty 4174.468567 = -757150.155449 nChanged 9 SP:Iteration 30Q (9296.830000 sec): 3 clusters Score: Raw -761327.510914 + Penalty 4174.468567 = -757153.042346 nChanged 5 SP:Iteration 31Q (9297.030000 sec): 3 clusters Score: Raw -761328.576785 + Penalty 4174.468567 = -757154.108217 nChanged 3 SP:Iteration 32Q (9297.210000 sec): 3 clusters Score: Raw -761329.572027 + Penalty 4174.468567 = -757155.103460 nChanged 1 SP:Iteration 33Q (9297.420000 sec): 3 clusters Score: Raw -761329.764710 + Penalty 4174.468567 = -757155.296143 nChanged 0 SP:Iteration 34F (9297.570000 sec): 3 clusters Score: Raw -761329.764710 + Penalty 4174.468567 = -757155.296143 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9297.660000 sec): 2 clusters Score: Raw -80648.031725 + Penalty 1549.514633 = -79098.517092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9297.820000 sec): 3 clusters Score: Raw -80658.955844 + Penalty 3099.029266 = -77559.926578 nChanged 81 SP:Iteration 1F (9297.970000 sec): 3 clusters Score: Raw -80839.163220 + Penalty 3099.029266 = -77740.133954 nChanged 23 SP:Iteration 2Q (9298.160000 sec): 3 clusters Score: Raw -80903.637014 + Penalty 3099.029266 = -77804.607748 nChanged 17 SP:Iteration 3Q (9298.310000 sec): 3 clusters Score: Raw -80949.543290 + Penalty 3099.029266 = -77850.514024 nChanged 9 SP:Iteration 4Q (9298.490000 sec): 3 clusters Score: Raw -80975.083696 + Penalty 3099.029266 = -77876.054430 nChanged 5 SP:Iteration 5Q (9298.680000 sec): 3 clusters Score: Raw -80984.978472 + Penalty 3099.029266 = -77885.949207 nChanged 1 SP:Iteration 6Q (9298.810000 sec): 3 clusters Score: Raw -80989.209721 + Penalty 3099.029266 = -77890.180455 nChanged 1 SP:Iteration 7Q (9298.970000 sec): 3 clusters Score: Raw -80991.514769 + Penalty 3099.029266 = -77892.485503 nChanged 0 SP:Iteration 8F (9299.130000 sec): 3 clusters Score: Raw -80991.514769 + Penalty 3099.029266 = -77892.485503 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9299.220000 sec): 2 clusters Score: Raw -64972.561346 + Penalty 1515.643900 = -63456.917446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9299.350000 sec): 3 clusters Score: Raw -65288.138338 + Penalty 3031.287800 = -62256.850537 nChanged 111 SP:Iteration 1F (9299.450000 sec): 3 clusters Score: Raw -65729.544539 + Penalty 3031.287800 = -62698.256738 nChanged 32 SP:Iteration 2F (9299.610000 sec): 3 clusters Score: Raw -65872.555181 + Penalty 3031.287800 = -62841.267381 nChanged 17 SP:Iteration 3Q (9299.780000 sec): 3 clusters Score: Raw -65939.229132 + Penalty 3031.287800 = -62907.941332 nChanged 8 SP:Iteration 4Q (9299.910000 sec): 3 clusters Score: Raw -65973.465008 + Penalty 3031.287800 = -62942.177208 nChanged 3 SP:Iteration 5Q (9300.050000 sec): 3 clusters Score: Raw -65982.589038 + Penalty 3031.287800 = -62951.301237 nChanged 3 SP:Iteration 6Q (9300.180000 sec): 3 clusters Score: Raw -65998.832248 + Penalty 3031.287800 = -62967.544448 nChanged 1 SP:Iteration 7Q (9300.310000 sec): 3 clusters Score: Raw -66004.138170 + Penalty 3031.287800 = -62972.850370 nChanged 4 SP:Iteration 8Q (9300.440000 sec): 3 clusters Score: Raw -66021.512725 + Penalty 3031.287800 = -62990.224924 nChanged 5 SP:Iteration 9Q (9300.570000 sec): 3 clusters Score: Raw -66042.825512 + Penalty 3031.287800 = -63011.537711 nChanged 2 SP:Iteration 10Q (9300.730000 sec): 3 clusters Score: Raw -66052.710589 + Penalty 3031.287800 = -63021.422788 nChanged 2 SP:Iteration 11Q (9300.880000 sec): 3 clusters Score: Raw -66057.255631 + Penalty 3031.287800 = -63025.967831 nChanged 2 SP:Iteration 12Q (9301.060000 sec): 3 clusters Score: Raw -66084.877139 + Penalty 3031.287800 = -63053.589339 nChanged 2 SP:Iteration 13Q (9301.190000 sec): 3 clusters Score: Raw -66095.035716 + Penalty 3031.287800 = -63063.747915 nChanged 2 SP:Iteration 14Q (9301.330000 sec): 3 clusters Score: Raw -66100.290365 + Penalty 3031.287800 = -63069.002565 nChanged 0 SP:Iteration 15F (9301.460000 sec): 3 clusters Score: Raw -66100.290365 + Penalty 3031.287800 = -63069.002565 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9301.540000 sec): 2 clusters Score: Raw -15846.645869 + Penalty 1261.723891 = -14584.921978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9301.680000 sec): 3 clusters Score: Raw -16240.635654 + Penalty 2523.447782 = -13717.187872 nChanged 28 SP:Iteration 1F (9301.860000 sec): 3 clusters Score: Raw -16434.485143 + Penalty 2523.447782 = -13911.037360 nChanged 9 SP:Iteration 2F (9302.030000 sec): 3 clusters Score: Raw -16672.533145 + Penalty 2523.447782 = -14149.085362 nChanged 3 SP:Iteration 3Q (9302.210000 sec): 3 clusters Score: Raw -16737.624459 + Penalty 2523.447782 = -14214.176677 nChanged 0 SP:Iteration 4F (9302.380000 sec): 3 clusters Score: Raw -16737.624459 + Penalty 2523.447782 = -14214.176677 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9302.470000 sec): 2 clusters Score: Raw -107801.515700 + Penalty 1603.217899 = -106198.297801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9302.630000 sec): 3 clusters Score: Raw -107781.343896 + Penalty 3206.435799 = -104574.908097 nChanged 122 SP:Iteration 1F (9302.810000 sec): 3 clusters Score: Raw -107997.034502 + Penalty 3206.435799 = -104790.598703 nChanged 29 SP:Iteration 2Q (9303.020000 sec): 3 clusters Score: Raw -108061.753369 + Penalty 3206.435799 = -104855.317570 nChanged 14 SP:Iteration 3Q (9303.150000 sec): 3 clusters Score: Raw -108097.407804 + Penalty 3206.435799 = -104890.972006 nChanged 10 SP:Iteration 4Q (9303.330000 sec): 3 clusters Score: Raw -108121.162562 + Penalty 3206.435799 = -104914.726764 nChanged 6 SP:Iteration 5Q (9303.500000 sec): 3 clusters Score: Raw -108135.289472 + Penalty 3206.435799 = -104928.853673 nChanged 5 SP:Iteration 6Q (9303.690000 sec): 3 clusters Score: Raw -108145.827283 + Penalty 3206.435799 = -104939.391485 nChanged 7 SP:Iteration 7Q (9303.810000 sec): 3 clusters Score: Raw -108151.476368 + Penalty 3206.435799 = -104945.040569 nChanged 4 SP:Iteration 8Q (9303.970000 sec): 3 clusters Score: Raw -108157.322305 + Penalty 3206.435799 = -104950.886506 nChanged 2 SP:Iteration 9Q (9304.110000 sec): 3 clusters Score: Raw -108159.840620 + Penalty 3206.435799 = -104953.404821 nChanged 0 SP:Iteration 10F (9304.270000 sec): 3 clusters Score: Raw -108159.840620 + Penalty 3206.435799 = -104953.404821 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (9458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9304.380000 sec): 2 clusters Score: Raw -1611302.904525 + Penalty 2270.344823 = -1609032.559702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9304.660000 sec): 3 clusters Score: Raw -1606240.181679 + Penalty 4540.689647 = -1601699.492033 nChanged 3901 SP:Iteration 1F (9304.840000 sec): 3 clusters Score: Raw -1608367.544280 + Penalty 4540.689647 = -1603826.854633 nChanged 655 SP:Iteration 2F (9305.090000 sec): 3 clusters Score: Raw -1608685.903462 + Penalty 4540.689647 = -1604145.213815 nChanged 522 SP:Iteration 3F (9305.240000 sec): 3 clusters Score: Raw -1608955.174141 + Penalty 4540.689647 = -1604414.484494 nChanged 453 SP:Iteration 4Q (9305.460000 sec): 3 clusters Score: Raw -1609200.315889 + Penalty 4540.689647 = -1604659.626242 nChanged 417 SP:Iteration 5Q (9305.680000 sec): 3 clusters Score: Raw -1609446.607308 + Penalty 4540.689647 = -1604905.917662 nChanged 428 SP:Iteration 6Q (9305.900000 sec): 3 clusters Score: Raw -1609701.336163 + Penalty 4540.689647 = -1605160.646516 nChanged 370 SP:Iteration 7Q (9306.120000 sec): 3 clusters Score: Raw -1609930.858345 + Penalty 4540.689647 = -1605390.168699 nChanged 366 SP:Iteration 8Q (9306.360000 sec): 3 clusters Score: Raw -1610144.325048 + Penalty 4540.689647 = -1605603.635401 nChanged 362 SP:Iteration 9Q (9306.560000 sec): 3 clusters Score: Raw -1610344.764003 + Penalty 4540.689647 = -1605804.074356 nChanged 338 SP:Iteration 10Q (9306.740000 sec): 3 clusters Score: Raw -1610526.267761 + Penalty 4540.689647 = -1605985.578114 nChanged 279 SP:Iteration 11Q (9306.960000 sec): 3 clusters Score: Raw -1610667.134716 + Penalty 4540.689647 = -1606126.445070 nChanged 281 SP:Iteration 12Q (9307.160000 sec): 3 clusters Score: Raw -1610817.381355 + Penalty 4540.689647 = -1606276.691708 nChanged 248 SP:Iteration 13Q (9307.390000 sec): 3 clusters Score: Raw -1610929.871095 + Penalty 4540.689647 = -1606389.181448 nChanged 196 SP:Iteration 14Q (9307.620000 sec): 3 clusters Score: Raw -1611016.331002 + Penalty 4540.689647 = -1606475.641355 nChanged 190 SP:Iteration 15Q (9307.840000 sec): 3 clusters Score: Raw -1611101.280226 + Penalty 4540.689647 = -1606560.590579 nChanged 183 SP:Iteration 16Q (9308.030000 sec): 3 clusters Score: Raw -1611166.030416 + Penalty 4540.689647 = -1606625.340769 nChanged 162 SP:Iteration 17Q (9308.270000 sec): 3 clusters Score: Raw -1611219.363997 + Penalty 4540.689647 = -1606678.674351 nChanged 129 SP:Iteration 18Q (9308.460000 sec): 3 clusters Score: Raw -1611261.479608 + Penalty 4540.689647 = -1606720.789961 nChanged 120 SP:Iteration 19Q (9308.730000 sec): 3 clusters Score: Raw -1611300.139225 + Penalty 4540.689647 = -1606759.449579 nChanged 111 SP:Iteration 20F (9308.920000 sec): 3 clusters Score: Raw -1611330.996054 + Penalty 4540.689647 = -1606790.306407 nChanged 87 SP:Iteration 21Q (9309.200000 sec): 3 clusters Score: Raw -1611352.645878 + Penalty 4540.689647 = -1606811.956231 nChanged 68 SP:Iteration 22Q (9309.400000 sec): 3 clusters Score: Raw -1611368.068486 + Penalty 4540.689647 = -1606827.378839 nChanged 59 SP:Iteration 23Q (9309.630000 sec): 3 clusters Score: Raw -1611380.208059 + Penalty 4540.689647 = -1606839.518412 nChanged 47 SP:Iteration 24Q (9309.800000 sec): 3 clusters Score: Raw -1611390.125818 + Penalty 4540.689647 = -1606849.436172 nChanged 46 SP:Iteration 25Q (9309.980000 sec): 3 clusters Score: Raw -1611398.946091 + Penalty 4540.689647 = -1606858.256445 nChanged 36 SP:Iteration 26Q (9310.170000 sec): 3 clusters Score: Raw -1611405.209123 + Penalty 4540.689647 = -1606864.519476 nChanged 32 SP:Iteration 27Q (9310.350000 sec): 3 clusters Score: Raw -1611410.728995 + Penalty 4540.689647 = -1606870.039349 nChanged 29 SP:Iteration 28Q (9310.530000 sec): 3 clusters Score: Raw -1611416.363508 + Penalty 4540.689647 = -1606875.673861 nChanged 28 SP:Iteration 29Q (9310.720000 sec): 3 clusters Score: Raw -1611422.321896 + Penalty 4540.689647 = -1606881.632249 nChanged 33 SP:Iteration 30Q (9310.940000 sec): 3 clusters Score: Raw -1611428.381678 + Penalty 4540.689647 = -1606887.692032 nChanged 22 SP:Iteration 31Q (9311.200000 sec): 3 clusters Score: Raw -1611433.103539 + Penalty 4540.689647 = -1606892.413892 nChanged 20 SP:Iteration 32Q (9311.360000 sec): 3 clusters Score: Raw -1611435.874162 + Penalty 4540.689647 = -1606895.184515 nChanged 12 SP:Iteration 33Q (9311.540000 sec): 3 clusters Score: Raw -1611437.351421 + Penalty 4540.689647 = -1606896.661774 nChanged 10 SP:Iteration 34Q (9311.730000 sec): 3 clusters Score: Raw -1611438.764122 + Penalty 4540.689647 = -1606898.074475 nChanged 9 SP:Iteration 35Q (9311.910000 sec): 3 clusters Score: Raw -1611440.317799 + Penalty 4540.689647 = -1606899.628152 nChanged 10 SP:Iteration 36Q (9312.090000 sec): 3 clusters Score: Raw -1611442.093317 + Penalty 4540.689647 = -1606901.403670 nChanged 10 SP:Iteration 37Q (9312.270000 sec): 3 clusters Score: Raw -1611443.523864 + Penalty 4540.689647 = -1606902.834217 nChanged 12 SP:Iteration 38Q (9312.460000 sec): 3 clusters Score: Raw -1611445.710861 + Penalty 4540.689647 = -1606905.021214 nChanged 15 SP:Iteration 39Q (9312.730000 sec): 3 clusters Score: Raw -1611448.383674 + Penalty 4540.689647 = -1606907.694027 nChanged 14 SP:Iteration 40F (9312.880000 sec): 3 clusters Score: Raw -1611450.691248 + Penalty 4540.689647 = -1606910.001601 nChanged 14 SP:Iteration 41Q (9313.140000 sec): 3 clusters Score: Raw -1611452.718648 + Penalty 4540.689647 = -1606912.029002 nChanged 13 SP:Iteration 42Q (9313.310000 sec): 3 clusters Score: Raw -1611454.603799 + Penalty 4540.689647 = -1606913.914152 nChanged 15 SP:Iteration 43Q (9313.490000 sec): 3 clusters Score: Raw -1611457.182992 + Penalty 4540.689647 = -1606916.493346 nChanged 13 SP:Iteration 44Q (9313.680000 sec): 3 clusters Score: Raw -1611459.394532 + Penalty 4540.689647 = -1606918.704885 nChanged 11 SP:Iteration 45Q (9313.860000 sec): 3 clusters Score: Raw -1611461.754469 + Penalty 4540.689647 = -1606921.064822 nChanged 15 SP:Iteration 46Q (9314.050000 sec): 3 clusters Score: Raw -1611464.407474 + Penalty 4540.689647 = -1606923.717827 nChanged 10 SP:Iteration 47Q (9314.230000 sec): 3 clusters Score: Raw -1611465.608345 + Penalty 4540.689647 = -1606924.918699 nChanged 4 SP:Iteration 48Q (9314.450000 sec): 3 clusters Score: Raw -1611466.170592 + Penalty 4540.689647 = -1606925.480945 nChanged 5 SP:Iteration 49Q (9314.720000 sec): 3 clusters Score: Raw -1611467.046345 + Penalty 4540.689647 = -1606926.356699 nChanged 7 SP:Iteration 50Q (9314.870000 sec): 3 clusters Score: Raw -1611468.374969 + Penalty 4540.689647 = -1606927.685322 nChanged 7 SP:Iteration 51Q (9315.090000 sec): 3 clusters Score: Raw -1611469.242490 + Penalty 4540.689647 = -1606928.552843 nChanged 3 SP:Iteration 52Q (9315.240000 sec): 3 clusters Score: Raw -1611469.850324 + Penalty 4540.689647 = -1606929.160677 nChanged 1 SP:Iteration 53Q (9315.460000 sec): 3 clusters Score: Raw -1611470.055588 + Penalty 4540.689647 = -1606929.365941 nChanged 1 SP:Iteration 54Q (9315.700000 sec): 3 clusters Score: Raw -1611470.176856 + Penalty 4540.689647 = -1606929.487209 nChanged 0 SP:Iteration 55F (9315.880000 sec): 3 clusters Score: Raw -1611470.176856 + Penalty 4540.689647 = -1606929.487209 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (10858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9316.010000 sec): 2 clusters Score: Raw -1902423.467329 + Penalty 2304.579039 = -1900118.888290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9316.270000 sec): 3 clusters Score: Raw -1896525.794568 + Penalty 4609.158078 = -1891916.636491 nChanged 4516 SP:Iteration 1F (9316.480000 sec): 3 clusters Score: Raw -1899135.900449 + Penalty 4609.158078 = -1894526.742371 nChanged 807 SP:Iteration 2F (9316.730000 sec): 3 clusters Score: Raw -1899622.259893 + Penalty 4609.158078 = -1895013.101815 nChanged 693 SP:Iteration 3F (9316.940000 sec): 3 clusters Score: Raw -1900057.444247 + Penalty 4609.158078 = -1895448.286169 nChanged 653 SP:Iteration 4F (9317.150000 sec): 3 clusters Score: Raw -1900445.939616 + Penalty 4609.158078 = -1895836.781538 nChanged 590 SP:Iteration 5F (9317.320000 sec): 3 clusters Score: Raw -1900778.669450 + Penalty 4609.158078 = -1896169.511372 nChanged 548 SP:Iteration 6F (9317.500000 sec): 3 clusters Score: Raw -1901074.079744 + Penalty 4609.158078 = -1896464.921667 nChanged 492 SP:Iteration 7Q (9317.710000 sec): 3 clusters Score: Raw -1901368.084489 + Penalty 4609.158078 = -1896758.926411 nChanged 458 SP:Iteration 8Q (9317.930000 sec): 3 clusters Score: Raw -1901647.321788 + Penalty 4609.158078 = -1897038.163710 nChanged 401 SP:Iteration 9Q (9318.180000 sec): 3 clusters Score: Raw -1901873.405100 + Penalty 4609.158078 = -1897264.247023 nChanged 326 SP:Iteration 10Q (9318.390000 sec): 3 clusters Score: Raw -1902053.232510 + Penalty 4609.158078 = -1897444.074433 nChanged 296 SP:Iteration 11Q (9318.620000 sec): 3 clusters Score: Raw -1902219.267535 + Penalty 4609.158078 = -1897610.109457 nChanged 266 SP:Iteration 12Q (9318.830000 sec): 3 clusters Score: Raw -1902376.065829 + Penalty 4609.158078 = -1897766.907751 nChanged 232 SP:Iteration 13Q (9319.090000 sec): 3 clusters Score: Raw -1902508.466722 + Penalty 4609.158078 = -1897899.308644 nChanged 187 SP:Iteration 14Q (9319.380000 sec): 3 clusters Score: Raw -1902628.174510 + Penalty 4609.158078 = -1898019.016432 nChanged 166 SP:Iteration 15Q (9319.560000 sec): 3 clusters Score: Raw -1902733.010155 + Penalty 4609.158078 = -1898123.852078 nChanged 157 SP:Iteration 16Q (9319.770000 sec): 3 clusters Score: Raw -1902829.771411 + Penalty 4609.158078 = -1898220.613333 nChanged 100 SP:Iteration 17Q (9320.020000 sec): 3 clusters Score: Raw -1902890.095289 + Penalty 4609.158078 = -1898280.937211 nChanged 88 SP:Iteration 18Q (9320.230000 sec): 3 clusters Score: Raw -1902940.735027 + Penalty 4609.158078 = -1898331.576950 nChanged 65 SP:Iteration 19Q (9320.400000 sec): 3 clusters Score: Raw -1902974.184195 + Penalty 4609.158078 = -1898365.026118 nChanged 52 SP:Iteration 20F (9320.580000 sec): 3 clusters Score: Raw -1902999.834034 + Penalty 4609.158078 = -1898390.675956 nChanged 40 SP:Iteration 21Q (9320.790000 sec): 3 clusters Score: Raw -1903016.204067 + Penalty 4609.158078 = -1898407.045990 nChanged 32 SP:Iteration 22Q (9320.970000 sec): 3 clusters Score: Raw -1903027.032478 + Penalty 4609.158078 = -1898417.874400 nChanged 16 SP:Iteration 23Q (9321.190000 sec): 3 clusters Score: Raw -1903033.857950 + Penalty 4609.158078 = -1898424.699872 nChanged 25 SP:Iteration 24Q (9321.360000 sec): 3 clusters Score: Raw -1903045.095819 + Penalty 4609.158078 = -1898435.937741 nChanged 24 SP:Iteration 25Q (9321.550000 sec): 3 clusters Score: Raw -1903055.223919 + Penalty 4609.158078 = -1898446.065842 nChanged 23 SP:Iteration 26Q (9321.760000 sec): 3 clusters Score: Raw -1903065.966729 + Penalty 4609.158078 = -1898456.808652 nChanged 16 SP:Iteration 27Q (9321.940000 sec): 3 clusters Score: Raw -1903074.169999 + Penalty 4609.158078 = -1898465.011921 nChanged 16 SP:Iteration 28Q (9322.130000 sec): 3 clusters Score: Raw -1903079.569257 + Penalty 4609.158078 = -1898470.411179 nChanged 10 SP:Iteration 29Q (9322.330000 sec): 3 clusters Score: Raw -1903084.819280 + Penalty 4609.158078 = -1898475.661203 nChanged 6 SP:Iteration 30Q (9322.540000 sec): 3 clusters Score: Raw -1903087.811941 + Penalty 4609.158078 = -1898478.653864 nChanged 5 SP:Iteration 31Q (9322.720000 sec): 3 clusters Score: Raw -1903090.561280 + Penalty 4609.158078 = -1898481.403202 nChanged 8 SP:Iteration 32Q (9322.890000 sec): 3 clusters Score: Raw -1903095.117572 + Penalty 4609.158078 = -1898485.959494 nChanged 5 SP:Iteration 33Q (9323.070000 sec): 3 clusters Score: Raw -1903097.398469 + Penalty 4609.158078 = -1898488.240391 nChanged 3 SP:Iteration 34Q (9323.240000 sec): 3 clusters Score: Raw -1903099.309916 + Penalty 4609.158078 = -1898490.151839 nChanged 3 SP:Iteration 35Q (9323.420000 sec): 3 clusters Score: Raw -1903100.716715 + Penalty 4609.158078 = -1898491.558637 nChanged 1 SP:Iteration 36Q (9323.600000 sec): 3 clusters Score: Raw -1903101.074935 + Penalty 4609.158078 = -1898491.916857 nChanged 1 SP:Iteration 37Q (9323.780000 sec): 3 clusters Score: Raw -1903101.269155 + Penalty 4609.158078 = -1898492.111078 nChanged 2 SP:Iteration 38Q (9323.950000 sec): 3 clusters Score: Raw -1903102.081734 + Penalty 4609.158078 = -1898492.923657 nChanged 2 SP:Iteration 39Q (9324.120000 sec): 3 clusters Score: Raw -1903102.984666 + Penalty 4609.158078 = -1898493.826589 nChanged 1 SP:Iteration 40F (9324.300000 sec): 3 clusters Score: Raw -1903103.430234 + Penalty 4609.158078 = -1898494.272157 nChanged 2 SP:Iteration 41Q (9324.510000 sec): 3 clusters Score: Raw -1903104.154671 + Penalty 4609.158078 = -1898494.996593 nChanged 0 SP:Iteration 42F (9324.650000 sec): 3 clusters Score: Raw -1903104.154671 + Penalty 4609.158078 = -1898494.996593 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9324.720000 sec): 2 clusters Score: Raw -20599.953764 + Penalty 1297.314937 = -19302.638827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9324.880000 sec): 3 clusters Score: Raw -21086.282686 + Penalty 2594.629874 = -18491.652812 nChanged 33 SP:Iteration 1F (9325.030000 sec): 3 clusters Score: Raw -21297.273648 + Penalty 2594.629874 = -18702.643774 nChanged 5 SP:Iteration 2Q (9325.190000 sec): 3 clusters Score: Raw -21378.977217 + Penalty 2594.629874 = -18784.347343 nChanged 2 SP:Iteration 3Q (9325.350000 sec): 3 clusters Score: Raw -21387.427126 + Penalty 2594.629874 = -18792.797252 nChanged 1 SP:Iteration 4Q (9325.510000 sec): 3 clusters Score: Raw -21396.299163 + Penalty 2594.629874 = -18801.669290 nChanged 0 SP:Iteration 5F (9325.670000 sec): 3 clusters Score: Raw -21396.299163 + Penalty 2594.629874 = -18801.669290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9325.750000 sec): 2 clusters Score: Raw -104734.360507 + Penalty 1607.051051 = -103127.309456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9325.910000 sec): 3 clusters Score: Raw -104685.473776 + Penalty 3214.102103 = -101471.371673 nChanged 125 SP:Iteration 1F (9326.070000 sec): 3 clusters Score: Raw -104885.076953 + Penalty 3214.102103 = -101670.974851 nChanged 30 SP:Iteration 2Q (9326.230000 sec): 3 clusters Score: Raw -104944.873036 + Penalty 3214.102103 = -101730.770933 nChanged 11 SP:Iteration 3Q (9326.390000 sec): 3 clusters Score: Raw -104971.898037 + Penalty 3214.102103 = -101757.795934 nChanged 7 SP:Iteration 4Q (9326.550000 sec): 3 clusters Score: Raw -104991.331702 + Penalty 3214.102103 = -101777.229599 nChanged 5 SP:Iteration 5Q (9326.710000 sec): 3 clusters Score: Raw -105007.768518 + Penalty 3214.102103 = -101793.666415 nChanged 7 SP:Iteration 6Q (9326.920000 sec): 3 clusters Score: Raw -105026.123706 + Penalty 3214.102103 = -101812.021603 nChanged 6 SP:Iteration 7Q (9327.070000 sec): 3 clusters Score: Raw -105034.991614 + Penalty 3214.102103 = -101820.889512 nChanged 2 SP:Iteration 8Q (9327.230000 sec): 3 clusters Score: Raw -105038.044549 + Penalty 3214.102103 = -101823.942446 nChanged 2 SP:Iteration 9Q (9327.380000 sec): 3 clusters Score: Raw -105042.052478 + Penalty 3214.102103 = -101827.950375 nChanged 4 SP:Iteration 10Q (9327.540000 sec): 3 clusters Score: Raw -105054.703316 + Penalty 3214.102103 = -101840.601214 nChanged 2 SP:Iteration 11Q (9327.700000 sec): 3 clusters Score: Raw -105057.694187 + Penalty 3214.102103 = -101843.592085 nChanged 3 SP:Iteration 12Q (9327.860000 sec): 3 clusters Score: Raw -105062.974382 + Penalty 3214.102103 = -101848.872279 nChanged 2 SP:Iteration 13Q (9328.010000 sec): 3 clusters Score: Raw -105066.977926 + Penalty 3214.102103 = -101852.875824 nChanged 3 SP:Iteration 14Q (9328.210000 sec): 3 clusters Score: Raw -105069.709934 + Penalty 3214.102103 = -101855.607831 nChanged 4 SP:Iteration 15Q (9328.350000 sec): 3 clusters Score: Raw -105078.732521 + Penalty 3214.102103 = -101864.630419 nChanged 2 SP:Iteration 16Q (9328.480000 sec): 3 clusters Score: Raw -105081.357230 + Penalty 3214.102103 = -101867.255128 nChanged 1 SP:Iteration 17Q (9328.640000 sec): 3 clusters Score: Raw -105085.228135 + Penalty 3214.102103 = -101871.126033 nChanged 4 SP:Iteration 18Q (9328.800000 sec): 3 clusters Score: Raw -105093.847675 + Penalty 3214.102103 = -101879.745572 nChanged 3 SP:Iteration 19Q (9328.960000 sec): 3 clusters Score: Raw -105099.443936 + Penalty 3214.102103 = -101885.341833 nChanged 0 SP:Iteration 20F (9329.120000 sec): 3 clusters Score: Raw -105099.443936 + Penalty 3214.102103 = -101885.341833 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (11199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9329.290000 sec): 2 clusters Score: Raw -1913610.058981 + Penalty 2312.247782 = -1911297.811199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9329.490000 sec): 3 clusters Score: Raw -1907453.089934 + Penalty 4624.495565 = -1902828.594369 nChanged 4635 SP:Iteration 1F (9329.740000 sec): 3 clusters Score: Raw -1909878.971378 + Penalty 4624.495565 = -1905254.475813 nChanged 709 SP:Iteration 2F (9329.940000 sec): 3 clusters Score: Raw -1910184.543233 + Penalty 4624.495565 = -1905560.047668 nChanged 550 SP:Iteration 3Q (9330.180000 sec): 3 clusters Score: Raw -1910403.285004 + Penalty 4624.495565 = -1905778.789440 nChanged 428 SP:Iteration 4Q (9330.410000 sec): 3 clusters Score: Raw -1910560.970744 + Penalty 4624.495565 = -1905936.475179 nChanged 353 SP:Iteration 5Q (9330.620000 sec): 3 clusters Score: Raw -1910681.415283 + Penalty 4624.495565 = -1906056.919718 nChanged 299 SP:Iteration 6Q (9330.900000 sec): 3 clusters Score: Raw -1910766.042907 + Penalty 4624.495565 = -1906141.547343 nChanged 243 SP:Iteration 7Q (9331.070000 sec): 3 clusters Score: Raw -1910841.690248 + Penalty 4624.495565 = -1906217.194683 nChanged 230 SP:Iteration 8Q (9331.320000 sec): 3 clusters Score: Raw -1910921.806917 + Penalty 4624.495565 = -1906297.311352 nChanged 226 SP:Iteration 9Q (9331.570000 sec): 3 clusters Score: Raw -1910993.275451 + Penalty 4624.495565 = -1906368.779886 nChanged 225 SP:Iteration 10Q (9331.780000 sec): 3 clusters Score: Raw -1911064.695065 + Penalty 4624.495565 = -1906440.199500 nChanged 211 SP:Iteration 11Q (9331.990000 sec): 3 clusters Score: Raw -1911141.024297 + Penalty 4624.495565 = -1906516.528732 nChanged 230 SP:Iteration 12Q (9332.240000 sec): 3 clusters Score: Raw -1911222.422899 + Penalty 4624.495565 = -1906597.927334 nChanged 278 SP:Iteration 13Q (9332.510000 sec): 3 clusters Score: Raw -1911333.193710 + Penalty 4624.495565 = -1906708.698145 nChanged 310 SP:Iteration 14Q (9332.700000 sec): 3 clusters Score: Raw -1911479.230637 + Penalty 4624.495565 = -1906854.735073 nChanged 374 SP:Iteration 15Q (9332.950000 sec): 3 clusters Score: Raw -1911689.903590 + Penalty 4624.495565 = -1907065.408025 nChanged 406 SP:Iteration 16Q (9333.160000 sec): 3 clusters Score: Raw -1911908.835989 + Penalty 4624.495565 = -1907284.340424 nChanged 402 SP:Iteration 17Q (9333.410000 sec): 3 clusters Score: Raw -1912165.493574 + Penalty 4624.495565 = -1907540.998009 nChanged 429 SP:Iteration 18Q (9333.630000 sec): 3 clusters Score: Raw -1912471.538990 + Penalty 4624.495565 = -1907847.043425 nChanged 430 SP:Iteration 19Q (9333.850000 sec): 3 clusters Score: Raw -1912795.921643 + Penalty 4624.495565 = -1908171.426078 nChanged 381 SP:Iteration 20F (9334.060000 sec): 3 clusters Score: Raw -1913107.260427 + Penalty 4624.495565 = -1908482.764862 nChanged 279 SP:Iteration 21Q (9334.280000 sec): 3 clusters Score: Raw -1913327.932308 + Penalty 4624.495565 = -1908703.436743 nChanged 215 SP:Iteration 22Q (9334.500000 sec): 3 clusters Score: Raw -1913511.978426 + Penalty 4624.495565 = -1908887.482861 nChanged 143 SP:Iteration 23Q (9334.710000 sec): 3 clusters Score: Raw -1913640.906315 + Penalty 4624.495565 = -1909016.410750 nChanged 102 SP:Iteration 24Q (9334.930000 sec): 3 clusters Score: Raw -1913732.431560 + Penalty 4624.495565 = -1909107.935995 nChanged 60 SP:Iteration 25Q (9335.150000 sec): 3 clusters Score: Raw -1913785.487265 + Penalty 4624.495565 = -1909160.991700 nChanged 42 SP:Iteration 26Q (9335.370000 sec): 3 clusters Score: Raw -1913825.357911 + Penalty 4624.495565 = -1909200.862346 nChanged 32 SP:Iteration 27Q (9335.590000 sec): 3 clusters Score: Raw -1913860.670187 + Penalty 4624.495565 = -1909236.174622 nChanged 19 SP:Iteration 28Q (9335.770000 sec): 3 clusters Score: Raw -1913880.049395 + Penalty 4624.495565 = -1909255.553830 nChanged 14 SP:Iteration 29Q (9335.940000 sec): 3 clusters Score: Raw -1913899.867293 + Penalty 4624.495565 = -1909275.371728 nChanged 12 SP:Iteration 30Q (9336.160000 sec): 3 clusters Score: Raw -1913913.386811 + Penalty 4624.495565 = -1909288.891246 nChanged 11 SP:Iteration 31Q (9336.370000 sec): 3 clusters Score: Raw -1913929.857741 + Penalty 4624.495565 = -1909305.362176 nChanged 10 SP:Iteration 32Q (9336.590000 sec): 3 clusters Score: Raw -1913941.632763 + Penalty 4624.495565 = -1909317.137198 nChanged 8 SP:Iteration 33Q (9336.800000 sec): 3 clusters Score: Raw -1913950.891443 + Penalty 4624.495565 = -1909326.395879 nChanged 7 SP:Iteration 34Q (9336.970000 sec): 3 clusters Score: Raw -1913957.863492 + Penalty 4624.495565 = -1909333.367928 nChanged 4 SP:Iteration 35Q (9337.220000 sec): 3 clusters Score: Raw -1913960.439112 + Penalty 4624.495565 = -1909335.943547 nChanged 2 SP:Iteration 36Q (9337.500000 sec): 3 clusters Score: Raw -1913961.731887 + Penalty 4624.495565 = -1909337.236322 nChanged 2 SP:Iteration 37Q (9337.820000 sec): 3 clusters Score: Raw -1913963.304116 + Penalty 4624.495565 = -1909338.808551 nChanged 1 SP:Iteration 38Q (9338.030000 sec): 3 clusters Score: Raw -1913963.598303 + Penalty 4624.495565 = -1909339.102738 nChanged 1 SP:Iteration 39Q (9338.290000 sec): 3 clusters Score: Raw -1913964.106687 + Penalty 4624.495565 = -1909339.611123 nChanged 0 SP:Iteration 40F (9338.550000 sec): 3 clusters Score: Raw -1913964.106687 + Penalty 4624.495565 = -1909339.611123 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9338.680000 sec): 2 clusters Score: Raw -77865.379542 + Penalty 1554.265736 = -76311.113806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9338.870000 sec): 3 clusters Score: Raw -78006.187106 + Penalty 3108.531472 = -74897.655634 nChanged 108 SP:Iteration 1F (9339.080000 sec): 3 clusters Score: Raw -78283.875427 + Penalty 3108.531472 = -75175.343955 nChanged 35 SP:Iteration 2F (9339.240000 sec): 3 clusters Score: Raw -78385.285097 + Penalty 3108.531472 = -75276.753625 nChanged 19 SP:Iteration 3Q (9339.390000 sec): 3 clusters Score: Raw -78453.882970 + Penalty 3108.531472 = -75345.351498 nChanged 17 SP:Iteration 4Q (9339.570000 sec): 3 clusters Score: Raw -78494.268977 + Penalty 3108.531472 = -75385.737505 nChanged 8 SP:Iteration 5Q (9339.730000 sec): 3 clusters Score: Raw -78527.745491 + Penalty 3108.531472 = -75419.214019 nChanged 4 SP:Iteration 6Q (9339.900000 sec): 3 clusters Score: Raw -78539.980593 + Penalty 3108.531472 = -75431.449121 nChanged 3 SP:Iteration 7Q (9340.070000 sec): 3 clusters Score: Raw -78547.999467 + Penalty 3108.531472 = -75439.467995 nChanged 2 SP:Iteration 8Q (9340.230000 sec): 3 clusters Score: Raw -78556.104423 + Penalty 3108.531472 = -75447.572950 nChanged 1 SP:Iteration 9Q (9340.360000 sec): 3 clusters Score: Raw -78558.380056 + Penalty 3108.531472 = -75449.848584 nChanged 0 SP:Iteration 10F (9340.530000 sec): 3 clusters Score: Raw -78558.380056 + Penalty 3108.531472 = -75449.848584 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9340.600000 sec): 2 clusters Score: Raw -17339.921713 + Penalty 1195.429828 = -16144.491885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9340.730000 sec): 3 clusters Score: Raw -17735.691300 + Penalty 2390.859657 = -15344.831644 nChanged 4 SP:Iteration 1Q (9340.960000 sec): 3 clusters Score: Raw -17782.782922 + Penalty 2390.859657 = -15391.923265 nChanged 0 SP:Iteration 2F (9341.110000 sec): 3 clusters Score: Raw -17782.782922 + Penalty 2390.859657 = -15391.923265 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9341.210000 sec): 2 clusters Score: Raw -45333.472796 + Penalty 1405.273819 = -43928.198977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9341.370000 sec): 3 clusters Score: Raw -45453.372964 + Penalty 2810.547637 = -42642.825326 nChanged 32 SP:Iteration 1F (9341.560000 sec): 3 clusters Score: Raw -45563.548923 + Penalty 2810.547637 = -42753.001286 nChanged 8 SP:Iteration 2Q (9341.720000 sec): 3 clusters Score: Raw -45608.926514 + Penalty 2810.547637 = -42798.378876 nChanged 9 SP:Iteration 3Q (9341.850000 sec): 3 clusters Score: Raw -45659.782028 + Penalty 2810.547637 = -42849.234391 nChanged 7 SP:Iteration 4Q (9342.040000 sec): 3 clusters Score: Raw -45699.142305 + Penalty 2810.547637 = -42888.594668 nChanged 5 SP:Iteration 5Q (9342.210000 sec): 3 clusters Score: Raw -45722.732290 + Penalty 2810.547637 = -42912.184652 nChanged 3 SP:Iteration 6Q (9342.380000 sec): 3 clusters Score: Raw -45735.183353 + Penalty 2810.547637 = -42924.635715 nChanged 2 SP:Iteration 7Q (9342.510000 sec): 3 clusters Score: Raw -45740.172588 + Penalty 2810.547637 = -42929.624951 nChanged 0 SP:Iteration 8F (9342.640000 sec): 3 clusters Score: Raw -45740.172588 + Penalty 2810.547637 = -42929.624951 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9342.680000 sec): 2 clusters Score: Raw -97616.080288 + Penalty 1573.282348 = -96042.797941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9342.810000 sec): 3 clusters Score: Raw -97622.926722 + Penalty 3146.564695 = -94476.362026 nChanged 103 SP:Iteration 1F (9342.930000 sec): 3 clusters Score: Raw -97797.720627 + Penalty 3146.564695 = -94651.155932 nChanged 26 SP:Iteration 2Q (9343.090000 sec): 3 clusters Score: Raw -97850.582689 + Penalty 3146.564695 = -94704.017994 nChanged 12 SP:Iteration 3Q (9343.280000 sec): 3 clusters Score: Raw -97878.338240 + Penalty 3146.564695 = -94731.773544 nChanged 8 SP:Iteration 4Q (9343.440000 sec): 3 clusters Score: Raw -97896.208170 + Penalty 3146.564695 = -94749.643475 nChanged 2 SP:Iteration 5Q (9343.560000 sec): 3 clusters Score: Raw -97900.559850 + Penalty 3146.564695 = -94753.995155 nChanged 2 SP:Iteration 6Q (9343.720000 sec): 3 clusters Score: Raw -97904.612547 + Penalty 3146.564695 = -94758.047851 nChanged 2 SP:Iteration 7Q (9343.870000 sec): 3 clusters Score: Raw -97906.577164 + Penalty 3146.564695 = -94760.012468 nChanged 0 SP:Iteration 8F (9344.040000 sec): 3 clusters Score: Raw -97906.577164 + Penalty 3146.564695 = -94760.012468 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (4645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9344.190000 sec): 2 clusters Score: Raw -769167.417885 + Penalty 2093.999570 = -767073.418316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9344.360000 sec): 3 clusters Score: Raw -766973.375689 + Penalty 4187.999139 = -762785.376550 nChanged 1754 SP:Iteration 1F (9344.570000 sec): 3 clusters Score: Raw -768142.663050 + Penalty 4187.999139 = -763954.663911 nChanged 405 SP:Iteration 2F (9344.840000 sec): 3 clusters Score: Raw -768567.536820 + Penalty 4187.999139 = -764379.537681 nChanged 314 SP:Iteration 3F (9345.070000 sec): 3 clusters Score: Raw -768880.235222 + Penalty 4187.999139 = -764692.236083 nChanged 308 SP:Iteration 4F (9345.290000 sec): 3 clusters Score: Raw -769175.160239 + Penalty 4187.999139 = -764987.161100 nChanged 296 SP:Iteration 5F (9345.500000 sec): 3 clusters Score: Raw -769504.995826 + Penalty 4187.999139 = -765316.996687 nChanged 266 SP:Iteration 6F (9345.670000 sec): 3 clusters Score: Raw -769853.999940 + Penalty 4187.999139 = -765666.000801 nChanged 229 SP:Iteration 7Q (9345.920000 sec): 3 clusters Score: Raw -770105.012510 + Penalty 4187.999139 = -765917.013371 nChanged 171 SP:Iteration 8Q (9346.130000 sec): 3 clusters Score: Raw -770236.905982 + Penalty 4187.999139 = -766048.906843 nChanged 108 SP:Iteration 9Q (9346.330000 sec): 3 clusters Score: Raw -770327.488668 + Penalty 4187.999139 = -766139.489529 nChanged 101 SP:Iteration 10Q (9346.590000 sec): 3 clusters Score: Raw -770415.408718 + Penalty 4187.999139 = -766227.409579 nChanged 77 SP:Iteration 11Q (9346.860000 sec): 3 clusters Score: Raw -770481.320310 + Penalty 4187.999139 = -766293.321171 nChanged 65 SP:Iteration 12Q (9347.070000 sec): 3 clusters Score: Raw -770532.366218 + Penalty 4187.999139 = -766344.367079 nChanged 57 SP:Iteration 13Q (9347.260000 sec): 3 clusters Score: Raw -770568.157567 + Penalty 4187.999139 = -766380.158428 nChanged 44 SP:Iteration 14Q (9347.470000 sec): 3 clusters Score: Raw -770587.009546 + Penalty 4187.999139 = -766399.010407 nChanged 25 SP:Iteration 15Q (9347.610000 sec): 3 clusters Score: Raw -770595.717794 + Penalty 4187.999139 = -766407.718655 nChanged 12 SP:Iteration 16Q (9347.810000 sec): 3 clusters Score: Raw -770600.664289 + Penalty 4187.999139 = -766412.665149 nChanged 10 SP:Iteration 17Q (9347.970000 sec): 3 clusters Score: Raw -770604.300306 + Penalty 4187.999139 = -766416.301167 nChanged 8 SP:Iteration 18Q (9348.180000 sec): 3 clusters Score: Raw -770606.949969 + Penalty 4187.999139 = -766418.950830 nChanged 4 SP:Iteration 19Q (9348.420000 sec): 3 clusters Score: Raw -770607.914413 + Penalty 4187.999139 = -766419.915274 nChanged 3 SP:Iteration 20F (9348.650000 sec): 3 clusters Score: Raw -770609.771122 + Penalty 4187.999139 = -766421.771983 nChanged 6 SP:Iteration 21Q (9348.830000 sec): 3 clusters Score: Raw -770612.190876 + Penalty 4187.999139 = -766424.191737 nChanged 3 SP:Iteration 22Q (9349.030000 sec): 3 clusters Score: Raw -770612.904413 + Penalty 4187.999139 = -766424.905274 nChanged 1 SP:Iteration 23Q (9349.260000 sec): 3 clusters Score: Raw -770613.223615 + Penalty 4187.999139 = -766425.224476 nChanged 1 SP:Iteration 24Q (9349.480000 sec): 3 clusters Score: Raw -770613.476016 + Penalty 4187.999139 = -766425.476877 nChanged 0 SP:Iteration 25F (9349.670000 sec): 3 clusters Score: Raw -770613.476016 + Penalty 4187.999139 = -766425.476877 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9349.820000 sec): 2 clusters Score: Raw -555142.581834 + Penalty 2016.035399 = -553126.546435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9350.040000 sec): 3 clusters Score: Raw -553699.675784 + Penalty 4032.070798 = -549667.604985 nChanged 1183 SP:Iteration 1F (9350.330000 sec): 3 clusters Score: Raw -554676.641437 + Penalty 4032.070798 = -550644.570638 nChanged 346 SP:Iteration 2F (9350.500000 sec): 3 clusters Score: Raw -555130.848311 + Penalty 4032.070798 = -551098.777512 nChanged 262 SP:Iteration 3F (9350.760000 sec): 3 clusters Score: Raw -555470.809452 + Penalty 4032.070798 = -551438.738653 nChanged 191 SP:Iteration 4F (9350.960000 sec): 3 clusters Score: Raw -555698.907488 + Penalty 4032.070798 = -551666.836689 nChanged 170 SP:Iteration 5F (9351.130000 sec): 3 clusters Score: Raw -555852.636585 + Penalty 4032.070798 = -551820.565787 nChanged 104 SP:Iteration 6Q (9351.260000 sec): 3 clusters Score: Raw -555921.731935 + Penalty 4032.070798 = -551889.661136 nChanged 76 SP:Iteration 7Q (9351.440000 sec): 3 clusters Score: Raw -555969.133040 + Penalty 4032.070798 = -551937.062242 nChanged 43 SP:Iteration 8Q (9351.640000 sec): 3 clusters Score: Raw -555995.241609 + Penalty 4032.070798 = -551963.170810 nChanged 34 SP:Iteration 9Q (9351.830000 sec): 3 clusters Score: Raw -556013.059860 + Penalty 4032.070798 = -551980.989061 nChanged 16 SP:Iteration 10Q (9351.960000 sec): 3 clusters Score: Raw -556023.572542 + Penalty 4032.070798 = -551991.501743 nChanged 16 SP:Iteration 11Q (9352.170000 sec): 3 clusters Score: Raw -556030.226044 + Penalty 4032.070798 = -551998.155245 nChanged 6 SP:Iteration 12Q (9352.350000 sec): 3 clusters Score: Raw -556032.497138 + Penalty 4032.070798 = -552000.426340 nChanged 1 SP:Iteration 13Q (9352.530000 sec): 3 clusters Score: Raw -556033.109885 + Penalty 4032.070798 = -552001.039086 nChanged 0 SP:Iteration 14F (9352.780000 sec): 3 clusters Score: Raw -556033.109885 + Penalty 4032.070798 = -552001.039086 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9352.880000 sec): 2 clusters Score: Raw -41130.744450 + Penalty 1371.298414 = -39759.446036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9352.980000 sec): 3 clusters Score: Raw -41256.308969 + Penalty 2742.596827 = -38513.712142 nChanged 19 SP:Iteration 1F (9353.110000 sec): 3 clusters Score: Raw -41340.643076 + Penalty 2742.596827 = -38598.046249 nChanged 6 SP:Iteration 2Q (9353.290000 sec): 3 clusters Score: Raw -41363.944340 + Penalty 2742.596827 = -38621.347512 nChanged 1 SP:Iteration 3Q (9353.470000 sec): 3 clusters Score: Raw -41365.970875 + Penalty 2742.596827 = -38623.374048 nChanged 0 SP:Iteration 4F (9353.630000 sec): 3 clusters Score: Raw -41365.970875 + Penalty 2742.596827 = -38623.374048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9353.710000 sec): 2 clusters Score: Raw -70768.936367 + Penalty 1517.288105 = -69251.648262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9353.880000 sec): 3 clusters Score: Raw -70792.349042 + Penalty 3034.576210 = -67757.772832 nChanged 77 SP:Iteration 1F (9354.080000 sec): 3 clusters Score: Raw -70992.985110 + Penalty 3034.576210 = -67958.408900 nChanged 22 SP:Iteration 2Q (9354.210000 sec): 3 clusters Score: Raw -71066.190129 + Penalty 3034.576210 = -68031.613918 nChanged 7 SP:Iteration 3Q (9354.440000 sec): 3 clusters Score: Raw -71080.855021 + Penalty 3034.576210 = -68046.278810 nChanged 1 SP:Iteration 4Q (9354.530000 sec): 3 clusters Score: Raw -71082.049856 + Penalty 3034.576210 = -68047.473646 nChanged 1 SP:Iteration 5Q (9354.690000 sec): 3 clusters Score: Raw -71084.920958 + Penalty 3034.576210 = -68050.344748 nChanged 2 SP:Iteration 6Q (9354.820000 sec): 3 clusters Score: Raw -71087.741489 + Penalty 3034.576210 = -68053.165279 nChanged 0 SP:Iteration 7F (9355.000000 sec): 3 clusters Score: Raw -71087.741489 + Penalty 3034.576210 = -68053.165279 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9355.080000 sec): 2 clusters Score: Raw -40467.853633 + Penalty 1375.204006 = -39092.649626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9355.260000 sec): 3 clusters Score: Raw -40604.167290 + Penalty 2750.408012 = -37853.759278 nChanged 24 SP:Iteration 1F (9355.440000 sec): 3 clusters Score: Raw -40693.203663 + Penalty 2750.408012 = -37942.795650 nChanged 6 SP:Iteration 2Q (9355.630000 sec): 3 clusters Score: Raw -40724.926676 + Penalty 2750.408012 = -37974.518664 nChanged 4 SP:Iteration 3Q (9355.820000 sec): 3 clusters Score: Raw -40743.143594 + Penalty 2750.408012 = -37992.735582 nChanged 1 SP:Iteration 4Q (9356.050000 sec): 3 clusters Score: Raw -40745.624023 + Penalty 2750.408012 = -37995.216011 nChanged 0 SP:Iteration 5F (9356.270000 sec): 3 clusters Score: Raw -40745.624023 + Penalty 2750.408012 = -37995.216011 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9356.390000 sec): 2 clusters Score: Raw -29625.953431 + Penalty 1306.428823 = -28319.524607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9356.520000 sec): 3 clusters Score: Raw -29833.464078 + Penalty 2612.857647 = -27220.606431 nChanged 15 SP:Iteration 1F (9356.650000 sec): 3 clusters Score: Raw -29905.230271 + Penalty 2612.857647 = -27292.372624 nChanged 4 SP:Iteration 2Q (9356.830000 sec): 3 clusters Score: Raw -29919.553282 + Penalty 2612.857647 = -27306.695636 nChanged 2 SP:Iteration 3Q (9357.040000 sec): 3 clusters Score: Raw -29927.593288 + Penalty 2612.857647 = -27314.735641 nChanged 1 SP:Iteration 4Q (9357.150000 sec): 3 clusters Score: Raw -29930.769609 + Penalty 2612.857647 = -27317.911962 nChanged 0 SP:Iteration 5F (9357.280000 sec): 3 clusters Score: Raw -29930.769609 + Penalty 2612.857647 = -27317.911962 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9357.400000 sec): 2 clusters Score: Raw -92935.059159 + Penalty 1571.532781 = -91363.526377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9357.590000 sec): 3 clusters Score: Raw -92940.076523 + Penalty 3143.065563 = -89797.010960 nChanged 119 SP:Iteration 1F (9357.720000 sec): 3 clusters Score: Raw -93137.384375 + Penalty 3143.065563 = -89994.318812 nChanged 37 SP:Iteration 2F (9357.880000 sec): 3 clusters Score: Raw -93219.158167 + Penalty 3143.065563 = -90076.092604 nChanged 16 SP:Iteration 3Q (9358.020000 sec): 3 clusters Score: Raw -93262.489189 + Penalty 3143.065563 = -90119.423627 nChanged 9 SP:Iteration 4Q (9358.180000 sec): 3 clusters Score: Raw -93282.269692 + Penalty 3143.065563 = -90139.204129 nChanged 5 SP:Iteration 5Q (9358.390000 sec): 3 clusters Score: Raw -93289.500378 + Penalty 3143.065563 = -90146.434816 nChanged 1 SP:Iteration 6Q (9358.530000 sec): 3 clusters Score: Raw -93289.957102 + Penalty 3143.065563 = -90146.891540 nChanged 0 SP:Iteration 7F (9358.720000 sec): 3 clusters Score: Raw -93289.957102 + Penalty 3143.065563 = -90146.891540 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9358.800000 sec): 2 clusters Score: Raw -170159.088186 + Penalty 1702.999455 = -168456.088732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9358.920000 sec): 3 clusters Score: Raw -169973.002019 + Penalty 3405.998909 = -166567.003110 nChanged 243 SP:Iteration 1F (9359.080000 sec): 3 clusters Score: Raw -170202.125149 + Penalty 3405.998909 = -166796.126240 nChanged 49 SP:Iteration 2F (9359.220000 sec): 3 clusters Score: Raw -170259.030492 + Penalty 3405.998909 = -166853.031583 nChanged 29 SP:Iteration 3Q (9359.350000 sec): 3 clusters Score: Raw -170298.857301 + Penalty 3405.998909 = -166892.858392 nChanged 23 SP:Iteration 4Q (9359.490000 sec): 3 clusters Score: Raw -170331.532279 + Penalty 3405.998909 = -166925.533369 nChanged 14 SP:Iteration 5Q (9359.600000 sec): 3 clusters Score: Raw -170344.623450 + Penalty 3405.998909 = -166938.624541 nChanged 8 SP:Iteration 6Q (9359.710000 sec): 3 clusters Score: Raw -170352.185630 + Penalty 3405.998909 = -166946.186721 nChanged 5 SP:Iteration 7Q (9359.900000 sec): 3 clusters Score: Raw -170356.406020 + Penalty 3405.998909 = -166950.407111 nChanged 3 SP:Iteration 8Q (9360.040000 sec): 3 clusters Score: Raw -170358.893829 + Penalty 3405.998909 = -166952.894920 nChanged 3 SP:Iteration 9Q (9360.190000 sec): 3 clusters Score: Raw -170362.013116 + Penalty 3405.998909 = -166956.014207 nChanged 0 SP:Iteration 10F (9360.320000 sec): 3 clusters Score: Raw -170362.013116 + Penalty 3405.998909 = -166956.014207 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (5277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9360.440000 sec): 2 clusters Score: Raw -923226.264311 + Penalty 2125.636032 = -921100.628279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9360.630000 sec): 3 clusters Score: Raw -920643.695739 + Penalty 4251.272065 = -916392.423675 nChanged 2038 SP:Iteration 1F (9360.870000 sec): 3 clusters Score: Raw -921768.003608 + Penalty 4251.272065 = -917516.731543 nChanged 328 SP:Iteration 2F (9361.060000 sec): 3 clusters Score: Raw -921947.527509 + Penalty 4251.272065 = -917696.255445 nChanged 248 SP:Iteration 3Q (9361.240000 sec): 3 clusters Score: Raw -922069.579716 + Penalty 4251.272065 = -917818.307651 nChanged 163 SP:Iteration 4Q (9361.490000 sec): 3 clusters Score: Raw -922143.163374 + Penalty 4251.272065 = -917891.891309 nChanged 130 SP:Iteration 5Q (9361.680000 sec): 3 clusters Score: Raw -922193.195397 + Penalty 4251.272065 = -917941.923333 nChanged 102 SP:Iteration 6Q (9361.840000 sec): 3 clusters Score: Raw -922238.602019 + Penalty 4251.272065 = -917987.329955 nChanged 86 SP:Iteration 7Q (9362.070000 sec): 3 clusters Score: Raw -922273.292421 + Penalty 4251.272065 = -918022.020356 nChanged 61 SP:Iteration 8Q (9362.280000 sec): 3 clusters Score: Raw -922292.182578 + Penalty 4251.272065 = -918040.910514 nChanged 39 SP:Iteration 9Q (9362.500000 sec): 3 clusters Score: Raw -922303.773523 + Penalty 4251.272065 = -918052.501458 nChanged 37 SP:Iteration 10Q (9362.720000 sec): 3 clusters Score: Raw -922314.643113 + Penalty 4251.272065 = -918063.371049 nChanged 32 SP:Iteration 11Q (9362.900000 sec): 3 clusters Score: Raw -922322.753087 + Penalty 4251.272065 = -918071.481022 nChanged 23 SP:Iteration 12Q (9363.110000 sec): 3 clusters Score: Raw -922330.007488 + Penalty 4251.272065 = -918078.735423 nChanged 28 SP:Iteration 13Q (9363.350000 sec): 3 clusters Score: Raw -922338.559943 + Penalty 4251.272065 = -918087.287878 nChanged 31 SP:Iteration 14Q (9363.530000 sec): 3 clusters Score: Raw -922347.211059 + Penalty 4251.272065 = -918095.938995 nChanged 29 SP:Iteration 15Q (9363.700000 sec): 3 clusters Score: Raw -922354.145738 + Penalty 4251.272065 = -918102.873673 nChanged 31 SP:Iteration 16Q (9363.930000 sec): 3 clusters Score: Raw -922362.545633 + Penalty 4251.272065 = -918111.273568 nChanged 28 SP:Iteration 17Q (9364.100000 sec): 3 clusters Score: Raw -922369.063716 + Penalty 4251.272065 = -918117.791652 nChanged 25 SP:Iteration 18Q (9364.310000 sec): 3 clusters Score: Raw -922375.220338 + Penalty 4251.272065 = -918123.948274 nChanged 20 SP:Iteration 19Q (9364.520000 sec): 3 clusters Score: Raw -922380.196820 + Penalty 4251.272065 = -918128.924756 nChanged 18 SP:Iteration 20F (9364.780000 sec): 3 clusters Score: Raw -922384.118955 + Penalty 4251.272065 = -918132.846890 nChanged 14 SP:Iteration 21Q (9364.970000 sec): 3 clusters Score: Raw -922387.880202 + Penalty 4251.272065 = -918136.608137 nChanged 19 SP:Iteration 22Q (9365.160000 sec): 3 clusters Score: Raw -922392.328917 + Penalty 4251.272065 = -918141.056852 nChanged 16 SP:Iteration 23Q (9365.400000 sec): 3 clusters Score: Raw -922396.260096 + Penalty 4251.272065 = -918144.988032 nChanged 13 SP:Iteration 24Q (9365.570000 sec): 3 clusters Score: Raw -922399.544192 + Penalty 4251.272065 = -918148.272127 nChanged 11 SP:Iteration 25Q (9365.810000 sec): 3 clusters Score: Raw -922404.045434 + Penalty 4251.272065 = -918152.773370 nChanged 15 SP:Iteration 26Q (9366.050000 sec): 3 clusters Score: Raw -922407.808628 + Penalty 4251.272065 = -918156.536563 nChanged 20 SP:Iteration 27Q (9366.260000 sec): 3 clusters Score: Raw -922413.397197 + Penalty 4251.272065 = -918162.125133 nChanged 17 SP:Iteration 28Q (9366.450000 sec): 3 clusters Score: Raw -922417.880854 + Penalty 4251.272065 = -918166.608789 nChanged 21 SP:Iteration 29Q (9366.660000 sec): 3 clusters Score: Raw -922422.980579 + Penalty 4251.272065 = -918171.708515 nChanged 16 SP:Iteration 30Q (9366.860000 sec): 3 clusters Score: Raw -922426.852859 + Penalty 4251.272065 = -918175.580794 nChanged 9 SP:Iteration 31Q (9367.070000 sec): 3 clusters Score: Raw -922430.108192 + Penalty 4251.272065 = -918178.836128 nChanged 18 SP:Iteration 32Q (9367.240000 sec): 3 clusters Score: Raw -922435.711515 + Penalty 4251.272065 = -918184.439451 nChanged 24 SP:Iteration 33Q (9367.380000 sec): 3 clusters Score: Raw -922441.909627 + Penalty 4251.272065 = -918190.637562 nChanged 14 SP:Iteration 34Q (9367.540000 sec): 3 clusters Score: Raw -922445.704805 + Penalty 4251.272065 = -918194.432740 nChanged 13 SP:Iteration 35Q (9367.780000 sec): 3 clusters Score: Raw -922448.945453 + Penalty 4251.272065 = -918197.673389 nChanged 15 SP:Iteration 36Q (9367.940000 sec): 3 clusters Score: Raw -922451.727631 + Penalty 4251.272065 = -918200.455566 nChanged 10 SP:Iteration 37Q (9368.130000 sec): 3 clusters Score: Raw -922453.758208 + Penalty 4251.272065 = -918202.486143 nChanged 7 SP:Iteration 38Q (9368.440000 sec): 3 clusters Score: Raw -922455.549943 + Penalty 4251.272065 = -918204.277878 nChanged 7 SP:Iteration 39Q (9368.640000 sec): 3 clusters Score: Raw -922457.104860 + Penalty 4251.272065 = -918205.832795 nChanged 5 SP:Iteration 40F (9368.940000 sec): 3 clusters Score: Raw -922458.137773 + Penalty 4251.272065 = -918206.865708 nChanged 8 SP:Iteration 41Q (9369.180000 sec): 3 clusters Score: Raw -922460.273223 + Penalty 4251.272065 = -918209.001158 nChanged 7 SP:Iteration 42Q (9369.400000 sec): 3 clusters Score: Raw -922461.928810 + Penalty 4251.272065 = -918210.656745 nChanged 3 SP:Iteration 43Q (9369.640000 sec): 3 clusters Score: Raw -922462.443374 + Penalty 4251.272065 = -918211.171309 nChanged 2 SP:Iteration 44Q (9369.780000 sec): 3 clusters Score: Raw -922462.850919 + Penalty 4251.272065 = -918211.578855 nChanged 1 SP:Iteration 45Q (9369.950000 sec): 3 clusters Score: Raw -922462.954684 + Penalty 4251.272065 = -918211.682619 nChanged 0 SP:Iteration 46F (9370.150000 sec): 3 clusters Score: Raw -922462.954684 + Penalty 4251.272065 = -918211.682619 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (3878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9370.250000 sec): 2 clusters Score: Raw -647593.113500 + Penalty 2049.242559 = -645543.870941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9370.450000 sec): 3 clusters Score: Raw -645801.232635 + Penalty 4098.485119 = -641702.747517 nChanged 1448 SP:Iteration 1F (9370.660000 sec): 3 clusters Score: Raw -646642.744894 + Penalty 4098.485119 = -642544.259775 nChanged 327 SP:Iteration 2F (9370.790000 sec): 3 clusters Score: Raw -646881.842120 + Penalty 4098.485119 = -642783.357002 nChanged 225 SP:Iteration 3F (9370.980000 sec): 3 clusters Score: Raw -647047.751854 + Penalty 4098.485119 = -642949.266736 nChanged 179 SP:Iteration 4Q (9371.190000 sec): 3 clusters Score: Raw -647182.640634 + Penalty 4098.485119 = -643084.155515 nChanged 141 SP:Iteration 5Q (9371.380000 sec): 3 clusters Score: Raw -647277.579603 + Penalty 4098.485119 = -643179.094484 nChanged 109 SP:Iteration 6Q (9371.540000 sec): 3 clusters Score: Raw -647357.882569 + Penalty 4098.485119 = -643259.397450 nChanged 97 SP:Iteration 7Q (9371.710000 sec): 3 clusters Score: Raw -647433.644243 + Penalty 4098.485119 = -643335.159124 nChanged 113 SP:Iteration 8Q (9371.920000 sec): 3 clusters Score: Raw -647526.964592 + Penalty 4098.485119 = -643428.479473 nChanged 139 SP:Iteration 9Q (9372.090000 sec): 3 clusters Score: Raw -647656.529449 + Penalty 4098.485119 = -643558.044331 nChanged 158 SP:Iteration 10Q (9372.240000 sec): 3 clusters Score: Raw -647797.484611 + Penalty 4098.485119 = -643698.999492 nChanged 140 SP:Iteration 11Q (9372.450000 sec): 3 clusters Score: Raw -647926.479251 + Penalty 4098.485119 = -643827.994133 nChanged 140 SP:Iteration 12Q (9372.650000 sec): 3 clusters Score: Raw -648028.357076 + Penalty 4098.485119 = -643929.871957 nChanged 119 SP:Iteration 13Q (9372.800000 sec): 3 clusters Score: Raw -648119.843396 + Penalty 4098.485119 = -644021.358277 nChanged 89 SP:Iteration 14Q (9373.000000 sec): 3 clusters Score: Raw -648181.886645 + Penalty 4098.485119 = -644083.401527 nChanged 80 SP:Iteration 15Q (9373.210000 sec): 3 clusters Score: Raw -648240.865340 + Penalty 4098.485119 = -644142.380222 nChanged 79 SP:Iteration 16Q (9373.430000 sec): 3 clusters Score: Raw -648288.300168 + Penalty 4098.485119 = -644189.815049 nChanged 58 SP:Iteration 17Q (9373.600000 sec): 3 clusters Score: Raw -648320.202014 + Penalty 4098.485119 = -644221.716895 nChanged 47 SP:Iteration 18Q (9373.840000 sec): 3 clusters Score: Raw -648343.424261 + Penalty 4098.485119 = -644244.939142 nChanged 44 SP:Iteration 19Q (9373.980000 sec): 3 clusters Score: Raw -648367.154393 + Penalty 4098.485119 = -644268.669274 nChanged 40 SP:Iteration 20F (9374.100000 sec): 3 clusters Score: Raw -648388.813882 + Penalty 4098.485119 = -644290.328763 nChanged 36 SP:Iteration 21Q (9374.240000 sec): 3 clusters Score: Raw -648412.548405 + Penalty 4098.485119 = -644314.063287 nChanged 39 SP:Iteration 22Q (9374.400000 sec): 3 clusters Score: Raw -648437.130647 + Penalty 4098.485119 = -644338.645529 nChanged 42 SP:Iteration 23Q (9374.590000 sec): 3 clusters Score: Raw -648457.331024 + Penalty 4098.485119 = -644358.845906 nChanged 27 SP:Iteration 24Q (9374.690000 sec): 3 clusters Score: Raw -648469.521207 + Penalty 4098.485119 = -644371.036088 nChanged 24 SP:Iteration 25Q (9374.880000 sec): 3 clusters Score: Raw -648481.428412 + Penalty 4098.485119 = -644382.943294 nChanged 23 SP:Iteration 26Q (9375.060000 sec): 3 clusters Score: Raw -648491.057858 + Penalty 4098.485119 = -644392.572739 nChanged 21 SP:Iteration 27Q (9375.280000 sec): 3 clusters Score: Raw -648500.039789 + Penalty 4098.485119 = -644401.554671 nChanged 20 SP:Iteration 28Q (9375.440000 sec): 3 clusters Score: Raw -648507.936848 + Penalty 4098.485119 = -644409.451730 nChanged 17 SP:Iteration 29Q (9375.600000 sec): 3 clusters Score: Raw -648515.646591 + Penalty 4098.485119 = -644417.161472 nChanged 15 SP:Iteration 30Q (9375.770000 sec): 3 clusters Score: Raw -648521.968341 + Penalty 4098.485119 = -644423.483222 nChanged 18 SP:Iteration 31Q (9375.940000 sec): 3 clusters Score: Raw -648530.596929 + Penalty 4098.485119 = -644432.111810 nChanged 21 SP:Iteration 32Q (9376.120000 sec): 3 clusters Score: Raw -648541.110500 + Penalty 4098.485119 = -644442.625382 nChanged 27 SP:Iteration 33Q (9376.280000 sec): 3 clusters Score: Raw -648552.651048 + Penalty 4098.485119 = -644454.165929 nChanged 25 SP:Iteration 34Q (9376.450000 sec): 3 clusters Score: Raw -648564.137178 + Penalty 4098.485119 = -644465.652059 nChanged 19 SP:Iteration 35Q (9376.630000 sec): 3 clusters Score: Raw -648573.599401 + Penalty 4098.485119 = -644475.114283 nChanged 18 SP:Iteration 36Q (9376.790000 sec): 3 clusters Score: Raw -648585.136525 + Penalty 4098.485119 = -644486.651406 nChanged 25 SP:Iteration 37Q (9377.000000 sec): 3 clusters Score: Raw -648601.362921 + Penalty 4098.485119 = -644502.877802 nChanged 31 SP:Iteration 38Q (9377.240000 sec): 3 clusters Score: Raw -648621.997980 + Penalty 4098.485119 = -644523.512862 nChanged 35 SP:Iteration 39Q (9377.370000 sec): 3 clusters Score: Raw -648641.238244 + Penalty 4098.485119 = -644542.753125 nChanged 28 SP:Iteration 40F (9377.570000 sec): 3 clusters Score: Raw -648654.923935 + Penalty 4098.485119 = -644556.438817 nChanged 19 SP:Iteration 41Q (9377.750000 sec): 3 clusters Score: Raw -648665.501976 + Penalty 4098.485119 = -644567.016858 nChanged 19 SP:Iteration 42Q (9378.030000 sec): 3 clusters Score: Raw -648675.213377 + Penalty 4098.485119 = -644576.728258 nChanged 15 SP:Iteration 43Q (9378.230000 sec): 3 clusters Score: Raw -648682.791432 + Penalty 4098.485119 = -644584.306313 nChanged 17 SP:Iteration 44Q (9378.430000 sec): 3 clusters Score: Raw -648693.205365 + Penalty 4098.485119 = -644594.720246 nChanged 20 SP:Iteration 45Q (9378.580000 sec): 3 clusters Score: Raw -648705.770504 + Penalty 4098.485119 = -644607.285385 nChanged 22 SP:Iteration 46Q (9378.760000 sec): 3 clusters Score: Raw -648716.661833 + Penalty 4098.485119 = -644618.176714 nChanged 15 SP:Iteration 47Q (9378.980000 sec): 3 clusters Score: Raw -648725.204531 + Penalty 4098.485119 = -644626.719413 nChanged 19 SP:Iteration 48Q (9379.140000 sec): 3 clusters Score: Raw -648733.716767 + Penalty 4098.485119 = -644635.231649 nChanged 17 SP:Iteration 49Q (9379.340000 sec): 3 clusters Score: Raw -648740.611062 + Penalty 4098.485119 = -644642.125943 nChanged 9 SP:Iteration 50Q (9379.520000 sec): 3 clusters Score: Raw -648745.088854 + Penalty 4098.485119 = -644646.603736 nChanged 13 SP:Iteration 51Q (9379.700000 sec): 3 clusters Score: Raw -648750.526442 + Penalty 4098.485119 = -644652.041324 nChanged 15 SP:Iteration 52Q (9379.850000 sec): 3 clusters Score: Raw -648756.623732 + Penalty 4098.485119 = -644658.138614 nChanged 9 SP:Iteration 53Q (9380.000000 sec): 3 clusters Score: Raw -648761.124823 + Penalty 4098.485119 = -644662.639704 nChanged 10 SP:Iteration 54Q (9380.160000 sec): 3 clusters Score: Raw -648764.961592 + Penalty 4098.485119 = -644666.476474 nChanged 7 SP:Iteration 55Q (9380.360000 sec): 3 clusters Score: Raw -648767.516121 + Penalty 4098.485119 = -644669.031002 nChanged 12 SP:Iteration 56Q (9380.570000 sec): 3 clusters Score: Raw -648772.723713 + Penalty 4098.485119 = -644674.238594 nChanged 7 SP:Iteration 57Q (9380.790000 sec): 3 clusters Score: Raw -648777.108608 + Penalty 4098.485119 = -644678.623489 nChanged 10 SP:Iteration 58Q (9380.950000 sec): 3 clusters Score: Raw -648783.126102 + Penalty 4098.485119 = -644684.640983 nChanged 9 SP:Iteration 59Q (9381.110000 sec): 3 clusters Score: Raw -648786.380007 + Penalty 4098.485119 = -644687.894888 nChanged 6 SP:Iteration 60F (9381.280000 sec): 3 clusters Score: Raw -648788.509579 + Penalty 4098.485119 = -644690.024460 nChanged 9 SP:Iteration 61Q (9381.480000 sec): 3 clusters Score: Raw -648791.934160 + Penalty 4098.485119 = -644693.449041 nChanged 8 SP:Iteration 62Q (9381.640000 sec): 3 clusters Score: Raw -648795.679955 + Penalty 4098.485119 = -644697.194836 nChanged 9 SP:Iteration 63Q (9381.840000 sec): 3 clusters Score: Raw -648799.239681 + Penalty 4098.485119 = -644700.754563 nChanged 6 SP:Iteration 64Q (9382.010000 sec): 3 clusters Score: Raw -648802.248534 + Penalty 4098.485119 = -644703.763416 nChanged 5 SP:Iteration 65Q (9382.220000 sec): 3 clusters Score: Raw -648805.215391 + Penalty 4098.485119 = -644706.730273 nChanged 3 SP:Iteration 66Q (9382.400000 sec): 3 clusters Score: Raw -648806.454329 + Penalty 4098.485119 = -644707.969210 nChanged 3 SP:Iteration 67Q (9382.550000 sec): 3 clusters Score: Raw -648807.742318 + Penalty 4098.485119 = -644709.257199 nChanged 1 SP:Iteration 68Q (9382.760000 sec): 3 clusters Score: Raw -648808.222776 + Penalty 4098.485119 = -644709.737657 nChanged 0 SP:Iteration 69F (9382.940000 sec): 3 clusters Score: Raw -648808.222776 + Penalty 4098.485119 = -644709.737657 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9383.010000 sec): 2 clusters Score: Raw -151192.979336 + Penalty 1694.591870 = -149498.387466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9383.180000 sec): 3 clusters Score: Raw -151060.201680 + Penalty 3389.183739 = -147671.017940 nChanged 249 SP:Iteration 1F (9383.340000 sec): 3 clusters Score: Raw -151348.507322 + Penalty 3389.183739 = -147959.323582 nChanged 64 SP:Iteration 2F (9383.510000 sec): 3 clusters Score: Raw -151473.111617 + Penalty 3389.183739 = -148083.927877 nChanged 40 SP:Iteration 3Q (9383.690000 sec): 3 clusters Score: Raw -151592.371376 + Penalty 3389.183739 = -148203.187637 nChanged 47 SP:Iteration 4F (9383.850000 sec): 3 clusters Score: Raw -151739.320894 + Penalty 3389.183739 = -148350.137155 nChanged 56 SP:Iteration 5F (9384.030000 sec): 3 clusters Score: Raw -151935.292745 + Penalty 3389.183739 = -148546.109006 nChanged 53 SP:Iteration 6F (9384.190000 sec): 3 clusters Score: Raw -152072.963442 + Penalty 3389.183739 = -148683.779703 nChanged 43 SP:Iteration 7Q (9384.290000 sec): 3 clusters Score: Raw -152169.706962 + Penalty 3389.183739 = -148780.523223 nChanged 29 SP:Iteration 8Q (9384.470000 sec): 3 clusters Score: Raw -152243.145497 + Penalty 3389.183739 = -148853.961757 nChanged 30 SP:Iteration 9Q (9384.640000 sec): 3 clusters Score: Raw -152328.268301 + Penalty 3389.183739 = -148939.084561 nChanged 15 SP:Iteration 10Q (9384.810000 sec): 3 clusters Score: Raw -152375.359747 + Penalty 3389.183739 = -148986.176007 nChanged 13 SP:Iteration 11Q (9385.050000 sec): 3 clusters Score: Raw -152403.259746 + Penalty 3389.183739 = -149014.076007 nChanged 9 SP:Iteration 12Q (9385.170000 sec): 3 clusters Score: Raw -152420.743270 + Penalty 3389.183739 = -149031.559530 nChanged 7 SP:Iteration 13Q (9385.310000 sec): 3 clusters Score: Raw -152435.918683 + Penalty 3389.183739 = -149046.734943 nChanged 5 SP:Iteration 14Q (9385.440000 sec): 3 clusters Score: Raw -152454.241038 + Penalty 3389.183739 = -149065.057299 nChanged 5 SP:Iteration 15Q (9385.580000 sec): 3 clusters Score: Raw -152482.147083 + Penalty 3389.183739 = -149092.963344 nChanged 4 SP:Iteration 16Q (9385.770000 sec): 3 clusters Score: Raw -152491.236198 + Penalty 3389.183739 = -149102.052458 nChanged 2 SP:Iteration 17Q (9385.880000 sec): 3 clusters Score: Raw -152497.081814 + Penalty 3389.183739 = -149107.898074 nChanged 5 SP:Iteration 18Q (9386.070000 sec): 3 clusters Score: Raw -152507.395742 + Penalty 3389.183739 = -149118.212002 nChanged 3 SP:Iteration 19Q (9386.180000 sec): 3 clusters Score: Raw -152515.506827 + Penalty 3389.183739 = -149126.323088 nChanged 2 SP:Iteration 20F (9386.320000 sec): 3 clusters Score: Raw -152518.077250 + Penalty 3389.183739 = -149128.893510 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9386.460000 sec): 2 clusters Score: Raw -626855.225396 + Penalty 2022.956779 = -624832.268617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9386.630000 sec): 3 clusters Score: Raw -625311.682175 + Penalty 4045.913557 = -621265.768617 nChanged 1256 SP:Iteration 1F (9386.810000 sec): 3 clusters Score: Raw -626165.173466 + Penalty 4045.913557 = -622119.259908 nChanged 275 SP:Iteration 2F (9387.020000 sec): 3 clusters Score: Raw -626367.288749 + Penalty 4045.913557 = -622321.375192 nChanged 172 SP:Iteration 3Q (9387.220000 sec): 3 clusters Score: Raw -626507.779800 + Penalty 4045.913557 = -622461.866243 nChanged 142 SP:Iteration 4Q (9387.380000 sec): 3 clusters Score: Raw -626614.787752 + Penalty 4045.913557 = -622568.874195 nChanged 137 SP:Iteration 5Q (9387.540000 sec): 3 clusters Score: Raw -626716.117272 + Penalty 4045.913557 = -622670.203715 nChanged 120 SP:Iteration 6Q (9387.750000 sec): 3 clusters Score: Raw -626796.913504 + Penalty 4045.913557 = -622750.999946 nChanged 94 SP:Iteration 7Q (9387.930000 sec): 3 clusters Score: Raw -626871.081950 + Penalty 4045.913557 = -622825.168393 nChanged 111 SP:Iteration 8Q (9388.090000 sec): 3 clusters Score: Raw -626964.277241 + Penalty 4045.913557 = -622918.363684 nChanged 111 SP:Iteration 9Q (9388.290000 sec): 3 clusters Score: Raw -627058.685364 + Penalty 4045.913557 = -623012.771806 nChanged 106 SP:Iteration 10Q (9388.470000 sec): 3 clusters Score: Raw -627145.398539 + Penalty 4045.913557 = -623099.484982 nChanged 98 SP:Iteration 11Q (9388.690000 sec): 3 clusters Score: Raw -627219.705426 + Penalty 4045.913557 = -623173.791868 nChanged 81 SP:Iteration 12Q (9388.850000 sec): 3 clusters Score: Raw -627298.728397 + Penalty 4045.913557 = -623252.814840 nChanged 83 SP:Iteration 13Q (9389.020000 sec): 3 clusters Score: Raw -627373.144526 + Penalty 4045.913557 = -623327.230969 nChanged 66 SP:Iteration 14Q (9389.240000 sec): 3 clusters Score: Raw -627435.373380 + Penalty 4045.913557 = -623389.459823 nChanged 71 SP:Iteration 15Q (9389.410000 sec): 3 clusters Score: Raw -627512.544612 + Penalty 4045.913557 = -623466.631055 nChanged 64 SP:Iteration 16Q (9389.580000 sec): 3 clusters Score: Raw -627566.955725 + Penalty 4045.913557 = -623521.042168 nChanged 48 SP:Iteration 17Q (9389.770000 sec): 3 clusters Score: Raw -627603.561106 + Penalty 4045.913557 = -623557.647548 nChanged 44 SP:Iteration 18Q (9389.950000 sec): 3 clusters Score: Raw -627639.946144 + Penalty 4045.913557 = -623594.032587 nChanged 34 SP:Iteration 19Q (9390.090000 sec): 3 clusters Score: Raw -627662.551904 + Penalty 4045.913557 = -623616.638346 nChanged 25 SP:Iteration 20F (9390.250000 sec): 3 clusters Score: Raw -627675.117303 + Penalty 4045.913557 = -623629.203746 nChanged 13 SP:Iteration 21Q (9390.400000 sec): 3 clusters Score: Raw -627681.617366 + Penalty 4045.913557 = -623635.703808 nChanged 8 SP:Iteration 22Q (9390.560000 sec): 3 clusters Score: Raw -627686.801063 + Penalty 4045.913557 = -623640.887506 nChanged 11 SP:Iteration 23Q (9390.700000 sec): 3 clusters Score: Raw -627693.660204 + Penalty 4045.913557 = -623647.746647 nChanged 2 SP:Iteration 24Q (9390.870000 sec): 3 clusters Score: Raw -627694.147024 + Penalty 4045.913557 = -623648.233466 nChanged 3 SP:Iteration 25Q (9391.060000 sec): 3 clusters Score: Raw -627695.307655 + Penalty 4045.913557 = -623649.394098 nChanged 3 SP:Iteration 26Q (9391.220000 sec): 3 clusters Score: Raw -627696.279997 + Penalty 4045.913557 = -623650.366440 nChanged 3 SP:Iteration 27Q (9391.440000 sec): 3 clusters Score: Raw -627697.460861 + Penalty 4045.913557 = -623651.547304 nChanged 2 SP:Iteration 28Q (9391.660000 sec): 3 clusters Score: Raw -627699.051811 + Penalty 4045.913557 = -623653.138253 nChanged 5 SP:Iteration 29Q (9391.810000 sec): 3 clusters Score: Raw -627701.677341 + Penalty 4045.913557 = -623655.763784 nChanged 4 SP:Iteration 30Q (9392.000000 sec): 3 clusters Score: Raw -627703.580049 + Penalty 4045.913557 = -623657.666491 nChanged 3 SP:Iteration 31Q (9392.180000 sec): 3 clusters Score: Raw -627704.926602 + Penalty 4045.913557 = -623659.013045 nChanged 0 SP:Iteration 32F (9392.380000 sec): 3 clusters Score: Raw -627704.926602 + Penalty 4045.913557 = -623659.013045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9392.520000 sec): 2 clusters Score: Raw -54979.697392 + Penalty 1465.204569 = -53514.492824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9392.650000 sec): 3 clusters Score: Raw -55080.392685 + Penalty 2930.409137 = -52149.983548 nChanged 58 SP:Iteration 1F (9392.820000 sec): 3 clusters Score: Raw -55257.385786 + Penalty 2930.409137 = -52326.976649 nChanged 18 SP:Iteration 2Q (9393.000000 sec): 3 clusters Score: Raw -55314.596971 + Penalty 2930.409137 = -52384.187833 nChanged 9 SP:Iteration 3Q (9393.120000 sec): 3 clusters Score: Raw -55340.054979 + Penalty 2930.409137 = -52409.645842 nChanged 5 SP:Iteration 4Q (9393.320000 sec): 3 clusters Score: Raw -55349.841015 + Penalty 2930.409137 = -52419.431878 nChanged 3 SP:Iteration 5Q (9393.500000 sec): 3 clusters Score: Raw -55354.996631 + Penalty 2930.409137 = -52424.587493 nChanged 1 SP:Iteration 6Q (9393.670000 sec): 3 clusters Score: Raw -55355.901579 + Penalty 2930.409137 = -52425.492442 nChanged 0 SP:Iteration 7F (9393.900000 sec): 3 clusters Score: Raw -55355.901579 + Penalty 2930.409137 = -52425.492442 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.070000 sec): 2 clusters Score: Raw -16725.721092 + Penalty 1183.129787 = -15542.591305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9394.270000 sec): 3 clusters Score: Raw -17171.062289 + Penalty 2366.259574 = -14804.802715 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 56 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.330000 sec): 2 clusters Score: Raw -12273.619947 + Penalty 1067.408143 = -11206.211804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9394.550000 sec): 3 clusters Score: Raw -13042.677572 + Penalty 2134.816286 = -10907.861286 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 57 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.670000 sec): 2 clusters Score: Raw -24067.117726 + Penalty 1240.978684 = -22826.139042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9394.830000 sec): 3 clusters Score: Raw -24303.683384 + Penalty 2481.957368 = -21821.726016 nChanged 2 SP:Iteration 1Q (9394.990000 sec): 3 clusters Score: Raw -24318.894424 + Penalty 2481.957368 = -21836.937056 nChanged 1 SP:Iteration 2Q (9395.170000 sec): 3 clusters Score: Raw -24325.568372 + Penalty 2481.957368 = -21843.611004 nChanged 0 SP:Iteration 3F (9395.320000 sec): 3 clusters Score: Raw -24325.568372 + Penalty 2481.957368 = -21843.611004 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 58 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9395.430000 sec): 2 clusters Score: Raw -7138.054895 + Penalty 1083.623067 = -6054.431828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9395.680000 sec): 3 clusters Score: Raw -7684.914411 + Penalty 2167.246135 = -5517.668277 nChanged 1 SP:Iteration 1Q (9395.960000 sec): 3 clusters Score: Raw -7707.289593 + Penalty 2167.246135 = -5540.043458 nChanged 0 SP:Iteration 2F (9396.050000 sec): 3 clusters Score: Raw -7707.289593 + Penalty 2167.246135 = -5540.043458 nChanged 0 ------ Evaluating fit on full set of 1212361 points ------ Score: Raw -204012163.452813 + Penalty 201492.226403 = -203810671.226410 Time taken for this iteration:9573.490000 seconds. 20->59 Clusters: Score -203810671.226410, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.75 GB would take us to total of 3.01 GB. ------ Running on subset of 404120 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (218 points): Lose 58.556529 but Gain 3201.547851 Iteration 0F (9618.180000 sec): 20 clusters Score: Raw -54627394.260027 + Penalty 60829.409176 = -54566564.850852 nChanged 383964 Iteration 1F (9637.150000 sec): 20 clusters Score: Raw -66586613.448550 + Penalty 60829.409176 = -66525784.039374 nChanged 86350 Iteration 2F (9660.690000 sec): 20 clusters Score: Raw -67025128.744611 + Penalty 60829.409176 = -66964299.335435 nChanged 49576 Iteration 3F (9679.690000 sec): 20 clusters Score: Raw -67197123.555376 + Penalty 60829.409176 = -67136294.146201 nChanged 36455 Iteration 4F (9697.750000 sec): 20 clusters Score: Raw -67321509.175380 + Penalty 60829.409176 = -67260679.766204 nChanged 36992 Iteration 5F (9716.090000 sec): 20 clusters Score: Raw -67433318.197958 + Penalty 60829.409176 = -67372488.788782 nChanged 34713 Iteration 6F (9735.530000 sec): 20 clusters Score: Raw -67501034.888727 + Penalty 60829.409176 = -67440205.479551 nChanged 26946 Iteration 7F (9758.710000 sec): 20 clusters Score: Raw -67536384.892721 + Penalty 60829.409176 = -67475555.483545 nChanged 18476 Iteration 8Q (9772.710000 sec): 20 clusters Score: Raw -67559701.820495 + Penalty 60829.409176 = -67498872.411319 nChanged 13436 Iteration 9Q (9786.080000 sec): 20 clusters Score: Raw -67575072.915685 + Penalty 60829.409176 = -67514243.506509 nChanged 11094 Iteration 10Q (9798.960000 sec): 20 clusters Score: Raw -67585685.176872 + Penalty 60829.409176 = -67524855.767696 nChanged 9741 Iteration 11Q (9812.220000 sec): 20 clusters Score: Raw -67594316.997347 + Penalty 60829.409176 = -67533487.588171 nChanged 9040 Iteration 12Q (9825.480000 sec): 20 clusters Score: Raw -67599981.311737 + Penalty 60829.409176 = -67539151.902561 nChanged 8446 Iteration 13Q (9844.980000 sec): 20 clusters Score: Raw -67604572.609832 + Penalty 60829.409176 = -67543743.200656 nChanged 7680 Iteration 14Q (9863.190000 sec): 20 clusters Score: Raw -67607876.646365 + Penalty 60829.409176 = -67547047.237190 nChanged 7024 Iteration 15Q (9877.020000 sec): 20 clusters Score: Raw -67610791.664291 + Penalty 60829.409176 = -67549962.255115 nChanged 6388 Iteration 16Q (9890.650000 sec): 20 clusters Score: Raw -67613376.591513 + Penalty 60829.409176 = -67552547.182338 nChanged 6055 Iteration 17Q (9903.120000 sec): 20 clusters Score: Raw -67615729.554711 + Penalty 60829.409176 = -67554900.145536 nChanged 5668 Iteration 18Q (9916.920000 sec): 20 clusters Score: Raw -67617874.630571 + Penalty 60829.409176 = -67557045.221396 nChanged 5378 Iteration 19Q (9930.910000 sec): 20 clusters Score: Raw -67619615.915386 + Penalty 60829.409176 = -67558786.506211 nChanged 5181 Writing temp clu file Because OldScore, -67557045.221396, is greater than current (better) Score,-67558786.506211 Compute initial score before splitting: Score: Raw -67619615.915386 + Penalty 60829.409176 = -67558786.506211 Memory request: 0.01 GB would take us to total of 3.02 GB. Trying to split cluster 1 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9931.010000 sec): 2 clusters Score: Raw -310932.817880 + Penalty 1892.113499 = -309040.704381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9931.170000 sec): 3 clusters Score: Raw -310323.016508 + Penalty 3784.226999 = -306538.789510 nChanged 695 SP:Iteration 1F (9931.330000 sec): 3 clusters Score: Raw -311582.109257 + Penalty 3784.226999 = -307797.882259 nChanged 249 SP:Iteration 2F (9931.490000 sec): 3 clusters Score: Raw -312263.525167 + Penalty 3784.226999 = -308479.298169 nChanged 168 SP:Iteration 3F (9931.650000 sec): 3 clusters Score: Raw -312557.168486 + Penalty 3784.226999 = -308772.941488 nChanged 110 SP:Iteration 4F (9931.810000 sec): 3 clusters Score: Raw -312780.769436 + Penalty 3784.226999 = -308996.542438 nChanged 89 SP:Iteration 5Q (9931.970000 sec): 3 clusters Score: Raw -313090.290637 + Penalty 3784.226999 = -309306.063638 nChanged 66 SP:Iteration 6Q (9932.130000 sec): 3 clusters Score: Raw -313381.736986 + Penalty 3784.226999 = -309597.509987 nChanged 57 SP:Iteration 7Q (9932.290000 sec): 3 clusters Score: Raw -313519.023484 + Penalty 3784.226999 = -309734.796485 nChanged 42 SP:Iteration 8Q (9932.460000 sec): 3 clusters Score: Raw -313585.734538 + Penalty 3784.226999 = -309801.507540 nChanged 32 SP:Iteration 9Q (9932.620000 sec): 3 clusters Score: Raw -313636.349686 + Penalty 3784.226999 = -309852.122687 nChanged 23 SP:Iteration 10Q (9932.780000 sec): 3 clusters Score: Raw -313670.372944 + Penalty 3784.226999 = -309886.145945 nChanged 31 SP:Iteration 11Q (9932.940000 sec): 3 clusters Score: Raw -313710.627622 + Penalty 3784.226999 = -309926.400624 nChanged 25 SP:Iteration 12Q (9933.100000 sec): 3 clusters Score: Raw -313740.672750 + Penalty 3784.226999 = -309956.445751 nChanged 24 SP:Iteration 13Q (9933.260000 sec): 3 clusters Score: Raw -313758.650591 + Penalty 3784.226999 = -309974.423592 nChanged 20 SP:Iteration 14Q (9933.420000 sec): 3 clusters Score: Raw -313777.082149 + Penalty 3784.226999 = -309992.855151 nChanged 16 SP:Iteration 15Q (9933.580000 sec): 3 clusters Score: Raw -313800.998512 + Penalty 3784.226999 = -310016.771513 nChanged 23 SP:Iteration 16Q (9933.740000 sec): 3 clusters Score: Raw -313825.459918 + Penalty 3784.226999 = -310041.232919 nChanged 26 SP:Iteration 17Q (9933.900000 sec): 3 clusters Score: Raw -313852.611111 + Penalty 3784.226999 = -310068.384113 nChanged 13 SP:Iteration 18Q (9934.060000 sec): 3 clusters Score: Raw -313862.544054 + Penalty 3784.226999 = -310078.317055 nChanged 13 SP:Iteration 19Q (9934.220000 sec): 3 clusters Score: Raw -313871.841270 + Penalty 3784.226999 = -310087.614272 nChanged 12 SP:Iteration 20F (9934.370000 sec): 3 clusters Score: Raw -313903.977081 + Penalty 3784.226999 = -310119.750082 nChanged 14 SP:Iteration 21Q (9934.530000 sec): 3 clusters Score: Raw -313945.932643 + Penalty 3784.226999 = -310161.705645 nChanged 21 SP:Iteration 22Q (9934.690000 sec): 3 clusters Score: Raw -313981.682675 + Penalty 3784.226999 = -310197.455676 nChanged 21 SP:Iteration 23Q (9934.850000 sec): 3 clusters Score: Raw -314015.323069 + Penalty 3784.226999 = -310231.096071 nChanged 24 SP:Iteration 24Q (9935.010000 sec): 3 clusters Score: Raw -314066.024150 + Penalty 3784.226999 = -310281.797151 nChanged 27 SP:Iteration 25Q (9935.170000 sec): 3 clusters Score: Raw -314114.422074 + Penalty 3784.226999 = -310330.195075 nChanged 28 SP:Iteration 26Q (9935.330000 sec): 3 clusters Score: Raw -314156.300252 + Penalty 3784.226999 = -310372.073253 nChanged 27 SP:Iteration 27Q (9935.490000 sec): 3 clusters Score: Raw -314191.125122 + Penalty 3784.226999 = -310406.898123 nChanged 19 SP:Iteration 28Q (9935.650000 sec): 3 clusters Score: Raw -314234.659367 + Penalty 3784.226999 = -310450.432368 nChanged 22 SP:Iteration 29Q (9935.810000 sec): 3 clusters Score: Raw -314346.191128 + Penalty 3784.226999 = -310561.964130 nChanged 24 SP:Iteration 30Q (9935.970000 sec): 3 clusters Score: Raw -314488.730864 + Penalty 3784.226999 = -310704.503865 nChanged 30 SP:Iteration 31Q (9936.150000 sec): 3 clusters Score: Raw -314611.909368 + Penalty 3784.226999 = -310827.682370 nChanged 27 SP:Iteration 32Q (9936.290000 sec): 3 clusters Score: Raw -314654.021083 + Penalty 3784.226999 = -310869.794085 nChanged 26 SP:Iteration 33Q (9936.450000 sec): 3 clusters Score: Raw -314694.104792 + Penalty 3784.226999 = -310909.877794 nChanged 19 SP:Iteration 34Q (9936.610000 sec): 3 clusters Score: Raw -314721.903969 + Penalty 3784.226999 = -310937.676971 nChanged 15 SP:Iteration 35Q (9936.770000 sec): 3 clusters Score: Raw -314742.779012 + Penalty 3784.226999 = -310958.552013 nChanged 10 SP:Iteration 36Q (9936.930000 sec): 3 clusters Score: Raw -314755.265031 + Penalty 3784.226999 = -310971.038032 nChanged 7 SP:Iteration 37Q (9937.090000 sec): 3 clusters Score: Raw -314766.995158 + Penalty 3784.226999 = -310982.768159 nChanged 6 SP:Iteration 38Q (9937.250000 sec): 3 clusters Score: Raw -314782.678036 + Penalty 3784.226999 = -310998.451038 nChanged 3 SP:Iteration 39Q (9937.410000 sec): 3 clusters Score: Raw -314791.719408 + Penalty 3784.226999 = -311007.492409 nChanged 2 SP:Iteration 40F (9937.570000 sec): 3 clusters Score: Raw -314824.831890 + Penalty 3784.226999 = -311040.604891 nChanged 23 SP:Iteration 41Q (9937.730000 sec): 3 clusters Score: Raw -314931.269704 + Penalty 3784.226999 = -311147.042705 nChanged 35 SP:Iteration 42Q (9937.890000 sec): 3 clusters Score: Raw -315127.910969 + Penalty 3784.226999 = -311343.683970 nChanged 36 SP:Iteration 43Q (9938.050000 sec): 3 clusters Score: Raw -315306.875657 + Penalty 3784.226999 = -311522.648658 nChanged 22 SP:Iteration 44Q (9938.210000 sec): 3 clusters Score: Raw -315387.332325 + Penalty 3784.226999 = -311603.105326 nChanged 14 SP:Iteration 45Q (9938.370000 sec): 3 clusters Score: Raw -315420.824052 + Penalty 3784.226999 = -311636.597053 nChanged 10 SP:Iteration 46Q (9938.530000 sec): 3 clusters Score: Raw -315436.331121 + Penalty 3784.226999 = -311652.104123 nChanged 2 SP:Iteration 47Q (9938.690000 sec): 3 clusters Score: Raw -315439.202021 + Penalty 3784.226999 = -311654.975022 nChanged 0 SP:Iteration 48F (9938.850000 sec): 3 clusters Score: Raw -315442.442418 + Penalty 3784.226999 = -311658.215419 nChanged 2 SP:Iteration 49Q (9939.010000 sec): 3 clusters Score: Raw -315451.718334 + Penalty 3784.226999 = -311667.491336 nChanged 6 SP:Iteration 50Q (9939.170000 sec): 3 clusters Score: Raw -315484.662517 + Penalty 3784.226999 = -311700.435518 nChanged 11 SP:Iteration 51Q (9939.330000 sec): 3 clusters Score: Raw -315531.323868 + Penalty 3784.226999 = -311747.096870 nChanged 11 SP:Iteration 52Q (9939.490000 sec): 3 clusters Score: Raw -315630.197071 + Penalty 3784.226999 = -311845.970072 nChanged 19 SP:Iteration 53Q (9939.650000 sec): 3 clusters Score: Raw -315785.957331 + Penalty 3784.226999 = -312001.730332 nChanged 15 SP:Iteration 54Q (9939.810000 sec): 3 clusters Score: Raw -315917.090618 + Penalty 3784.226999 = -312132.863619 nChanged 13 SP:Iteration 55Q (9939.970000 sec): 3 clusters Score: Raw -315994.137179 + Penalty 3784.226999 = -312209.910180 nChanged 7 SP:Iteration 56Q (9940.130000 sec): 3 clusters Score: Raw -316038.014837 + Penalty 3784.226999 = -312253.787838 nChanged 7 SP:Iteration 57Q (9940.290000 sec): 3 clusters Score: Raw -316049.041796 + Penalty 3784.226999 = -312264.814797 nChanged 0 SP:Iteration 58F (9940.450000 sec): 3 clusters Score: Raw -316052.025870 + Penalty 3784.226999 = -312267.798872 nChanged 2 SP:Iteration 59Q (9940.610000 sec): 3 clusters Score: Raw -316053.814392 + Penalty 3784.226999 = -312269.587393 nChanged 0 SP:Iteration 60F (9940.770000 sec): 3 clusters Score: Raw -316053.814392 + Penalty 3784.226999 = -312269.587393 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 3.02 GB. Trying to split cluster 3 (19719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9940.990000 sec): 2 clusters Score: Raw -3254337.520258 + Penalty 2452.555803 = -3251884.964454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9941.280000 sec): 3 clusters Score: Raw -3242994.446450 + Penalty 4905.111607 = -3238089.334843 nChanged 8630 SP:Iteration 1F (9941.580000 sec): 3 clusters Score: Raw -3247935.952240 + Penalty 4905.111607 = -3243030.840633 nChanged 1264 SP:Iteration 2F (9941.860000 sec): 3 clusters Score: Raw -3248707.786389 + Penalty 4905.111607 = -3243802.674782 nChanged 1312 SP:Iteration 3F (9942.160000 sec): 3 clusters Score: Raw -3249793.076730 + Penalty 4905.111607 = -3244887.965123 nChanged 1567 SP:Iteration 4F (9942.450000 sec): 3 clusters Score: Raw -3251586.648442 + Penalty 4905.111607 = -3246681.536835 nChanged 1965 SP:Iteration 5F (9942.730000 sec): 3 clusters Score: Raw -3254377.546050 + Penalty 4905.111607 = -3249472.434443 nChanged 2131 SP:Iteration 6F (9943.030000 sec): 3 clusters Score: Raw -3257630.876312 + Penalty 4905.111607 = -3252725.764706 nChanged 1719 SP:Iteration 7F (9943.310000 sec): 3 clusters Score: Raw -3259900.608220 + Penalty 4905.111607 = -3254995.496613 nChanged 1160 SP:Iteration 8F (9943.600000 sec): 3 clusters Score: Raw -3261122.489515 + Penalty 4905.111607 = -3256217.377908 nChanged 830 SP:Iteration 9Q (9943.890000 sec): 3 clusters Score: Raw -3261830.462659 + Penalty 4905.111607 = -3256925.351052 nChanged 545 SP:Iteration 10Q (9944.230000 sec): 3 clusters Score: Raw -3262212.373298 + Penalty 4905.111607 = -3257307.261691 nChanged 398 SP:Iteration 11Q (9944.510000 sec): 3 clusters Score: Raw -3262481.381840 + Penalty 4905.111607 = -3257576.270233 nChanged 309 SP:Iteration 12Q (9944.800000 sec): 3 clusters Score: Raw -3262688.807604 + Penalty 4905.111607 = -3257783.695997 nChanged 242 SP:Iteration 13Q (9945.090000 sec): 3 clusters Score: Raw -3262830.166841 + Penalty 4905.111607 = -3257925.055235 nChanged 194 SP:Iteration 14Q (9945.390000 sec): 3 clusters Score: Raw -3262932.586792 + Penalty 4905.111607 = -3258027.475185 nChanged 147 SP:Iteration 15Q (9945.680000 sec): 3 clusters Score: Raw -3262987.589196 + Penalty 4905.111607 = -3258082.477589 nChanged 95 SP:Iteration 16Q (9945.970000 sec): 3 clusters Score: Raw -3263022.867874 + Penalty 4905.111607 = -3258117.756267 nChanged 86 SP:Iteration 17Q (9946.260000 sec): 3 clusters Score: Raw -3263053.238277 + Penalty 4905.111607 = -3258148.126670 nChanged 70 SP:Iteration 18Q (9946.550000 sec): 3 clusters Score: Raw -3263073.266208 + Penalty 4905.111607 = -3258168.154601 nChanged 64 SP:Iteration 19Q (9946.850000 sec): 3 clusters Score: Raw -3263086.221607 + Penalty 4905.111607 = -3258181.110000 nChanged 46 SP:Iteration 20F (9947.150000 sec): 3 clusters Score: Raw -3263115.414980 + Penalty 4905.111607 = -3258210.303373 nChanged 47 SP:Iteration 21Q (9947.540000 sec): 3 clusters Score: Raw -3263135.980664 + Penalty 4905.111607 = -3258230.869057 nChanged 40 SP:Iteration 22Q (9947.780000 sec): 3 clusters Score: Raw -3263143.820718 + Penalty 4905.111607 = -3258238.709111 nChanged 32 SP:Iteration 23Q (9948.070000 sec): 3 clusters Score: Raw -3263148.821981 + Penalty 4905.111607 = -3258243.710375 nChanged 24 SP:Iteration 24Q (9948.350000 sec): 3 clusters Score: Raw -3263153.849252 + Penalty 4905.111607 = -3258248.737645 nChanged 25 SP:Iteration 25Q (9948.670000 sec): 3 clusters Score: Raw -3263157.888405 + Penalty 4905.111607 = -3258252.776798 nChanged 10 SP:Iteration 26Q (9948.950000 sec): 3 clusters Score: Raw -3263159.095090 + Penalty 4905.111607 = -3258253.983483 nChanged 4 SP:Iteration 27Q (9949.220000 sec): 3 clusters Score: Raw -3263159.798927 + Penalty 4905.111607 = -3258254.687320 nChanged 5 SP:Iteration 28Q (9949.510000 sec): 3 clusters Score: Raw -3263160.556907 + Penalty 4905.111607 = -3258255.445300 nChanged 4 SP:Iteration 29Q (9949.830000 sec): 3 clusters Score: Raw -3263160.966831 + Penalty 4905.111607 = -3258255.855224 nChanged 3 SP:Iteration 30Q (9950.110000 sec): 3 clusters Score: Raw -3263161.297701 + Penalty 4905.111607 = -3258256.186094 nChanged 3 SP:Iteration 31Q (9950.390000 sec): 3 clusters Score: Raw -3263161.800811 + Penalty 4905.111607 = -3258256.689205 nChanged 3 SP:Iteration 32Q (9950.670000 sec): 3 clusters Score: Raw -3263162.137538 + Penalty 4905.111607 = -3258257.025931 nChanged 4 SP:Iteration 33Q (9950.950000 sec): 3 clusters Score: Raw -3263162.532708 + Penalty 4905.111607 = -3258257.421101 nChanged 2 SP:Iteration 34Q (9951.230000 sec): 3 clusters Score: Raw -3263162.716029 + Penalty 4905.111607 = -3258257.604423 nChanged 3 SP:Iteration 35Q (9951.510000 sec): 3 clusters Score: Raw -3263162.940390 + Penalty 4905.111607 = -3258257.828784 nChanged 1 SP:Iteration 36Q (9951.790000 sec): 3 clusters Score: Raw -3263162.989952 + Penalty 4905.111607 = -3258257.878345 nChanged 0 SP:Iteration 37F (9952.060000 sec): 3 clusters Score: Raw -3263162.989952 + Penalty 4905.111607 = -3258257.878345 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 3.02 GB. Trying to split cluster 4 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9952.160000 sec): 2 clusters Score: Raw -132562.939458 + Penalty 1695.924490 = -130867.014969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9952.330000 sec): 3 clusters Score: Raw -132486.269337 + Penalty 3391.848980 = -129094.420358 nChanged 269 SP:Iteration 1F (9952.490000 sec): 3 clusters Score: Raw -132934.702220 + Penalty 3391.848980 = -129542.853241 nChanged 88 SP:Iteration 2F (9952.650000 sec): 3 clusters Score: Raw -133215.502170 + Penalty 3391.848980 = -129823.653191 nChanged 66 SP:Iteration 3F (9952.810000 sec): 3 clusters Score: Raw -133492.632939 + Penalty 3391.848980 = -130100.783959 nChanged 69 SP:Iteration 4F (9952.980000 sec): 3 clusters Score: Raw -133911.174276 + Penalty 3391.848980 = -130519.325297 nChanged 104 SP:Iteration 5F (9953.140000 sec): 3 clusters Score: Raw -134646.325520 + Penalty 3391.848980 = -131254.476540 nChanged 87 SP:Iteration 6F (9953.310000 sec): 3 clusters Score: Raw -135759.609559 + Penalty 3391.848980 = -132367.760579 nChanged 57 SP:Iteration 7F (9953.470000 sec): 3 clusters Score: Raw -136817.056384 + Penalty 3391.848980 = -133425.207404 nChanged 20 SP:Iteration 8Q (9953.630000 sec): 3 clusters Score: Raw -138585.002095 + Penalty 3391.848980 = -135193.153115 nChanged 6 SP:Iteration 9Q (9953.790000 sec): 3 clusters Score: Raw -139856.963045 + Penalty 3391.848980 = -136465.114065 nChanged 3 SP:Iteration 10Q (9954.000000 sec): 3 clusters Score: Raw -139949.894029 + Penalty 3391.848980 = -136558.045049 nChanged 5 SP:Iteration 11Q (9954.210000 sec): 3 clusters Score: Raw -140187.821337 + Penalty 3391.848980 = -136795.972358 nChanged 2 SP:Iteration 12Q (9954.460000 sec): 3 clusters Score: Raw -140642.662633 + Penalty 3391.848980 = -137250.813653 nChanged 0 SP:Iteration 13F (9954.690000 sec): 3 clusters Score: Raw -140642.662633 + Penalty 3391.848980 = -137250.813653 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 3.02 GB. Trying to split cluster 5 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9954.810000 sec): 2 clusters Score: Raw -282168.341191 + Penalty 1836.713639 = -280331.627553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9955.080000 sec): 3 clusters Score: Raw -281656.520678 + Penalty 3673.427277 = -277983.093401 nChanged 488 SP:Iteration 1F (9955.250000 sec): 3 clusters Score: Raw -282117.342080 + Penalty 3673.427277 = -278443.914803 nChanged 144 SP:Iteration 2F (9955.390000 sec): 3 clusters Score: Raw -282344.164306 + Penalty 3673.427277 = -278670.737029 nChanged 103 SP:Iteration 3F (9955.570000 sec): 3 clusters Score: Raw -282612.522522 + Penalty 3673.427277 = -278939.095245 nChanged 99 SP:Iteration 4F (9955.790000 sec): 3 clusters Score: Raw -282799.043076 + Penalty 3673.427277 = -279125.615799 nChanged 81 SP:Iteration 5Q (9956.010000 sec): 3 clusters Score: Raw -282950.845738 + Penalty 3673.427277 = -279277.418461 nChanged 70 SP:Iteration 6Q (9956.190000 sec): 3 clusters Score: Raw -283066.669124 + Penalty 3673.427277 = -279393.241847 nChanged 53 SP:Iteration 7Q (9956.350000 sec): 3 clusters Score: Raw -283135.752311 + Penalty 3673.427277 = -279462.325033 nChanged 48 SP:Iteration 8Q (9956.520000 sec): 3 clusters Score: Raw -283181.896206 + Penalty 3673.427277 = -279508.468929 nChanged 29 SP:Iteration 9Q (9956.650000 sec): 3 clusters Score: Raw -283216.793774 + Penalty 3673.427277 = -279543.366497 nChanged 35 SP:Iteration 10Q (9956.780000 sec): 3 clusters Score: Raw -283268.451383 + Penalty 3673.427277 = -279595.024106 nChanged 37 SP:Iteration 11Q (9956.870000 sec): 3 clusters Score: Raw -283309.379183 + Penalty 3673.427277 = -279635.951906 nChanged 35 SP:Iteration 12Q (9957.130000 sec): 3 clusters Score: Raw -283345.822293 + Penalty 3673.427277 = -279672.395016 nChanged 34 SP:Iteration 13Q (9957.420000 sec): 3 clusters Score: Raw -283391.134739 + Penalty 3673.427277 = -279717.707462 nChanged 35 SP:Iteration 14Q (9957.740000 sec): 3 clusters Score: Raw -283440.601408 + Penalty 3673.427277 = -279767.174131 nChanged 40 SP:Iteration 15Q (9957.910000 sec): 3 clusters Score: Raw -283491.093678 + Penalty 3673.427277 = -279817.666401 nChanged 34 SP:Iteration 16Q (9958.080000 sec): 3 clusters Score: Raw -283537.465538 + Penalty 3673.427277 = -279864.038261 nChanged 35 SP:Iteration 17Q (9958.210000 sec): 3 clusters Score: Raw -283596.052827 + Penalty 3673.427277 = -279922.625550 nChanged 42 SP:Iteration 18Q (9958.360000 sec): 3 clusters Score: Raw -283691.753139 + Penalty 3673.427277 = -280018.325862 nChanged 37 SP:Iteration 19Q (9958.510000 sec): 3 clusters Score: Raw -283788.279612 + Penalty 3673.427277 = -280114.852335 nChanged 36 SP:Iteration 20F (9958.730000 sec): 3 clusters Score: Raw -283862.694867 + Penalty 3673.427277 = -280189.267590 nChanged 20 SP:Iteration 21Q (9958.950000 sec): 3 clusters Score: Raw -283900.759527 + Penalty 3673.427277 = -280227.332249 nChanged 17 SP:Iteration 22Q (9959.220000 sec): 3 clusters Score: Raw -283924.654883 + Penalty 3673.427277 = -280251.227606 nChanged 11 SP:Iteration 23Q (9959.460000 sec): 3 clusters Score: Raw -283951.884824 + Penalty 3673.427277 = -280278.457547 nChanged 10 SP:Iteration 24Q (9959.600000 sec): 3 clusters Score: Raw -283998.289234 + Penalty 3673.427277 = -280324.861957 nChanged 8 SP:Iteration 25Q (9959.740000 sec): 3 clusters Score: Raw -284023.113302 + Penalty 3673.427277 = -280349.686025 nChanged 6 SP:Iteration 26Q (9959.900000 sec): 3 clusters Score: Raw -284039.740915 + Penalty 3673.427277 = -280366.313638 nChanged 6 SP:Iteration 27Q (9960.080000 sec): 3 clusters Score: Raw -284055.433871 + Penalty 3673.427277 = -280382.006594 nChanged 7 SP:Iteration 28Q (9960.230000 sec): 3 clusters Score: Raw -284068.740497 + Penalty 3673.427277 = -280395.313220 nChanged 6 SP:Iteration 29Q (9960.430000 sec): 3 clusters Score: Raw -284076.177793 + Penalty 3673.427277 = -280402.750515 nChanged 4 SP:Iteration 30Q (9960.650000 sec): 3 clusters Score: Raw -284083.952049 + Penalty 3673.427277 = -280410.524772 nChanged 3 SP:Iteration 31Q (9960.840000 sec): 3 clusters Score: Raw -284097.151472 + Penalty 3673.427277 = -280423.724195 nChanged 2 SP:Iteration 32Q (9960.990000 sec): 3 clusters Score: Raw -284101.144971 + Penalty 3673.427277 = -280427.717694 nChanged 3 SP:Iteration 33Q (9961.230000 sec): 3 clusters Score: Raw -284103.806992 + Penalty 3673.427277 = -280430.379715 nChanged 0 SP:Iteration 34F (9961.390000 sec): 3 clusters Score: Raw -284106.525567 + Penalty 3673.427277 = -280433.098290 nChanged 4 SP:Iteration 35Q (9961.530000 sec): 3 clusters Score: Raw -284122.217772 + Penalty 3673.427277 = -280448.790495 nChanged 5 SP:Iteration 36Q (9961.750000 sec): 3 clusters Score: Raw -284136.496487 + Penalty 3673.427277 = -280463.069210 nChanged 8 SP:Iteration 37Q (9961.890000 sec): 3 clusters Score: Raw -284157.438182 + Penalty 3673.427277 = -280484.010905 nChanged 10 SP:Iteration 38Q (9962.080000 sec): 3 clusters Score: Raw -284168.255456 + Penalty 3673.427277 = -280494.828179 nChanged 5 SP:Iteration 39Q (9962.220000 sec): 3 clusters Score: Raw -284173.629066 + Penalty 3673.427277 = -280500.201789 nChanged 2 SP:Iteration 40F (9962.380000 sec): 3 clusters Score: Raw -284175.873686 + Penalty 3673.427277 = -280502.446409 nChanged 1 SP:Iteration 41Q (9962.510000 sec): 3 clusters Score: Raw -284177.350841 + Penalty 3673.427277 = -280503.923564 nChanged 1 SP:Iteration 42Q (9962.650000 sec): 3 clusters Score: Raw -284183.078780 + Penalty 3673.427277 = -280509.651503 nChanged 0 SP:Iteration 43F (9962.850000 sec): 3 clusters Score: Raw -284183.078780 + Penalty 3673.427277 = -280509.651503 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 3.02 GB. Trying to split cluster 6 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9962.990000 sec): 2 clusters Score: Raw -84718.101901 + Penalty 1668.105884 = -83049.996018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9963.230000 sec): 3 clusters Score: Raw -85366.636540 + Penalty 3336.211768 = -82030.424773 nChanged 323 SP:Iteration 1F (9963.390000 sec): 3 clusters Score: Raw -87833.640290 + Penalty 3336.211768 = -84497.428523 nChanged 124 SP:Iteration 2F (9963.590000 sec): 3 clusters Score: Raw -90636.035519 + Penalty 3336.211768 = -87299.823752 nChanged 84 SP:Iteration 3F (9963.790000 sec): 3 clusters Score: Raw -94087.535601 + Penalty 3336.211768 = -90751.323833 nChanged 59 SP:Iteration 4F (9964.010000 sec): 3 clusters Score: Raw -96049.859507 + Penalty 3336.211768 = -92713.647740 nChanged 45 SP:Iteration 5F (9964.200000 sec): 3 clusters Score: Raw -97285.554911 + Penalty 3336.211768 = -93949.343143 nChanged 24 SP:Iteration 6Q (9964.310000 sec): 3 clusters Score: Raw -97829.619885 + Penalty 3336.211768 = -94493.408117 nChanged 6 SP:Iteration 7Q (9964.450000 sec): 3 clusters Score: Raw -97898.360537 + Penalty 3336.211768 = -94562.148770 nChanged 3 SP:Iteration 8Q (9964.620000 sec): 3 clusters Score: Raw -97979.690683 + Penalty 3336.211768 = -94643.478915 nChanged 6 SP:Iteration 9Q (9964.810000 sec): 3 clusters Score: Raw -98274.532967 + Penalty 3336.211768 = -94938.321199 nChanged 0 SP:Iteration 10F (9964.950000 sec): 3 clusters Score: Raw -98274.532967 + Penalty 3336.211768 = -94938.321199 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 3.02 GB. Trying to split cluster 7 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9965.090000 sec): 2 clusters Score: Raw -90480.398685 + Penalty 1616.382476 = -88864.016210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9965.250000 sec): 3 clusters Score: Raw -90616.279036 + Penalty 3232.764951 = -87383.514085 nChanged 182 SP:Iteration 1F (9965.470000 sec): 3 clusters Score: Raw -91465.233429 + Penalty 3232.764951 = -88232.468477 nChanged 82 SP:Iteration 2F (9965.630000 sec): 3 clusters Score: Raw -92298.449386 + Penalty 3232.764951 = -89065.684435 nChanged 74 SP:Iteration 3F (9965.790000 sec): 3 clusters Score: Raw -93033.111305 + Penalty 3232.764951 = -89800.346354 nChanged 42 SP:Iteration 4F (9965.950000 sec): 3 clusters Score: Raw -93317.762036 + Penalty 3232.764951 = -90084.997084 nChanged 15 SP:Iteration 5Q (9966.100000 sec): 3 clusters Score: Raw -93378.851045 + Penalty 3232.764951 = -90146.086093 nChanged 5 SP:Iteration 6Q (9966.220000 sec): 3 clusters Score: Raw -93402.046605 + Penalty 3232.764951 = -90169.281653 nChanged 5 SP:Iteration 7Q (9966.340000 sec): 3 clusters Score: Raw -93431.273016 + Penalty 3232.764951 = -90198.508065 nChanged 5 SP:Iteration 8Q (9966.480000 sec): 3 clusters Score: Raw -93451.923037 + Penalty 3232.764951 = -90219.158086 nChanged 2 SP:Iteration 9Q (9966.660000 sec): 3 clusters Score: Raw -93465.453718 + Penalty 3232.764951 = -90232.688766 nChanged 2 SP:Iteration 10Q (9966.830000 sec): 3 clusters Score: Raw -93486.402481 + Penalty 3232.764951 = -90253.637529 nChanged 2 SP:Iteration 11Q (9966.990000 sec): 3 clusters Score: Raw -93494.484704 + Penalty 3232.764951 = -90261.719753 nChanged 1 SP:Iteration 12Q (9967.180000 sec): 3 clusters Score: Raw -93499.374729 + Penalty 3232.764951 = -90266.609777 nChanged 1 SP:Iteration 13Q (9967.370000 sec): 3 clusters Score: Raw -93504.131884 + Penalty 3232.764951 = -90271.366933 nChanged 1 SP:Iteration 14Q (9967.530000 sec): 3 clusters Score: Raw -93508.095671 + Penalty 3232.764951 = -90275.330720 nChanged 0 SP:Iteration 15F (9967.740000 sec): 3 clusters Score: Raw -93509.047755 + Penalty 3232.764951 = -90276.282804 nChanged 1 SP:Iteration 16Q (9967.870000 sec): 3 clusters Score: Raw -93514.036866 + Penalty 3232.764951 = -90281.271915 nChanged 1 SP:Iteration 17Q (9968.050000 sec): 3 clusters Score: Raw -93517.769173 + Penalty 3232.764951 = -90285.004222 nChanged 1 SP:Iteration 18Q (9968.210000 sec): 3 clusters Score: Raw -93527.575259 + Penalty 3232.764951 = -90294.810308 nChanged 1 SP:Iteration 19Q (9968.350000 sec): 3 clusters Score: Raw -93530.871003 + Penalty 3232.764951 = -90298.106051 nChanged 0 SP:Iteration 20F (9968.470000 sec): 3 clusters Score: Raw -93530.871003 + Penalty 3232.764951 = -90298.106051 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (8511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9968.640000 sec): 2 clusters Score: Raw -1406459.270020 + Penalty 2244.180451 = -1404215.089568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9968.870000 sec): 3 clusters Score: Raw -1401981.924180 + Penalty 4488.360903 = -1397493.563277 nChanged 3495 SP:Iteration 1F (9969.110000 sec): 3 clusters Score: Raw -1404320.250110 + Penalty 4488.360903 = -1399831.889207 nChanged 830 SP:Iteration 2F (9969.330000 sec): 3 clusters Score: Raw -1405272.718059 + Penalty 4488.360903 = -1400784.357157 nChanged 849 SP:Iteration 3F (9969.590000 sec): 3 clusters Score: Raw -1406419.677081 + Penalty 4488.360903 = -1401931.316178 nChanged 704 SP:Iteration 4F (9969.870000 sec): 3 clusters Score: Raw -1407111.846904 + Penalty 4488.360903 = -1402623.486001 nChanged 495 SP:Iteration 5F (9970.150000 sec): 3 clusters Score: Raw -1407479.791673 + Penalty 4488.360903 = -1402991.430770 nChanged 331 SP:Iteration 6Q (9970.450000 sec): 3 clusters Score: Raw -1407717.568383 + Penalty 4488.360903 = -1403229.207480 nChanged 258 SP:Iteration 7Q (9970.670000 sec): 3 clusters Score: Raw -1407875.942348 + Penalty 4488.360903 = -1403387.581445 nChanged 190 SP:Iteration 8Q (9970.920000 sec): 3 clusters Score: Raw -1407977.787408 + Penalty 4488.360903 = -1403489.426505 nChanged 149 SP:Iteration 9Q (9971.190000 sec): 3 clusters Score: Raw -1408095.851309 + Penalty 4488.360903 = -1403607.490406 nChanged 152 SP:Iteration 10Q (9971.490000 sec): 3 clusters Score: Raw -1408212.930855 + Penalty 4488.360903 = -1403724.569952 nChanged 140 SP:Iteration 11Q (9971.740000 sec): 3 clusters Score: Raw -1408278.956448 + Penalty 4488.360903 = -1403790.595545 nChanged 105 SP:Iteration 12Q (9972.030000 sec): 3 clusters Score: Raw -1408310.163473 + Penalty 4488.360903 = -1403821.802570 nChanged 72 SP:Iteration 13Q (9972.280000 sec): 3 clusters Score: Raw -1408330.602673 + Penalty 4488.360903 = -1403842.241770 nChanged 54 SP:Iteration 14Q (9972.530000 sec): 3 clusters Score: Raw -1408345.724258 + Penalty 4488.360903 = -1403857.363355 nChanged 37 SP:Iteration 15Q (9972.730000 sec): 3 clusters Score: Raw -1408356.068816 + Penalty 4488.360903 = -1403867.707913 nChanged 39 SP:Iteration 16Q (9972.990000 sec): 3 clusters Score: Raw -1408363.450080 + Penalty 4488.360903 = -1403875.089177 nChanged 25 SP:Iteration 17Q (9973.230000 sec): 3 clusters Score: Raw -1408367.668461 + Penalty 4488.360903 = -1403879.307559 nChanged 17 SP:Iteration 18Q (9973.520000 sec): 3 clusters Score: Raw -1408369.608804 + Penalty 4488.360903 = -1403881.247901 nChanged 14 SP:Iteration 19Q (9973.800000 sec): 3 clusters Score: Raw -1408372.560591 + Penalty 4488.360903 = -1403884.199689 nChanged 13 SP:Iteration 20F (9974.040000 sec): 3 clusters Score: Raw -1408375.492147 + Penalty 4488.360903 = -1403887.131244 nChanged 15 SP:Iteration 21Q (9974.370000 sec): 3 clusters Score: Raw -1408377.970721 + Penalty 4488.360903 = -1403889.609819 nChanged 7 SP:Iteration 22Q (9974.680000 sec): 3 clusters Score: Raw -1408379.011150 + Penalty 4488.360903 = -1403890.650247 nChanged 8 SP:Iteration 23Q (9974.980000 sec): 3 clusters Score: Raw -1408380.417426 + Penalty 4488.360903 = -1403892.056523 nChanged 8 SP:Iteration 24Q (9975.310000 sec): 3 clusters Score: Raw -1408382.080760 + Penalty 4488.360903 = -1403893.719857 nChanged 6 SP:Iteration 25Q (9975.530000 sec): 3 clusters Score: Raw -1408383.467959 + Penalty 4488.360903 = -1403895.107056 nChanged 5 SP:Iteration 26Q (9975.820000 sec): 3 clusters Score: Raw -1408384.404726 + Penalty 4488.360903 = -1403896.043824 nChanged 5 SP:Iteration 27Q (9976.030000 sec): 3 clusters Score: Raw -1408384.901630 + Penalty 4488.360903 = -1403896.540728 nChanged 2 SP:Iteration 28Q (9976.260000 sec): 3 clusters Score: Raw -1408385.172564 + Penalty 4488.360903 = -1403896.811661 nChanged 4 SP:Iteration 29Q (9976.520000 sec): 3 clusters Score: Raw -1408385.616855 + Penalty 4488.360903 = -1403897.255952 nChanged 2 SP:Iteration 30Q (9976.800000 sec): 3 clusters Score: Raw -1408385.916892 + Penalty 4488.360903 = -1403897.555989 nChanged 3 SP:Iteration 31Q (9977.020000 sec): 3 clusters Score: Raw -1408386.380252 + Penalty 4488.360903 = -1403898.019349 nChanged 1 SP:Iteration 32Q (9977.240000 sec): 3 clusters Score: Raw -1408386.494270 + Penalty 4488.360903 = -1403898.133367 nChanged 1 SP:Iteration 33Q (9977.480000 sec): 3 clusters Score: Raw -1408386.588666 + Penalty 4488.360903 = -1403898.227763 nChanged 1 SP:Iteration 34Q (9977.730000 sec): 3 clusters Score: Raw -1408386.641411 + Penalty 4488.360903 = -1403898.280509 nChanged 1 SP:Iteration 35Q (9977.940000 sec): 3 clusters Score: Raw -1408386.711650 + Penalty 4488.360903 = -1403898.350747 nChanged 0 SP:Iteration 36F (9978.190000 sec): 3 clusters Score: Raw -1408386.711650 + Penalty 4488.360903 = -1403898.350747 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (1799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9978.280000 sec): 2 clusters Score: Raw -295692.846796 + Penalty 1858.756586 = -293834.090210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9978.460000 sec): 3 clusters Score: Raw -295167.787969 + Penalty 3717.513172 = -291450.274797 nChanged 622 SP:Iteration 1F (9978.700000 sec): 3 clusters Score: Raw -296359.003081 + Penalty 3717.513172 = -292641.489909 nChanged 385 SP:Iteration 2F (9978.860000 sec): 3 clusters Score: Raw -299342.974171 + Penalty 3717.513172 = -295625.460999 nChanged 286 SP:Iteration 3F (9979.000000 sec): 3 clusters Score: Raw -301684.014164 + Penalty 3717.513172 = -297966.500992 nChanged 91 SP:Iteration 4F (9979.190000 sec): 3 clusters Score: Raw -302150.617513 + Penalty 3717.513172 = -298433.104341 nChanged 50 SP:Iteration 5Q (9979.340000 sec): 3 clusters Score: Raw -302320.700928 + Penalty 3717.513172 = -298603.187756 nChanged 31 SP:Iteration 6Q (9979.540000 sec): 3 clusters Score: Raw -302391.380938 + Penalty 3717.513172 = -298673.867766 nChanged 15 SP:Iteration 7Q (9979.740000 sec): 3 clusters Score: Raw -302415.942524 + Penalty 3717.513172 = -298698.429352 nChanged 11 SP:Iteration 8Q (9979.900000 sec): 3 clusters Score: Raw -302431.560252 + Penalty 3717.513172 = -298714.047080 nChanged 6 SP:Iteration 9Q (9980.110000 sec): 3 clusters Score: Raw -302437.798034 + Penalty 3717.513172 = -298720.284862 nChanged 4 SP:Iteration 10Q (9980.260000 sec): 3 clusters Score: Raw -302442.913879 + Penalty 3717.513172 = -298725.400707 nChanged 1 SP:Iteration 11Q (9980.390000 sec): 3 clusters Score: Raw -302443.702313 + Penalty 3717.513172 = -298726.189141 nChanged 0 SP:Iteration 12F (9980.550000 sec): 3 clusters Score: Raw -302443.702313 + Penalty 3717.513172 = -298726.189141 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9980.660000 sec): 2 clusters Score: Raw -112583.933450 + Penalty 1641.115939 = -110942.817512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9980.840000 sec): 3 clusters Score: Raw -112687.201924 + Penalty 3282.231877 = -109404.970047 nChanged 200 SP:Iteration 1F (9981.030000 sec): 3 clusters Score: Raw -113102.071027 + Penalty 3282.231877 = -109819.839150 nChanged 55 SP:Iteration 2F (9981.230000 sec): 3 clusters Score: Raw -113201.681844 + Penalty 3282.231877 = -109919.449967 nChanged 29 SP:Iteration 3Q (9981.460000 sec): 3 clusters Score: Raw -113258.431845 + Penalty 3282.231877 = -109976.199968 nChanged 23 SP:Iteration 4Q (9981.580000 sec): 3 clusters Score: Raw -113307.376305 + Penalty 3282.231877 = -110025.144428 nChanged 17 SP:Iteration 5Q (9981.740000 sec): 3 clusters Score: Raw -113347.022987 + Penalty 3282.231877 = -110064.791110 nChanged 14 SP:Iteration 6Q (9981.910000 sec): 3 clusters Score: Raw -113452.098382 + Penalty 3282.231877 = -110169.866505 nChanged 15 SP:Iteration 7Q (9982.060000 sec): 3 clusters Score: Raw -113644.771123 + Penalty 3282.231877 = -110362.539246 nChanged 20 SP:Iteration 8Q (9982.220000 sec): 3 clusters Score: Raw -113700.573604 + Penalty 3282.231877 = -110418.341727 nChanged 14 SP:Iteration 9Q (9982.350000 sec): 3 clusters Score: Raw -113726.781334 + Penalty 3282.231877 = -110444.549457 nChanged 13 SP:Iteration 10Q (9982.470000 sec): 3 clusters Score: Raw -113748.046847 + Penalty 3282.231877 = -110465.814970 nChanged 5 SP:Iteration 11Q (9982.660000 sec): 3 clusters Score: Raw -113754.871283 + Penalty 3282.231877 = -110472.639406 nChanged 5 SP:Iteration 12Q (9982.760000 sec): 3 clusters Score: Raw -113760.229882 + Penalty 3282.231877 = -110477.998005 nChanged 4 SP:Iteration 13Q (9982.980000 sec): 3 clusters Score: Raw -113767.683646 + Penalty 3282.231877 = -110485.451769 nChanged 5 SP:Iteration 14Q (9983.180000 sec): 3 clusters Score: Raw -113773.667709 + Penalty 3282.231877 = -110491.435832 nChanged 5 SP:Iteration 15Q (9983.330000 sec): 3 clusters Score: Raw -113778.146427 + Penalty 3282.231877 = -110495.914550 nChanged 2 SP:Iteration 16Q (9983.520000 sec): 3 clusters Score: Raw -113780.419707 + Penalty 3282.231877 = -110498.187830 nChanged 3 SP:Iteration 17Q (9983.730000 sec): 3 clusters Score: Raw -113783.847332 + Penalty 3282.231877 = -110501.615455 nChanged 4 SP:Iteration 18Q (9983.800000 sec): 3 clusters Score: Raw -113788.435882 + Penalty 3282.231877 = -110506.204005 nChanged 5 SP:Iteration 19Q (9983.950000 sec): 3 clusters Score: Raw -113797.098624 + Penalty 3282.231877 = -110514.866747 nChanged 8 SP:Iteration 20F (9984.080000 sec): 3 clusters Score: Raw -113812.642368 + Penalty 3282.231877 = -110530.410491 nChanged 11 SP:Iteration 21Q (9984.210000 sec): 3 clusters Score: Raw -113828.268575 + Penalty 3282.231877 = -110546.036698 nChanged 15 SP:Iteration 22Q (9984.320000 sec): 3 clusters Score: Raw -113851.682578 + Penalty 3282.231877 = -110569.450701 nChanged 19 SP:Iteration 23Q (9984.490000 sec): 3 clusters Score: Raw -113885.624338 + Penalty 3282.231877 = -110603.392461 nChanged 16 SP:Iteration 24Q (9984.660000 sec): 3 clusters Score: Raw -113913.848777 + Penalty 3282.231877 = -110631.616900 nChanged 19 SP:Iteration 25Q (9984.810000 sec): 3 clusters Score: Raw -113956.841676 + Penalty 3282.231877 = -110674.609799 nChanged 27 SP:Iteration 26Q (9984.970000 sec): 3 clusters Score: Raw -114038.317514 + Penalty 3282.231877 = -110756.085637 nChanged 33 SP:Iteration 27Q (9985.130000 sec): 3 clusters Score: Raw -114156.376460 + Penalty 3282.231877 = -110874.144583 nChanged 37 SP:Iteration 28Q (9985.320000 sec): 3 clusters Score: Raw -114329.319126 + Penalty 3282.231877 = -111047.087249 nChanged 32 SP:Iteration 29Q (9985.490000 sec): 3 clusters Score: Raw -114474.193320 + Penalty 3282.231877 = -111191.961443 nChanged 11 SP:Iteration 30Q (9985.720000 sec): 3 clusters Score: Raw -114519.446179 + Penalty 3282.231877 = -111237.214302 nChanged 7 SP:Iteration 31Q (9985.860000 sec): 3 clusters Score: Raw -114557.528177 + Penalty 3282.231877 = -111275.296300 nChanged 0 SP:Iteration 32F (9985.950000 sec): 3 clusters Score: Raw -114602.048234 + Penalty 3282.231877 = -111319.816357 nChanged 7 SP:Iteration 33Q (9986.140000 sec): 3 clusters Score: Raw -114810.610773 + Penalty 3282.231877 = -111528.378895 nChanged 5 SP:Iteration 34Q (9986.340000 sec): 3 clusters Score: Raw -114872.509191 + Penalty 3282.231877 = -111590.277314 nChanged 3 SP:Iteration 35Q (9986.450000 sec): 3 clusters Score: Raw -114880.252572 + Penalty 3282.231877 = -111598.020694 nChanged 0 SP:Iteration 36F (9986.590000 sec): 3 clusters Score: Raw -114884.945030 + Penalty 3282.231877 = -111602.713153 nChanged 1 SP:Iteration 37Q (9986.730000 sec): 3 clusters Score: Raw -114925.844675 + Penalty 3282.231877 = -111643.612798 nChanged 2 SP:Iteration 38Q (9986.910000 sec): 3 clusters Score: Raw -115085.169165 + Penalty 3282.231877 = -111802.937288 nChanged 0 SP:Iteration 39F (9987.040000 sec): 3 clusters Score: Raw -115152.621624 + Penalty 3282.231877 = -111870.389747 nChanged 3 SP:Iteration 40F (9987.170000 sec): 3 clusters Score: Raw -115675.205424 + Penalty 3282.231877 = -112392.973547 nChanged 4 SP:Iteration 41Q (9987.320000 sec): 3 clusters Score: Raw -115684.470303 + Penalty 3282.231877 = -112402.238426 nChanged 1 SP:Iteration 42Q (9987.480000 sec): 3 clusters Score: Raw -115686.160222 + Penalty 3282.231877 = -112403.928345 nChanged 0 SP:Iteration 43F (9987.640000 sec): 3 clusters Score: Raw -115686.160222 + Penalty 3282.231877 = -112403.928345 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (162014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9988.810000 sec): 2 clusters Score: Raw -28582152.268287 + Penalty 2974.868631 = -28579177.399655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9989.960000 sec): 3 clusters Score: Raw -28476931.651083 + Penalty 5949.737263 = -28470981.913820 nChanged 77677 SP:Iteration 1F (9991.100000 sec): 3 clusters Score: Raw -28526308.660430 + Penalty 5949.737263 = -28520358.923167 nChanged 14736 SP:Iteration 2F (9992.180000 sec): 3 clusters Score: Raw -28549495.174085 + Penalty 5949.737263 = -28543545.436823 nChanged 23897 SP:Iteration 3F (9993.360000 sec): 3 clusters Score: Raw -28599601.733232 + Penalty 5949.737263 = -28593651.995969 nChanged 22258 SP:Iteration 4F (9994.660000 sec): 3 clusters Score: Raw -28654411.683979 + Penalty 5949.737263 = -28648461.946716 nChanged 12369 SP:Iteration 5F (9996.010000 sec): 3 clusters Score: Raw -28681829.936134 + Penalty 5949.737263 = -28675880.198871 nChanged 5228 SP:Iteration 6Q (9997.140000 sec): 3 clusters Score: Raw -28687526.913912 + Penalty 5949.737263 = -28681577.176649 nChanged 2783 SP:Iteration 7Q (9998.280000 sec): 3 clusters Score: Raw -28689011.742508 + Penalty 5949.737263 = -28683062.005245 nChanged 1770 SP:Iteration 8Q (9999.580000 sec): 3 clusters Score: Raw -28689583.226282 + Penalty 5949.737263 = -28683633.489019 nChanged 1168 SP:Iteration 9Q (10000.570000 sec): 3 clusters Score: Raw -28689849.054333 + Penalty 5949.737263 = -28683899.317070 nChanged 863 SP:Iteration 10Q (10001.560000 sec): 3 clusters Score: Raw -28690001.899771 + Penalty 5949.737263 = -28684052.162508 nChanged 612 SP:Iteration 11Q (10002.700000 sec): 3 clusters Score: Raw -28690085.929340 + Penalty 5949.737263 = -28684136.192077 nChanged 409 SP:Iteration 12Q (10003.780000 sec): 3 clusters Score: Raw -28690127.212588 + Penalty 5949.737263 = -28684177.475325 nChanged 258 SP:Iteration 13Q (10005.080000 sec): 3 clusters Score: Raw -28690144.440193 + Penalty 5949.737263 = -28684194.702930 nChanged 171 SP:Iteration 14Q (10006.420000 sec): 3 clusters Score: Raw -28690153.608241 + Penalty 5949.737263 = -28684203.870978 nChanged 125 SP:Iteration 15Q (10007.730000 sec): 3 clusters Score: Raw -28690158.802549 + Penalty 5949.737263 = -28684209.065286 nChanged 83 SP:Iteration 16Q (10009.070000 sec): 3 clusters Score: Raw -28690161.095121 + Penalty 5949.737263 = -28684211.357858 nChanged 50 SP:Iteration 17Q (10010.350000 sec): 3 clusters Score: Raw -28690162.055405 + Penalty 5949.737263 = -28684212.318142 nChanged 30 SP:Iteration 18Q (10011.670000 sec): 3 clusters Score: Raw -28690162.651344 + Penalty 5949.737263 = -28684212.914081 nChanged 23 SP:Iteration 19Q (10012.990000 sec): 3 clusters Score: Raw -28690163.135685 + Penalty 5949.737263 = -28684213.398422 nChanged 25 SP:Iteration 20F (10014.260000 sec): 3 clusters Score: Raw -28690163.567393 + Penalty 5949.737263 = -28684213.830130 nChanged 17 SP:Iteration 21Q (10015.590000 sec): 3 clusters Score: Raw -28690163.879821 + Penalty 5949.737263 = -28684214.142558 nChanged 23 SP:Iteration 22Q (10016.920000 sec): 3 clusters Score: Raw -28690164.281412 + Penalty 5949.737263 = -28684214.544149 nChanged 9 SP:Iteration 23Q (10018.300000 sec): 3 clusters Score: Raw -28690164.411268 + Penalty 5949.737263 = -28684214.674005 nChanged 8 SP:Iteration 24Q (10019.520000 sec): 3 clusters Score: Raw -28690164.507865 + Penalty 5949.737263 = -28684214.770602 nChanged 1 SP:Iteration 25Q (10020.790000 sec): 3 clusters Score: Raw -28690164.515930 + Penalty 5949.737263 = -28684214.778667 nChanged 0 SP:Iteration 26F (10022.140000 sec): 3 clusters Score: Raw -28690164.515930 + Penalty 5949.737263 = -28684214.778667 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (60446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10022.650000 sec): 2 clusters Score: Raw -10192960.141753 + Penalty 2730.357409 = -10190229.784344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10023.210000 sec): 3 clusters Score: Raw -10155203.079555 + Penalty 5460.714819 = -10149742.364736 nChanged 28159 SP:Iteration 1F (10023.840000 sec): 3 clusters Score: Raw -10174150.365317 + Penalty 5460.714819 = -10168689.650498 nChanged 5179 SP:Iteration 2F (10024.440000 sec): 3 clusters Score: Raw -10185014.499214 + Penalty 5460.714819 = -10179553.784395 nChanged 7053 SP:Iteration 3F (10025.010000 sec): 3 clusters Score: Raw -10198704.695001 + Penalty 5460.714819 = -10193243.980182 nChanged 6838 SP:Iteration 4F (10025.520000 sec): 3 clusters Score: Raw -10205927.077551 + Penalty 5460.714819 = -10200466.362732 nChanged 4691 SP:Iteration 5F (10026.000000 sec): 3 clusters Score: Raw -10209213.248169 + Penalty 5460.714819 = -10203752.533350 nChanged 3122 SP:Iteration 6F (10026.590000 sec): 3 clusters Score: Raw -10210877.594417 + Penalty 5460.714819 = -10205416.879598 nChanged 2188 SP:Iteration 7Q (10027.150000 sec): 3 clusters Score: Raw -10211904.075665 + Penalty 5460.714819 = -10206443.360846 nChanged 1731 SP:Iteration 8Q (10027.640000 sec): 3 clusters Score: Raw -10212629.434627 + Penalty 5460.714819 = -10207168.719808 nChanged 1381 SP:Iteration 9Q (10028.180000 sec): 3 clusters Score: Raw -10213138.681554 + Penalty 5460.714819 = -10207677.966735 nChanged 1150 SP:Iteration 10Q (10028.750000 sec): 3 clusters Score: Raw -10213520.737651 + Penalty 5460.714819 = -10208060.022832 nChanged 890 SP:Iteration 11Q (10029.330000 sec): 3 clusters Score: Raw -10213787.056050 + Penalty 5460.714819 = -10208326.341231 nChanged 716 SP:Iteration 12Q (10029.870000 sec): 3 clusters Score: Raw -10213990.049187 + Penalty 5460.714819 = -10208529.334368 nChanged 581 SP:Iteration 13Q (10030.450000 sec): 3 clusters Score: Raw -10214145.594479 + Penalty 5460.714819 = -10208684.879660 nChanged 485 SP:Iteration 14Q (10031.050000 sec): 3 clusters Score: Raw -10214274.312700 + Penalty 5460.714819 = -10208813.597881 nChanged 439 SP:Iteration 15Q (10031.690000 sec): 3 clusters Score: Raw -10214393.059261 + Penalty 5460.714819 = -10208932.344442 nChanged 343 SP:Iteration 16Q (10032.240000 sec): 3 clusters Score: Raw -10214476.770327 + Penalty 5460.714819 = -10209016.055508 nChanged 275 SP:Iteration 17Q (10032.770000 sec): 3 clusters Score: Raw -10214540.680450 + Penalty 5460.714819 = -10209079.965631 nChanged 243 SP:Iteration 18Q (10033.280000 sec): 3 clusters Score: Raw -10214590.189847 + Penalty 5460.714819 = -10209129.475028 nChanged 207 SP:Iteration 19Q (10033.870000 sec): 3 clusters Score: Raw -10214631.719224 + Penalty 5460.714819 = -10209171.004405 nChanged 174 SP:Iteration 20F (10034.460000 sec): 3 clusters Score: Raw -10214662.084758 + Penalty 5460.714819 = -10209201.369939 nChanged 139 SP:Iteration 21Q (10035.020000 sec): 3 clusters Score: Raw -10214682.577408 + Penalty 5460.714819 = -10209221.862589 nChanged 107 SP:Iteration 22Q (10035.550000 sec): 3 clusters Score: Raw -10214694.693909 + Penalty 5460.714819 = -10209233.979090 nChanged 80 SP:Iteration 23Q (10036.050000 sec): 3 clusters Score: Raw -10214705.588186 + Penalty 5460.714819 = -10209244.873367 nChanged 89 SP:Iteration 24Q (10036.610000 sec): 3 clusters Score: Raw -10214715.329783 + Penalty 5460.714819 = -10209254.614964 nChanged 62 SP:Iteration 25Q (10037.140000 sec): 3 clusters Score: Raw -10214721.246272 + Penalty 5460.714819 = -10209260.531453 nChanged 52 SP:Iteration 26Q (10037.730000 sec): 3 clusters Score: Raw -10214725.232605 + Penalty 5460.714819 = -10209264.517786 nChanged 32 SP:Iteration 27Q (10038.330000 sec): 3 clusters Score: Raw -10214727.581637 + Penalty 5460.714819 = -10209266.866818 nChanged 28 SP:Iteration 28Q (10038.850000 sec): 3 clusters Score: Raw -10214729.552634 + Penalty 5460.714819 = -10209268.837815 nChanged 30 SP:Iteration 29Q (10039.360000 sec): 3 clusters Score: Raw -10214731.348237 + Penalty 5460.714819 = -10209270.633418 nChanged 24 SP:Iteration 30Q (10039.860000 sec): 3 clusters Score: Raw -10214733.554182 + Penalty 5460.714819 = -10209272.839363 nChanged 28 SP:Iteration 31Q (10040.370000 sec): 3 clusters Score: Raw -10214736.140641 + Penalty 5460.714819 = -10209275.425822 nChanged 24 SP:Iteration 32Q (10040.870000 sec): 3 clusters Score: Raw -10214737.752729 + Penalty 5460.714819 = -10209277.037910 nChanged 28 SP:Iteration 33Q (10041.400000 sec): 3 clusters Score: Raw -10214739.907782 + Penalty 5460.714819 = -10209279.192963 nChanged 21 SP:Iteration 34Q (10041.930000 sec): 3 clusters Score: Raw -10214741.555386 + Penalty 5460.714819 = -10209280.840567 nChanged 19 SP:Iteration 35Q (10042.400000 sec): 3 clusters Score: Raw -10214742.491597 + Penalty 5460.714819 = -10209281.776778 nChanged 11 SP:Iteration 36Q (10042.930000 sec): 3 clusters Score: Raw -10214743.034978 + Penalty 5460.714819 = -10209282.320159 nChanged 4 SP:Iteration 37Q (10043.480000 sec): 3 clusters Score: Raw -10214743.225235 + Penalty 5460.714819 = -10209282.510416 nChanged 4 SP:Iteration 38Q (10044.090000 sec): 3 clusters Score: Raw -10214743.436056 + Penalty 5460.714819 = -10209282.721237 nChanged 3 SP:Iteration 39Q (10044.610000 sec): 3 clusters Score: Raw -10214743.607447 + Penalty 5460.714819 = -10209282.892628 nChanged 3 SP:Iteration 40F (10045.130000 sec): 3 clusters Score: Raw -10214743.809457 + Penalty 5460.714819 = -10209283.094638 nChanged 2 SP:Iteration 41Q (10045.580000 sec): 3 clusters Score: Raw -10214743.872327 + Penalty 5460.714819 = -10209283.157508 nChanged 1 SP:Iteration 42Q (10046.100000 sec): 3 clusters Score: Raw -10214743.897384 + Penalty 5460.714819 = -10209283.182565 nChanged 0 SP:Iteration 43F (10046.600000 sec): 3 clusters Score: Raw -10214743.897384 + Penalty 5460.714819 = -10209283.182565 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10046.680000 sec): 2 clusters Score: Raw -119991.564362 + Penalty 1665.715504 = -118325.848858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10046.830000 sec): 3 clusters Score: Raw -120106.583792 + Penalty 3331.431008 = -116775.152784 nChanged 224 SP:Iteration 1F (10047.000000 sec): 3 clusters Score: Raw -120976.826469 + Penalty 3331.431008 = -117645.395461 nChanged 127 SP:Iteration 2F (10047.120000 sec): 3 clusters Score: Raw -121904.681536 + Penalty 3331.431008 = -118573.250529 nChanged 106 SP:Iteration 3F (10047.250000 sec): 3 clusters Score: Raw -123242.779210 + Penalty 3331.431008 = -119911.348202 nChanged 60 SP:Iteration 4F (10047.430000 sec): 3 clusters Score: Raw -125121.955649 + Penalty 3331.431008 = -121790.524641 nChanged 26 SP:Iteration 5Q (10047.570000 sec): 3 clusters Score: Raw -128194.358456 + Penalty 3331.431008 = -124862.927448 nChanged 7 SP:Iteration 6Q (10047.700000 sec): 3 clusters Score: Raw -128240.169721 + Penalty 3331.431008 = -124908.738713 nChanged 5 SP:Iteration 7Q (10047.890000 sec): 3 clusters Score: Raw -128290.785047 + Penalty 3331.431008 = -124959.354040 nChanged 2 SP:Iteration 8Q (10048.020000 sec): 3 clusters Score: Raw -128315.409794 + Penalty 3331.431008 = -124983.978786 nChanged 2 SP:Iteration 9Q (10048.180000 sec): 3 clusters Score: Raw -128340.235336 + Penalty 3331.431008 = -125008.804329 nChanged 1 SP:Iteration 10Q (10048.350000 sec): 3 clusters Score: Raw -128344.364216 + Penalty 3331.431008 = -125012.933208 nChanged 0 SP:Iteration 11F (10048.490000 sec): 3 clusters Score: Raw -128364.276730 + Penalty 3331.431008 = -125032.845722 nChanged 5 SP:Iteration 12Q (10048.690000 sec): 3 clusters Score: Raw -128439.777288 + Penalty 3331.431008 = -125108.346280 nChanged 1 SP:Iteration 13Q (10048.850000 sec): 3 clusters Score: Raw -128586.024354 + Penalty 3331.431008 = -125254.593346 nChanged 1 SP:Iteration 14Q (10049.010000 sec): 3 clusters Score: Raw -128593.120910 + Penalty 3331.431008 = -125261.689902 nChanged 0 SP:Iteration 15F (10049.190000 sec): 3 clusters Score: Raw -128601.480248 + Penalty 3331.431008 = -125270.049240 nChanged 1 SP:Iteration 16Q (10049.350000 sec): 3 clusters Score: Raw -128618.663114 + Penalty 3331.431008 = -125287.232107 nChanged 1 SP:Iteration 17Q (10049.520000 sec): 3 clusters Score: Raw -128650.582230 + Penalty 3331.431008 = -125319.151222 nChanged 1 SP:Iteration 18Q (10049.680000 sec): 3 clusters Score: Raw -128673.130475 + Penalty 3331.431008 = -125341.699467 nChanged 1 SP:Iteration 19Q (10049.850000 sec): 3 clusters Score: Raw -128688.797602 + Penalty 3331.431008 = -125357.366595 nChanged 3 SP:Iteration 20F (10050.010000 sec): 3 clusters Score: Raw -128742.448647 + Penalty 3331.431008 = -125411.017639 nChanged 4 SP:Iteration 21Q (10050.190000 sec): 3 clusters Score: Raw -128860.651572 + Penalty 3331.431008 = -125529.220564 nChanged 4 SP:Iteration 22Q (10050.350000 sec): 3 clusters Score: Raw -128986.736753 + Penalty 3331.431008 = -125655.305745 nChanged 1 SP:Iteration 23Q (10050.530000 sec): 3 clusters Score: Raw -129027.901715 + Penalty 3331.431008 = -125696.470708 nChanged 0 SP:Iteration 24F (10050.700000 sec): 3 clusters Score: Raw -129042.133054 + Penalty 3331.431008 = -125710.702046 nChanged 2 SP:Iteration 25Q (10050.870000 sec): 3 clusters Score: Raw -129116.358055 + Penalty 3331.431008 = -125784.927048 nChanged 1 SP:Iteration 26Q (10051.050000 sec): 3 clusters Score: Raw -129178.765888 + Penalty 3331.431008 = -125847.334880 nChanged 1 SP:Iteration 27Q (10051.220000 sec): 3 clusters Score: Raw -129355.046574 + Penalty 3331.431008 = -126023.615566 nChanged 0 SP:Iteration 28F (10051.390000 sec): 3 clusters Score: Raw -129355.046574 + Penalty 3331.431008 = -126023.615566 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (2666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10051.570000 sec): 2 clusters Score: Raw -412034.736395 + Penalty 1956.306956 = -410078.429439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10051.750000 sec): 3 clusters Score: Raw -411077.061550 + Penalty 3912.613912 = -407164.447637 nChanged 921 SP:Iteration 1F (10051.870000 sec): 3 clusters Score: Raw -412374.469709 + Penalty 3912.613912 = -408461.855797 nChanged 318 SP:Iteration 2F (10052.100000 sec): 3 clusters Score: Raw -413085.314092 + Penalty 3912.613912 = -409172.700180 nChanged 247 SP:Iteration 3F (10052.300000 sec): 3 clusters Score: Raw -413975.177967 + Penalty 3912.613912 = -410062.564054 nChanged 223 SP:Iteration 4F (10052.570000 sec): 3 clusters Score: Raw -414885.549500 + Penalty 3912.613912 = -410972.935587 nChanged 194 SP:Iteration 5F (10052.730000 sec): 3 clusters Score: Raw -415402.538968 + Penalty 3912.613912 = -411489.925056 nChanged 126 SP:Iteration 6Q (10052.910000 sec): 3 clusters Score: Raw -415576.782076 + Penalty 3912.613912 = -411664.168164 nChanged 69 SP:Iteration 7Q (10053.100000 sec): 3 clusters Score: Raw -415650.307831 + Penalty 3912.613912 = -411737.693919 nChanged 51 SP:Iteration 8Q (10053.290000 sec): 3 clusters Score: Raw -415695.338425 + Penalty 3912.613912 = -411782.724512 nChanged 30 SP:Iteration 9Q (10053.470000 sec): 3 clusters Score: Raw -415716.128676 + Penalty 3912.613912 = -411803.514764 nChanged 21 SP:Iteration 10Q (10053.650000 sec): 3 clusters Score: Raw -415734.934421 + Penalty 3912.613912 = -411822.320509 nChanged 14 SP:Iteration 11Q (10053.850000 sec): 3 clusters Score: Raw -415747.955365 + Penalty 3912.613912 = -411835.341453 nChanged 12 SP:Iteration 12Q (10054.030000 sec): 3 clusters Score: Raw -415755.770476 + Penalty 3912.613912 = -411843.156563 nChanged 13 SP:Iteration 13Q (10054.210000 sec): 3 clusters Score: Raw -415767.683396 + Penalty 3912.613912 = -411855.069483 nChanged 10 SP:Iteration 14Q (10054.390000 sec): 3 clusters Score: Raw -415774.200864 + Penalty 3912.613912 = -411861.586952 nChanged 5 SP:Iteration 15Q (10054.550000 sec): 3 clusters Score: Raw -415778.071940 + Penalty 3912.613912 = -411865.458027 nChanged 5 SP:Iteration 16Q (10054.710000 sec): 3 clusters Score: Raw -415780.096089 + Penalty 3912.613912 = -411867.482177 nChanged 4 SP:Iteration 17Q (10054.850000 sec): 3 clusters Score: Raw -415782.217192 + Penalty 3912.613912 = -411869.603280 nChanged 5 SP:Iteration 18Q (10055.010000 sec): 3 clusters Score: Raw -415788.507268 + Penalty 3912.613912 = -411875.893356 nChanged 6 SP:Iteration 19Q (10055.180000 sec): 3 clusters Score: Raw -415793.137011 + Penalty 3912.613912 = -411880.523098 nChanged 2 SP:Iteration 20F (10055.370000 sec): 3 clusters Score: Raw -415794.621098 + Penalty 3912.613912 = -411882.007186 nChanged 3 SP:Iteration 21Q (10055.570000 sec): 3 clusters Score: Raw -415796.846082 + Penalty 3912.613912 = -411884.232170 nChanged 5 SP:Iteration 22Q (10055.710000 sec): 3 clusters Score: Raw -415799.521656 + Penalty 3912.613912 = -411886.907744 nChanged 4 SP:Iteration 23Q (10055.940000 sec): 3 clusters Score: Raw -415801.788937 + Penalty 3912.613912 = -411889.175024 nChanged 4 SP:Iteration 24Q (10056.140000 sec): 3 clusters Score: Raw -415803.739465 + Penalty 3912.613912 = -411891.125552 nChanged 2 SP:Iteration 25Q (10056.350000 sec): 3 clusters Score: Raw -415805.294007 + Penalty 3912.613912 = -411892.680095 nChanged 1 SP:Iteration 26Q (10056.530000 sec): 3 clusters Score: Raw -415806.451475 + Penalty 3912.613912 = -411893.837563 nChanged 1 SP:Iteration 27Q (10056.750000 sec): 3 clusters Score: Raw -415807.492292 + Penalty 3912.613912 = -411894.878380 nChanged 3 SP:Iteration 28Q (10056.950000 sec): 3 clusters Score: Raw -415809.271694 + Penalty 3912.613912 = -411896.657782 nChanged 4 SP:Iteration 29Q (10057.100000 sec): 3 clusters Score: Raw -415812.359998 + Penalty 3912.613912 = -411899.746086 nChanged 4 SP:Iteration 30Q (10057.270000 sec): 3 clusters Score: Raw -415816.981424 + Penalty 3912.613912 = -411904.367511 nChanged 10 SP:Iteration 31Q (10057.480000 sec): 3 clusters Score: Raw -415824.777589 + Penalty 3912.613912 = -411912.163676 nChanged 8 SP:Iteration 32Q (10057.690000 sec): 3 clusters Score: Raw -415830.352322 + Penalty 3912.613912 = -411917.738409 nChanged 8 SP:Iteration 33Q (10057.870000 sec): 3 clusters Score: Raw -415838.069251 + Penalty 3912.613912 = -411925.455338 nChanged 11 SP:Iteration 34Q (10058.010000 sec): 3 clusters Score: Raw -415854.536421 + Penalty 3912.613912 = -411941.922509 nChanged 11 SP:Iteration 35Q (10058.190000 sec): 3 clusters Score: Raw -415870.356266 + Penalty 3912.613912 = -411957.742353 nChanged 18 SP:Iteration 36Q (10058.370000 sec): 3 clusters Score: Raw -415901.295878 + Penalty 3912.613912 = -411988.681965 nChanged 20 SP:Iteration 37Q (10058.590000 sec): 3 clusters Score: Raw -415926.584883 + Penalty 3912.613912 = -412013.970971 nChanged 21 SP:Iteration 38Q (10058.810000 sec): 3 clusters Score: Raw -415967.564397 + Penalty 3912.613912 = -412054.950485 nChanged 27 SP:Iteration 39Q (10059.020000 sec): 3 clusters Score: Raw -416017.254543 + Penalty 3912.613912 = -412104.640631 nChanged 42 SP:Iteration 40F (10059.180000 sec): 3 clusters Score: Raw -416109.455800 + Penalty 3912.613912 = -412196.841887 nChanged 41 SP:Iteration 41Q (10059.350000 sec): 3 clusters Score: Raw -416216.563867 + Penalty 3912.613912 = -412303.949954 nChanged 38 SP:Iteration 42Q (10059.550000 sec): 3 clusters Score: Raw -416306.359172 + Penalty 3912.613912 = -412393.745260 nChanged 27 SP:Iteration 43Q (10059.750000 sec): 3 clusters Score: Raw -416339.756618 + Penalty 3912.613912 = -412427.142706 nChanged 20 SP:Iteration 44Q (10059.920000 sec): 3 clusters Score: Raw -416368.852824 + Penalty 3912.613912 = -412456.238912 nChanged 14 SP:Iteration 45Q (10060.100000 sec): 3 clusters Score: Raw -416381.641039 + Penalty 3912.613912 = -412469.027126 nChanged 3 SP:Iteration 46Q (10060.320000 sec): 3 clusters Score: Raw -416383.542448 + Penalty 3912.613912 = -412470.928536 nChanged 1 SP:Iteration 47Q (10060.530000 sec): 3 clusters Score: Raw -416383.812789 + Penalty 3912.613912 = -412471.198877 nChanged 0 SP:Iteration 48F (10060.670000 sec): 3 clusters Score: Raw -416383.812789 + Penalty 3912.613912 = -412471.198877 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (93480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.190000 sec): 2 clusters Score: Raw -15819437.493498 + Penalty 2838.484692 = -15816599.008806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.830000 sec): 3 clusters Score: Raw -15759936.825149 + Penalty 5676.969383 = -15754259.855766 nChanged 43973 SP:Iteration 1F (10062.530000 sec): 3 clusters Score: Raw -15785103.878619 + Penalty 5676.969383 = -15779426.909236 nChanged 3487 SP:Iteration 2Q (10063.240000 sec): 3 clusters Score: Raw -15786397.841733 + Penalty 5676.969383 = -15780720.872349 nChanged 4264 SP:Iteration 3Q (10064.000000 sec): 3 clusters Score: Raw -15788849.198616 + Penalty 5676.969383 = -15783172.229233 nChanged 5900 SP:Iteration 4F (10064.760000 sec): 3 clusters Score: Raw -15795376.372365 + Penalty 5676.969383 = -15789699.402982 nChanged 8568 SP:Iteration 5F (10065.650000 sec): 3 clusters Score: Raw -15806065.229905 + Penalty 5676.969383 = -15800388.260522 nChanged 9674 SP:Iteration 6F (10066.560000 sec): 3 clusters Score: Raw -15815489.051068 + Penalty 5676.969383 = -15809812.081685 nChanged 7628 SP:Iteration 7F (10067.480000 sec): 3 clusters Score: Raw -15823144.240703 + Penalty 5676.969383 = -15817467.271319 nChanged 5227 SP:Iteration 8F (10068.360000 sec): 3 clusters Score: Raw -15828728.525125 + Penalty 5676.969383 = -15823051.555742 nChanged 3080 SP:Iteration 9Q (10069.250000 sec): 3 clusters Score: Raw -15832184.114048 + Penalty 5676.969383 = -15826507.144665 nChanged 1650 SP:Iteration 10Q (10070.090000 sec): 3 clusters Score: Raw -15833796.822174 + Penalty 5676.969383 = -15828119.852791 nChanged 882 SP:Iteration 11Q (10070.940000 sec): 3 clusters Score: Raw -15834510.626704 + Penalty 5676.969383 = -15828833.657321 nChanged 528 SP:Iteration 12Q (10071.750000 sec): 3 clusters Score: Raw -15834910.431345 + Penalty 5676.969383 = -15829233.461962 nChanged 348 SP:Iteration 13Q (10072.560000 sec): 3 clusters Score: Raw -15835191.611258 + Penalty 5676.969383 = -15829514.641875 nChanged 268 SP:Iteration 14Q (10073.400000 sec): 3 clusters Score: Raw -15835401.821538 + Penalty 5676.969383 = -15829724.852155 nChanged 183 SP:Iteration 15Q (10074.180000 sec): 3 clusters Score: Raw -15835503.672168 + Penalty 5676.969383 = -15829826.702785 nChanged 108 SP:Iteration 16Q (10074.980000 sec): 3 clusters Score: Raw -15835547.649122 + Penalty 5676.969383 = -15829870.679739 nChanged 64 SP:Iteration 17Q (10075.760000 sec): 3 clusters Score: Raw -15835564.203520 + Penalty 5676.969383 = -15829887.234137 nChanged 36 SP:Iteration 18Q (10076.530000 sec): 3 clusters Score: Raw -15835570.073399 + Penalty 5676.969383 = -15829893.104016 nChanged 18 SP:Iteration 19Q (10077.300000 sec): 3 clusters Score: Raw -15835572.456676 + Penalty 5676.969383 = -15829895.487293 nChanged 7 SP:Iteration 20F (10078.200000 sec): 3 clusters Score: Raw -15835573.209638 + Penalty 5676.969383 = -15829896.240255 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10078.260000 sec): 2 clusters Score: Raw -252734.740494 + Penalty 1853.321134 = -250881.419360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10078.420000 sec): 3 clusters Score: Raw -252359.054261 + Penalty 3706.642268 = -248652.411993 nChanged 620 SP:Iteration 1F (10078.580000 sec): 3 clusters Score: Raw -253879.912743 + Penalty 3706.642268 = -250173.270475 nChanged 250 SP:Iteration 2F (10078.740000 sec): 3 clusters Score: Raw -255545.272226 + Penalty 3706.642268 = -251838.629958 nChanged 243 SP:Iteration 3F (10078.910000 sec): 3 clusters Score: Raw -258393.236825 + Penalty 3706.642268 = -254686.594558 nChanged 285 SP:Iteration 4F (10079.090000 sec): 3 clusters Score: Raw -259304.512667 + Penalty 3706.642268 = -255597.870399 nChanged 144 SP:Iteration 5F (10079.250000 sec): 3 clusters Score: Raw -259775.073248 + Penalty 3706.642268 = -256068.430981 nChanged 69 SP:Iteration 6Q (10079.410000 sec): 3 clusters Score: Raw -259965.960382 + Penalty 3706.642268 = -256259.318114 nChanged 28 SP:Iteration 7Q (10079.570000 sec): 3 clusters Score: Raw -260017.511937 + Penalty 3706.642268 = -256310.869669 nChanged 16 SP:Iteration 8Q (10079.730000 sec): 3 clusters Score: Raw -260053.487671 + Penalty 3706.642268 = -256346.845403 nChanged 5 SP:Iteration 9Q (10079.890000 sec): 3 clusters Score: Raw -260066.041018 + Penalty 3706.642268 = -256359.398750 nChanged 4 SP:Iteration 10Q (10080.050000 sec): 3 clusters Score: Raw -260083.623279 + Penalty 3706.642268 = -256376.981012 nChanged 4 SP:Iteration 11Q (10080.210000 sec): 3 clusters Score: Raw -260092.939271 + Penalty 3706.642268 = -256386.297003 nChanged 2 SP:Iteration 12Q (10080.370000 sec): 3 clusters Score: Raw -260095.698167 + Penalty 3706.642268 = -256389.055900 nChanged 1 SP:Iteration 13Q (10080.530000 sec): 3 clusters Score: Raw -260098.485096 + Penalty 3706.642268 = -256391.842829 nChanged 0 SP:Iteration 14F (10080.690000 sec): 3 clusters Score: Raw -260106.269286 + Penalty 3706.642268 = -256399.627019 nChanged 2 SP:Iteration 15Q (10080.830000 sec): 3 clusters Score: Raw -260117.910271 + Penalty 3706.642268 = -256411.268004 nChanged 2 SP:Iteration 16Q (10081.080000 sec): 3 clusters Score: Raw -260123.137081 + Penalty 3706.642268 = -256416.494814 nChanged 0 SP:Iteration 17F (10081.260000 sec): 3 clusters Score: Raw -260123.137081 + Penalty 3706.642268 = -256416.494814 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (39941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10081.660000 sec): 2 clusters Score: Raw -6555125.942149 + Penalty 2627.599344 = -6552498.342806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10082.160000 sec): 3 clusters Score: Raw -6530634.817228 + Penalty 5255.198688 = -6525379.618541 nChanged 18399 SP:Iteration 1F (10082.710000 sec): 3 clusters Score: Raw -6541447.632417 + Penalty 5255.198688 = -6536192.433730 nChanged 2506 SP:Iteration 2F (10083.220000 sec): 3 clusters Score: Raw -6543340.976935 + Penalty 5255.198688 = -6538085.778247 nChanged 2642 SP:Iteration 3F (10083.710000 sec): 3 clusters Score: Raw -6545613.484715 + Penalty 5255.198688 = -6540358.286027 nChanged 2945 SP:Iteration 4F (10084.260000 sec): 3 clusters Score: Raw -6548218.830829 + Penalty 5255.198688 = -6542963.632141 nChanged 3094 SP:Iteration 5F (10084.720000 sec): 3 clusters Score: Raw -6550785.281380 + Penalty 5255.198688 = -6545530.082692 nChanged 3095 SP:Iteration 6F (10085.160000 sec): 3 clusters Score: Raw -6553306.454973 + Penalty 5255.198688 = -6548051.256285 nChanged 2752 SP:Iteration 7F (10085.640000 sec): 3 clusters Score: Raw -6555333.880987 + Penalty 5255.198688 = -6550078.682299 nChanged 2204 SP:Iteration 8F (10086.120000 sec): 3 clusters Score: Raw -6556803.046161 + Penalty 5255.198688 = -6551547.847473 nChanged 1605 SP:Iteration 9Q (10086.610000 sec): 3 clusters Score: Raw -6557784.904186 + Penalty 5255.198688 = -6552529.705498 nChanged 1209 SP:Iteration 10Q (10087.160000 sec): 3 clusters Score: Raw -6558424.817870 + Penalty 5255.198688 = -6553169.619183 nChanged 1010 SP:Iteration 11Q (10087.620000 sec): 3 clusters Score: Raw -6558919.863034 + Penalty 5255.198688 = -6553664.664346 nChanged 917 SP:Iteration 12Q (10088.070000 sec): 3 clusters Score: Raw -6559347.226756 + Penalty 5255.198688 = -6554092.028068 nChanged 881 SP:Iteration 13Q (10088.490000 sec): 3 clusters Score: Raw -6559766.081006 + Penalty 5255.198688 = -6554510.882318 nChanged 895 SP:Iteration 14Q (10088.920000 sec): 3 clusters Score: Raw -6560247.954950 + Penalty 5255.198688 = -6554992.756263 nChanged 967 SP:Iteration 15Q (10089.310000 sec): 3 clusters Score: Raw -6560819.089705 + Penalty 5255.198688 = -6555563.891018 nChanged 995 SP:Iteration 16Q (10089.750000 sec): 3 clusters Score: Raw -6561509.489019 + Penalty 5255.198688 = -6556254.290332 nChanged 1068 SP:Iteration 17Q (10090.190000 sec): 3 clusters Score: Raw -6562367.873082 + Penalty 5255.198688 = -6557112.674395 nChanged 1131 SP:Iteration 18Q (10090.600000 sec): 3 clusters Score: Raw -6563508.813546 + Penalty 5255.198688 = -6558253.614859 nChanged 1181 SP:Iteration 19Q (10091.070000 sec): 3 clusters Score: Raw -6565052.487473 + Penalty 5255.198688 = -6559797.288786 nChanged 1126 SP:Iteration 20F (10091.520000 sec): 3 clusters Score: Raw -6566961.808662 + Penalty 5255.198688 = -6561706.609974 nChanged 1066 SP:Iteration 21Q (10091.970000 sec): 3 clusters Score: Raw -6569192.847157 + Penalty 5255.198688 = -6563937.648470 nChanged 741 SP:Iteration 22Q (10092.440000 sec): 3 clusters Score: Raw -6570842.896780 + Penalty 5255.198688 = -6565587.698093 nChanged 405 SP:Iteration 23Q (10092.940000 sec): 3 clusters Score: Raw -6571818.845034 + Penalty 5255.198688 = -6566563.646346 nChanged 278 SP:Iteration 24Q (10093.330000 sec): 3 clusters Score: Raw -6572094.506254 + Penalty 5255.198688 = -6566839.307567 nChanged 175 SP:Iteration 25Q (10093.820000 sec): 3 clusters Score: Raw -6572204.885508 + Penalty 5255.198688 = -6566949.686820 nChanged 129 SP:Iteration 26Q (10094.250000 sec): 3 clusters Score: Raw -6572270.317934 + Penalty 5255.198688 = -6567015.119246 nChanged 87 SP:Iteration 27Q (10094.650000 sec): 3 clusters Score: Raw -6572299.609268 + Penalty 5255.198688 = -6567044.410581 nChanged 49 SP:Iteration 28Q (10095.110000 sec): 3 clusters Score: Raw -6572314.895009 + Penalty 5255.198688 = -6567059.696322 nChanged 47 SP:Iteration 29Q (10095.530000 sec): 3 clusters Score: Raw -6572327.173077 + Penalty 5255.198688 = -6567071.974389 nChanged 43 SP:Iteration 30Q (10095.890000 sec): 3 clusters Score: Raw -6572342.899465 + Penalty 5255.198688 = -6567087.700778 nChanged 26 SP:Iteration 31Q (10096.310000 sec): 3 clusters Score: Raw -6572347.759555 + Penalty 5255.198688 = -6567092.560867 nChanged 19 SP:Iteration 32Q (10096.770000 sec): 3 clusters Score: Raw -6572353.650253 + Penalty 5255.198688 = -6567098.451565 nChanged 16 SP:Iteration 33Q (10097.140000 sec): 3 clusters Score: Raw -6572357.160779 + Penalty 5255.198688 = -6567101.962092 nChanged 15 SP:Iteration 34Q (10097.590000 sec): 3 clusters Score: Raw -6572360.263266 + Penalty 5255.198688 = -6567105.064579 nChanged 14 SP:Iteration 35Q (10098.010000 sec): 3 clusters Score: Raw -6572362.284358 + Penalty 5255.198688 = -6567107.085670 nChanged 4 SP:Iteration 36Q (10098.470000 sec): 3 clusters Score: Raw -6572362.890278 + Penalty 5255.198688 = -6567107.691590 nChanged 3 SP:Iteration 37Q (10098.880000 sec): 3 clusters Score: Raw -6572363.265617 + Penalty 5255.198688 = -6567108.066929 nChanged 3 SP:Iteration 38Q (10099.290000 sec): 3 clusters Score: Raw -6572363.792906 + Penalty 5255.198688 = -6567108.594218 nChanged 2 SP:Iteration 39Q (10099.710000 sec): 3 clusters Score: Raw -6572364.033608 + Penalty 5255.198688 = -6567108.834921 nChanged 0 SP:Iteration 40F (10100.190000 sec): 3 clusters Score: Raw -6572467.856659 + Penalty 5255.198688 = -6567212.657971 nChanged 74 SP:Iteration 41Q (10100.620000 sec): 3 clusters Score: Raw -6572526.868396 + Penalty 5255.198688 = -6567271.669708 nChanged 85 SP:Iteration 42Q (10101.020000 sec): 3 clusters Score: Raw -6572560.079767 + Penalty 5255.198688 = -6567304.881079 nChanged 60 SP:Iteration 43Q (10101.460000 sec): 3 clusters Score: Raw -6572578.306007 + Penalty 5255.198688 = -6567323.107319 nChanged 55 SP:Iteration 44Q (10101.840000 sec): 3 clusters Score: Raw -6572592.805997 + Penalty 5255.198688 = -6567337.607310 nChanged 48 SP:Iteration 45Q (10102.330000 sec): 3 clusters Score: Raw -6572604.784402 + Penalty 5255.198688 = -6567349.585715 nChanged 41 SP:Iteration 46Q (10102.710000 sec): 3 clusters Score: Raw -6572614.396532 + Penalty 5255.198688 = -6567359.197845 nChanged 39 SP:Iteration 47Q (10103.100000 sec): 3 clusters Score: Raw -6572621.372854 + Penalty 5255.198688 = -6567366.174166 nChanged 30 SP:Iteration 48Q (10103.570000 sec): 3 clusters Score: Raw -6572626.691858 + Penalty 5255.198688 = -6567371.493171 nChanged 23 SP:Iteration 49Q (10104.040000 sec): 3 clusters Score: Raw -6572631.582044 + Penalty 5255.198688 = -6567376.383357 nChanged 17 SP:Iteration 50Q (10104.550000 sec): 3 clusters Score: Raw -6572634.249590 + Penalty 5255.198688 = -6567379.050902 nChanged 16 SP:Iteration 51Q (10104.970000 sec): 3 clusters Score: Raw -6572636.054088 + Penalty 5255.198688 = -6567380.855400 nChanged 9 SP:Iteration 52Q (10105.370000 sec): 3 clusters Score: Raw -6572637.215322 + Penalty 5255.198688 = -6567382.016635 nChanged 8 SP:Iteration 53Q (10105.770000 sec): 3 clusters Score: Raw -6572638.360242 + Penalty 5255.198688 = -6567383.161554 nChanged 11 SP:Iteration 54Q (10106.130000 sec): 3 clusters Score: Raw -6572639.854594 + Penalty 5255.198688 = -6567384.655907 nChanged 9 SP:Iteration 55Q (10106.470000 sec): 3 clusters Score: Raw -6572640.990799 + Penalty 5255.198688 = -6567385.792111 nChanged 6 SP:Iteration 56Q (10106.870000 sec): 3 clusters Score: Raw -6572641.829003 + Penalty 5255.198688 = -6567386.630315 nChanged 5 SP:Iteration 57Q (10107.260000 sec): 3 clusters Score: Raw -6572642.455102 + Penalty 5255.198688 = -6567387.256415 nChanged 3 SP:Iteration 58Q (10107.640000 sec): 3 clusters Score: Raw -6572642.852337 + Penalty 5255.198688 = -6567387.653650 nChanged 3 SP:Iteration 59Q (10108.040000 sec): 3 clusters Score: Raw -6572643.258991 + Penalty 5255.198688 = -6567388.060304 nChanged 3 SP:Iteration 60F (10108.490000 sec): 3 clusters Score: Raw -6572643.626577 + Penalty 5255.198688 = -6567388.427890 nChanged 4 SP:Iteration 61Q (10108.900000 sec): 3 clusters Score: Raw -6572644.082653 + Penalty 5255.198688 = -6567388.883965 nChanged 2 SP:Iteration 62Q (10109.310000 sec): 3 clusters Score: Raw -6572644.230104 + Penalty 5255.198688 = -6567389.031416 nChanged 0 SP:Iteration 63F (10109.770000 sec): 3 clusters Score: Raw -6572644.230104 + Penalty 5255.198688 = -6567389.031416 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10109.910000 sec): 2 clusters Score: Raw -255393.635284 + Penalty 1841.636507 = -253551.998777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10110.090000 sec): 3 clusters Score: Raw -254832.374371 + Penalty 3683.273014 = -251149.101357 nChanged 533 SP:Iteration 1F (10110.260000 sec): 3 clusters Score: Raw -255386.191341 + Penalty 3683.273014 = -251702.918327 nChanged 176 SP:Iteration 2F (10110.440000 sec): 3 clusters Score: Raw -255800.423096 + Penalty 3683.273014 = -252117.150082 nChanged 174 SP:Iteration 3F (10110.640000 sec): 3 clusters Score: Raw -256589.595330 + Penalty 3683.273014 = -252906.322316 nChanged 153 SP:Iteration 4F (10110.850000 sec): 3 clusters Score: Raw -257250.443464 + Penalty 3683.273014 = -253567.170450 nChanged 121 SP:Iteration 5F (10111.040000 sec): 3 clusters Score: Raw -257646.197503 + Penalty 3683.273014 = -253962.924489 nChanged 80 SP:Iteration 6Q (10111.200000 sec): 3 clusters Score: Raw -257921.818399 + Penalty 3683.273014 = -254238.545385 nChanged 53 SP:Iteration 7Q (10111.370000 sec): 3 clusters Score: Raw -258102.496549 + Penalty 3683.273014 = -254419.223535 nChanged 26 SP:Iteration 8Q (10111.540000 sec): 3 clusters Score: Raw -258160.767456 + Penalty 3683.273014 = -254477.494442 nChanged 17 SP:Iteration 9Q (10111.700000 sec): 3 clusters Score: Raw -258195.225145 + Penalty 3683.273014 = -254511.952131 nChanged 11 SP:Iteration 10Q (10111.870000 sec): 3 clusters Score: Raw -258221.050243 + Penalty 3683.273014 = -254537.777229 nChanged 19 SP:Iteration 11Q (10112.000000 sec): 3 clusters Score: Raw -258264.881856 + Penalty 3683.273014 = -254581.608842 nChanged 17 SP:Iteration 12Q (10112.160000 sec): 3 clusters Score: Raw -258314.111261 + Penalty 3683.273014 = -254630.838247 nChanged 16 SP:Iteration 13Q (10112.370000 sec): 3 clusters Score: Raw -258365.927268 + Penalty 3683.273014 = -254682.654254 nChanged 15 SP:Iteration 14Q (10112.570000 sec): 3 clusters Score: Raw -258439.903751 + Penalty 3683.273014 = -254756.630737 nChanged 18 SP:Iteration 15Q (10112.800000 sec): 3 clusters Score: Raw -258553.208355 + Penalty 3683.273014 = -254869.935341 nChanged 8 SP:Iteration 16Q (10112.920000 sec): 3 clusters Score: Raw -258599.764701 + Penalty 3683.273014 = -254916.491687 nChanged 7 SP:Iteration 17Q (10113.100000 sec): 3 clusters Score: Raw -258627.600802 + Penalty 3683.273014 = -254944.327788 nChanged 5 SP:Iteration 18Q (10113.350000 sec): 3 clusters Score: Raw -258663.644950 + Penalty 3683.273014 = -254980.371936 nChanged 6 SP:Iteration 19Q (10113.540000 sec): 3 clusters Score: Raw -258701.230945 + Penalty 3683.273014 = -255017.957931 nChanged 5 SP:Iteration 20F (10113.750000 sec): 3 clusters Score: Raw -258759.790863 + Penalty 3683.273014 = -255076.517849 nChanged 15 SP:Iteration 21Q (10113.940000 sec): 3 clusters Score: Raw -258859.407764 + Penalty 3683.273014 = -255176.134750 nChanged 14 SP:Iteration 22Q (10114.110000 sec): 3 clusters Score: Raw -258956.982026 + Penalty 3683.273014 = -255273.709012 nChanged 13 SP:Iteration 23Q (10114.290000 sec): 3 clusters Score: Raw -259039.241541 + Penalty 3683.273014 = -255355.968527 nChanged 17 SP:Iteration 24Q (10114.450000 sec): 3 clusters Score: Raw -259129.834248 + Penalty 3683.273014 = -255446.561234 nChanged 15 SP:Iteration 25Q (10114.620000 sec): 3 clusters Score: Raw -259190.002195 + Penalty 3683.273014 = -255506.729181 nChanged 10 SP:Iteration 26Q (10114.810000 sec): 3 clusters Score: Raw -259213.813599 + Penalty 3683.273014 = -255530.540585 nChanged 6 SP:Iteration 27Q (10114.960000 sec): 3 clusters Score: Raw -259220.875127 + Penalty 3683.273014 = -255537.602113 nChanged 4 SP:Iteration 28Q (10115.150000 sec): 3 clusters Score: Raw -259230.182714 + Penalty 3683.273014 = -255546.909700 nChanged 5 SP:Iteration 29Q (10115.360000 sec): 3 clusters Score: Raw -259243.103712 + Penalty 3683.273014 = -255559.830698 nChanged 3 SP:Iteration 30Q (10115.530000 sec): 3 clusters Score: Raw -259252.481302 + Penalty 3683.273014 = -255569.208288 nChanged 4 SP:Iteration 31Q (10115.710000 sec): 3 clusters Score: Raw -259260.290381 + Penalty 3683.273014 = -255577.017367 nChanged 1 SP:Iteration 32Q (10115.830000 sec): 3 clusters Score: Raw -259261.031865 + Penalty 3683.273014 = -255577.758851 nChanged 0 SP:Iteration 33F (10115.970000 sec): 3 clusters Score: Raw -259279.219753 + Penalty 3683.273014 = -255595.946739 nChanged 7 SP:Iteration 34Q (10116.110000 sec): 3 clusters Score: Raw -259311.308164 + Penalty 3683.273014 = -255628.035150 nChanged 9 SP:Iteration 35Q (10116.250000 sec): 3 clusters Score: Raw -259345.984517 + Penalty 3683.273014 = -255662.711503 nChanged 8 SP:Iteration 36Q (10116.400000 sec): 3 clusters Score: Raw -259367.036952 + Penalty 3683.273014 = -255683.763939 nChanged 6 SP:Iteration 37Q (10116.540000 sec): 3 clusters Score: Raw -259385.957700 + Penalty 3683.273014 = -255702.684686 nChanged 8 SP:Iteration 38Q (10116.670000 sec): 3 clusters Score: Raw -259409.895247 + Penalty 3683.273014 = -255726.622233 nChanged 6 SP:Iteration 39Q (10116.810000 sec): 3 clusters Score: Raw -259432.620616 + Penalty 3683.273014 = -255749.347602 nChanged 3 SP:Iteration 40F (10116.940000 sec): 3 clusters Score: Raw -259446.577994 + Penalty 3683.273014 = -255763.304980 nChanged 4 SP:Iteration 41Q (10117.110000 sec): 3 clusters Score: Raw -259457.830965 + Penalty 3683.273014 = -255774.557951 nChanged 5 SP:Iteration 42Q (10117.270000 sec): 3 clusters Score: Raw -259471.180539 + Penalty 3683.273014 = -255787.907525 nChanged 5 SP:Iteration 43Q (10117.410000 sec): 3 clusters Score: Raw -259512.809225 + Penalty 3683.273014 = -255829.536211 nChanged 9 SP:Iteration 44Q (10117.610000 sec): 3 clusters Score: Raw -259606.859620 + Penalty 3683.273014 = -255923.586606 nChanged 11 SP:Iteration 45Q (10117.840000 sec): 3 clusters Score: Raw -259747.077174 + Penalty 3683.273014 = -256063.804160 nChanged 5 SP:Iteration 46Q (10118.040000 sec): 3 clusters Score: Raw -259792.506846 + Penalty 3683.273014 = -256109.233833 nChanged 7 SP:Iteration 47Q (10118.250000 sec): 3 clusters Score: Raw -259836.025486 + Penalty 3683.273014 = -256152.752472 nChanged 2 SP:Iteration 48Q (10118.470000 sec): 3 clusters Score: Raw -259849.660086 + Penalty 3683.273014 = -256166.387073 nChanged 1 SP:Iteration 49Q (10118.650000 sec): 3 clusters Score: Raw -259861.682277 + Penalty 3683.273014 = -256178.409263 nChanged 1 SP:Iteration 50Q (10118.830000 sec): 3 clusters Score: Raw -259866.092016 + Penalty 3683.273014 = -256182.819002 nChanged 0 SP:Iteration 51F (10118.990000 sec): 3 clusters Score: Raw -259886.807715 + Penalty 3683.273014 = -256203.534701 nChanged 5 SP:Iteration 52Q (10119.170000 sec): 3 clusters Score: Raw -260046.874778 + Penalty 3683.273014 = -256363.601764 nChanged 7 SP:Iteration 53Q (10119.380000 sec): 3 clusters Score: Raw -260553.344676 + Penalty 3683.273014 = -256870.071662 nChanged 7 SP:Iteration 54Q (10119.530000 sec): 3 clusters Score: Raw -260604.817952 + Penalty 3683.273014 = -256921.544938 nChanged 3 SP:Iteration 55Q (10119.670000 sec): 3 clusters Score: Raw -260616.331326 + Penalty 3683.273014 = -256933.058312 nChanged 4 SP:Iteration 56Q (10119.810000 sec): 3 clusters Score: Raw -260623.259429 + Penalty 3683.273014 = -256939.986415 nChanged 0 SP:Iteration 57F (10119.990000 sec): 3 clusters Score: Raw -260623.259429 + Penalty 3683.273014 = -256939.986415 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10120.080000 sec): 2 clusters Score: Raw -86706.816161 + Penalty 1596.562409 = -85110.253752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10120.220000 sec): 3 clusters Score: Raw -86909.366966 + Penalty 3193.124818 = -83716.242148 nChanged 166 SP:Iteration 1F (10120.360000 sec): 3 clusters Score: Raw -88122.663974 + Penalty 3193.124818 = -84929.539156 nChanged 88 SP:Iteration 2F (10120.510000 sec): 3 clusters Score: Raw -89160.948062 + Penalty 3193.124818 = -85967.823244 nChanged 54 SP:Iteration 3F (10120.640000 sec): 3 clusters Score: Raw -90014.943171 + Penalty 3193.124818 = -86821.818353 nChanged 38 SP:Iteration 4F (10120.790000 sec): 3 clusters Score: Raw -90471.155870 + Penalty 3193.124818 = -87278.031052 nChanged 29 SP:Iteration 5Q (10120.920000 sec): 3 clusters Score: Raw -90767.588804 + Penalty 3193.124818 = -87574.463986 nChanged 17 SP:Iteration 6Q (10121.070000 sec): 3 clusters Score: Raw -91046.025093 + Penalty 3193.124818 = -87852.900274 nChanged 8 SP:Iteration 7Q (10121.170000 sec): 3 clusters Score: Raw -91292.204389 + Penalty 3193.124818 = -88099.079571 nChanged 5 SP:Iteration 8Q (10121.300000 sec): 3 clusters Score: Raw -91637.642167 + Penalty 3193.124818 = -88444.517349 nChanged 1 SP:Iteration 9Q (10121.440000 sec): 3 clusters Score: Raw -91662.323232 + Penalty 3193.124818 = -88469.198414 nChanged 3 SP:Iteration 10Q (10121.530000 sec): 3 clusters Score: Raw -91721.546571 + Penalty 3193.124818 = -88528.421753 nChanged 0 SP:Iteration 11F (10121.670000 sec): 3 clusters Score: Raw -91738.011494 + Penalty 3193.124818 = -88544.886676 nChanged 4 SP:Iteration 12Q (10121.810000 sec): 3 clusters Score: Raw -91944.461230 + Penalty 3193.124818 = -88751.336412 nChanged 3 SP:Iteration 13Q (10121.950000 sec): 3 clusters Score: Raw -92514.618256 + Penalty 3193.124818 = -89321.493438 nChanged 0 SP:Iteration 14F (10122.090000 sec): 3 clusters Score: Raw -92514.618256 + Penalty 3193.124818 = -89321.493438 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10122.190000 sec): 2 clusters Score: Raw -68564.220116 + Penalty 1563.503303 = -67000.716813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10122.320000 sec): 3 clusters Score: Raw -68851.350532 + Penalty 3127.006606 = -65724.343926 nChanged 141 SP:Iteration 1F (10122.540000 sec): 3 clusters Score: Raw -69478.680071 + Penalty 3127.006606 = -66351.673465 nChanged 64 SP:Iteration 2F (10122.700000 sec): 3 clusters Score: Raw -70134.110498 + Penalty 3127.006606 = -67007.103892 nChanged 38 SP:Iteration 3F (10122.850000 sec): 3 clusters Score: Raw -70424.792544 + Penalty 3127.006606 = -67297.785938 nChanged 32 SP:Iteration 4F (10123.020000 sec): 3 clusters Score: Raw -70690.332189 + Penalty 3127.006606 = -67563.325583 nChanged 25 SP:Iteration 5Q (10123.280000 sec): 3 clusters Score: Raw -71051.950115 + Penalty 3127.006606 = -67924.943509 nChanged 20 SP:Iteration 6Q (10123.420000 sec): 3 clusters Score: Raw -71195.199900 + Penalty 3127.006606 = -68068.193294 nChanged 11 SP:Iteration 7Q (10123.630000 sec): 3 clusters Score: Raw -71300.268906 + Penalty 3127.006606 = -68173.262300 nChanged 11 SP:Iteration 8Q (10123.820000 sec): 3 clusters Score: Raw -71455.111298 + Penalty 3127.006606 = -68328.104692 nChanged 4 SP:Iteration 9Q (10123.960000 sec): 3 clusters Score: Raw -71471.279792 + Penalty 3127.006606 = -68344.273186 nChanged 1 SP:Iteration 10Q (10124.140000 sec): 3 clusters Score: Raw -71474.465945 + Penalty 3127.006606 = -68347.459339 nChanged 3 SP:Iteration 11Q (10124.300000 sec): 3 clusters Score: Raw -71480.630727 + Penalty 3127.006606 = -68353.624121 nChanged 1 SP:Iteration 12Q (10124.450000 sec): 3 clusters Score: Raw -71482.046659 + Penalty 3127.006606 = -68355.040053 nChanged 0 SP:Iteration 13F (10124.690000 sec): 3 clusters Score: Raw -71482.046659 + Penalty 3127.006606 = -68355.040053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Deleting Class 20 (217 points): Lose 2355.071081 but Gain 3201.547851 Iteration 20F (10166.710000 sec): 37 clusters Score: Raw -67891679.189056 + Penalty 115255.722649 = -67776423.466407 nChanged 26833 Iteration 21F (10202.560000 sec): 37 clusters Score: Raw -67911539.585189 + Penalty 115255.722649 = -67796283.862541 nChanged 14539 Iteration 22Q (10224.010000 sec): 37 clusters Score: Raw -67921487.160499 + Penalty 115255.722649 = -67806231.437850 nChanged 11261 Iteration 23Q (10247.430000 sec): 37 clusters Score: Raw -67929131.073727 + Penalty 115255.722649 = -67813875.351078 nChanged 9153 Iteration 24Q (10279.840000 sec): 37 clusters Score: Raw -67933752.645522 + Penalty 115255.722649 = -67818496.922873 nChanged 7427 Iteration 25Q (10302.120000 sec): 37 clusters Score: Raw -67936886.158439 + Penalty 115255.722649 = -67821630.435790 nChanged 5867 Iteration 26Q (10323.360000 sec): 37 clusters Score: Raw -67939110.125940 + Penalty 115255.722649 = -67823854.403291 nChanged 4651 Iteration 27Q (10345.730000 sec): 37 clusters Score: Raw -67940804.169040 + Penalty 115255.722649 = -67825548.446392 nChanged 3811 Iteration 28Q (10380.220000 sec): 37 clusters Score: Raw -67942187.298222 + Penalty 115255.722649 = -67826931.575574 nChanged 3106 Iteration 29Q (10403.320000 sec): 37 clusters Score: Raw -67943119.453739 + Penalty 115255.722649 = -67827863.731091 nChanged 2454 Iteration 30Q (10425.370000 sec): 37 clusters Score: Raw -67943732.122949 + Penalty 115255.722649 = -67828476.400301 nChanged 1841 Iteration 31Q (10447.870000 sec): 37 clusters Score: Raw -67944113.772677 + Penalty 115255.722649 = -67828858.050029 nChanged 1437 Iteration 32Q (10476.850000 sec): 37 clusters Score: Raw -67944370.291063 + Penalty 115255.722649 = -67829114.568415 nChanged 1185 Iteration 33Q (10502.890000 sec): 37 clusters Score: Raw -67944529.053449 + Penalty 115255.722649 = -67829273.330800 nChanged 924 Iteration 34Q (10523.570000 sec): 37 clusters Score: Raw -67944637.505150 + Penalty 115255.722649 = -67829381.782501 nChanged 683 Iteration 35Q (10545.420000 sec): 37 clusters Score: Raw -67944708.424760 + Penalty 115255.722649 = -67829452.702111 nChanged 558 Iteration 36Q (10572.180000 sec): 37 clusters Score: Raw -67944768.350138 + Penalty 115255.722649 = -67829512.627490 nChanged 434 Iteration 37Q (10604.770000 sec): 37 clusters Score: Raw -67944813.752835 + Penalty 115255.722649 = -67829558.030186 nChanged 373 Iteration 38Q (10627.980000 sec): 37 clusters Score: Raw -67944843.254525 + Penalty 115255.722649 = -67829587.531877 nChanged 281 Iteration 39Q (10649.910000 sec): 37 clusters Score: Raw -67944869.103755 + Penalty 115255.722649 = -67829613.381107 nChanged 233 Iteration 40F (10687.850000 sec): 37 clusters Score: Raw -67946083.974283 + Penalty 115255.722649 = -67830828.251634 nChanged 945 Iteration 41Q (10718.740000 sec): 37 clusters Score: Raw -67947455.125347 + Penalty 115255.722649 = -67832199.402698 nChanged 1062 Iteration 42Q (10740.600000 sec): 37 clusters Score: Raw -67948434.795652 + Penalty 115255.722649 = -67833179.073003 nChanged 1030 Iteration 43Q (10762.170000 sec): 37 clusters Score: Raw -67949129.458724 + Penalty 115255.722649 = -67833873.736076 nChanged 912 Iteration 44Q (10786.320000 sec): 37 clusters Score: Raw -67949742.128495 + Penalty 115255.722649 = -67834486.405847 nChanged 841 Iteration 45Q (10819.660000 sec): 37 clusters Score: Raw -67950351.633076 + Penalty 115255.722649 = -67835095.910428 nChanged 787 Iteration 46Q (10843.630000 sec): 37 clusters Score: Raw -67950931.276640 + Penalty 115255.722649 = -67835675.553991 nChanged 694 Iteration 47Q (10865.520000 sec): 37 clusters Score: Raw -67951435.221049 + Penalty 115255.722649 = -67836179.498400 nChanged 628 Iteration 48Q (10887.950000 sec): 37 clusters Score: Raw -67951792.955164 + Penalty 115255.722649 = -67836537.232516 nChanged 576 Iteration 49Q (10923.760000 sec): 37 clusters Score: Raw -67951982.303810 + Penalty 115255.722649 = -67836726.581162 nChanged 423 Iteration 50Q (10947.960000 sec): 37 clusters Score: Raw -67952065.717581 + Penalty 115255.722649 = -67836809.994932 nChanged 317 Iteration 51Q (10970.180000 sec): 37 clusters Score: Raw -67952198.646962 + Penalty 115255.722649 = -67836942.924313 nChanged 301 Iteration 52Q (10993.880000 sec): 37 clusters Score: Raw -67952415.356671 + Penalty 115255.722649 = -67837159.634023 nChanged 244 Iteration 53Q (11022.400000 sec): 37 clusters Score: Raw -67952549.972543 + Penalty 115255.722649 = -67837294.249894 nChanged 230 Iteration 54Q (11048.350000 sec): 37 clusters Score: Raw -67952605.526468 + Penalty 115255.722649 = -67837349.803819 nChanged 179 Iteration 55Q (11071.190000 sec): 37 clusters Score: Raw -67952657.642330 + Penalty 115255.722649 = -67837401.919681 nChanged 145 Iteration 56Q (11094.140000 sec): 37 clusters Score: Raw -67952689.638044 + Penalty 115255.722649 = -67837433.915395 nChanged 131 Iteration 57Q (11119.160000 sec): 37 clusters Score: Raw -67952720.520660 + Penalty 115255.722649 = -67837464.798011 nChanged 123 Iteration 58Q (11148.590000 sec): 37 clusters Score: Raw -67952765.316065 + Penalty 115255.722649 = -67837509.593416 nChanged 118 Writing temp clu file Because OldScore, -67837464.798011, is greater than current (better) Score,-67837509.593416 Compute initial score before splitting: Score: Raw -67952765.316065 + Penalty 115255.722649 = -67837509.593416 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11148.740000 sec): 2 clusters Score: Raw -153842.141483 + Penalty 1710.380194 = -152131.761289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11148.920000 sec): 3 clusters Score: Raw -153689.593621 + Penalty 3420.760388 = -150268.833233 nChanged 276 SP:Iteration 1F (11149.120000 sec): 3 clusters Score: Raw -154077.273730 + Penalty 3420.760388 = -150656.513341 nChanged 72 SP:Iteration 2F (11149.250000 sec): 3 clusters Score: Raw -154250.092591 + Penalty 3420.760388 = -150829.332202 nChanged 84 SP:Iteration 3F (11149.400000 sec): 3 clusters Score: Raw -154557.422291 + Penalty 3420.760388 = -151136.661902 nChanged 100 SP:Iteration 4F (11149.580000 sec): 3 clusters Score: Raw -155061.645745 + Penalty 3420.760388 = -151640.885357 nChanged 72 SP:Iteration 5F (11149.770000 sec): 3 clusters Score: Raw -155514.098965 + Penalty 3420.760388 = -152093.338577 nChanged 62 SP:Iteration 6F (11149.940000 sec): 3 clusters Score: Raw -155932.296932 + Penalty 3420.760388 = -152511.536544 nChanged 68 SP:Iteration 7F (11150.100000 sec): 3 clusters Score: Raw -156522.920791 + Penalty 3420.760388 = -153102.160402 nChanged 43 SP:Iteration 8Q (11150.250000 sec): 3 clusters Score: Raw -156892.569453 + Penalty 3420.760388 = -153471.809064 nChanged 16 SP:Iteration 9Q (11150.450000 sec): 3 clusters Score: Raw -157015.997264 + Penalty 3420.760388 = -153595.236876 nChanged 3 SP:Iteration 10Q (11150.620000 sec): 3 clusters Score: Raw -157027.575951 + Penalty 3420.760388 = -153606.815563 nChanged 2 SP:Iteration 11Q (11150.770000 sec): 3 clusters Score: Raw -157040.182590 + Penalty 3420.760388 = -153619.422202 nChanged 3 SP:Iteration 12Q (11150.980000 sec): 3 clusters Score: Raw -157064.003855 + Penalty 3420.760388 = -153643.243467 nChanged 2 SP:Iteration 13Q (11151.140000 sec): 3 clusters Score: Raw -157073.129511 + Penalty 3420.760388 = -153652.369122 nChanged 1 SP:Iteration 14Q (11151.330000 sec): 3 clusters Score: Raw -157079.948977 + Penalty 3420.760388 = -153659.188589 nChanged 2 SP:Iteration 15Q (11151.510000 sec): 3 clusters Score: Raw -157091.346082 + Penalty 3420.760388 = -153670.585694 nChanged 3 SP:Iteration 16Q (11151.680000 sec): 3 clusters Score: Raw -157101.493804 + Penalty 3420.760388 = -153680.733416 nChanged 0 SP:Iteration 17F (11151.840000 sec): 3 clusters Score: Raw -157101.493804 + Penalty 3420.760388 = -153680.733416 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 3.02 GB. Trying to split cluster 2 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11152.000000 sec): 2 clusters Score: Raw -287343.799148 + Penalty 1862.858113 = -285480.941036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11152.160000 sec): 3 clusters Score: Raw -286712.015576 + Penalty 3725.716226 = -282986.299350 nChanged 572 SP:Iteration 1F (11152.330000 sec): 3 clusters Score: Raw -287370.161890 + Penalty 3725.716226 = -283644.445665 nChanged 188 SP:Iteration 2F (11152.480000 sec): 3 clusters Score: Raw -287809.271174 + Penalty 3725.716226 = -284083.554948 nChanged 150 SP:Iteration 3F (11152.670000 sec): 3 clusters Score: Raw -288085.183473 + Penalty 3725.716226 = -284359.467248 nChanged 126 SP:Iteration 4F (11152.800000 sec): 3 clusters Score: Raw -288244.597632 + Penalty 3725.716226 = -284518.881406 nChanged 77 SP:Iteration 5Q (11152.970000 sec): 3 clusters Score: Raw -288345.372860 + Penalty 3725.716226 = -284619.656635 nChanged 62 SP:Iteration 6Q (11153.130000 sec): 3 clusters Score: Raw -288426.185824 + Penalty 3725.716226 = -284700.469599 nChanged 51 SP:Iteration 7Q (11153.350000 sec): 3 clusters Score: Raw -288486.253642 + Penalty 3725.716226 = -284760.537416 nChanged 44 SP:Iteration 8Q (11153.520000 sec): 3 clusters Score: Raw -288537.949500 + Penalty 3725.716226 = -284812.233274 nChanged 37 SP:Iteration 9Q (11153.690000 sec): 3 clusters Score: Raw -288573.015956 + Penalty 3725.716226 = -284847.299730 nChanged 27 SP:Iteration 10Q (11153.870000 sec): 3 clusters Score: Raw -288611.286110 + Penalty 3725.716226 = -284885.569884 nChanged 22 SP:Iteration 11Q (11154.040000 sec): 3 clusters Score: Raw -288637.476140 + Penalty 3725.716226 = -284911.759914 nChanged 21 SP:Iteration 12Q (11154.260000 sec): 3 clusters Score: Raw -288659.881749 + Penalty 3725.716226 = -284934.165523 nChanged 17 SP:Iteration 13Q (11154.410000 sec): 3 clusters Score: Raw -288673.395082 + Penalty 3725.716226 = -284947.678856 nChanged 8 SP:Iteration 14Q (11154.560000 sec): 3 clusters Score: Raw -288683.557277 + Penalty 3725.716226 = -284957.841051 nChanged 4 SP:Iteration 15Q (11154.730000 sec): 3 clusters Score: Raw -288689.819567 + Penalty 3725.716226 = -284964.103342 nChanged 2 SP:Iteration 16Q (11154.850000 sec): 3 clusters Score: Raw -288692.031299 + Penalty 3725.716226 = -284966.315073 nChanged 1 SP:Iteration 17Q (11155.000000 sec): 3 clusters Score: Raw -288693.066820 + Penalty 3725.716226 = -284967.350594 nChanged 2 SP:Iteration 18Q (11155.120000 sec): 3 clusters Score: Raw -288694.815455 + Penalty 3725.716226 = -284969.099229 nChanged 2 SP:Iteration 19Q (11155.290000 sec): 3 clusters Score: Raw -288696.159948 + Penalty 3725.716226 = -284970.443723 nChanged 0 SP:Iteration 20F (11155.460000 sec): 3 clusters Score: Raw -288696.159948 + Penalty 3725.716226 = -284970.443723 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11155.600000 sec): 2 clusters Score: Raw -1006997.907588 + Penalty 2162.309650 = -1004835.597938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11155.790000 sec): 3 clusters Score: Raw -1004010.330841 + Penalty 4324.619300 = -999685.711540 nChanged 2460 SP:Iteration 1F (11156.000000 sec): 3 clusters Score: Raw -1005513.264362 + Penalty 4324.619300 = -1001188.645062 nChanged 523 SP:Iteration 2F (11156.250000 sec): 3 clusters Score: Raw -1005888.715247 + Penalty 4324.619300 = -1001564.095946 nChanged 385 SP:Iteration 3F (11156.470000 sec): 3 clusters Score: Raw -1006160.239115 + Penalty 4324.619300 = -1001835.619815 nChanged 352 SP:Iteration 4F (11156.660000 sec): 3 clusters Score: Raw -1006401.352093 + Penalty 4324.619300 = -1002076.732792 nChanged 303 SP:Iteration 5Q (11156.870000 sec): 3 clusters Score: Raw -1006632.351381 + Penalty 4324.619300 = -1002307.732081 nChanged 313 SP:Iteration 6F (11157.040000 sec): 3 clusters Score: Raw -1006869.508362 + Penalty 4324.619300 = -1002544.889061 nChanged 299 SP:Iteration 7Q (11157.250000 sec): 3 clusters Score: Raw -1007105.786052 + Penalty 4324.619300 = -1002781.166752 nChanged 290 SP:Iteration 8Q (11157.440000 sec): 3 clusters Score: Raw -1007334.273941 + Penalty 4324.619300 = -1003009.654640 nChanged 264 SP:Iteration 9Q (11157.640000 sec): 3 clusters Score: Raw -1007569.846542 + Penalty 4324.619300 = -1003245.227241 nChanged 238 SP:Iteration 10Q (11157.860000 sec): 3 clusters Score: Raw -1007797.011010 + Penalty 4324.619300 = -1003472.391709 nChanged 210 SP:Iteration 11Q (11158.080000 sec): 3 clusters Score: Raw -1008022.976815 + Penalty 4324.619300 = -1003698.357515 nChanged 195 SP:Iteration 12Q (11158.250000 sec): 3 clusters Score: Raw -1008250.695920 + Penalty 4324.619300 = -1003926.076620 nChanged 138 SP:Iteration 13Q (11158.440000 sec): 3 clusters Score: Raw -1008375.848169 + Penalty 4324.619300 = -1004051.228869 nChanged 120 SP:Iteration 14Q (11158.660000 sec): 3 clusters Score: Raw -1008472.852708 + Penalty 4324.619300 = -1004148.233408 nChanged 92 SP:Iteration 15Q (11158.840000 sec): 3 clusters Score: Raw -1008538.325742 + Penalty 4324.619300 = -1004213.706442 nChanged 68 SP:Iteration 16Q (11159.040000 sec): 3 clusters Score: Raw -1008570.329608 + Penalty 4324.619300 = -1004245.710307 nChanged 51 SP:Iteration 17Q (11159.260000 sec): 3 clusters Score: Raw -1008595.421860 + Penalty 4324.619300 = -1004270.802559 nChanged 37 SP:Iteration 18Q (11159.460000 sec): 3 clusters Score: Raw -1008611.928604 + Penalty 4324.619300 = -1004287.309303 nChanged 30 SP:Iteration 19Q (11159.640000 sec): 3 clusters Score: Raw -1008622.511004 + Penalty 4324.619300 = -1004297.891704 nChanged 25 SP:Iteration 20F (11159.860000 sec): 3 clusters Score: Raw -1008630.107627 + Penalty 4324.619300 = -1004305.488327 nChanged 11 SP:Iteration 21Q (11160.060000 sec): 3 clusters Score: Raw -1008632.868340 + Penalty 4324.619300 = -1004308.249039 nChanged 7 SP:Iteration 22Q (11160.260000 sec): 3 clusters Score: Raw -1008635.043495 + Penalty 4324.619300 = -1004310.424195 nChanged 3 SP:Iteration 23Q (11160.430000 sec): 3 clusters Score: Raw -1008635.561295 + Penalty 4324.619300 = -1004310.941995 nChanged 3 SP:Iteration 24Q (11160.590000 sec): 3 clusters Score: Raw -1008636.170571 + Penalty 4324.619300 = -1004311.551271 nChanged 3 SP:Iteration 25Q (11160.720000 sec): 3 clusters Score: Raw -1008636.700383 + Penalty 4324.619300 = -1004312.081083 nChanged 6 SP:Iteration 26Q (11160.900000 sec): 3 clusters Score: Raw -1008637.712653 + Penalty 4324.619300 = -1004313.093353 nChanged 2 SP:Iteration 27Q (11161.030000 sec): 3 clusters Score: Raw -1008638.784228 + Penalty 4324.619300 = -1004314.164928 nChanged 1 SP:Iteration 28Q (11161.230000 sec): 3 clusters Score: Raw -1008638.995993 + Penalty 4324.619300 = -1004314.376693 nChanged 0 SP:Iteration 29F (11161.420000 sec): 3 clusters Score: Raw -1008638.995993 + Penalty 4324.619300 = -1004314.376693 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11161.480000 sec): 2 clusters Score: Raw -94811.763821 + Penalty 1590.944046 = -93220.819775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11161.650000 sec): 3 clusters Score: Raw -94753.220739 + Penalty 3181.888092 = -91571.332648 nChanged 149 SP:Iteration 1F (11161.820000 sec): 3 clusters Score: Raw -95005.665735 + Penalty 3181.888092 = -91823.777643 nChanged 44 SP:Iteration 2F (11161.990000 sec): 3 clusters Score: Raw -95149.123330 + Penalty 3181.888092 = -91967.235239 nChanged 28 SP:Iteration 3Q (11162.160000 sec): 3 clusters Score: Raw -95276.399009 + Penalty 3181.888092 = -92094.510918 nChanged 19 SP:Iteration 4Q (11162.350000 sec): 3 clusters Score: Raw -95359.939540 + Penalty 3181.888092 = -92178.051449 nChanged 19 SP:Iteration 5Q (11162.550000 sec): 3 clusters Score: Raw -95455.290922 + Penalty 3181.888092 = -92273.402830 nChanged 11 SP:Iteration 6Q (11162.700000 sec): 3 clusters Score: Raw -95494.389893 + Penalty 3181.888092 = -92312.501802 nChanged 12 SP:Iteration 7Q (11162.880000 sec): 3 clusters Score: Raw -95542.444078 + Penalty 3181.888092 = -92360.555987 nChanged 12 SP:Iteration 8Q (11163.000000 sec): 3 clusters Score: Raw -95578.776606 + Penalty 3181.888092 = -92396.888514 nChanged 9 SP:Iteration 9Q (11163.150000 sec): 3 clusters Score: Raw -95599.801962 + Penalty 3181.888092 = -92417.913870 nChanged 8 SP:Iteration 10Q (11163.320000 sec): 3 clusters Score: Raw -95618.728065 + Penalty 3181.888092 = -92436.839973 nChanged 4 SP:Iteration 11Q (11163.440000 sec): 3 clusters Score: Raw -95626.876866 + Penalty 3181.888092 = -92444.988774 nChanged 2 SP:Iteration 12Q (11163.620000 sec): 3 clusters Score: Raw -95631.306472 + Penalty 3181.888092 = -92449.418380 nChanged 5 SP:Iteration 13Q (11163.770000 sec): 3 clusters Score: Raw -95646.138393 + Penalty 3181.888092 = -92464.250301 nChanged 5 SP:Iteration 14Q (11163.930000 sec): 3 clusters Score: Raw -95661.142188 + Penalty 3181.888092 = -92479.254096 nChanged 1 SP:Iteration 15Q (11164.030000 sec): 3 clusters Score: Raw -95663.922193 + Penalty 3181.888092 = -92482.034101 nChanged 1 SP:Iteration 16Q (11164.170000 sec): 3 clusters Score: Raw -95665.667459 + Penalty 3181.888092 = -92483.779368 nChanged 2 SP:Iteration 17Q (11164.370000 sec): 3 clusters Score: Raw -95670.740642 + Penalty 3181.888092 = -92488.852550 nChanged 3 SP:Iteration 18Q (11164.500000 sec): 3 clusters Score: Raw -95677.532898 + Penalty 3181.888092 = -92495.644806 nChanged 2 SP:Iteration 19Q (11164.650000 sec): 3 clusters Score: Raw -95679.594797 + Penalty 3181.888092 = -92497.706705 nChanged 1 SP:Iteration 20F (11164.810000 sec): 3 clusters Score: Raw -95682.138491 + Penalty 3181.888092 = -92500.250400 nChanged 1 SP:Iteration 21Q (11164.990000 sec): 3 clusters Score: Raw -95683.326435 + Penalty 3181.888092 = -92501.438344 nChanged 0 SP:Iteration 22F (11165.140000 sec): 3 clusters Score: Raw -95683.326435 + Penalty 3181.888092 = -92501.438344 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11165.220000 sec): 2 clusters Score: Raw -225901.170015 + Penalty 1781.975980 = -224119.194036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11165.390000 sec): 3 clusters Score: Raw -225524.186831 + Penalty 3563.951960 = -221960.234871 nChanged 382 SP:Iteration 1F (11165.530000 sec): 3 clusters Score: Raw -225975.284528 + Penalty 3563.951960 = -222411.332569 nChanged 111 SP:Iteration 2F (11165.710000 sec): 3 clusters Score: Raw -226164.638145 + Penalty 3563.951960 = -222600.686185 nChanged 87 SP:Iteration 3F (11165.890000 sec): 3 clusters Score: Raw -226329.918253 + Penalty 3563.951960 = -222765.966294 nChanged 87 SP:Iteration 4F (11166.030000 sec): 3 clusters Score: Raw -226595.621209 + Penalty 3563.951960 = -223031.669250 nChanged 85 SP:Iteration 5F (11166.190000 sec): 3 clusters Score: Raw -227013.723582 + Penalty 3563.951960 = -223449.771622 nChanged 81 SP:Iteration 6F (11166.350000 sec): 3 clusters Score: Raw -227290.289945 + Penalty 3563.951960 = -223726.337986 nChanged 65 SP:Iteration 7Q (11166.470000 sec): 3 clusters Score: Raw -227469.211375 + Penalty 3563.951960 = -223905.259415 nChanged 41 SP:Iteration 8Q (11166.590000 sec): 3 clusters Score: Raw -227574.360915 + Penalty 3563.951960 = -224010.408955 nChanged 20 SP:Iteration 9Q (11166.750000 sec): 3 clusters Score: Raw -227634.390270 + Penalty 3563.951960 = -224070.438310 nChanged 13 SP:Iteration 10Q (11166.920000 sec): 3 clusters Score: Raw -227657.890928 + Penalty 3563.951960 = -224093.938968 nChanged 10 SP:Iteration 11Q (11167.100000 sec): 3 clusters Score: Raw -227670.933168 + Penalty 3563.951960 = -224106.981209 nChanged 4 SP:Iteration 12Q (11167.270000 sec): 3 clusters Score: Raw -227674.903528 + Penalty 3563.951960 = -224110.951568 nChanged 5 SP:Iteration 13Q (11167.440000 sec): 3 clusters Score: Raw -227680.283603 + Penalty 3563.951960 = -224116.331643 nChanged 2 SP:Iteration 14Q (11167.620000 sec): 3 clusters Score: Raw -227681.101647 + Penalty 3563.951960 = -224117.149687 nChanged 0 SP:Iteration 15F (11167.800000 sec): 3 clusters Score: Raw -227681.101647 + Penalty 3563.951960 = -224117.149687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11167.900000 sec): 2 clusters Score: Raw -53624.092812 + Penalty 1488.963993 = -52135.128819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11168.030000 sec): 3 clusters Score: Raw -53846.924466 + Penalty 2977.927985 = -50868.996481 nChanged 87 SP:Iteration 1F (11168.180000 sec): 3 clusters Score: Raw -54244.956812 + Penalty 2977.927985 = -51267.028826 nChanged 40 SP:Iteration 2F (11168.290000 sec): 3 clusters Score: Raw -54533.906024 + Penalty 2977.927985 = -51555.978039 nChanged 21 SP:Iteration 3F (11168.470000 sec): 3 clusters Score: Raw -54682.844997 + Penalty 2977.927985 = -51704.917012 nChanged 13 SP:Iteration 4Q (11168.630000 sec): 3 clusters Score: Raw -54779.389029 + Penalty 2977.927985 = -51801.461044 nChanged 19 SP:Iteration 5Q (11168.810000 sec): 3 clusters Score: Raw -54915.213842 + Penalty 2977.927985 = -51937.285857 nChanged 9 SP:Iteration 6Q (11168.950000 sec): 3 clusters Score: Raw -54980.915682 + Penalty 2977.927985 = -52002.987696 nChanged 5 SP:Iteration 7Q (11169.130000 sec): 3 clusters Score: Raw -55039.193557 + Penalty 2977.927985 = -52061.265572 nChanged 7 SP:Iteration 8Q (11169.320000 sec): 3 clusters Score: Raw -55083.653291 + Penalty 2977.927985 = -52105.725306 nChanged 4 SP:Iteration 9Q (11169.440000 sec): 3 clusters Score: Raw -55095.311181 + Penalty 2977.927985 = -52117.383196 nChanged 4 SP:Iteration 10Q (11169.640000 sec): 3 clusters Score: Raw -55116.083052 + Penalty 2977.927985 = -52138.155067 nChanged 1 SP:Iteration 11Q (11169.790000 sec): 3 clusters Score: Raw -55120.480512 + Penalty 2977.927985 = -52142.552526 nChanged 1 SP:Iteration 12Q (11169.920000 sec): 3 clusters Score: Raw -55121.339458 + Penalty 2977.927985 = -52143.411473 nChanged 1 SP:Iteration 13Q (11170.110000 sec): 3 clusters Score: Raw -55130.579413 + Penalty 2977.927985 = -52152.651428 nChanged 1 SP:Iteration 14Q (11170.280000 sec): 3 clusters Score: Raw -55134.408896 + Penalty 2977.927985 = -52156.480910 nChanged 0 SP:Iteration 15F (11170.430000 sec): 3 clusters Score: Raw -55135.932048 + Penalty 2977.927985 = -52158.004062 nChanged 1 SP:Iteration 16Q (11170.620000 sec): 3 clusters Score: Raw -55234.616147 + Penalty 2977.927985 = -52256.688162 nChanged 3 SP:Iteration 17Q (11170.780000 sec): 3 clusters Score: Raw -55708.731619 + Penalty 2977.927985 = -52730.803634 nChanged 7 SP:Iteration 18Q (11170.950000 sec): 3 clusters Score: Raw -55846.867916 + Penalty 2977.927985 = -52868.939931 nChanged 6 SP:Iteration 19Q (11171.150000 sec): 3 clusters Score: Raw -56473.782457 + Penalty 2977.927985 = -53495.854471 nChanged 2 SP:Iteration 20F (11171.320000 sec): 3 clusters Score: Raw -56494.077537 + Penalty 2977.927985 = -53516.149551 nChanged 2 SP:Iteration 21Q (11171.510000 sec): 3 clusters Score: Raw -56504.923204 + Penalty 2977.927985 = -53526.995218 nChanged 0 SP:Iteration 22F (11171.710000 sec): 3 clusters Score: Raw -56504.923204 + Penalty 2977.927985 = -53526.995218 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11171.770000 sec): 2 clusters Score: Raw -42562.232343 + Penalty 1428.207640 = -41134.024704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11171.990000 sec): 3 clusters Score: Raw -42781.871985 + Penalty 2856.415280 = -39925.456706 nChanged 56 SP:Iteration 1F (11172.130000 sec): 3 clusters Score: Raw -43053.714313 + Penalty 2856.415280 = -40197.299034 nChanged 27 SP:Iteration 2F (11172.350000 sec): 3 clusters Score: Raw -43254.611996 + Penalty 2856.415280 = -40398.196716 nChanged 15 SP:Iteration 3Q (11172.540000 sec): 3 clusters Score: Raw -43383.955351 + Penalty 2856.415280 = -40527.540071 nChanged 10 SP:Iteration 4Q (11172.670000 sec): 3 clusters Score: Raw -43447.956436 + Penalty 2856.415280 = -40591.541156 nChanged 6 SP:Iteration 5Q (11172.840000 sec): 3 clusters Score: Raw -43489.062255 + Penalty 2856.415280 = -40632.646975 nChanged 3 SP:Iteration 6Q (11173.010000 sec): 3 clusters Score: Raw -43532.623765 + Penalty 2856.415280 = -40676.208485 nChanged 4 SP:Iteration 7Q (11173.170000 sec): 3 clusters Score: Raw -43549.892802 + Penalty 2856.415280 = -40693.477522 nChanged 1 SP:Iteration 8Q (11173.310000 sec): 3 clusters Score: Raw -43559.507535 + Penalty 2856.415280 = -40703.092255 nChanged 1 SP:Iteration 9Q (11173.460000 sec): 3 clusters Score: Raw -43568.155925 + Penalty 2856.415280 = -40711.740645 nChanged 1 SP:Iteration 10Q (11173.630000 sec): 3 clusters Score: Raw -43578.307392 + Penalty 2856.415280 = -40721.892112 nChanged 3 SP:Iteration 11Q (11173.780000 sec): 3 clusters Score: Raw -43592.219618 + Penalty 2856.415280 = -40735.804338 nChanged 1 SP:Iteration 12Q (11173.950000 sec): 3 clusters Score: Raw -43598.565806 + Penalty 2856.415280 = -40742.150526 nChanged 1 SP:Iteration 13Q (11174.090000 sec): 3 clusters Score: Raw -43605.597074 + Penalty 2856.415280 = -40749.181794 nChanged 1 SP:Iteration 14Q (11174.270000 sec): 3 clusters Score: Raw -43609.615515 + Penalty 2856.415280 = -40753.200235 nChanged 0 SP:Iteration 15F (11174.450000 sec): 3 clusters Score: Raw -43615.139320 + Penalty 2856.415280 = -40758.724040 nChanged 1 SP:Iteration 16Q (11174.610000 sec): 3 clusters Score: Raw -43617.840955 + Penalty 2856.415280 = -40761.425675 nChanged 1 SP:Iteration 17Q (11174.790000 sec): 3 clusters Score: Raw -43637.592004 + Penalty 2856.415280 = -40781.176724 nChanged 2 SP:Iteration 18Q (11174.970000 sec): 3 clusters Score: Raw -43671.991273 + Penalty 2856.415280 = -40815.575993 nChanged 2 SP:Iteration 19Q (11175.160000 sec): 3 clusters Score: Raw -43697.317790 + Penalty 2856.415280 = -40840.902510 nChanged 2 SP:Iteration 20F (11175.350000 sec): 3 clusters Score: Raw -43719.791482 + Penalty 2856.415280 = -40863.376202 nChanged 3 SP:Iteration 21Q (11175.540000 sec): 3 clusters Score: Raw -43734.980527 + Penalty 2856.415280 = -40878.565247 nChanged 2 SP:Iteration 22Q (11175.700000 sec): 3 clusters Score: Raw -43752.329416 + Penalty 2856.415280 = -40895.914136 nChanged 2 SP:Iteration 23Q (11175.810000 sec): 3 clusters Score: Raw -43769.878534 + Penalty 2856.415280 = -40913.463254 nChanged 4 SP:Iteration 24Q (11175.950000 sec): 3 clusters Score: Raw -43827.951924 + Penalty 2856.415280 = -40971.536645 nChanged 4 SP:Iteration 25Q (11176.070000 sec): 3 clusters Score: Raw -43902.395326 + Penalty 2856.415280 = -41045.980046 nChanged 3 SP:Iteration 26Q (11176.210000 sec): 3 clusters Score: Raw -43921.899068 + Penalty 2856.415280 = -41065.483788 nChanged 1 SP:Iteration 27Q (11176.330000 sec): 3 clusters Score: Raw -43929.442851 + Penalty 2856.415280 = -41073.027571 nChanged 0 SP:Iteration 28F (11176.460000 sec): 3 clusters Score: Raw -43929.442851 + Penalty 2856.415280 = -41073.027571 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11176.590000 sec): 2 clusters Score: Raw -1091219.723490 + Penalty 2181.529571 = -1089038.193919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11176.810000 sec): 3 clusters Score: Raw -1087936.178891 + Penalty 4363.059143 = -1083573.119748 nChanged 2616 SP:Iteration 1F (11177.010000 sec): 3 clusters Score: Raw -1089398.421751 + Penalty 4363.059143 = -1085035.362608 nChanged 521 SP:Iteration 2F (11177.240000 sec): 3 clusters Score: Raw -1089842.312552 + Penalty 4363.059143 = -1085479.253409 nChanged 437 SP:Iteration 3F (11177.410000 sec): 3 clusters Score: Raw -1090295.306623 + Penalty 4363.059143 = -1085932.247480 nChanged 419 SP:Iteration 4F (11177.650000 sec): 3 clusters Score: Raw -1090662.531598 + Penalty 4363.059143 = -1086299.472455 nChanged 380 SP:Iteration 5F (11177.770000 sec): 3 clusters Score: Raw -1091004.679509 + Penalty 4363.059143 = -1086641.620366 nChanged 363 SP:Iteration 6F (11177.980000 sec): 3 clusters Score: Raw -1091318.723559 + Penalty 4363.059143 = -1086955.664416 nChanged 370 SP:Iteration 7F (11178.210000 sec): 3 clusters Score: Raw -1091707.773849 + Penalty 4363.059143 = -1087344.714706 nChanged 371 SP:Iteration 8F (11178.440000 sec): 3 clusters Score: Raw -1092137.052762 + Penalty 4363.059143 = -1087773.993620 nChanged 351 SP:Iteration 9F (11178.640000 sec): 3 clusters Score: Raw -1092442.650092 + Penalty 4363.059143 = -1088079.590950 nChanged 282 SP:Iteration 10Q (11178.830000 sec): 3 clusters Score: Raw -1092674.193685 + Penalty 4363.059143 = -1088311.134542 nChanged 253 SP:Iteration 11Q (11179.050000 sec): 3 clusters Score: Raw -1092895.805201 + Penalty 4363.059143 = -1088532.746058 nChanged 175 SP:Iteration 12Q (11179.300000 sec): 3 clusters Score: Raw -1093012.891209 + Penalty 4363.059143 = -1088649.832066 nChanged 111 SP:Iteration 13Q (11179.490000 sec): 3 clusters Score: Raw -1093060.357814 + Penalty 4363.059143 = -1088697.298672 nChanged 76 SP:Iteration 14Q (11179.700000 sec): 3 clusters Score: Raw -1093090.855008 + Penalty 4363.059143 = -1088727.795865 nChanged 60 SP:Iteration 15Q (11179.870000 sec): 3 clusters Score: Raw -1093107.604674 + Penalty 4363.059143 = -1088744.545531 nChanged 30 SP:Iteration 16Q (11180.090000 sec): 3 clusters Score: Raw -1093115.041888 + Penalty 4363.059143 = -1088751.982745 nChanged 26 SP:Iteration 17Q (11180.270000 sec): 3 clusters Score: Raw -1093122.424598 + Penalty 4363.059143 = -1088759.365455 nChanged 19 SP:Iteration 18Q (11180.440000 sec): 3 clusters Score: Raw -1093127.337257 + Penalty 4363.059143 = -1088764.278114 nChanged 19 SP:Iteration 19Q (11180.640000 sec): 3 clusters Score: Raw -1093132.580658 + Penalty 4363.059143 = -1088769.521515 nChanged 18 SP:Iteration 20F (11180.850000 sec): 3 clusters Score: Raw -1093138.457082 + Penalty 4363.059143 = -1088775.397940 nChanged 15 SP:Iteration 21Q (11181.090000 sec): 3 clusters Score: Raw -1093141.049606 + Penalty 4363.059143 = -1088777.990463 nChanged 4 SP:Iteration 22Q (11181.300000 sec): 3 clusters Score: Raw -1093141.754661 + Penalty 4363.059143 = -1088778.695518 nChanged 4 SP:Iteration 23Q (11181.490000 sec): 3 clusters Score: Raw -1093142.340139 + Penalty 4363.059143 = -1088779.280996 nChanged 4 SP:Iteration 24Q (11181.710000 sec): 3 clusters Score: Raw -1093143.035042 + Penalty 4363.059143 = -1088779.975899 nChanged 5 SP:Iteration 25Q (11181.890000 sec): 3 clusters Score: Raw -1093144.551455 + Penalty 4363.059143 = -1088781.492313 nChanged 6 SP:Iteration 26Q (11182.120000 sec): 3 clusters Score: Raw -1093146.920816 + Penalty 4363.059143 = -1088783.861673 nChanged 9 SP:Iteration 27Q (11182.290000 sec): 3 clusters Score: Raw -1093148.858091 + Penalty 4363.059143 = -1088785.798948 nChanged 6 SP:Iteration 28Q (11182.510000 sec): 3 clusters Score: Raw -1093150.627028 + Penalty 4363.059143 = -1088787.567885 nChanged 4 SP:Iteration 29Q (11182.710000 sec): 3 clusters Score: Raw -1093152.396647 + Penalty 4363.059143 = -1088789.337504 nChanged 5 SP:Iteration 30Q (11182.920000 sec): 3 clusters Score: Raw -1093154.492888 + Penalty 4363.059143 = -1088791.433745 nChanged 5 SP:Iteration 31Q (11183.140000 sec): 3 clusters Score: Raw -1093155.505611 + Penalty 4363.059143 = -1088792.446468 nChanged 3 SP:Iteration 32Q (11183.330000 sec): 3 clusters Score: Raw -1093155.823036 + Penalty 4363.059143 = -1088792.763894 nChanged 1 SP:Iteration 33Q (11183.590000 sec): 3 clusters Score: Raw -1093156.124887 + Penalty 4363.059143 = -1088793.065744 nChanged 0 SP:Iteration 34F (11183.770000 sec): 3 clusters Score: Raw -1093156.124887 + Penalty 4363.059143 = -1088793.065744 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11183.850000 sec): 2 clusters Score: Raw -207747.159036 + Penalty 1756.888153 = -205990.270884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11183.990000 sec): 3 clusters Score: Raw -207492.354409 + Penalty 3513.776305 = -203978.578103 nChanged 333 SP:Iteration 1F (11184.180000 sec): 3 clusters Score: Raw -208014.400869 + Penalty 3513.776305 = -204500.624564 nChanged 126 SP:Iteration 2F (11184.350000 sec): 3 clusters Score: Raw -208370.184266 + Penalty 3513.776305 = -204856.407961 nChanged 114 SP:Iteration 3F (11184.490000 sec): 3 clusters Score: Raw -208730.496603 + Penalty 3513.776305 = -205216.720297 nChanged 84 SP:Iteration 4F (11184.660000 sec): 3 clusters Score: Raw -208984.977014 + Penalty 3513.776305 = -205471.200708 nChanged 67 SP:Iteration 5F (11184.760000 sec): 3 clusters Score: Raw -209176.691379 + Penalty 3513.776305 = -205662.915073 nChanged 32 SP:Iteration 6Q (11184.920000 sec): 3 clusters Score: Raw -209232.678960 + Penalty 3513.776305 = -205718.902655 nChanged 11 SP:Iteration 7Q (11185.040000 sec): 3 clusters Score: Raw -209258.418144 + Penalty 3513.776305 = -205744.641838 nChanged 7 SP:Iteration 8Q (11185.210000 sec): 3 clusters Score: Raw -209269.213567 + Penalty 3513.776305 = -205755.437262 nChanged 3 SP:Iteration 9Q (11185.390000 sec): 3 clusters Score: Raw -209274.072473 + Penalty 3513.776305 = -205760.296168 nChanged 5 SP:Iteration 10Q (11185.550000 sec): 3 clusters Score: Raw -209291.665116 + Penalty 3513.776305 = -205777.888811 nChanged 5 SP:Iteration 11Q (11185.730000 sec): 3 clusters Score: Raw -209300.346825 + Penalty 3513.776305 = -205786.570519 nChanged 1 SP:Iteration 12Q (11185.890000 sec): 3 clusters Score: Raw -209302.611241 + Penalty 3513.776305 = -205788.834936 nChanged 0 SP:Iteration 13F (11186.090000 sec): 3 clusters Score: Raw -209302.611241 + Penalty 3513.776305 = -205788.834936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11186.190000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11186.370000 sec): 3 clusters Score: Raw -93237.352759 + Penalty 3168.726457 = -90068.626302 nChanged 130 SP:Iteration 1F (11186.490000 sec): 3 clusters Score: Raw -93708.060494 + Penalty 3168.726457 = -90539.334036 nChanged 64 SP:Iteration 2F (11186.660000 sec): 3 clusters Score: Raw -94139.339871 + Penalty 3168.726457 = -90970.613414 nChanged 39 SP:Iteration 3F (11186.850000 sec): 3 clusters Score: Raw -94245.024767 + Penalty 3168.726457 = -91076.298310 nChanged 16 SP:Iteration 4Q (11187.010000 sec): 3 clusters Score: Raw -94296.139274 + Penalty 3168.726457 = -91127.412817 nChanged 7 SP:Iteration 5Q (11187.180000 sec): 3 clusters Score: Raw -94321.571968 + Penalty 3168.726457 = -91152.845511 nChanged 1 SP:Iteration 6Q (11187.370000 sec): 3 clusters Score: Raw -94325.588435 + Penalty 3168.726457 = -91156.861978 nChanged 1 SP:Iteration 7Q (11187.520000 sec): 3 clusters Score: Raw -94327.036576 + Penalty 3168.726457 = -91158.310119 nChanged 0 SP:Iteration 8F (11187.700000 sec): 3 clusters Score: Raw -94327.036576 + Penalty 3168.726457 = -91158.310119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11188.150000 sec): 2 clusters Score: Raw -11869809.684432 + Penalty 2747.568824 = -11867062.115607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11188.710000 sec): 3 clusters Score: Raw -11829298.673817 + Penalty 5495.137649 = -11823803.536168 nChanged 30234 SP:Iteration 1F (11189.250000 sec): 3 clusters Score: Raw -11846001.134023 + Penalty 5495.137649 = -11840505.996374 nChanged 2344 SP:Iteration 2Q (11189.780000 sec): 3 clusters Score: Raw -11846588.767948 + Penalty 5495.137649 = -11841093.630299 nChanged 2298 SP:Iteration 3Q (11190.340000 sec): 3 clusters Score: Raw -11847208.685043 + Penalty 5495.137649 = -11841713.547395 nChanged 2310 SP:Iteration 4Q (11190.870000 sec): 3 clusters Score: Raw -11847908.227293 + Penalty 5495.137649 = -11842413.089645 nChanged 2545 SP:Iteration 5Q (11191.340000 sec): 3 clusters Score: Raw -11848777.134000 + Penalty 5495.137649 = -11843281.996351 nChanged 2794 SP:Iteration 6Q (11191.850000 sec): 3 clusters Score: Raw -11849876.230020 + Penalty 5495.137649 = -11844381.092371 nChanged 3081 SP:Iteration 7Q (11192.400000 sec): 3 clusters Score: Raw -11851259.252062 + Penalty 5495.137649 = -11845764.114413 nChanged 3510 SP:Iteration 8F (11192.980000 sec): 3 clusters Score: Raw -11853137.073199 + Penalty 5495.137649 = -11847641.935550 nChanged 3905 SP:Iteration 9F (11193.500000 sec): 3 clusters Score: Raw -11855642.220677 + Penalty 5495.137649 = -11850147.083029 nChanged 3913 SP:Iteration 10F (11194.050000 sec): 3 clusters Score: Raw -11858554.498034 + Penalty 5495.137649 = -11853059.360385 nChanged 3505 SP:Iteration 11F (11194.560000 sec): 3 clusters Score: Raw -11861529.188437 + Penalty 5495.137649 = -11856034.050788 nChanged 2831 SP:Iteration 12Q (11195.100000 sec): 3 clusters Score: Raw -11863826.410607 + Penalty 5495.137649 = -11858331.272958 nChanged 2099 SP:Iteration 13Q (11195.670000 sec): 3 clusters Score: Raw -11865204.878946 + Penalty 5495.137649 = -11859709.741297 nChanged 1448 SP:Iteration 14Q (11196.190000 sec): 3 clusters Score: Raw -11865957.430491 + Penalty 5495.137649 = -11860462.292842 nChanged 1091 SP:Iteration 15Q (11196.690000 sec): 3 clusters Score: Raw -11866455.775930 + Penalty 5495.137649 = -11860960.638281 nChanged 937 SP:Iteration 16Q (11197.250000 sec): 3 clusters Score: Raw -11866864.797100 + Penalty 5495.137649 = -11861369.659451 nChanged 885 SP:Iteration 17Q (11197.720000 sec): 3 clusters Score: Raw -11867248.757377 + Penalty 5495.137649 = -11861753.619728 nChanged 808 SP:Iteration 18Q (11198.260000 sec): 3 clusters Score: Raw -11867573.181138 + Penalty 5495.137649 = -11862078.043489 nChanged 698 SP:Iteration 19Q (11198.780000 sec): 3 clusters Score: Raw -11867838.279466 + Penalty 5495.137649 = -11862343.141817 nChanged 640 SP:Iteration 20F (11199.270000 sec): 3 clusters Score: Raw -11868069.265289 + Penalty 5495.137649 = -11862574.127640 nChanged 572 SP:Iteration 21Q (11199.760000 sec): 3 clusters Score: Raw -11868263.915776 + Penalty 5495.137649 = -11862768.778127 nChanged 480 SP:Iteration 22Q (11200.200000 sec): 3 clusters Score: Raw -11868425.723172 + Penalty 5495.137649 = -11862930.585523 nChanged 433 SP:Iteration 23Q (11200.720000 sec): 3 clusters Score: Raw -11868578.150535 + Penalty 5495.137649 = -11863083.012886 nChanged 424 SP:Iteration 24Q (11201.160000 sec): 3 clusters Score: Raw -11868727.076168 + Penalty 5495.137649 = -11863231.938520 nChanged 363 SP:Iteration 25Q (11201.700000 sec): 3 clusters Score: Raw -11868845.026095 + Penalty 5495.137649 = -11863349.888447 nChanged 324 SP:Iteration 26Q (11202.190000 sec): 3 clusters Score: Raw -11868947.484031 + Penalty 5495.137649 = -11863452.346383 nChanged 303 SP:Iteration 27Q (11202.740000 sec): 3 clusters Score: Raw -11869039.395730 + Penalty 5495.137649 = -11863544.258081 nChanged 262 SP:Iteration 28Q (11203.240000 sec): 3 clusters Score: Raw -11869123.438873 + Penalty 5495.137649 = -11863628.301224 nChanged 266 SP:Iteration 29Q (11203.710000 sec): 3 clusters Score: Raw -11869208.577658 + Penalty 5495.137649 = -11863713.440009 nChanged 225 SP:Iteration 30Q (11204.230000 sec): 3 clusters Score: Raw -11869285.135543 + Penalty 5495.137649 = -11863789.997895 nChanged 221 SP:Iteration 31Q (11204.760000 sec): 3 clusters Score: Raw -11869356.790003 + Penalty 5495.137649 = -11863861.652354 nChanged 209 SP:Iteration 32Q (11205.300000 sec): 3 clusters Score: Raw -11869423.643179 + Penalty 5495.137649 = -11863928.505531 nChanged 203 SP:Iteration 33Q (11205.790000 sec): 3 clusters Score: Raw -11869490.847391 + Penalty 5495.137649 = -11863995.709742 nChanged 176 SP:Iteration 34Q (11206.370000 sec): 3 clusters Score: Raw -11869548.201502 + Penalty 5495.137649 = -11864053.063854 nChanged 165 SP:Iteration 35Q (11206.850000 sec): 3 clusters Score: Raw -11869612.082122 + Penalty 5495.137649 = -11864116.944474 nChanged 188 SP:Iteration 36Q (11207.370000 sec): 3 clusters Score: Raw -11869685.245538 + Penalty 5495.137649 = -11864190.107890 nChanged 161 SP:Iteration 37Q (11207.930000 sec): 3 clusters Score: Raw -11869742.182262 + Penalty 5495.137649 = -11864247.044613 nChanged 131 SP:Iteration 38Q (11208.430000 sec): 3 clusters Score: Raw -11869786.868839 + Penalty 5495.137649 = -11864291.731191 nChanged 116 SP:Iteration 39Q (11208.960000 sec): 3 clusters Score: Raw -11869828.980474 + Penalty 5495.137649 = -11864333.842826 nChanged 100 SP:Iteration 40F (11209.570000 sec): 3 clusters Score: Raw -11869868.657561 + Penalty 5495.137649 = -11864373.519913 nChanged 109 SP:Iteration 41Q (11210.070000 sec): 3 clusters Score: Raw -11869906.349076 + Penalty 5495.137649 = -11864411.211427 nChanged 83 SP:Iteration 42Q (11210.560000 sec): 3 clusters Score: Raw -11869933.213370 + Penalty 5495.137649 = -11864438.075721 nChanged 60 SP:Iteration 43Q (11211.060000 sec): 3 clusters Score: Raw -11869954.814272 + Penalty 5495.137649 = -11864459.676624 nChanged 55 SP:Iteration 44Q (11211.550000 sec): 3 clusters Score: Raw -11869974.695960 + Penalty 5495.137649 = -11864479.558311 nChanged 63 SP:Iteration 45Q (11212.020000 sec): 3 clusters Score: Raw -11869995.168658 + Penalty 5495.137649 = -11864500.031009 nChanged 47 SP:Iteration 46Q (11212.530000 sec): 3 clusters Score: Raw -11870009.886019 + Penalty 5495.137649 = -11864514.748371 nChanged 37 SP:Iteration 47Q (11213.030000 sec): 3 clusters Score: Raw -11870023.093728 + Penalty 5495.137649 = -11864527.956080 nChanged 39 SP:Iteration 48Q (11213.540000 sec): 3 clusters Score: Raw -11870039.078787 + Penalty 5495.137649 = -11864543.941139 nChanged 45 SP:Iteration 49Q (11214.080000 sec): 3 clusters Score: Raw -11870054.219735 + Penalty 5495.137649 = -11864559.082086 nChanged 35 SP:Iteration 50Q (11214.600000 sec): 3 clusters Score: Raw -11870066.685726 + Penalty 5495.137649 = -11864571.548077 nChanged 36 SP:Iteration 51Q (11215.140000 sec): 3 clusters Score: Raw -11870080.721886 + Penalty 5495.137649 = -11864585.584237 nChanged 44 SP:Iteration 52Q (11215.610000 sec): 3 clusters Score: Raw -11870098.446538 + Penalty 5495.137649 = -11864603.308890 nChanged 45 SP:Iteration 53Q (11216.060000 sec): 3 clusters Score: Raw -11870117.932460 + Penalty 5495.137649 = -11864622.794811 nChanged 42 SP:Iteration 54Q (11216.510000 sec): 3 clusters Score: Raw -11870134.760546 + Penalty 5495.137649 = -11864639.622897 nChanged 35 SP:Iteration 55Q (11216.990000 sec): 3 clusters Score: Raw -11870148.390998 + Penalty 5495.137649 = -11864653.253350 nChanged 29 SP:Iteration 56Q (11217.510000 sec): 3 clusters Score: Raw -11870160.304151 + Penalty 5495.137649 = -11864665.166502 nChanged 22 SP:Iteration 57Q (11218.000000 sec): 3 clusters Score: Raw -11870167.420715 + Penalty 5495.137649 = -11864672.283066 nChanged 18 SP:Iteration 58Q (11218.510000 sec): 3 clusters Score: Raw -11870173.830301 + Penalty 5495.137649 = -11864678.692652 nChanged 17 SP:Iteration 59Q (11218.970000 sec): 3 clusters Score: Raw -11870179.807313 + Penalty 5495.137649 = -11864684.669664 nChanged 9 SP:Iteration 60F (11219.480000 sec): 3 clusters Score: Raw -11870182.543510 + Penalty 5495.137649 = -11864687.405861 nChanged 5 SP:Iteration 61Q (11220.000000 sec): 3 clusters Score: Raw -11870184.532650 + Penalty 5495.137649 = -11864689.395002 nChanged 6 SP:Iteration 62Q (11220.470000 sec): 3 clusters Score: Raw -11870186.180440 + Penalty 5495.137649 = -11864691.042791 nChanged 3 SP:Iteration 63Q (11221.030000 sec): 3 clusters Score: Raw -11870187.169921 + Penalty 5495.137649 = -11864692.032272 nChanged 4 SP:Iteration 64Q (11221.500000 sec): 3 clusters Score: Raw -11870188.767719 + Penalty 5495.137649 = -11864693.630071 nChanged 3 SP:Iteration 65Q (11221.980000 sec): 3 clusters Score: Raw -11870189.744717 + Penalty 5495.137649 = -11864694.607068 nChanged 4 SP:Iteration 66Q (11222.470000 sec): 3 clusters Score: Raw -11870191.322250 + Penalty 5495.137649 = -11864696.184602 nChanged 6 SP:Iteration 67Q (11222.910000 sec): 3 clusters Score: Raw -11870193.663359 + Penalty 5495.137649 = -11864698.525711 nChanged 6 SP:Iteration 68Q (11223.360000 sec): 3 clusters Score: Raw -11870195.340683 + Penalty 5495.137649 = -11864700.203035 nChanged 5 SP:Iteration 69Q (11223.840000 sec): 3 clusters Score: Raw -11870196.704787 + Penalty 5495.137649 = -11864701.567139 nChanged 2 SP:Iteration 70Q (11224.290000 sec): 3 clusters Score: Raw -11870196.981887 + Penalty 5495.137649 = -11864701.844239 nChanged 0 SP:Iteration 71F (11224.790000 sec): 3 clusters Score: Raw -11870196.981887 + Penalty 5495.137649 = -11864701.844239 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11224.930000 sec): 2 clusters Score: Raw -717890.100261 + Penalty 2075.148039 = -715814.952221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11225.100000 sec): 3 clusters Score: Raw -715913.874041 + Penalty 4150.296079 = -711763.577962 nChanged 1588 SP:Iteration 1F (11225.320000 sec): 3 clusters Score: Raw -716862.651377 + Penalty 4150.296079 = -712712.355298 nChanged 338 SP:Iteration 2F (11225.490000 sec): 3 clusters Score: Raw -717096.493622 + Penalty 4150.296079 = -712946.197543 nChanged 233 SP:Iteration 3F (11225.660000 sec): 3 clusters Score: Raw -717250.523990 + Penalty 4150.296079 = -713100.227912 nChanged 206 SP:Iteration 4Q (11225.890000 sec): 3 clusters Score: Raw -717387.039271 + Penalty 4150.296079 = -713236.743192 nChanged 185 SP:Iteration 5Q (11226.080000 sec): 3 clusters Score: Raw -717518.596521 + Penalty 4150.296079 = -713368.300443 nChanged 158 SP:Iteration 6Q (11226.270000 sec): 3 clusters Score: Raw -717646.984103 + Penalty 4150.296079 = -713496.688025 nChanged 161 SP:Iteration 7Q (11226.430000 sec): 3 clusters Score: Raw -717774.526415 + Penalty 4150.296079 = -713624.230337 nChanged 142 SP:Iteration 8Q (11226.640000 sec): 3 clusters Score: Raw -717894.695512 + Penalty 4150.296079 = -713744.399433 nChanged 138 SP:Iteration 9Q (11226.810000 sec): 3 clusters Score: Raw -718003.040987 + Penalty 4150.296079 = -713852.744909 nChanged 121 SP:Iteration 10Q (11227.070000 sec): 3 clusters Score: Raw -718087.185943 + Penalty 4150.296079 = -713936.889864 nChanged 87 SP:Iteration 11Q (11227.230000 sec): 3 clusters Score: Raw -718155.701881 + Penalty 4150.296079 = -714005.405802 nChanged 73 SP:Iteration 12Q (11227.420000 sec): 3 clusters Score: Raw -718208.585977 + Penalty 4150.296079 = -714058.289898 nChanged 65 SP:Iteration 13Q (11227.630000 sec): 3 clusters Score: Raw -718247.002588 + Penalty 4150.296079 = -714096.706509 nChanged 46 SP:Iteration 14Q (11227.760000 sec): 3 clusters Score: Raw -718273.419684 + Penalty 4150.296079 = -714123.123606 nChanged 44 SP:Iteration 15Q (11228.000000 sec): 3 clusters Score: Raw -718299.543261 + Penalty 4150.296079 = -714149.247183 nChanged 45 SP:Iteration 16Q (11228.150000 sec): 3 clusters Score: Raw -718318.301942 + Penalty 4150.296079 = -714168.005863 nChanged 24 SP:Iteration 17Q (11228.370000 sec): 3 clusters Score: Raw -718328.008821 + Penalty 4150.296079 = -714177.712742 nChanged 23 SP:Iteration 18Q (11228.570000 sec): 3 clusters Score: Raw -718336.750555 + Penalty 4150.296079 = -714186.454476 nChanged 29 SP:Iteration 19Q (11228.750000 sec): 3 clusters Score: Raw -718349.966493 + Penalty 4150.296079 = -714199.670414 nChanged 26 SP:Iteration 20F (11228.940000 sec): 3 clusters Score: Raw -718359.162129 + Penalty 4150.296079 = -714208.866050 nChanged 23 SP:Iteration 21Q (11229.110000 sec): 3 clusters Score: Raw -718366.375836 + Penalty 4150.296079 = -714216.079757 nChanged 15 SP:Iteration 22Q (11229.300000 sec): 3 clusters Score: Raw -718370.797581 + Penalty 4150.296079 = -714220.501502 nChanged 14 SP:Iteration 23Q (11229.520000 sec): 3 clusters Score: Raw -718375.770808 + Penalty 4150.296079 = -714225.474729 nChanged 14 SP:Iteration 24Q (11229.700000 sec): 3 clusters Score: Raw -718381.644710 + Penalty 4150.296079 = -714231.348631 nChanged 14 SP:Iteration 25Q (11229.910000 sec): 3 clusters Score: Raw -718385.608634 + Penalty 4150.296079 = -714235.312556 nChanged 11 SP:Iteration 26Q (11230.090000 sec): 3 clusters Score: Raw -718388.416635 + Penalty 4150.296079 = -714238.120556 nChanged 11 SP:Iteration 27Q (11230.260000 sec): 3 clusters Score: Raw -718390.904567 + Penalty 4150.296079 = -714240.608488 nChanged 12 SP:Iteration 28Q (11230.470000 sec): 3 clusters Score: Raw -718394.643398 + Penalty 4150.296079 = -714244.347319 nChanged 12 SP:Iteration 29Q (11230.640000 sec): 3 clusters Score: Raw -718399.669754 + Penalty 4150.296079 = -714249.373675 nChanged 9 SP:Iteration 30Q (11230.830000 sec): 3 clusters Score: Raw -718403.182769 + Penalty 4150.296079 = -714252.886690 nChanged 10 SP:Iteration 31Q (11231.020000 sec): 3 clusters Score: Raw -718405.924073 + Penalty 4150.296079 = -714255.627994 nChanged 7 SP:Iteration 32Q (11231.180000 sec): 3 clusters Score: Raw -718407.648616 + Penalty 4150.296079 = -714257.352537 nChanged 7 SP:Iteration 33Q (11231.370000 sec): 3 clusters Score: Raw -718409.810873 + Penalty 4150.296079 = -714259.514794 nChanged 5 SP:Iteration 34Q (11231.530000 sec): 3 clusters Score: Raw -718410.443512 + Penalty 4150.296079 = -714260.147434 nChanged 4 SP:Iteration 35Q (11231.720000 sec): 3 clusters Score: Raw -718411.351393 + Penalty 4150.296079 = -714261.055314 nChanged 6 SP:Iteration 36Q (11231.850000 sec): 3 clusters Score: Raw -718412.725600 + Penalty 4150.296079 = -714262.429521 nChanged 7 SP:Iteration 37Q (11232.000000 sec): 3 clusters Score: Raw -718414.827594 + Penalty 4150.296079 = -714264.531516 nChanged 7 SP:Iteration 38Q (11232.150000 sec): 3 clusters Score: Raw -718417.615004 + Penalty 4150.296079 = -714267.318925 nChanged 11 SP:Iteration 39Q (11232.310000 sec): 3 clusters Score: Raw -718420.038657 + Penalty 4150.296079 = -714269.742578 nChanged 3 SP:Iteration 40F (11232.460000 sec): 3 clusters Score: Raw -718420.557112 + Penalty 4150.296079 = -714270.261033 nChanged 2 SP:Iteration 41Q (11232.610000 sec): 3 clusters Score: Raw -718421.355816 + Penalty 4150.296079 = -714271.059737 nChanged 3 SP:Iteration 42Q (11232.770000 sec): 3 clusters Score: Raw -718422.098240 + Penalty 4150.296079 = -714271.802161 nChanged 5 SP:Iteration 43Q (11232.920000 sec): 3 clusters Score: Raw -718423.242766 + Penalty 4150.296079 = -714272.946687 nChanged 7 SP:Iteration 44Q (11233.080000 sec): 3 clusters Score: Raw -718425.787811 + Penalty 4150.296079 = -714275.491732 nChanged 8 SP:Iteration 45Q (11233.230000 sec): 3 clusters Score: Raw -718427.924788 + Penalty 4150.296079 = -714277.628710 nChanged 8 SP:Iteration 46Q (11233.380000 sec): 3 clusters Score: Raw -718430.499410 + Penalty 4150.296079 = -714280.203331 nChanged 7 SP:Iteration 47Q (11233.530000 sec): 3 clusters Score: Raw -718432.598210 + Penalty 4150.296079 = -714282.302132 nChanged 7 SP:Iteration 48Q (11233.690000 sec): 3 clusters Score: Raw -718435.303719 + Penalty 4150.296079 = -714285.007640 nChanged 4 SP:Iteration 49Q (11233.840000 sec): 3 clusters Score: Raw -718436.971441 + Penalty 4150.296079 = -714286.675363 nChanged 5 SP:Iteration 50Q (11234.030000 sec): 3 clusters Score: Raw -718438.243615 + Penalty 4150.296079 = -714287.947536 nChanged 3 SP:Iteration 51Q (11234.190000 sec): 3 clusters Score: Raw -718438.997759 + Penalty 4150.296079 = -714288.701680 nChanged 7 SP:Iteration 52Q (11234.340000 sec): 3 clusters Score: Raw -718441.552537 + Penalty 4150.296079 = -714291.256458 nChanged 8 SP:Iteration 53Q (11234.490000 sec): 3 clusters Score: Raw -718444.212125 + Penalty 4150.296079 = -714293.916047 nChanged 8 SP:Iteration 54Q (11234.650000 sec): 3 clusters Score: Raw -718448.074600 + Penalty 4150.296079 = -714297.778522 nChanged 10 SP:Iteration 55Q (11234.800000 sec): 3 clusters Score: Raw -718452.337966 + Penalty 4150.296079 = -714302.041887 nChanged 10 SP:Iteration 56Q (11234.960000 sec): 3 clusters Score: Raw -718455.648782 + Penalty 4150.296079 = -714305.352703 nChanged 11 SP:Iteration 57Q (11235.110000 sec): 3 clusters Score: Raw -718459.208535 + Penalty 4150.296079 = -714308.912457 nChanged 7 SP:Iteration 58Q (11235.270000 sec): 3 clusters Score: Raw -718461.245655 + Penalty 4150.296079 = -714310.949576 nChanged 6 SP:Iteration 59Q (11235.440000 sec): 3 clusters Score: Raw -718464.118615 + Penalty 4150.296079 = -714313.822536 nChanged 6 SP:Iteration 60F (11235.610000 sec): 3 clusters Score: Raw -718467.752690 + Penalty 4150.296079 = -714317.456612 nChanged 8 SP:Iteration 61Q (11235.770000 sec): 3 clusters Score: Raw -718470.718281 + Penalty 4150.296079 = -714320.422202 nChanged 5 SP:Iteration 62Q (11235.930000 sec): 3 clusters Score: Raw -718471.672074 + Penalty 4150.296079 = -714321.375995 nChanged 2 SP:Iteration 63Q (11236.080000 sec): 3 clusters Score: Raw -718472.265231 + Penalty 4150.296079 = -714321.969152 nChanged 2 SP:Iteration 64Q (11236.230000 sec): 3 clusters Score: Raw -718472.695993 + Penalty 4150.296079 = -714322.399914 nChanged 2 SP:Iteration 65Q (11236.390000 sec): 3 clusters Score: Raw -718473.425566 + Penalty 4150.296079 = -714323.129487 nChanged 4 SP:Iteration 66Q (11236.530000 sec): 3 clusters Score: Raw -718474.536210 + Penalty 4150.296079 = -714324.240132 nChanged 2 SP:Iteration 67Q (11236.680000 sec): 3 clusters Score: Raw -718474.829674 + Penalty 4150.296079 = -714324.533595 nChanged 1 SP:Iteration 68Q (11236.870000 sec): 3 clusters Score: Raw -718475.217136 + Penalty 4150.296079 = -714324.921058 nChanged 0 SP:Iteration 69F (11237.030000 sec): 3 clusters Score: Raw -718475.217136 + Penalty 4150.296079 = -714324.921058 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11237.120000 sec): 2 clusters Score: Raw -89141.428389 + Penalty 1569.770785 = -87571.657605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11237.300000 sec): 3 clusters Score: Raw -89227.506014 + Penalty 3139.541569 = -86087.964445 nChanged 140 SP:Iteration 1F (11237.460000 sec): 3 clusters Score: Raw -89573.388521 + Penalty 3139.541569 = -86433.846952 nChanged 50 SP:Iteration 2F (11237.620000 sec): 3 clusters Score: Raw -89770.159055 + Penalty 3139.541569 = -86630.617486 nChanged 38 SP:Iteration 3F (11237.780000 sec): 3 clusters Score: Raw -90115.683558 + Penalty 3139.541569 = -86976.141989 nChanged 39 SP:Iteration 4F (11237.940000 sec): 3 clusters Score: Raw -90316.974997 + Penalty 3139.541569 = -87177.433428 nChanged 28 SP:Iteration 5Q (11238.100000 sec): 3 clusters Score: Raw -90483.471414 + Penalty 3139.541569 = -87343.929845 nChanged 18 SP:Iteration 6Q (11238.220000 sec): 3 clusters Score: Raw -90581.752318 + Penalty 3139.541569 = -87442.210748 nChanged 8 SP:Iteration 7Q (11238.390000 sec): 3 clusters Score: Raw -90642.011813 + Penalty 3139.541569 = -87502.470244 nChanged 7 SP:Iteration 8Q (11238.540000 sec): 3 clusters Score: Raw -90681.727063 + Penalty 3139.541569 = -87542.185494 nChanged 5 SP:Iteration 9Q (11238.680000 sec): 3 clusters Score: Raw -90741.810751 + Penalty 3139.541569 = -87602.269182 nChanged 1 SP:Iteration 10Q (11238.820000 sec): 3 clusters Score: Raw -90918.523957 + Penalty 3139.541569 = -87778.982388 nChanged 5 SP:Iteration 11Q (11238.970000 sec): 3 clusters Score: Raw -91278.442012 + Penalty 3139.541569 = -88138.900443 nChanged 5 SP:Iteration 12Q (11239.140000 sec): 3 clusters Score: Raw -91300.183490 + Penalty 3139.541569 = -88160.641921 nChanged 3 SP:Iteration 13Q (11239.310000 sec): 3 clusters Score: Raw -91318.138307 + Penalty 3139.541569 = -88178.596738 nChanged 1 SP:Iteration 14Q (11239.490000 sec): 3 clusters Score: Raw -91322.189016 + Penalty 3139.541569 = -88182.647447 nChanged 0 SP:Iteration 15F (11239.690000 sec): 3 clusters Score: Raw -91322.189016 + Penalty 3139.541569 = -88182.647447 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (1971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11239.790000 sec): 2 clusters Score: Raw -305991.660460 + Penalty 1881.401484 = -304110.258976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11239.890000 sec): 3 clusters Score: Raw -305333.661482 + Penalty 3762.802968 = -301570.858514 nChanged 655 SP:Iteration 1F (11240.000000 sec): 3 clusters Score: Raw -305957.084638 + Penalty 3762.802968 = -302194.281669 nChanged 204 SP:Iteration 2F (11240.170000 sec): 3 clusters Score: Raw -306547.117741 + Penalty 3762.802968 = -302784.314772 nChanged 174 SP:Iteration 3F (11240.370000 sec): 3 clusters Score: Raw -307296.909791 + Penalty 3762.802968 = -303534.106823 nChanged 151 SP:Iteration 4F (11240.520000 sec): 3 clusters Score: Raw -307632.474236 + Penalty 3762.802968 = -303869.671268 nChanged 114 SP:Iteration 5F (11240.690000 sec): 3 clusters Score: Raw -307843.637202 + Penalty 3762.802968 = -304080.834234 nChanged 85 SP:Iteration 6Q (11240.810000 sec): 3 clusters Score: Raw -308044.119793 + Penalty 3762.802968 = -304281.316825 nChanged 71 SP:Iteration 7Q (11240.960000 sec): 3 clusters Score: Raw -308226.602272 + Penalty 3762.802968 = -304463.799303 nChanged 55 SP:Iteration 8Q (11241.070000 sec): 3 clusters Score: Raw -308348.581337 + Penalty 3762.802968 = -304585.778368 nChanged 40 SP:Iteration 9Q (11241.190000 sec): 3 clusters Score: Raw -308432.815249 + Penalty 3762.802968 = -304670.012281 nChanged 30 SP:Iteration 10Q (11241.330000 sec): 3 clusters Score: Raw -308499.823009 + Penalty 3762.802968 = -304737.020040 nChanged 30 SP:Iteration 11Q (11241.460000 sec): 3 clusters Score: Raw -308566.271786 + Penalty 3762.802968 = -304803.468817 nChanged 22 SP:Iteration 12Q (11241.600000 sec): 3 clusters Score: Raw -308651.019506 + Penalty 3762.802968 = -304888.216538 nChanged 14 SP:Iteration 13Q (11241.690000 sec): 3 clusters Score: Raw -308707.325712 + Penalty 3762.802968 = -304944.522744 nChanged 17 SP:Iteration 14Q (11241.830000 sec): 3 clusters Score: Raw -308759.485798 + Penalty 3762.802968 = -304996.682829 nChanged 23 SP:Iteration 15Q (11241.970000 sec): 3 clusters Score: Raw -308837.615474 + Penalty 3762.802968 = -305074.812506 nChanged 15 SP:Iteration 16Q (11242.070000 sec): 3 clusters Score: Raw -308900.050226 + Penalty 3762.802968 = -305137.247257 nChanged 13 SP:Iteration 17Q (11242.220000 sec): 3 clusters Score: Raw -308963.736483 + Penalty 3762.802968 = -305200.933514 nChanged 16 SP:Iteration 18Q (11242.310000 sec): 3 clusters Score: Raw -309033.636982 + Penalty 3762.802968 = -305270.834014 nChanged 12 SP:Iteration 19Q (11242.420000 sec): 3 clusters Score: Raw -309060.713729 + Penalty 3762.802968 = -305297.910761 nChanged 10 SP:Iteration 20F (11242.570000 sec): 3 clusters Score: Raw -309085.494043 + Penalty 3762.802968 = -305322.691075 nChanged 3 SP:Iteration 21Q (11242.700000 sec): 3 clusters Score: Raw -309090.625667 + Penalty 3762.802968 = -305327.822699 nChanged 4 SP:Iteration 22Q (11242.890000 sec): 3 clusters Score: Raw -309098.981901 + Penalty 3762.802968 = -305336.178932 nChanged 2 SP:Iteration 23Q (11243.000000 sec): 3 clusters Score: Raw -309102.319495 + Penalty 3762.802968 = -305339.516527 nChanged 0 SP:Iteration 24F (11243.150000 sec): 3 clusters Score: Raw -309102.319495 + Penalty 3762.802968 = -305339.516527 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11243.240000 sec): 2 clusters Score: Raw -1954361.000764 + Penalty 2313.859109 = -1952047.141655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11243.420000 sec): 3 clusters Score: Raw -1948279.740264 + Penalty 4627.718219 = -1943652.022046 nChanged 4671 SP:Iteration 1F (11243.680000 sec): 3 clusters Score: Raw -1950726.232142 + Penalty 4627.718219 = -1946098.513923 nChanged 686 SP:Iteration 2F (11243.910000 sec): 3 clusters Score: Raw -1951086.643678 + Penalty 4627.718219 = -1946458.925459 nChanged 607 SP:Iteration 3F (11244.160000 sec): 3 clusters Score: Raw -1951430.342419 + Penalty 4627.718219 = -1946802.624201 nChanged 580 SP:Iteration 4F (11244.390000 sec): 3 clusters Score: Raw -1951801.781269 + Penalty 4627.718219 = -1947174.063051 nChanged 632 SP:Iteration 5F (11244.590000 sec): 3 clusters Score: Raw -1952301.017234 + Penalty 4627.718219 = -1947673.299016 nChanged 747 SP:Iteration 6F (11244.840000 sec): 3 clusters Score: Raw -1952981.582185 + Penalty 4627.718219 = -1948353.863967 nChanged 814 SP:Iteration 7F (11245.050000 sec): 3 clusters Score: Raw -1953698.078544 + Penalty 4627.718219 = -1949070.360325 nChanged 680 SP:Iteration 8F (11245.280000 sec): 3 clusters Score: Raw -1954233.622444 + Penalty 4627.718219 = -1949605.904225 nChanged 532 SP:Iteration 9Q (11245.490000 sec): 3 clusters Score: Raw -1954646.154158 + Penalty 4627.718219 = -1950018.435939 nChanged 413 SP:Iteration 10Q (11245.690000 sec): 3 clusters Score: Raw -1954922.428652 + Penalty 4627.718219 = -1950294.710434 nChanged 308 SP:Iteration 11Q (11245.890000 sec): 3 clusters Score: Raw -1955106.966126 + Penalty 4627.718219 = -1950479.247907 nChanged 199 SP:Iteration 12Q (11246.120000 sec): 3 clusters Score: Raw -1955224.646323 + Penalty 4627.718219 = -1950596.928105 nChanged 157 SP:Iteration 13Q (11246.390000 sec): 3 clusters Score: Raw -1955297.632236 + Penalty 4627.718219 = -1950669.914018 nChanged 111 SP:Iteration 14Q (11246.590000 sec): 3 clusters Score: Raw -1955344.242086 + Penalty 4627.718219 = -1950716.523868 nChanged 82 SP:Iteration 15Q (11246.770000 sec): 3 clusters Score: Raw -1955380.252624 + Penalty 4627.718219 = -1950752.534406 nChanged 80 SP:Iteration 16Q (11247.010000 sec): 3 clusters Score: Raw -1955405.819097 + Penalty 4627.718219 = -1950778.100878 nChanged 58 SP:Iteration 17Q (11247.210000 sec): 3 clusters Score: Raw -1955426.453402 + Penalty 4627.718219 = -1950798.735183 nChanged 57 SP:Iteration 18Q (11247.430000 sec): 3 clusters Score: Raw -1955449.846550 + Penalty 4627.718219 = -1950822.128331 nChanged 46 SP:Iteration 19Q (11247.620000 sec): 3 clusters Score: Raw -1955466.294938 + Penalty 4627.718219 = -1950838.576720 nChanged 37 SP:Iteration 20F (11247.810000 sec): 3 clusters Score: Raw -1955480.510338 + Penalty 4627.718219 = -1950852.792120 nChanged 38 SP:Iteration 21Q (11248.050000 sec): 3 clusters Score: Raw -1955491.491556 + Penalty 4627.718219 = -1950863.773337 nChanged 32 SP:Iteration 22Q (11248.270000 sec): 3 clusters Score: Raw -1955498.713927 + Penalty 4627.718219 = -1950870.995708 nChanged 19 SP:Iteration 23Q (11248.480000 sec): 3 clusters Score: Raw -1955502.744419 + Penalty 4627.718219 = -1950875.026200 nChanged 14 SP:Iteration 24Q (11248.700000 sec): 3 clusters Score: Raw -1955505.425294 + Penalty 4627.718219 = -1950877.707075 nChanged 14 SP:Iteration 25Q (11249.010000 sec): 3 clusters Score: Raw -1955508.110119 + Penalty 4627.718219 = -1950880.391900 nChanged 8 SP:Iteration 26Q (11249.240000 sec): 3 clusters Score: Raw -1955509.849583 + Penalty 4627.718219 = -1950882.131365 nChanged 6 SP:Iteration 27Q (11249.430000 sec): 3 clusters Score: Raw -1955510.881898 + Penalty 4627.718219 = -1950883.163679 nChanged 3 SP:Iteration 28Q (11249.670000 sec): 3 clusters Score: Raw -1955511.691833 + Penalty 4627.718219 = -1950883.973615 nChanged 4 SP:Iteration 29Q (11249.850000 sec): 3 clusters Score: Raw -1955512.357759 + Penalty 4627.718219 = -1950884.639540 nChanged 2 SP:Iteration 30Q (11250.090000 sec): 3 clusters Score: Raw -1955512.721753 + Penalty 4627.718219 = -1950885.003534 nChanged 0 SP:Iteration 31F (11250.290000 sec): 3 clusters Score: Raw -1955512.721753 + Penalty 4627.718219 = -1950885.003534 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (3196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11250.440000 sec): 2 clusters Score: Raw -499825.996554 + Penalty 2001.274516 = -497824.722038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11250.610000 sec): 3 clusters Score: Raw -498516.928114 + Penalty 4002.549032 = -494514.379082 nChanged 1179 SP:Iteration 1F (11250.800000 sec): 3 clusters Score: Raw -499530.897307 + Penalty 4002.549032 = -495528.348275 nChanged 319 SP:Iteration 2F (11250.910000 sec): 3 clusters Score: Raw -499944.923664 + Penalty 4002.549032 = -495942.374632 nChanged 242 SP:Iteration 3F (11251.050000 sec): 3 clusters Score: Raw -500365.280887 + Penalty 4002.549032 = -496362.731854 nChanged 243 SP:Iteration 4F (11251.230000 sec): 3 clusters Score: Raw -500760.262215 + Penalty 4002.549032 = -496757.713183 nChanged 210 SP:Iteration 5F (11251.350000 sec): 3 clusters Score: Raw -501138.194339 + Penalty 4002.549032 = -497135.645306 nChanged 196 SP:Iteration 6F (11251.530000 sec): 3 clusters Score: Raw -501442.602227 + Penalty 4002.549032 = -497440.053194 nChanged 155 SP:Iteration 7Q (11251.670000 sec): 3 clusters Score: Raw -501689.420608 + Penalty 4002.549032 = -497686.871576 nChanged 130 SP:Iteration 8Q (11251.850000 sec): 3 clusters Score: Raw -501922.323429 + Penalty 4002.549032 = -497919.774397 nChanged 114 SP:Iteration 9Q (11252.020000 sec): 3 clusters Score: Raw -502081.921004 + Penalty 4002.549032 = -498079.371972 nChanged 82 SP:Iteration 10Q (11252.210000 sec): 3 clusters Score: Raw -502171.053996 + Penalty 4002.549032 = -498168.504964 nChanged 45 SP:Iteration 11Q (11252.370000 sec): 3 clusters Score: Raw -502219.349432 + Penalty 4002.549032 = -498216.800399 nChanged 36 SP:Iteration 12Q (11252.590000 sec): 3 clusters Score: Raw -502266.750077 + Penalty 4002.549032 = -498264.201045 nChanged 41 SP:Iteration 13Q (11252.720000 sec): 3 clusters Score: Raw -502312.424123 + Penalty 4002.549032 = -498309.875091 nChanged 41 SP:Iteration 14Q (11252.900000 sec): 3 clusters Score: Raw -502359.797700 + Penalty 4002.549032 = -498357.248668 nChanged 34 SP:Iteration 15Q (11253.090000 sec): 3 clusters Score: Raw -502392.762617 + Penalty 4002.549032 = -498390.213584 nChanged 29 SP:Iteration 16Q (11253.260000 sec): 3 clusters Score: Raw -502421.662404 + Penalty 4002.549032 = -498419.113371 nChanged 19 SP:Iteration 17Q (11253.430000 sec): 3 clusters Score: Raw -502439.477966 + Penalty 4002.549032 = -498436.928934 nChanged 11 SP:Iteration 18Q (11253.600000 sec): 3 clusters Score: Raw -502451.901726 + Penalty 4002.549032 = -498449.352694 nChanged 8 SP:Iteration 19Q (11253.720000 sec): 3 clusters Score: Raw -502458.085040 + Penalty 4002.549032 = -498455.536008 nChanged 8 SP:Iteration 20F (11253.890000 sec): 3 clusters Score: Raw -502462.913272 + Penalty 4002.549032 = -498460.364240 nChanged 7 SP:Iteration 21Q (11254.070000 sec): 3 clusters Score: Raw -502468.876666 + Penalty 4002.549032 = -498466.327634 nChanged 9 SP:Iteration 22Q (11254.250000 sec): 3 clusters Score: Raw -502476.429326 + Penalty 4002.549032 = -498473.880294 nChanged 7 SP:Iteration 23Q (11254.380000 sec): 3 clusters Score: Raw -502480.451884 + Penalty 4002.549032 = -498477.902852 nChanged 5 SP:Iteration 24Q (11254.550000 sec): 3 clusters Score: Raw -502484.160465 + Penalty 4002.549032 = -498481.611432 nChanged 6 SP:Iteration 25Q (11254.700000 sec): 3 clusters Score: Raw -502496.058797 + Penalty 4002.549032 = -498493.509765 nChanged 6 SP:Iteration 26Q (11254.870000 sec): 3 clusters Score: Raw -502502.058976 + Penalty 4002.549032 = -498499.509943 nChanged 4 SP:Iteration 27Q (11255.030000 sec): 3 clusters Score: Raw -502504.485384 + Penalty 4002.549032 = -498501.936352 nChanged 1 SP:Iteration 28Q (11255.170000 sec): 3 clusters Score: Raw -502505.026656 + Penalty 4002.549032 = -498502.477623 nChanged 0 SP:Iteration 29F (11255.330000 sec): 3 clusters Score: Raw -502505.026656 + Penalty 4002.549032 = -498502.477623 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (34186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11255.590000 sec): 2 clusters Score: Raw -5612504.827516 + Penalty 2589.013728 = -5609915.813788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11255.990000 sec): 3 clusters Score: Raw -5591709.171225 + Penalty 5178.027455 = -5586531.143770 nChanged 15606 SP:Iteration 1F (11256.380000 sec): 3 clusters Score: Raw -5600150.386919 + Penalty 5178.027455 = -5594972.359464 nChanged 1638 SP:Iteration 2Q (11256.720000 sec): 3 clusters Score: Raw -5600722.473828 + Penalty 5178.027455 = -5595544.446373 nChanged 1571 SP:Iteration 3Q (11257.120000 sec): 3 clusters Score: Raw -5601318.371768 + Penalty 5178.027455 = -5596140.344313 nChanged 1569 SP:Iteration 4Q (11257.470000 sec): 3 clusters Score: Raw -5601928.264851 + Penalty 5178.027455 = -5596750.237396 nChanged 1565 SP:Iteration 5Q (11257.870000 sec): 3 clusters Score: Raw -5602579.455102 + Penalty 5178.027455 = -5597401.427646 nChanged 1605 SP:Iteration 6Q (11258.250000 sec): 3 clusters Score: Raw -5603284.457472 + Penalty 5178.027455 = -5598106.430017 nChanged 1569 SP:Iteration 7Q (11258.700000 sec): 3 clusters Score: Raw -5603973.253891 + Penalty 5178.027455 = -5598795.226436 nChanged 1564 SP:Iteration 8Q (11259.160000 sec): 3 clusters Score: Raw -5604609.346279 + Penalty 5178.027455 = -5599431.318823 nChanged 1417 SP:Iteration 9Q (11259.560000 sec): 3 clusters Score: Raw -5605190.477495 + Penalty 5178.027455 = -5600012.450040 nChanged 1327 SP:Iteration 10Q (11259.980000 sec): 3 clusters Score: Raw -5605740.356759 + Penalty 5178.027455 = -5600562.329303 nChanged 1228 SP:Iteration 11Q (11260.380000 sec): 3 clusters Score: Raw -5606291.021166 + Penalty 5178.027455 = -5601112.993710 nChanged 1213 SP:Iteration 12Q (11260.820000 sec): 3 clusters Score: Raw -5606924.873891 + Penalty 5178.027455 = -5601746.846436 nChanged 1137 SP:Iteration 13Q (11261.240000 sec): 3 clusters Score: Raw -5607590.739598 + Penalty 5178.027455 = -5602412.712142 nChanged 1102 SP:Iteration 14Q (11261.720000 sec): 3 clusters Score: Raw -5608223.191446 + Penalty 5178.027455 = -5603045.163991 nChanged 1054 SP:Iteration 15Q (11262.190000 sec): 3 clusters Score: Raw -5608851.214186 + Penalty 5178.027455 = -5603673.186730 nChanged 922 SP:Iteration 16Q (11262.620000 sec): 3 clusters Score: Raw -5609379.508427 + Penalty 5178.027455 = -5604201.480972 nChanged 842 SP:Iteration 17Q (11263.080000 sec): 3 clusters Score: Raw -5609853.324592 + Penalty 5178.027455 = -5604675.297137 nChanged 756 SP:Iteration 18Q (11263.450000 sec): 3 clusters Score: Raw -5610278.728830 + Penalty 5178.027455 = -5605100.701374 nChanged 721 SP:Iteration 19Q (11263.880000 sec): 3 clusters Score: Raw -5610667.927349 + Penalty 5178.027455 = -5605489.899893 nChanged 649 SP:Iteration 20F (11264.280000 sec): 3 clusters Score: Raw -5611011.059866 + Penalty 5178.027455 = -5605833.032411 nChanged 581 SP:Iteration 21Q (11264.660000 sec): 3 clusters Score: Raw -5611331.158991 + Penalty 5178.027455 = -5606153.131536 nChanged 547 SP:Iteration 22Q (11265.040000 sec): 3 clusters Score: Raw -5611647.928399 + Penalty 5178.027455 = -5606469.900944 nChanged 489 SP:Iteration 23Q (11265.340000 sec): 3 clusters Score: Raw -5611927.353061 + Penalty 5178.027455 = -5606749.325605 nChanged 451 SP:Iteration 24Q (11265.730000 sec): 3 clusters Score: Raw -5612195.960606 + Penalty 5178.027455 = -5607017.933151 nChanged 369 SP:Iteration 25Q (11266.030000 sec): 3 clusters Score: Raw -5612408.879104 + Penalty 5178.027455 = -5607230.851648 nChanged 300 SP:Iteration 26Q (11266.390000 sec): 3 clusters Score: Raw -5612596.196007 + Penalty 5178.027455 = -5607418.168552 nChanged 257 SP:Iteration 27Q (11266.780000 sec): 3 clusters Score: Raw -5612753.571241 + Penalty 5178.027455 = -5607575.543786 nChanged 204 SP:Iteration 28Q (11267.150000 sec): 3 clusters Score: Raw -5612875.843071 + Penalty 5178.027455 = -5607697.815615 nChanged 164 SP:Iteration 29Q (11267.550000 sec): 3 clusters Score: Raw -5612976.265046 + Penalty 5178.027455 = -5607798.237590 nChanged 128 SP:Iteration 30Q (11267.960000 sec): 3 clusters Score: Raw -5613049.857528 + Penalty 5178.027455 = -5607871.830073 nChanged 84 SP:Iteration 31Q (11268.260000 sec): 3 clusters Score: Raw -5613101.197619 + Penalty 5178.027455 = -5607923.170164 nChanged 68 SP:Iteration 32Q (11268.640000 sec): 3 clusters Score: Raw -5613139.180722 + Penalty 5178.027455 = -5607961.153267 nChanged 58 SP:Iteration 33Q (11269.070000 sec): 3 clusters Score: Raw -5613177.728715 + Penalty 5178.027455 = -5607999.701260 nChanged 49 SP:Iteration 34Q (11269.430000 sec): 3 clusters Score: Raw -5613210.141218 + Penalty 5178.027455 = -5608032.113763 nChanged 33 SP:Iteration 35Q (11269.870000 sec): 3 clusters Score: Raw -5613229.565629 + Penalty 5178.027455 = -5608051.538173 nChanged 26 SP:Iteration 36Q (11270.240000 sec): 3 clusters Score: Raw -5613247.794806 + Penalty 5178.027455 = -5608069.767350 nChanged 16 SP:Iteration 37Q (11270.590000 sec): 3 clusters Score: Raw -5613257.477727 + Penalty 5178.027455 = -5608079.450271 nChanged 16 SP:Iteration 38Q (11271.060000 sec): 3 clusters Score: Raw -5613265.292040 + Penalty 5178.027455 = -5608087.264584 nChanged 13 SP:Iteration 39Q (11271.460000 sec): 3 clusters Score: Raw -5613272.757391 + Penalty 5178.027455 = -5608094.729936 nChanged 11 SP:Iteration 40F (11271.850000 sec): 3 clusters Score: Raw -5613277.722952 + Penalty 5178.027455 = -5608099.695496 nChanged 10 SP:Iteration 41Q (11272.270000 sec): 3 clusters Score: Raw -5613283.697144 + Penalty 5178.027455 = -5608105.669689 nChanged 13 SP:Iteration 42Q (11272.680000 sec): 3 clusters Score: Raw -5613290.614799 + Penalty 5178.027455 = -5608112.587344 nChanged 9 SP:Iteration 43Q (11273.010000 sec): 3 clusters Score: Raw -5613295.189314 + Penalty 5178.027455 = -5608117.161859 nChanged 12 SP:Iteration 44Q (11273.440000 sec): 3 clusters Score: Raw -5613300.973906 + Penalty 5178.027455 = -5608122.946451 nChanged 10 SP:Iteration 45Q (11273.800000 sec): 3 clusters Score: Raw -5613308.662205 + Penalty 5178.027455 = -5608130.634750 nChanged 14 SP:Iteration 46Q (11274.180000 sec): 3 clusters Score: Raw -5613315.526420 + Penalty 5178.027455 = -5608137.498965 nChanged 9 SP:Iteration 47Q (11274.570000 sec): 3 clusters Score: Raw -5613320.548688 + Penalty 5178.027455 = -5608142.521233 nChanged 8 SP:Iteration 48Q (11274.990000 sec): 3 clusters Score: Raw -5613325.532078 + Penalty 5178.027455 = -5608147.504622 nChanged 8 SP:Iteration 49Q (11275.380000 sec): 3 clusters Score: Raw -5613329.570477 + Penalty 5178.027455 = -5608151.543021 nChanged 7 SP:Iteration 50Q (11275.830000 sec): 3 clusters Score: Raw -5613332.859971 + Penalty 5178.027455 = -5608154.832516 nChanged 4 SP:Iteration 51Q (11276.220000 sec): 3 clusters Score: Raw -5613334.981660 + Penalty 5178.027455 = -5608156.954205 nChanged 1 SP:Iteration 52Q (11276.580000 sec): 3 clusters Score: Raw -5613336.061555 + Penalty 5178.027455 = -5608158.034100 nChanged 5 SP:Iteration 53Q (11276.870000 sec): 3 clusters Score: Raw -5613338.395210 + Penalty 5178.027455 = -5608160.367754 nChanged 3 SP:Iteration 54Q (11277.270000 sec): 3 clusters Score: Raw -5613339.520541 + Penalty 5178.027455 = -5608161.493085 nChanged 1 SP:Iteration 55Q (11277.670000 sec): 3 clusters Score: Raw -5613340.100277 + Penalty 5178.027455 = -5608162.072821 nChanged 1 SP:Iteration 56Q (11277.980000 sec): 3 clusters Score: Raw -5613340.445104 + Penalty 5178.027455 = -5608162.417648 nChanged 0 SP:Iteration 57F (11278.450000 sec): 3 clusters Score: Raw -5613340.445104 + Penalty 5178.027455 = -5608162.417648 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11278.540000 sec): 2 clusters Score: Raw -156586.506070 + Penalty 1700.402572 = -154886.103498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11278.700000 sec): 3 clusters Score: Raw -156385.888211 + Penalty 3400.805144 = -152985.083066 nChanged 248 SP:Iteration 1F (11278.860000 sec): 3 clusters Score: Raw -156715.295369 + Penalty 3400.805144 = -153314.490224 nChanged 71 SP:Iteration 2F (11279.040000 sec): 3 clusters Score: Raw -156849.337887 + Penalty 3400.805144 = -153448.532743 nChanged 39 SP:Iteration 3Q (11279.200000 sec): 3 clusters Score: Raw -156921.531155 + Penalty 3400.805144 = -153520.726011 nChanged 30 SP:Iteration 4Q (11279.340000 sec): 3 clusters Score: Raw -156986.572539 + Penalty 3400.805144 = -153585.767394 nChanged 25 SP:Iteration 5Q (11279.510000 sec): 3 clusters Score: Raw -157041.979101 + Penalty 3400.805144 = -153641.173957 nChanged 24 SP:Iteration 6Q (11279.670000 sec): 3 clusters Score: Raw -157117.983114 + Penalty 3400.805144 = -153717.177970 nChanged 34 SP:Iteration 7Q (11279.840000 sec): 3 clusters Score: Raw -157229.036592 + Penalty 3400.805144 = -153828.231447 nChanged 30 SP:Iteration 8Q (11280.000000 sec): 3 clusters Score: Raw -157353.657896 + Penalty 3400.805144 = -153952.852752 nChanged 31 SP:Iteration 9Q (11280.160000 sec): 3 clusters Score: Raw -157446.695603 + Penalty 3400.805144 = -154045.890458 nChanged 27 SP:Iteration 10Q (11280.320000 sec): 3 clusters Score: Raw -157521.152934 + Penalty 3400.805144 = -154120.347790 nChanged 19 SP:Iteration 11Q (11280.490000 sec): 3 clusters Score: Raw -157582.209159 + Penalty 3400.805144 = -154181.404015 nChanged 26 SP:Iteration 12Q (11280.680000 sec): 3 clusters Score: Raw -157645.788624 + Penalty 3400.805144 = -154244.983480 nChanged 27 SP:Iteration 13Q (11280.810000 sec): 3 clusters Score: Raw -157719.829789 + Penalty 3400.805144 = -154319.024645 nChanged 26 SP:Iteration 14Q (11280.920000 sec): 3 clusters Score: Raw -157778.509603 + Penalty 3400.805144 = -154377.704458 nChanged 23 SP:Iteration 15Q (11281.070000 sec): 3 clusters Score: Raw -157824.188369 + Penalty 3400.805144 = -154423.383225 nChanged 16 SP:Iteration 16Q (11281.230000 sec): 3 clusters Score: Raw -157863.547477 + Penalty 3400.805144 = -154462.742332 nChanged 21 SP:Iteration 17Q (11281.400000 sec): 3 clusters Score: Raw -157921.033425 + Penalty 3400.805144 = -154520.228281 nChanged 17 SP:Iteration 18Q (11281.560000 sec): 3 clusters Score: Raw -157965.425257 + Penalty 3400.805144 = -154564.620113 nChanged 12 SP:Iteration 19Q (11281.720000 sec): 3 clusters Score: Raw -157997.600803 + Penalty 3400.805144 = -154596.795659 nChanged 7 SP:Iteration 20F (11281.880000 sec): 3 clusters Score: Raw -158010.892063 + Penalty 3400.805144 = -154610.086918 nChanged 4 SP:Iteration 21Q (11282.050000 sec): 3 clusters Score: Raw -158020.010556 + Penalty 3400.805144 = -154619.205412 nChanged 4 SP:Iteration 22Q (11282.240000 sec): 3 clusters Score: Raw -158025.110562 + Penalty 3400.805144 = -154624.305418 nChanged 0 SP:Iteration 23F (11282.420000 sec): 3 clusters Score: Raw -158025.110562 + Penalty 3400.805144 = -154624.305418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11282.470000 sec): 2 clusters Score: Raw -44703.631918 + Penalty 1421.868637 = -43281.763281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11282.620000 sec): 3 clusters Score: Raw -44802.970671 + Penalty 2843.737273 = -41959.233398 nChanged 40 SP:Iteration 1F (11282.760000 sec): 3 clusters Score: Raw -45046.536965 + Penalty 2843.737273 = -42202.799692 nChanged 21 SP:Iteration 2F (11282.920000 sec): 3 clusters Score: Raw -45166.753328 + Penalty 2843.737273 = -42323.016054 nChanged 17 SP:Iteration 3F (11283.070000 sec): 3 clusters Score: Raw -45252.190044 + Penalty 2843.737273 = -42408.452771 nChanged 8 SP:Iteration 4Q (11283.230000 sec): 3 clusters Score: Raw -45381.596807 + Penalty 2843.737273 = -42537.859534 nChanged 5 SP:Iteration 5Q (11283.390000 sec): 3 clusters Score: Raw -45485.605624 + Penalty 2843.737273 = -42641.868351 nChanged 4 SP:Iteration 6Q (11283.580000 sec): 3 clusters Score: Raw -45511.335744 + Penalty 2843.737273 = -42667.598470 nChanged 4 SP:Iteration 7Q (11283.690000 sec): 3 clusters Score: Raw -45526.586855 + Penalty 2843.737273 = -42682.849582 nChanged 4 SP:Iteration 8Q (11283.810000 sec): 3 clusters Score: Raw -45564.729285 + Penalty 2843.737273 = -42720.992012 nChanged 2 SP:Iteration 9Q (11283.970000 sec): 3 clusters Score: Raw -45611.140212 + Penalty 2843.737273 = -42767.402939 nChanged 2 SP:Iteration 10Q (11284.120000 sec): 3 clusters Score: Raw -45664.977889 + Penalty 2843.737273 = -42821.240616 nChanged 3 SP:Iteration 11Q (11284.270000 sec): 3 clusters Score: Raw -45691.120093 + Penalty 2843.737273 = -42847.382820 nChanged 5 SP:Iteration 12Q (11284.420000 sec): 3 clusters Score: Raw -45726.591904 + Penalty 2843.737273 = -42882.854630 nChanged 0 SP:Iteration 13F (11284.560000 sec): 3 clusters Score: Raw -45726.591904 + Penalty 2843.737273 = -42882.854630 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (19464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11284.780000 sec): 2 clusters Score: Raw -3275178.340238 + Penalty 2449.327827 = -3272729.012410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11285.070000 sec): 3 clusters Score: Raw -3263733.252942 + Penalty 4898.655655 = -3258834.597287 nChanged 8733 SP:Iteration 1F (11285.350000 sec): 3 clusters Score: Raw -3268453.660851 + Penalty 4898.655655 = -3263555.005197 nChanged 1067 SP:Iteration 2F (11285.680000 sec): 3 clusters Score: Raw -3268900.153167 + Penalty 4898.655655 = -3264001.497513 nChanged 1033 SP:Iteration 3F (11285.960000 sec): 3 clusters Score: Raw -3269387.105663 + Penalty 4898.655655 = -3264488.450008 nChanged 1048 SP:Iteration 4F (11286.290000 sec): 3 clusters Score: Raw -3269975.992545 + Penalty 4898.655655 = -3265077.336890 nChanged 1210 SP:Iteration 5F (11286.610000 sec): 3 clusters Score: Raw -3270777.620851 + Penalty 4898.655655 = -3265878.965196 nChanged 1282 SP:Iteration 6F (11286.940000 sec): 3 clusters Score: Raw -3271697.906050 + Penalty 4898.655655 = -3266799.250395 nChanged 1299 SP:Iteration 7F (11287.200000 sec): 3 clusters Score: Raw -3272696.036181 + Penalty 4898.655655 = -3267797.380527 nChanged 1170 SP:Iteration 8F (11287.510000 sec): 3 clusters Score: Raw -3273600.837295 + Penalty 4898.655655 = -3268702.181640 nChanged 1018 SP:Iteration 9F (11287.840000 sec): 3 clusters Score: Raw -3274373.339860 + Penalty 4898.655655 = -3269474.684205 nChanged 747 SP:Iteration 10Q (11288.150000 sec): 3 clusters Score: Raw -3274925.374405 + Penalty 4898.655655 = -3270026.718751 nChanged 540 SP:Iteration 11Q (11288.440000 sec): 3 clusters Score: Raw -3275322.388309 + Penalty 4898.655655 = -3270423.732655 nChanged 377 SP:Iteration 12Q (11288.770000 sec): 3 clusters Score: Raw -3275627.237284 + Penalty 4898.655655 = -3270728.581629 nChanged 276 SP:Iteration 13Q (11289.120000 sec): 3 clusters Score: Raw -3275859.502484 + Penalty 4898.655655 = -3270960.846829 nChanged 207 SP:Iteration 14Q (11289.420000 sec): 3 clusters Score: Raw -3276011.616155 + Penalty 4898.655655 = -3271112.960500 nChanged 161 SP:Iteration 15Q (11289.730000 sec): 3 clusters Score: Raw -3276094.060574 + Penalty 4898.655655 = -3271195.404919 nChanged 110 SP:Iteration 16Q (11290.020000 sec): 3 clusters Score: Raw -3276140.420369 + Penalty 4898.655655 = -3271241.764715 nChanged 85 SP:Iteration 17Q (11290.330000 sec): 3 clusters Score: Raw -3276178.112993 + Penalty 4898.655655 = -3271279.457338 nChanged 62 SP:Iteration 18Q (11290.620000 sec): 3 clusters Score: Raw -3276199.570707 + Penalty 4898.655655 = -3271300.915052 nChanged 47 SP:Iteration 19Q (11290.910000 sec): 3 clusters Score: Raw -3276213.817583 + Penalty 4898.655655 = -3271315.161928 nChanged 31 SP:Iteration 20F (11291.230000 sec): 3 clusters Score: Raw -3276222.479964 + Penalty 4898.655655 = -3271323.824309 nChanged 18 SP:Iteration 21Q (11291.490000 sec): 3 clusters Score: Raw -3276226.363296 + Penalty 4898.655655 = -3271327.707642 nChanged 12 SP:Iteration 22Q (11291.790000 sec): 3 clusters Score: Raw -3276228.595730 + Penalty 4898.655655 = -3271329.940076 nChanged 5 SP:Iteration 23Q (11292.090000 sec): 3 clusters Score: Raw -3276229.668475 + Penalty 4898.655655 = -3271331.012820 nChanged 3 SP:Iteration 24Q (11292.430000 sec): 3 clusters Score: Raw -3276230.400308 + Penalty 4898.655655 = -3271331.744654 nChanged 3 SP:Iteration 25Q (11292.680000 sec): 3 clusters Score: Raw -3276230.974583 + Penalty 4898.655655 = -3271332.318928 nChanged 7 SP:Iteration 26Q (11292.970000 sec): 3 clusters Score: Raw -3276231.867765 + Penalty 4898.655655 = -3271333.212110 nChanged 3 SP:Iteration 27Q (11293.290000 sec): 3 clusters Score: Raw -3276232.319328 + Penalty 4898.655655 = -3271333.663673 nChanged 3 SP:Iteration 28Q (11293.580000 sec): 3 clusters Score: Raw -3276232.785088 + Penalty 4898.655655 = -3271334.129433 nChanged 2 SP:Iteration 29Q (11293.890000 sec): 3 clusters Score: Raw -3276233.318258 + Penalty 4898.655655 = -3271334.662603 nChanged 3 SP:Iteration 30Q (11294.150000 sec): 3 clusters Score: Raw -3276234.161585 + Penalty 4898.655655 = -3271335.505930 nChanged 0 SP:Iteration 31F (11294.520000 sec): 3 clusters Score: Raw -3276234.161585 + Penalty 4898.655655 = -3271335.505930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11294.600000 sec): 2 clusters Score: Raw -46406.318696 + Penalty 1426.638014 = -44979.680682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11294.750000 sec): 3 clusters Score: Raw -46565.341811 + Penalty 2853.276029 = -43712.065783 nChanged 35 SP:Iteration 1F (11294.910000 sec): 3 clusters Score: Raw -46647.674886 + Penalty 2853.276029 = -43794.398858 nChanged 13 SP:Iteration 2Q (11295.070000 sec): 3 clusters Score: Raw -46694.308973 + Penalty 2853.276029 = -43841.032944 nChanged 5 SP:Iteration 3Q (11295.230000 sec): 3 clusters Score: Raw -46718.496724 + Penalty 2853.276029 = -43865.220695 nChanged 4 SP:Iteration 4Q (11295.390000 sec): 3 clusters Score: Raw -46732.266780 + Penalty 2853.276029 = -43878.990752 nChanged 4 SP:Iteration 5Q (11295.550000 sec): 3 clusters Score: Raw -46751.483506 + Penalty 2853.276029 = -43898.207478 nChanged 3 SP:Iteration 6Q (11295.710000 sec): 3 clusters Score: Raw -46768.622022 + Penalty 2853.276029 = -43915.345993 nChanged 6 SP:Iteration 7Q (11295.870000 sec): 3 clusters Score: Raw -46835.236237 + Penalty 2853.276029 = -43981.960208 nChanged 6 SP:Iteration 8Q (11296.030000 sec): 3 clusters Score: Raw -46852.749606 + Penalty 2853.276029 = -43999.473577 nChanged 2 SP:Iteration 9Q (11296.240000 sec): 3 clusters Score: Raw -46862.518063 + Penalty 2853.276029 = -44009.242035 nChanged 0 SP:Iteration 10F (11296.360000 sec): 3 clusters Score: Raw -46862.518063 + Penalty 2853.276029 = -44009.242035 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11296.450000 sec): 2 clusters Score: Raw -677579.201849 + Penalty 2042.960463 = -675536.241386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11296.650000 sec): 3 clusters Score: Raw -675856.332873 + Penalty 4085.920927 = -671770.411946 nChanged 1402 SP:Iteration 1F (11296.810000 sec): 3 clusters Score: Raw -676693.142130 + Penalty 4085.920927 = -672607.221204 nChanged 287 SP:Iteration 2F (11296.940000 sec): 3 clusters Score: Raw -676888.651817 + Penalty 4085.920927 = -672802.730890 nChanged 194 SP:Iteration 3F (11297.100000 sec): 3 clusters Score: Raw -677031.232302 + Penalty 4085.920927 = -672945.311375 nChanged 142 SP:Iteration 4Q (11297.260000 sec): 3 clusters Score: Raw -677141.832383 + Penalty 4085.920927 = -673055.911456 nChanged 127 SP:Iteration 5Q (11297.420000 sec): 3 clusters Score: Raw -677241.170975 + Penalty 4085.920927 = -673155.250048 nChanged 138 SP:Iteration 6Q (11297.610000 sec): 3 clusters Score: Raw -677360.741407 + Penalty 4085.920927 = -673274.820481 nChanged 121 SP:Iteration 7Q (11297.820000 sec): 3 clusters Score: Raw -677471.200127 + Penalty 4085.920927 = -673385.279201 nChanged 127 SP:Iteration 8Q (11298.000000 sec): 3 clusters Score: Raw -677599.646608 + Penalty 4085.920927 = -673513.725682 nChanged 133 SP:Iteration 9Q (11298.200000 sec): 3 clusters Score: Raw -677722.391555 + Penalty 4085.920927 = -673636.470628 nChanged 118 SP:Iteration 10Q (11298.360000 sec): 3 clusters Score: Raw -677830.752716 + Penalty 4085.920927 = -673744.831789 nChanged 125 SP:Iteration 11Q (11298.510000 sec): 3 clusters Score: Raw -677952.667413 + Penalty 4085.920927 = -673866.746486 nChanged 136 SP:Iteration 12Q (11298.640000 sec): 3 clusters Score: Raw -678058.053521 + Penalty 4085.920927 = -673972.132594 nChanged 127 SP:Iteration 13Q (11298.850000 sec): 3 clusters Score: Raw -678142.493743 + Penalty 4085.920927 = -674056.572817 nChanged 102 SP:Iteration 14Q (11298.990000 sec): 3 clusters Score: Raw -678221.558556 + Penalty 4085.920927 = -674135.637629 nChanged 100 SP:Iteration 15Q (11299.170000 sec): 3 clusters Score: Raw -678302.098272 + Penalty 4085.920927 = -674216.177345 nChanged 92 SP:Iteration 16Q (11299.390000 sec): 3 clusters Score: Raw -678376.033868 + Penalty 4085.920927 = -674290.112941 nChanged 81 SP:Iteration 17Q (11299.520000 sec): 3 clusters Score: Raw -678457.574314 + Penalty 4085.920927 = -674371.653387 nChanged 59 SP:Iteration 18Q (11299.670000 sec): 3 clusters Score: Raw -678502.685662 + Penalty 4085.920927 = -674416.764735 nChanged 36 SP:Iteration 19Q (11299.860000 sec): 3 clusters Score: Raw -678532.757347 + Penalty 4085.920927 = -674446.836420 nChanged 19 SP:Iteration 20F (11300.050000 sec): 3 clusters Score: Raw -678548.719041 + Penalty 4085.920927 = -674462.798114 nChanged 22 SP:Iteration 21Q (11300.240000 sec): 3 clusters Score: Raw -678563.691270 + Penalty 4085.920927 = -674477.770343 nChanged 12 SP:Iteration 22Q (11300.450000 sec): 3 clusters Score: Raw -678568.424775 + Penalty 4085.920927 = -674482.503848 nChanged 6 SP:Iteration 23Q (11300.580000 sec): 3 clusters Score: Raw -678570.071150 + Penalty 4085.920927 = -674484.150224 nChanged 3 SP:Iteration 24Q (11300.790000 sec): 3 clusters Score: Raw -678571.006691 + Penalty 4085.920927 = -674485.085765 nChanged 2 SP:Iteration 25Q (11300.950000 sec): 3 clusters Score: Raw -678571.740518 + Penalty 4085.920927 = -674485.819591 nChanged 1 SP:Iteration 26Q (11301.110000 sec): 3 clusters Score: Raw -678572.269506 + Penalty 4085.920927 = -674486.348579 nChanged 2 SP:Iteration 27Q (11301.270000 sec): 3 clusters Score: Raw -678573.209963 + Penalty 4085.920927 = -674487.289036 nChanged 5 SP:Iteration 28Q (11301.430000 sec): 3 clusters Score: Raw -678575.038195 + Penalty 4085.920927 = -674489.117269 nChanged 7 SP:Iteration 29Q (11301.590000 sec): 3 clusters Score: Raw -678578.009971 + Penalty 4085.920927 = -674492.089044 nChanged 3 SP:Iteration 30Q (11301.750000 sec): 3 clusters Score: Raw -678579.181016 + Penalty 4085.920927 = -674493.260089 nChanged 1 SP:Iteration 31Q (11301.980000 sec): 3 clusters Score: Raw -678579.459543 + Penalty 4085.920927 = -674493.538616 nChanged 1 SP:Iteration 32Q (11302.180000 sec): 3 clusters Score: Raw -678579.986144 + Penalty 4085.920927 = -674494.065217 nChanged 2 SP:Iteration 33Q (11302.310000 sec): 3 clusters Score: Raw -678580.491427 + Penalty 4085.920927 = -674494.570500 nChanged 1 SP:Iteration 34Q (11302.470000 sec): 3 clusters Score: Raw -678580.754497 + Penalty 4085.920927 = -674494.833570 nChanged 1 SP:Iteration 35Q (11302.630000 sec): 3 clusters Score: Raw -678581.410087 + Penalty 4085.920927 = -674495.489161 nChanged 3 SP:Iteration 36Q (11302.790000 sec): 3 clusters Score: Raw -678582.328502 + Penalty 4085.920927 = -674496.407575 nChanged 2 SP:Iteration 37Q (11302.940000 sec): 3 clusters Score: Raw -678582.931240 + Penalty 4085.920927 = -674497.010313 nChanged 1 SP:Iteration 38Q (11303.100000 sec): 3 clusters Score: Raw -678583.127638 + Penalty 4085.920927 = -674497.206711 nChanged 0 SP:Iteration 39F (11303.260000 sec): 3 clusters Score: Raw -678583.127638 + Penalty 4085.920927 = -674497.206711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11303.340000 sec): 2 clusters Score: Raw -28507.159917 + Penalty 1420.258241 = -27086.901675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11303.530000 sec): 3 clusters Score: Raw -28997.412010 + Penalty 2840.516483 = -26156.895527 nChanged 85 SP:Iteration 1F (11303.700000 sec): 3 clusters Score: Raw -29492.058485 + Penalty 2840.516483 = -26651.542002 nChanged 28 SP:Iteration 2F (11303.860000 sec): 3 clusters Score: Raw -29671.769914 + Penalty 2840.516483 = -26831.253431 nChanged 17 SP:Iteration 3F (11303.950000 sec): 3 clusters Score: Raw -29920.405186 + Penalty 2840.516483 = -27079.888703 nChanged 12 SP:Iteration 4Q (11304.080000 sec): 3 clusters Score: Raw -30083.370017 + Penalty 2840.516483 = -27242.853534 nChanged 9 SP:Iteration 5Q (11304.220000 sec): 3 clusters Score: Raw -30442.794752 + Penalty 2840.516483 = -27602.278269 nChanged 8 SP:Iteration 6Q (11304.370000 sec): 3 clusters Score: Raw -30502.762669 + Penalty 2840.516483 = -27662.246186 nChanged 8 SP:Iteration 7Q (11304.510000 sec): 3 clusters Score: Raw -30569.725552 + Penalty 2840.516483 = -27729.209069 nChanged 4 SP:Iteration 8Q (11304.660000 sec): 3 clusters Score: Raw -30671.509180 + Penalty 2840.516483 = -27830.992697 nChanged 2 SP:Iteration 9Q (11304.810000 sec): 3 clusters Score: Raw -30702.068629 + Penalty 2840.516483 = -27861.552146 nChanged 0 SP:Iteration 10F (11304.980000 sec): 3 clusters Score: Raw -30715.642672 + Penalty 2840.516483 = -27875.126189 nChanged 4 SP:Iteration 11Q (11305.140000 sec): 3 clusters Score: Raw -30751.904768 + Penalty 2840.516483 = -27911.388285 nChanged 3 SP:Iteration 12Q (11305.290000 sec): 3 clusters Score: Raw -30783.809752 + Penalty 2840.516483 = -27943.293270 nChanged 2 SP:Iteration 13Q (11305.450000 sec): 3 clusters Score: Raw -30823.907136 + Penalty 2840.516483 = -27983.390653 nChanged 0 SP:Iteration 14F (11305.610000 sec): 3 clusters Score: Raw -30825.680816 + Penalty 2840.516483 = -27985.164333 nChanged 2 SP:Iteration 15Q (11305.760000 sec): 3 clusters Score: Raw -30866.122653 + Penalty 2840.516483 = -28025.606170 nChanged 2 SP:Iteration 16Q (11305.920000 sec): 3 clusters Score: Raw -31141.888420 + Penalty 2840.516483 = -28301.371937 nChanged 3 SP:Iteration 17Q (11306.050000 sec): 3 clusters Score: Raw -31329.011778 + Penalty 2840.516483 = -28488.495295 nChanged 1 SP:Iteration 18Q (11306.200000 sec): 3 clusters Score: Raw -31342.941048 + Penalty 2840.516483 = -28502.424566 nChanged 1 SP:Iteration 19Q (11306.360000 sec): 3 clusters Score: Raw -31348.317698 + Penalty 2840.516483 = -28507.801215 nChanged 0 SP:Iteration 20F (11306.530000 sec): 3 clusters Score: Raw -31367.118730 + Penalty 2840.516483 = -28526.602247 nChanged 1 SP:Iteration 21Q (11306.660000 sec): 3 clusters Score: Raw -31497.989308 + Penalty 2840.516483 = -28657.472825 nChanged 0 SP:Iteration 22F (11306.820000 sec): 3 clusters Score: Raw -31497.989308 + Penalty 2840.516483 = -28657.472825 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11306.910000 sec): 2 clusters Score: Raw -52530.438951 + Penalty 1463.853067 = -51066.585885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11307.070000 sec): 3 clusters Score: Raw -52734.383923 + Penalty 2927.706133 = -49806.677789 nChanged 73 SP:Iteration 1F (11307.200000 sec): 3 clusters Score: Raw -53114.647979 + Penalty 2927.706133 = -50186.941846 nChanged 26 SP:Iteration 2F (11307.360000 sec): 3 clusters Score: Raw -53293.108172 + Penalty 2927.706133 = -50365.402039 nChanged 20 SP:Iteration 3F (11307.490000 sec): 3 clusters Score: Raw -53443.384484 + Penalty 2927.706133 = -50515.678350 nChanged 18 SP:Iteration 4Q (11307.650000 sec): 3 clusters Score: Raw -53593.567573 + Penalty 2927.706133 = -50665.861440 nChanged 17 SP:Iteration 5Q (11307.810000 sec): 3 clusters Score: Raw -53797.751446 + Penalty 2927.706133 = -50870.045312 nChanged 16 SP:Iteration 6Q (11308.000000 sec): 3 clusters Score: Raw -53999.483733 + Penalty 2927.706133 = -51071.777599 nChanged 17 SP:Iteration 7Q (11308.160000 sec): 3 clusters Score: Raw -54192.842900 + Penalty 2927.706133 = -51265.136767 nChanged 9 SP:Iteration 8Q (11308.310000 sec): 3 clusters Score: Raw -54275.180499 + Penalty 2927.706133 = -51347.474365 nChanged 5 SP:Iteration 9Q (11308.520000 sec): 3 clusters Score: Raw -54306.681955 + Penalty 2927.706133 = -51378.975821 nChanged 4 SP:Iteration 10Q (11308.680000 sec): 3 clusters Score: Raw -54327.288323 + Penalty 2927.706133 = -51399.582190 nChanged 2 SP:Iteration 11Q (11308.820000 sec): 3 clusters Score: Raw -54345.072913 + Penalty 2927.706133 = -51417.366780 nChanged 1 SP:Iteration 12Q (11308.930000 sec): 3 clusters Score: Raw -54355.540104 + Penalty 2927.706133 = -51427.833971 nChanged 2 SP:Iteration 13Q (11309.070000 sec): 3 clusters Score: Raw -54364.194696 + Penalty 2927.706133 = -51436.488563 nChanged 0 SP:Iteration 14F (11309.220000 sec): 3 clusters Score: Raw -54364.779048 + Penalty 2927.706133 = -51437.072915 nChanged 1 SP:Iteration 15Q (11309.370000 sec): 3 clusters Score: Raw -54369.093256 + Penalty 2927.706133 = -51441.387122 nChanged 1 SP:Iteration 16Q (11309.530000 sec): 3 clusters Score: Raw -54371.968347 + Penalty 2927.706133 = -51444.262214 nChanged 1 SP:Iteration 17Q (11309.690000 sec): 3 clusters Score: Raw -54378.687896 + Penalty 2927.706133 = -51450.981762 nChanged 0 SP:Iteration 18F (11309.840000 sec): 3 clusters Score: Raw -54378.687896 + Penalty 2927.706133 = -51450.981762 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11309.930000 sec): 2 clusters Score: Raw -121298.692310 + Penalty 1646.689207 = -119652.003103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11310.070000 sec): 3 clusters Score: Raw -121209.083007 + Penalty 3293.378414 = -117915.704593 nChanged 182 SP:Iteration 1F (11310.230000 sec): 3 clusters Score: Raw -121455.952183 + Penalty 3293.378414 = -118162.573769 nChanged 48 SP:Iteration 2F (11310.400000 sec): 3 clusters Score: Raw -121546.524808 + Penalty 3293.378414 = -118253.146394 nChanged 33 SP:Iteration 3Q (11310.530000 sec): 3 clusters Score: Raw -121626.578089 + Penalty 3293.378414 = -118333.199675 nChanged 30 SP:Iteration 4Q (11310.680000 sec): 3 clusters Score: Raw -121707.675237 + Penalty 3293.378414 = -118414.296824 nChanged 33 SP:Iteration 5Q (11310.850000 sec): 3 clusters Score: Raw -121828.799897 + Penalty 3293.378414 = -118535.421483 nChanged 42 SP:Iteration 6F (11311.010000 sec): 3 clusters Score: Raw -122026.481770 + Penalty 3293.378414 = -118733.103356 nChanged 48 SP:Iteration 7F (11311.200000 sec): 3 clusters Score: Raw -122291.710554 + Penalty 3293.378414 = -118998.332140 nChanged 59 SP:Iteration 8F (11311.360000 sec): 3 clusters Score: Raw -122754.210296 + Penalty 3293.378414 = -119460.831883 nChanged 53 SP:Iteration 9F (11311.450000 sec): 3 clusters Score: Raw -123152.340747 + Penalty 3293.378414 = -119858.962333 nChanged 31 SP:Iteration 10Q (11311.480000 sec): 3 clusters Score: Raw -123318.429540 + Penalty 3293.378414 = -120025.051127 nChanged 16 SP:Iteration 11Q (11311.600000 sec): 3 clusters Score: Raw -123379.425217 + Penalty 3293.378414 = -120086.046803 nChanged 6 SP:Iteration 12Q (11311.760000 sec): 3 clusters Score: Raw -123390.590030 + Penalty 3293.378414 = -120097.211616 nChanged 0 SP:Iteration 13F (11311.920000 sec): 3 clusters Score: Raw -123390.590030 + Penalty 3293.378414 = -120097.211616 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11312.010000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11312.190000 sec): 3 clusters Score: Raw -23158.207803 + Penalty 2495.097209 = -20663.110594 nChanged 8 SP:Iteration 1F (11312.340000 sec): 3 clusters Score: Raw -23207.754052 + Penalty 2495.097209 = -20712.656843 nChanged 2 SP:Iteration 2Q (11312.500000 sec): 3 clusters Score: Raw -23215.746463 + Penalty 2495.097209 = -20720.649254 nChanged 0 SP:Iteration 3F (11312.660000 sec): 3 clusters Score: Raw -23215.746463 + Penalty 2495.097209 = -20720.649254 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (120068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11313.360000 sec): 2 clusters Score: Raw -20737271.429691 + Penalty 2900.561755 = -20734370.867936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11314.260000 sec): 3 clusters Score: Raw -20660157.736145 + Penalty 5801.123510 = -20654356.612635 nChanged 56840 SP:Iteration 1F (11315.240000 sec): 3 clusters Score: Raw -20693459.931769 + Penalty 5801.123510 = -20687658.808259 nChanged 4676 SP:Iteration 2Q (11316.190000 sec): 3 clusters Score: Raw -20695112.289099 + Penalty 5801.123510 = -20689311.165589 nChanged 5396 SP:Iteration 3Q (11317.170000 sec): 3 clusters Score: Raw -20697477.360143 + Penalty 5801.123510 = -20691676.236633 nChanged 6266 SP:Iteration 4F (11318.200000 sec): 3 clusters Score: Raw -20700689.883171 + Penalty 5801.123510 = -20694888.759661 nChanged 7003 SP:Iteration 5F (11319.150000 sec): 3 clusters Score: Raw -20704627.566732 + Penalty 5801.123510 = -20698826.443222 nChanged 7223 SP:Iteration 6F (11320.020000 sec): 3 clusters Score: Raw -20708717.850590 + Penalty 5801.123510 = -20702916.727080 nChanged 6820 SP:Iteration 7F (11320.970000 sec): 3 clusters Score: Raw -20712238.029028 + Penalty 5801.123510 = -20706436.905518 nChanged 6168 SP:Iteration 8F (11321.920000 sec): 3 clusters Score: Raw -20715276.855695 + Penalty 5801.123510 = -20709475.732185 nChanged 5440 SP:Iteration 9Q (11322.960000 sec): 3 clusters Score: Raw -20717762.530059 + Penalty 5801.123510 = -20711961.406549 nChanged 4543 SP:Iteration 10Q (11323.920000 sec): 3 clusters Score: Raw -20719653.955788 + Penalty 5801.123510 = -20713852.832278 nChanged 3747 SP:Iteration 11Q (11324.970000 sec): 3 clusters Score: Raw -20721101.087714 + Penalty 5801.123510 = -20715299.964204 nChanged 3102 SP:Iteration 12Q (11326.010000 sec): 3 clusters Score: Raw -20722140.833873 + Penalty 5801.123510 = -20716339.710363 nChanged 2493 SP:Iteration 13Q (11327.000000 sec): 3 clusters Score: Raw -20722825.041994 + Penalty 5801.123510 = -20717023.918484 nChanged 1940 SP:Iteration 14Q (11327.960000 sec): 3 clusters Score: Raw -20723252.873534 + Penalty 5801.123510 = -20717451.750024 nChanged 1453 SP:Iteration 15Q (11328.890000 sec): 3 clusters Score: Raw -20723506.379376 + Penalty 5801.123510 = -20717705.255866 nChanged 1066 SP:Iteration 16Q (11329.890000 sec): 3 clusters Score: Raw -20723656.266015 + Penalty 5801.123510 = -20717855.142505 nChanged 867 SP:Iteration 17Q (11330.860000 sec): 3 clusters Score: Raw -20723770.842770 + Penalty 5801.123510 = -20717969.719261 nChanged 781 SP:Iteration 18Q (11331.760000 sec): 3 clusters Score: Raw -20723873.916996 + Penalty 5801.123510 = -20718072.793486 nChanged 749 SP:Iteration 19Q (11332.660000 sec): 3 clusters Score: Raw -20723966.050170 + Penalty 5801.123510 = -20718164.926660 nChanged 701 SP:Iteration 20F (11333.500000 sec): 3 clusters Score: Raw -20724051.966694 + Penalty 5801.123510 = -20718250.843185 nChanged 680 SP:Iteration 21Q (11334.410000 sec): 3 clusters Score: Raw -20724139.082668 + Penalty 5801.123510 = -20718337.959158 nChanged 720 SP:Iteration 22Q (11335.410000 sec): 3 clusters Score: Raw -20724233.607349 + Penalty 5801.123510 = -20718432.483839 nChanged 720 SP:Iteration 23Q (11336.420000 sec): 3 clusters Score: Raw -20724324.415799 + Penalty 5801.123510 = -20718523.292289 nChanged 716 SP:Iteration 24Q (11337.370000 sec): 3 clusters Score: Raw -20724413.095141 + Penalty 5801.123510 = -20718611.971631 nChanged 669 SP:Iteration 25Q (11338.300000 sec): 3 clusters Score: Raw -20724490.703581 + Penalty 5801.123510 = -20718689.580071 nChanged 628 SP:Iteration 26Q (11339.340000 sec): 3 clusters Score: Raw -20724567.507401 + Penalty 5801.123510 = -20718766.383891 nChanged 639 SP:Iteration 27Q (11340.320000 sec): 3 clusters Score: Raw -20724639.028972 + Penalty 5801.123510 = -20718837.905462 nChanged 613 SP:Iteration 28Q (11341.190000 sec): 3 clusters Score: Raw -20724709.639341 + Penalty 5801.123510 = -20718908.515831 nChanged 594 SP:Iteration 29Q (11342.000000 sec): 3 clusters Score: Raw -20724785.947498 + Penalty 5801.123510 = -20718984.823988 nChanged 655 SP:Iteration 30Q (11342.930000 sec): 3 clusters Score: Raw -20724875.556013 + Penalty 5801.123510 = -20719074.432503 nChanged 617 SP:Iteration 31Q (11343.820000 sec): 3 clusters Score: Raw -20724964.622693 + Penalty 5801.123510 = -20719163.499183 nChanged 679 SP:Iteration 32Q (11344.780000 sec): 3 clusters Score: Raw -20725073.275103 + Penalty 5801.123510 = -20719272.151593 nChanged 715 SP:Iteration 33Q (11345.740000 sec): 3 clusters Score: Raw -20725196.541278 + Penalty 5801.123510 = -20719395.417768 nChanged 811 SP:Iteration 34Q (11346.720000 sec): 3 clusters Score: Raw -20725342.706128 + Penalty 5801.123510 = -20719541.582618 nChanged 849 SP:Iteration 35Q (11347.740000 sec): 3 clusters Score: Raw -20725506.603060 + Penalty 5801.123510 = -20719705.479550 nChanged 917 SP:Iteration 36Q (11348.780000 sec): 3 clusters Score: Raw -20725693.250906 + Penalty 5801.123510 = -20719892.127396 nChanged 914 SP:Iteration 37Q (11349.850000 sec): 3 clusters Score: Raw -20725889.218894 + Penalty 5801.123510 = -20720088.095384 nChanged 1030 SP:Iteration 38Q (11350.900000 sec): 3 clusters Score: Raw -20726114.355562 + Penalty 5801.123510 = -20720313.232052 nChanged 1038 SP:Iteration 39Q (11351.950000 sec): 3 clusters Score: Raw -20726356.192310 + Penalty 5801.123510 = -20720555.068800 nChanged 1124 SP:Iteration 40F (11352.920000 sec): 3 clusters Score: Raw -20726631.207084 + Penalty 5801.123510 = -20720830.083574 nChanged 1150 SP:Iteration 41Q (11353.940000 sec): 3 clusters Score: Raw -20726915.282431 + Penalty 5801.123510 = -20721114.158921 nChanged 1206 SP:Iteration 42Q (11354.820000 sec): 3 clusters Score: Raw -20727239.644054 + Penalty 5801.123510 = -20721438.520544 nChanged 1250 SP:Iteration 43Q (11355.640000 sec): 3 clusters Score: Raw -20727603.096362 + Penalty 5801.123510 = -20721801.972852 nChanged 1327 SP:Iteration 44Q (11356.520000 sec): 3 clusters Score: Raw -20728022.414372 + Penalty 5801.123510 = -20722221.290862 nChanged 1390 SP:Iteration 45Q (11357.420000 sec): 3 clusters Score: Raw -20728485.306993 + Penalty 5801.123510 = -20722684.183483 nChanged 1468 SP:Iteration 46Q (11358.250000 sec): 3 clusters Score: Raw -20729005.856186 + Penalty 5801.123510 = -20723204.732676 nChanged 1482 SP:Iteration 47Q (11359.270000 sec): 3 clusters Score: Raw -20729536.903843 + Penalty 5801.123510 = -20723735.780334 nChanged 1418 SP:Iteration 48Q (11360.300000 sec): 3 clusters Score: Raw -20730003.897690 + Penalty 5801.123510 = -20724202.774180 nChanged 1358 SP:Iteration 49Q (11361.300000 sec): 3 clusters Score: Raw -20730415.673875 + Penalty 5801.123510 = -20724614.550365 nChanged 1285 SP:Iteration 50Q (11362.340000 sec): 3 clusters Score: Raw -20730774.065506 + Penalty 5801.123510 = -20724972.941996 nChanged 1165 SP:Iteration 51Q (11363.350000 sec): 3 clusters Score: Raw -20731086.037884 + Penalty 5801.123510 = -20725284.914374 nChanged 1094 SP:Iteration 52Q (11364.360000 sec): 3 clusters Score: Raw -20731376.630152 + Penalty 5801.123510 = -20725575.506642 nChanged 1093 SP:Iteration 53Q (11365.320000 sec): 3 clusters Score: Raw -20731665.761445 + Penalty 5801.123510 = -20725864.637935 nChanged 1069 SP:Iteration 54Q (11366.070000 sec): 3 clusters Score: Raw -20731942.232562 + Penalty 5801.123510 = -20726141.109052 nChanged 1014 SP:Iteration 55Q (11366.920000 sec): 3 clusters Score: Raw -20732195.973845 + Penalty 5801.123510 = -20726394.850335 nChanged 951 SP:Iteration 56Q (11367.780000 sec): 3 clusters Score: Raw -20732434.996439 + Penalty 5801.123510 = -20726633.872930 nChanged 983 SP:Iteration 57Q (11368.610000 sec): 3 clusters Score: Raw -20732676.954526 + Penalty 5801.123510 = -20726875.831017 nChanged 934 SP:Iteration 58Q (11369.420000 sec): 3 clusters Score: Raw -20732900.893239 + Penalty 5801.123510 = -20727099.769729 nChanged 942 SP:Iteration 59Q (11370.410000 sec): 3 clusters Score: Raw -20733113.705072 + Penalty 5801.123510 = -20727312.581563 nChanged 865 SP:Iteration 60F (11371.230000 sec): 3 clusters Score: Raw -20733309.110765 + Penalty 5801.123510 = -20727507.987255 nChanged 847 SP:Iteration 61Q (11372.010000 sec): 3 clusters Score: Raw -20733492.924664 + Penalty 5801.123510 = -20727691.801155 nChanged 827 SP:Iteration 62Q (11372.830000 sec): 3 clusters Score: Raw -20733665.588725 + Penalty 5801.123510 = -20727864.465215 nChanged 799 SP:Iteration 63Q (11373.730000 sec): 3 clusters Score: Raw -20733828.145440 + Penalty 5801.123510 = -20728027.021930 nChanged 738 SP:Iteration 64Q (11374.700000 sec): 3 clusters Score: Raw -20733970.738624 + Penalty 5801.123510 = -20728169.615115 nChanged 733 SP:Iteration 65Q (11375.680000 sec): 3 clusters Score: Raw -20734109.032057 + Penalty 5801.123510 = -20728307.908548 nChanged 683 SP:Iteration 66Q (11376.710000 sec): 3 clusters Score: Raw -20734230.160766 + Penalty 5801.123510 = -20728429.037256 nChanged 623 SP:Iteration 67Q (11377.650000 sec): 3 clusters Score: Raw -20734341.051686 + Penalty 5801.123510 = -20728539.928176 nChanged 590 SP:Iteration 68Q (11378.610000 sec): 3 clusters Score: Raw -20734445.140964 + Penalty 5801.123510 = -20728644.017454 nChanged 574 SP:Iteration 69Q (11379.460000 sec): 3 clusters Score: Raw -20734545.553511 + Penalty 5801.123510 = -20728744.430001 nChanged 537 SP:Iteration 70Q (11380.380000 sec): 3 clusters Score: Raw -20734632.788999 + Penalty 5801.123510 = -20728831.665489 nChanged 475 SP:Iteration 71Q (11381.380000 sec): 3 clusters Score: Raw -20734711.666545 + Penalty 5801.123510 = -20728910.543035 nChanged 486 SP:Iteration 72Q (11382.440000 sec): 3 clusters Score: Raw -20734790.872424 + Penalty 5801.123510 = -20728989.748914 nChanged 484 SP:Iteration 73Q (11383.260000 sec): 3 clusters Score: Raw -20734874.255677 + Penalty 5801.123510 = -20729073.132167 nChanged 469 SP:Iteration 74Q (11384.120000 sec): 3 clusters Score: Raw -20734958.303371 + Penalty 5801.123510 = -20729157.179861 nChanged 452 SP:Iteration 75Q (11385.090000 sec): 3 clusters Score: Raw -20735043.005411 + Penalty 5801.123510 = -20729241.881901 nChanged 493 SP:Iteration 76Q (11385.910000 sec): 3 clusters Score: Raw -20735141.277580 + Penalty 5801.123510 = -20729340.154071 nChanged 527 SP:Iteration 77Q (11386.760000 sec): 3 clusters Score: Raw -20735244.331501 + Penalty 5801.123510 = -20729443.207991 nChanged 484 SP:Iteration 78Q (11387.620000 sec): 3 clusters Score: Raw -20735336.925094 + Penalty 5801.123510 = -20729535.801584 nChanged 428 SP:Iteration 79Q (11388.580000 sec): 3 clusters Score: Raw -20735421.491054 + Penalty 5801.123510 = -20729620.367544 nChanged 463 SP:Iteration 80F (11389.600000 sec): 3 clusters Score: Raw -20735511.806609 + Penalty 5801.123510 = -20729710.683099 nChanged 449 SP:Iteration 81Q (11390.560000 sec): 3 clusters Score: Raw -20735599.789519 + Penalty 5801.123510 = -20729798.666009 nChanged 440 SP:Iteration 82Q (11391.510000 sec): 3 clusters Score: Raw -20735688.073062 + Penalty 5801.123510 = -20729886.949553 nChanged 441 SP:Iteration 83Q (11392.370000 sec): 3 clusters Score: Raw -20735779.852129 + Penalty 5801.123510 = -20729978.728619 nChanged 446 SP:Iteration 84Q (11393.120000 sec): 3 clusters Score: Raw -20735875.152816 + Penalty 5801.123510 = -20730074.029307 nChanged 449 SP:Iteration 85Q (11394.060000 sec): 3 clusters Score: Raw -20735975.328364 + Penalty 5801.123510 = -20730174.204854 nChanged 450 SP:Iteration 86Q (11395.110000 sec): 3 clusters Score: Raw -20736079.607496 + Penalty 5801.123510 = -20730278.483986 nChanged 455 SP:Iteration 87Q (11395.960000 sec): 3 clusters Score: Raw -20736193.682717 + Penalty 5801.123510 = -20730392.559207 nChanged 442 SP:Iteration 88Q (11396.810000 sec): 3 clusters Score: Raw -20736310.636619 + Penalty 5801.123510 = -20730509.513109 nChanged 421 SP:Iteration 89Q (11397.760000 sec): 3 clusters Score: Raw -20736426.503104 + Penalty 5801.123510 = -20730625.379594 nChanged 414 SP:Iteration 90Q (11398.750000 sec): 3 clusters Score: Raw -20736548.005109 + Penalty 5801.123510 = -20730746.881600 nChanged 405 SP:Iteration 91Q (11399.520000 sec): 3 clusters Score: Raw -20736675.421779 + Penalty 5801.123510 = -20730874.298269 nChanged 406 SP:Iteration 92Q (11400.390000 sec): 3 clusters Score: Raw -20736819.506185 + Penalty 5801.123510 = -20731018.382675 nChanged 391 SP:Iteration 93Q (11401.320000 sec): 3 clusters Score: Raw -20736945.279162 + Penalty 5801.123510 = -20731144.155652 nChanged 339 SP:Iteration 94Q (11402.290000 sec): 3 clusters Score: Raw -20737048.003930 + Penalty 5801.123510 = -20731246.880420 nChanged 301 SP:Iteration 95Q (11403.260000 sec): 3 clusters Score: Raw -20737142.915791 + Penalty 5801.123510 = -20731341.792281 nChanged 275 SP:Iteration 96Q (11404.020000 sec): 3 clusters Score: Raw -20737222.834283 + Penalty 5801.123510 = -20731421.710774 nChanged 242 SP:Iteration 97Q (11404.850000 sec): 3 clusters Score: Raw -20737293.761581 + Penalty 5801.123510 = -20731492.638071 nChanged 217 SP:Iteration 98Q (11405.840000 sec): 3 clusters Score: Raw -20737357.531447 + Penalty 5801.123510 = -20731556.407937 nChanged 189 SP:Iteration 99Q (11406.770000 sec): 3 clusters Score: Raw -20737411.699114 + Penalty 5801.123510 = -20731610.575604 nChanged 174 SP:Iteration 100F (11407.770000 sec): 3 clusters Score: Raw -20737458.066833 + Penalty 5801.123510 = -20731656.943323 nChanged 155 SP:Iteration 101Q (11408.740000 sec): 3 clusters Score: Raw -20737502.104639 + Penalty 5801.123510 = -20731700.981130 nChanged 153 SP:Iteration 102Q (11409.570000 sec): 3 clusters Score: Raw -20737544.122212 + Penalty 5801.123510 = -20731742.998702 nChanged 133 SP:Iteration 103Q (11410.380000 sec): 3 clusters Score: Raw -20737580.435144 + Penalty 5801.123510 = -20731779.311635 nChanged 105 SP:Iteration 104Q (11411.350000 sec): 3 clusters Score: Raw -20737605.371565 + Penalty 5801.123510 = -20731804.248055 nChanged 82 SP:Iteration 105Q (11412.360000 sec): 3 clusters Score: Raw -20737627.236805 + Penalty 5801.123510 = -20731826.113295 nChanged 68 SP:Iteration 106Q (11413.120000 sec): 3 clusters Score: Raw -20737644.173030 + Penalty 5801.123510 = -20731843.049520 nChanged 76 SP:Iteration 107Q (11414.010000 sec): 3 clusters Score: Raw -20737662.675466 + Penalty 5801.123510 = -20731861.551956 nChanged 61 SP:Iteration 108Q (11414.910000 sec): 3 clusters Score: Raw -20737676.563302 + Penalty 5801.123510 = -20731875.439792 nChanged 38 SP:Iteration 109Q (11415.880000 sec): 3 clusters Score: Raw -20737685.548547 + Penalty 5801.123510 = -20731884.425038 nChanged 37 SP:Iteration 110Q (11416.640000 sec): 3 clusters Score: Raw -20737692.699887 + Penalty 5801.123510 = -20731891.576377 nChanged 29 SP:Iteration 111Q (11417.570000 sec): 3 clusters Score: Raw -20737699.830984 + Penalty 5801.123510 = -20731898.707474 nChanged 36 SP:Iteration 112Q (11418.580000 sec): 3 clusters Score: Raw -20737707.000860 + Penalty 5801.123510 = -20731905.877350 nChanged 31 SP:Iteration 113Q (11419.440000 sec): 3 clusters Score: Raw -20737714.740697 + Penalty 5801.123510 = -20731913.617187 nChanged 31 SP:Iteration 114Q (11420.120000 sec): 3 clusters Score: Raw -20737723.056765 + Penalty 5801.123510 = -20731921.933255 nChanged 33 SP:Iteration 115Q (11421.020000 sec): 3 clusters Score: Raw -20737731.784531 + Penalty 5801.123510 = -20731930.661021 nChanged 35 SP:Iteration 116Q (11421.980000 sec): 3 clusters Score: Raw -20737738.012968 + Penalty 5801.123510 = -20731936.889458 nChanged 21 SP:Iteration 117Q (11422.920000 sec): 3 clusters Score: Raw -20737741.953564 + Penalty 5801.123510 = -20731940.830054 nChanged 20 SP:Iteration 118Q (11423.680000 sec): 3 clusters Score: Raw -20737746.083002 + Penalty 5801.123510 = -20731944.959492 nChanged 23 SP:Iteration 119Q (11424.440000 sec): 3 clusters Score: Raw -20737751.646355 + Penalty 5801.123510 = -20731950.522845 nChanged 24 SP:Iteration 120F (11425.300000 sec): 3 clusters Score: Raw -20737757.253428 + Penalty 5801.123510 = -20731956.129918 nChanged 21 SP:Iteration 121Q (11426.160000 sec): 3 clusters Score: Raw -20737763.330381 + Penalty 5801.123510 = -20731962.206871 nChanged 22 SP:Iteration 122Q (11427.110000 sec): 3 clusters Score: Raw -20737769.862540 + Penalty 5801.123510 = -20731968.739030 nChanged 30 SP:Iteration 123Q (11428.070000 sec): 3 clusters Score: Raw -20737777.307233 + Penalty 5801.123510 = -20731976.183723 nChanged 20 SP:Iteration 124Q (11428.930000 sec): 3 clusters Score: Raw -20737782.403450 + Penalty 5801.123510 = -20731981.279940 nChanged 22 SP:Iteration 125Q (11429.640000 sec): 3 clusters Score: Raw -20737786.852037 + Penalty 5801.123510 = -20731985.728527 nChanged 16 SP:Iteration 126Q (11430.410000 sec): 3 clusters Score: Raw -20737791.183323 + Penalty 5801.123510 = -20731990.059813 nChanged 14 SP:Iteration 127Q (11431.260000 sec): 3 clusters Score: Raw -20737794.009628 + Penalty 5801.123510 = -20731992.886118 nChanged 10 SP:Iteration 128Q (11432.160000 sec): 3 clusters Score: Raw -20737795.873436 + Penalty 5801.123510 = -20731994.749926 nChanged 5 SP:Iteration 129Q (11433.190000 sec): 3 clusters Score: Raw -20737797.241409 + Penalty 5801.123510 = -20731996.117899 nChanged 6 SP:Iteration 130Q (11434.060000 sec): 3 clusters Score: Raw -20737798.476621 + Penalty 5801.123510 = -20731997.353111 nChanged 7 SP:Iteration 131Q (11434.860000 sec): 3 clusters Score: Raw -20737799.797075 + Penalty 5801.123510 = -20731998.673565 nChanged 6 SP:Iteration 132Q (11435.570000 sec): 3 clusters Score: Raw -20737801.229222 + Penalty 5801.123510 = -20732000.105712 nChanged 8 SP:Iteration 133Q (11436.390000 sec): 3 clusters Score: Raw -20737803.825999 + Penalty 5801.123510 = -20732002.702490 nChanged 9 SP:Iteration 134Q (11437.230000 sec): 3 clusters Score: Raw -20737805.503912 + Penalty 5801.123510 = -20732004.380402 nChanged 5 SP:Iteration 135Q (11438.160000 sec): 3 clusters Score: Raw -20737806.286122 + Penalty 5801.123510 = -20732005.162612 nChanged 3 SP:Iteration 136Q (11439.070000 sec): 3 clusters Score: Raw -20737806.683805 + Penalty 5801.123510 = -20732005.560295 nChanged 2 SP:Iteration 137Q (11440.040000 sec): 3 clusters Score: Raw -20737806.873148 + Penalty 5801.123510 = -20732005.749638 nChanged 1 SP:Iteration 138Q (11440.990000 sec): 3 clusters Score: Raw -20737807.107871 + Penalty 5801.123510 = -20732005.984362 nChanged 2 SP:Iteration 139Q (11441.850000 sec): 3 clusters Score: Raw -20737807.484019 + Penalty 5801.123510 = -20732006.360509 nChanged 1 SP:Iteration 140F (11442.690000 sec): 3 clusters Score: Raw -20737807.626710 + Penalty 5801.123510 = -20732006.503200 nChanged 2 SP:Iteration 141Q (11443.610000 sec): 3 clusters Score: Raw -20737807.955813 + Penalty 5801.123510 = -20732006.832303 nChanged 2 SP:Iteration 142Q (11444.530000 sec): 3 clusters Score: Raw -20737808.393462 + Penalty 5801.123510 = -20732007.269952 nChanged 4 SP:Iteration 143Q (11445.510000 sec): 3 clusters Score: Raw -20737809.295997 + Penalty 5801.123510 = -20732008.172487 nChanged 3 SP:Iteration 144Q (11446.480000 sec): 3 clusters Score: Raw -20737809.880022 + Penalty 5801.123510 = -20732008.756512 nChanged 4 SP:Iteration 145Q (11447.340000 sec): 3 clusters Score: Raw -20737810.847630 + Penalty 5801.123510 = -20732009.724120 nChanged 7 SP:Iteration 146Q (11448.020000 sec): 3 clusters Score: Raw -20737812.292935 + Penalty 5801.123510 = -20732011.169426 nChanged 4 SP:Iteration 147Q (11448.810000 sec): 3 clusters Score: Raw -20737813.209121 + Penalty 5801.123510 = -20732012.085611 nChanged 7 SP:Iteration 148Q (11449.670000 sec): 3 clusters Score: Raw -20737815.191693 + Penalty 5801.123510 = -20732014.068183 nChanged 6 SP:Iteration 149Q (11450.640000 sec): 3 clusters Score: Raw -20737816.554491 + Penalty 5801.123510 = -20732015.430981 nChanged 5 SP:Iteration 150Q (11451.650000 sec): 3 clusters Score: Raw -20737818.619031 + Penalty 5801.123510 = -20732017.495521 nChanged 12 SP:Iteration 151Q (11452.440000 sec): 3 clusters Score: Raw -20737821.022779 + Penalty 5801.123510 = -20732019.899269 nChanged 8 SP:Iteration 152Q (11453.280000 sec): 3 clusters Score: Raw -20737822.736609 + Penalty 5801.123510 = -20732021.613100 nChanged 7 SP:Iteration 153Q (11454.250000 sec): 3 clusters Score: Raw -20737824.082476 + Penalty 5801.123510 = -20732022.958966 nChanged 4 SP:Iteration 154Q (11455.180000 sec): 3 clusters Score: Raw -20737824.932077 + Penalty 5801.123510 = -20732023.808567 nChanged 6 SP:Iteration 155Q (11456.130000 sec): 3 clusters Score: Raw -20737826.007747 + Penalty 5801.123510 = -20732024.884237 nChanged 8 SP:Iteration 156Q (11456.890000 sec): 3 clusters Score: Raw -20737827.272089 + Penalty 5801.123510 = -20732026.148580 nChanged 6 SP:Iteration 157Q (11457.830000 sec): 3 clusters Score: Raw -20737828.736477 + Penalty 5801.123510 = -20732027.612967 nChanged 7 SP:Iteration 158Q (11458.700000 sec): 3 clusters Score: Raw -20737830.608090 + Penalty 5801.123510 = -20732029.484580 nChanged 9 SP:Iteration 159Q (11459.630000 sec): 3 clusters Score: Raw -20737833.083200 + Penalty 5801.123510 = -20732031.959690 nChanged 11 SP:Iteration 160F (11460.630000 sec): 3 clusters Score: Raw -20737835.844837 + Penalty 5801.123510 = -20732034.721327 nChanged 8 SP:Iteration 161Q (11461.580000 sec): 3 clusters Score: Raw -20737837.546853 + Penalty 5801.123510 = -20732036.423343 nChanged 7 SP:Iteration 162Q (11462.400000 sec): 3 clusters Score: Raw -20737839.131938 + Penalty 5801.123510 = -20732038.008428 nChanged 7 SP:Iteration 163Q (11463.300000 sec): 3 clusters Score: Raw -20737840.302630 + Penalty 5801.123510 = -20732039.179120 nChanged 3 SP:Iteration 164Q (11464.160000 sec): 3 clusters Score: Raw -20737840.928030 + Penalty 5801.123510 = -20732039.804520 nChanged 4 SP:Iteration 165Q (11465.130000 sec): 3 clusters Score: Raw -20737841.584326 + Penalty 5801.123510 = -20732040.460816 nChanged 2 SP:Iteration 166Q (11465.980000 sec): 3 clusters Score: Raw -20737841.926135 + Penalty 5801.123510 = -20732040.802626 nChanged 4 SP:Iteration 167Q (11466.920000 sec): 3 clusters Score: Raw -20737842.626535 + Penalty 5801.123510 = -20732041.503025 nChanged 4 SP:Iteration 168Q (11467.740000 sec): 3 clusters Score: Raw -20737843.593844 + Penalty 5801.123510 = -20732042.470334 nChanged 8 SP:Iteration 169Q (11468.540000 sec): 3 clusters Score: Raw -20737845.290852 + Penalty 5801.123510 = -20732044.167342 nChanged 7 SP:Iteration 170Q (11469.350000 sec): 3 clusters Score: Raw -20737847.075006 + Penalty 5801.123510 = -20732045.951496 nChanged 5 SP:Iteration 171Q (11470.330000 sec): 3 clusters Score: Raw -20737848.190491 + Penalty 5801.123510 = -20732047.066981 nChanged 2 SP:Iteration 172Q (11471.320000 sec): 3 clusters Score: Raw -20737848.587834 + Penalty 5801.123510 = -20732047.464324 nChanged 2 SP:Iteration 173Q (11472.320000 sec): 3 clusters Score: Raw -20737849.039515 + Penalty 5801.123510 = -20732047.916005 nChanged 3 SP:Iteration 174Q (11473.090000 sec): 3 clusters Score: Raw -20737849.562794 + Penalty 5801.123510 = -20732048.439284 nChanged 2 SP:Iteration 175Q (11473.920000 sec): 3 clusters Score: Raw -20737849.898913 + Penalty 5801.123510 = -20732048.775403 nChanged 1 SP:Iteration 176Q (11474.810000 sec): 3 clusters Score: Raw -20737850.076151 + Penalty 5801.123510 = -20732048.952641 nChanged 0 SP:Iteration 177F (11475.860000 sec): 3 clusters Score: Raw -20737850.076151 + Penalty 5801.123510 = -20732048.952641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (13434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11476.000000 sec): 2 clusters Score: Raw -2280039.283076 + Penalty 2357.374933 = -2277681.908143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11476.270000 sec): 3 clusters Score: Raw -2272579.758424 + Penalty 4714.749867 = -2267865.008558 nChanged 5714 SP:Iteration 1F (11476.580000 sec): 3 clusters Score: Raw -2275655.945338 + Penalty 4714.749867 = -2270941.195472 nChanged 1052 SP:Iteration 2F (11476.850000 sec): 3 clusters Score: Raw -2276409.999215 + Penalty 4714.749867 = -2271695.249348 nChanged 1044 SP:Iteration 3F (11477.110000 sec): 3 clusters Score: Raw -2277352.515982 + Penalty 4714.749867 = -2272637.766115 nChanged 1032 SP:Iteration 4F (11477.400000 sec): 3 clusters Score: Raw -2278241.085803 + Penalty 4714.749867 = -2273526.335936 nChanged 937 SP:Iteration 5F (11477.620000 sec): 3 clusters Score: Raw -2278971.455220 + Penalty 4714.749867 = -2274256.705353 nChanged 819 SP:Iteration 6F (11477.970000 sec): 3 clusters Score: Raw -2279556.051010 + Penalty 4714.749867 = -2274841.301144 nChanged 666 SP:Iteration 7Q (11478.280000 sec): 3 clusters Score: Raw -2279996.352971 + Penalty 4714.749867 = -2275281.603104 nChanged 508 SP:Iteration 8Q (11478.500000 sec): 3 clusters Score: Raw -2280328.379181 + Penalty 4714.749867 = -2275613.629314 nChanged 390 SP:Iteration 9Q (11478.800000 sec): 3 clusters Score: Raw -2280548.981251 + Penalty 4714.749867 = -2275834.231385 nChanged 276 SP:Iteration 10Q (11479.050000 sec): 3 clusters Score: Raw -2280677.216561 + Penalty 4714.749867 = -2275962.466695 nChanged 212 SP:Iteration 11Q (11479.320000 sec): 3 clusters Score: Raw -2280760.688557 + Penalty 4714.749867 = -2276045.938691 nChanged 158 SP:Iteration 12Q (11479.580000 sec): 3 clusters Score: Raw -2280813.569157 + Penalty 4714.749867 = -2276098.819290 nChanged 118 SP:Iteration 13Q (11479.840000 sec): 3 clusters Score: Raw -2280852.120881 + Penalty 4714.749867 = -2276137.371015 nChanged 94 SP:Iteration 14Q (11480.140000 sec): 3 clusters Score: Raw -2280872.428793 + Penalty 4714.749867 = -2276157.678926 nChanged 64 SP:Iteration 15Q (11480.360000 sec): 3 clusters Score: Raw -2280886.606493 + Penalty 4714.749867 = -2276171.856626 nChanged 56 SP:Iteration 16Q (11480.600000 sec): 3 clusters Score: Raw -2280896.886738 + Penalty 4714.749867 = -2276182.136871 nChanged 49 SP:Iteration 17Q (11480.820000 sec): 3 clusters Score: Raw -2280907.264581 + Penalty 4714.749867 = -2276192.514715 nChanged 41 SP:Iteration 18Q (11481.140000 sec): 3 clusters Score: Raw -2280914.920360 + Penalty 4714.749867 = -2276200.170494 nChanged 39 SP:Iteration 19Q (11481.440000 sec): 3 clusters Score: Raw -2280922.990983 + Penalty 4714.749867 = -2276208.241117 nChanged 36 SP:Iteration 20F (11481.650000 sec): 3 clusters Score: Raw -2280931.218036 + Penalty 4714.749867 = -2276216.468170 nChanged 44 SP:Iteration 21Q (11481.920000 sec): 3 clusters Score: Raw -2280938.990328 + Penalty 4714.749867 = -2276224.240461 nChanged 35 SP:Iteration 22Q (11482.190000 sec): 3 clusters Score: Raw -2280944.425159 + Penalty 4714.749867 = -2276229.675292 nChanged 27 SP:Iteration 23Q (11482.520000 sec): 3 clusters Score: Raw -2280949.336889 + Penalty 4714.749867 = -2276234.587022 nChanged 23 SP:Iteration 24Q (11482.760000 sec): 3 clusters Score: Raw -2280952.936112 + Penalty 4714.749867 = -2276238.186246 nChanged 22 SP:Iteration 25Q (11483.030000 sec): 3 clusters Score: Raw -2280956.812603 + Penalty 4714.749867 = -2276242.062737 nChanged 17 SP:Iteration 26Q (11483.330000 sec): 3 clusters Score: Raw -2280959.503088 + Penalty 4714.749867 = -2276244.753221 nChanged 17 SP:Iteration 27Q (11483.600000 sec): 3 clusters Score: Raw -2280961.931991 + Penalty 4714.749867 = -2276247.182125 nChanged 12 SP:Iteration 28Q (11483.860000 sec): 3 clusters Score: Raw -2280963.858615 + Penalty 4714.749867 = -2276249.108748 nChanged 8 SP:Iteration 29Q (11484.180000 sec): 3 clusters Score: Raw -2280965.213676 + Penalty 4714.749867 = -2276250.463810 nChanged 9 SP:Iteration 30Q (11484.430000 sec): 3 clusters Score: Raw -2280966.659301 + Penalty 4714.749867 = -2276251.909434 nChanged 9 SP:Iteration 31Q (11484.700000 sec): 3 clusters Score: Raw -2280967.736650 + Penalty 4714.749867 = -2276252.986783 nChanged 5 SP:Iteration 32Q (11484.960000 sec): 3 clusters Score: Raw -2280968.248282 + Penalty 4714.749867 = -2276253.498416 nChanged 4 SP:Iteration 33Q (11485.230000 sec): 3 clusters Score: Raw -2280968.550720 + Penalty 4714.749867 = -2276253.800854 nChanged 2 SP:Iteration 34Q (11485.500000 sec): 3 clusters Score: Raw -2280968.650652 + Penalty 4714.749867 = -2276253.900786 nChanged 0 SP:Iteration 35F (11485.800000 sec): 3 clusters Score: Raw -2280968.650652 + Penalty 4714.749867 = -2276253.900786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11485.870000 sec): 2 clusters Score: Raw -41556.536708 + Penalty 1389.325468 = -40167.211240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11486.050000 sec): 3 clusters Score: Raw -41746.131165 + Penalty 2778.650935 = -38967.480230 nChanged 28 SP:Iteration 1F (11486.190000 sec): 3 clusters Score: Raw -41894.540474 + Penalty 2778.650935 = -39115.889539 nChanged 13 SP:Iteration 2Q (11486.340000 sec): 3 clusters Score: Raw -41998.240730 + Penalty 2778.650935 = -39219.589795 nChanged 5 SP:Iteration 3Q (11486.500000 sec): 3 clusters Score: Raw -42010.906782 + Penalty 2778.650935 = -39232.255847 nChanged 3 SP:Iteration 4Q (11486.660000 sec): 3 clusters Score: Raw -42024.958596 + Penalty 2778.650935 = -39246.307661 nChanged 0 SP:Iteration 5F (11486.830000 sec): 3 clusters Score: Raw -42024.958596 + Penalty 2778.650935 = -39246.307661 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11486.900000 sec): 2 clusters Score: Raw -149176.043186 + Penalty 1696.190157 = -147479.853029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11487.070000 sec): 3 clusters Score: Raw -148987.632052 + Penalty 3392.380313 = -145595.251739 nChanged 227 SP:Iteration 1F (11487.230000 sec): 3 clusters Score: Raw -149282.444235 + Penalty 3392.380313 = -145890.063921 nChanged 65 SP:Iteration 2F (11487.390000 sec): 3 clusters Score: Raw -149453.388865 + Penalty 3392.380313 = -146061.008551 nChanged 49 SP:Iteration 3F (11487.560000 sec): 3 clusters Score: Raw -149629.634271 + Penalty 3392.380313 = -146237.253957 nChanged 45 SP:Iteration 4Q (11487.720000 sec): 3 clusters Score: Raw -149744.580511 + Penalty 3392.380313 = -146352.200198 nChanged 38 SP:Iteration 5Q (11487.890000 sec): 3 clusters Score: Raw -149833.017591 + Penalty 3392.380313 = -146440.637277 nChanged 32 SP:Iteration 6Q (11488.040000 sec): 3 clusters Score: Raw -149916.283996 + Penalty 3392.380313 = -146523.903683 nChanged 31 SP:Iteration 7Q (11488.230000 sec): 3 clusters Score: Raw -150011.233224 + Penalty 3392.380313 = -146618.852911 nChanged 27 SP:Iteration 8Q (11488.350000 sec): 3 clusters Score: Raw -150132.564254 + Penalty 3392.380313 = -146740.183940 nChanged 33 SP:Iteration 9Q (11488.470000 sec): 3 clusters Score: Raw -150257.075098 + Penalty 3392.380313 = -146864.694785 nChanged 22 SP:Iteration 10Q (11488.630000 sec): 3 clusters Score: Raw -150309.425333 + Penalty 3392.380313 = -146917.045019 nChanged 13 SP:Iteration 11Q (11488.800000 sec): 3 clusters Score: Raw -150338.988689 + Penalty 3392.380313 = -146946.608376 nChanged 9 SP:Iteration 12Q (11488.960000 sec): 3 clusters Score: Raw -150360.340394 + Penalty 3392.380313 = -146967.960081 nChanged 9 SP:Iteration 13Q (11489.120000 sec): 3 clusters Score: Raw -150382.378655 + Penalty 3392.380313 = -146989.998341 nChanged 7 SP:Iteration 14Q (11489.280000 sec): 3 clusters Score: Raw -150397.047216 + Penalty 3392.380313 = -147004.666902 nChanged 9 SP:Iteration 15Q (11489.440000 sec): 3 clusters Score: Raw -150418.419134 + Penalty 3392.380313 = -147026.038821 nChanged 7 SP:Iteration 16Q (11489.600000 sec): 3 clusters Score: Raw -150430.624364 + Penalty 3392.380313 = -147038.244050 nChanged 7 SP:Iteration 17Q (11489.770000 sec): 3 clusters Score: Raw -150449.732443 + Penalty 3392.380313 = -147057.352130 nChanged 11 SP:Iteration 18Q (11489.930000 sec): 3 clusters Score: Raw -150484.618218 + Penalty 3392.380313 = -147092.237904 nChanged 8 SP:Iteration 19Q (11490.100000 sec): 3 clusters Score: Raw -150512.793563 + Penalty 3392.380313 = -147120.413249 nChanged 6 SP:Iteration 20F (11490.260000 sec): 3 clusters Score: Raw -150536.403801 + Penalty 3392.380313 = -147144.023488 nChanged 10 SP:Iteration 21Q (11490.400000 sec): 3 clusters Score: Raw -150565.112657 + Penalty 3392.380313 = -147172.732344 nChanged 8 SP:Iteration 22Q (11490.560000 sec): 3 clusters Score: Raw -150582.168630 + Penalty 3392.380313 = -147189.788316 nChanged 7 SP:Iteration 23Q (11490.720000 sec): 3 clusters Score: Raw -150599.619265 + Penalty 3392.380313 = -147207.238952 nChanged 7 SP:Iteration 24Q (11490.890000 sec): 3 clusters Score: Raw -150617.035059 + Penalty 3392.380313 = -147224.654746 nChanged 3 SP:Iteration 25Q (11491.060000 sec): 3 clusters Score: Raw -150625.556879 + Penalty 3392.380313 = -147233.176565 nChanged 3 SP:Iteration 26Q (11491.230000 sec): 3 clusters Score: Raw -150635.088641 + Penalty 3392.380313 = -147242.708328 nChanged 4 SP:Iteration 27Q (11491.390000 sec): 3 clusters Score: Raw -150648.516105 + Penalty 3392.380313 = -147256.135792 nChanged 4 SP:Iteration 28Q (11491.550000 sec): 3 clusters Score: Raw -150657.195933 + Penalty 3392.380313 = -147264.815620 nChanged 8 SP:Iteration 29Q (11491.720000 sec): 3 clusters Score: Raw -150678.770844 + Penalty 3392.380313 = -147286.390531 nChanged 7 SP:Iteration 30Q (11491.890000 sec): 3 clusters Score: Raw -150693.682019 + Penalty 3392.380313 = -147301.301705 nChanged 5 SP:Iteration 31Q (11492.050000 sec): 3 clusters Score: Raw -150706.707466 + Penalty 3392.380313 = -147314.327153 nChanged 2 SP:Iteration 32Q (11492.210000 sec): 3 clusters Score: Raw -150714.773533 + Penalty 3392.380313 = -147322.393220 nChanged 2 SP:Iteration 33Q (11492.370000 sec): 3 clusters Score: Raw -150721.971592 + Penalty 3392.380313 = -147329.591279 nChanged 3 SP:Iteration 34Q (11492.530000 sec): 3 clusters Score: Raw -150728.940081 + Penalty 3392.380313 = -147336.559768 nChanged 4 SP:Iteration 35Q (11492.690000 sec): 3 clusters Score: Raw -150740.418483 + Penalty 3392.380313 = -147348.038170 nChanged 4 SP:Iteration 36Q (11492.830000 sec): 3 clusters Score: Raw -150756.719805 + Penalty 3392.380313 = -147364.339491 nChanged 6 SP:Iteration 37Q (11492.980000 sec): 3 clusters Score: Raw -150788.016129 + Penalty 3392.380313 = -147395.635816 nChanged 6 SP:Iteration 38Q (11493.130000 sec): 3 clusters Score: Raw -150840.074327 + Penalty 3392.380313 = -147447.694014 nChanged 7 SP:Iteration 39Q (11493.290000 sec): 3 clusters Score: Raw -150948.012157 + Penalty 3392.380313 = -147555.631843 nChanged 10 SP:Iteration 40F (11493.440000 sec): 3 clusters Score: Raw -151093.926701 + Penalty 3392.380313 = -147701.546387 nChanged 11 SP:Iteration 41Q (11493.610000 sec): 3 clusters Score: Raw -151163.166783 + Penalty 3392.380313 = -147770.786470 nChanged 6 SP:Iteration 42Q (11493.770000 sec): 3 clusters Score: Raw -151178.690411 + Penalty 3392.380313 = -147786.310098 nChanged 6 SP:Iteration 43Q (11493.940000 sec): 3 clusters Score: Raw -151188.898924 + Penalty 3392.380313 = -147796.518611 nChanged 3 SP:Iteration 44Q (11494.100000 sec): 3 clusters Score: Raw -151193.982665 + Penalty 3392.380313 = -147801.602351 nChanged 3 SP:Iteration 45Q (11494.260000 sec): 3 clusters Score: Raw -151201.617981 + Penalty 3392.380313 = -147809.237667 nChanged 5 SP:Iteration 46Q (11494.430000 sec): 3 clusters Score: Raw -151211.826679 + Penalty 3392.380313 = -147819.446365 nChanged 3 SP:Iteration 47Q (11494.630000 sec): 3 clusters Score: Raw -151216.615057 + Penalty 3392.380313 = -147824.234743 nChanged 0 SP:Iteration 48F (11494.830000 sec): 3 clusters Score: Raw -151216.615057 + Penalty 3392.380313 = -147824.234743 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (82844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11495.290000 sec): 2 clusters Score: Raw -14078470.500530 + Penalty 2808.529221 = -14075661.971309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11496.140000 sec): 3 clusters Score: Raw -14025898.039664 + Penalty 5617.058442 = -14020280.981222 nChanged 38836 SP:Iteration 1F (11496.820000 sec): 3 clusters Score: Raw -14048221.764937 + Penalty 5617.058442 = -14042604.706495 nChanged 2947 SP:Iteration 2Q (11497.590000 sec): 3 clusters Score: Raw -14049067.081358 + Penalty 5617.058442 = -14043450.022916 nChanged 3161 SP:Iteration 3Q (11498.450000 sec): 3 clusters Score: Raw -14050105.830786 + Penalty 5617.058442 = -14044488.772344 nChanged 3718 SP:Iteration 4Q (11499.220000 sec): 3 clusters Score: Raw -14051637.918575 + Penalty 5617.058442 = -14046020.860133 nChanged 4586 SP:Iteration 5F (11499.880000 sec): 3 clusters Score: Raw -14054001.745870 + Penalty 5617.058442 = -14048384.687428 nChanged 5436 SP:Iteration 6F (11500.550000 sec): 3 clusters Score: Raw -14057286.442555 + Penalty 5617.058442 = -14051669.384113 nChanged 5783 SP:Iteration 7F (11501.210000 sec): 3 clusters Score: Raw -14061324.563655 + Penalty 5617.058442 = -14055707.505213 nChanged 5401 SP:Iteration 8F (11501.960000 sec): 3 clusters Score: Raw -14065462.726941 + Penalty 5617.058442 = -14059845.668499 nChanged 4462 SP:Iteration 9F (11502.670000 sec): 3 clusters Score: Raw -14069239.843220 + Penalty 5617.058442 = -14063622.784779 nChanged 3402 SP:Iteration 10Q (11503.400000 sec): 3 clusters Score: Raw -14072085.727358 + Penalty 5617.058442 = -14066468.668916 nChanged 2400 SP:Iteration 11Q (11504.240000 sec): 3 clusters Score: Raw -14073798.500485 + Penalty 5617.058442 = -14068181.442043 nChanged 1667 SP:Iteration 12Q (11504.900000 sec): 3 clusters Score: Raw -14074748.901042 + Penalty 5617.058442 = -14069131.842600 nChanged 1207 SP:Iteration 13Q (11505.670000 sec): 3 clusters Score: Raw -14075314.238761 + Penalty 5617.058442 = -14069697.180319 nChanged 946 SP:Iteration 14Q (11506.430000 sec): 3 clusters Score: Raw -14075700.681836 + Penalty 5617.058442 = -14070083.623394 nChanged 863 SP:Iteration 15Q (11507.260000 sec): 3 clusters Score: Raw -14076034.581182 + Penalty 5617.058442 = -14070417.522740 nChanged 805 SP:Iteration 16Q (11507.970000 sec): 3 clusters Score: Raw -14076338.646687 + Penalty 5617.058442 = -14070721.588245 nChanged 733 SP:Iteration 17Q (11508.590000 sec): 3 clusters Score: Raw -14076611.004494 + Penalty 5617.058442 = -14070993.946052 nChanged 681 SP:Iteration 18Q (11509.150000 sec): 3 clusters Score: Raw -14076886.667987 + Penalty 5617.058442 = -14071269.609545 nChanged 643 SP:Iteration 19Q (11509.900000 sec): 3 clusters Score: Raw -14077153.432278 + Penalty 5617.058442 = -14071536.373836 nChanged 601 SP:Iteration 20F (11510.570000 sec): 3 clusters Score: Raw -14077405.822085 + Penalty 5617.058442 = -14071788.763643 nChanged 525 SP:Iteration 21Q (11511.250000 sec): 3 clusters Score: Raw -14077635.359948 + Penalty 5617.058442 = -14072018.301507 nChanged 487 SP:Iteration 22Q (11511.870000 sec): 3 clusters Score: Raw -14077849.704949 + Penalty 5617.058442 = -14072232.646507 nChanged 451 SP:Iteration 23Q (11512.610000 sec): 3 clusters Score: Raw -14078052.751236 + Penalty 5617.058442 = -14072435.692795 nChanged 400 SP:Iteration 24Q (11513.340000 sec): 3 clusters Score: Raw -14078233.337058 + Penalty 5617.058442 = -14072616.278617 nChanged 343 SP:Iteration 25Q (11514.130000 sec): 3 clusters Score: Raw -14078379.081160 + Penalty 5617.058442 = -14072762.022719 nChanged 289 SP:Iteration 26Q (11514.910000 sec): 3 clusters Score: Raw -14078501.712739 + Penalty 5617.058442 = -14072884.654297 nChanged 268 SP:Iteration 27Q (11515.620000 sec): 3 clusters Score: Raw -14078611.869779 + Penalty 5617.058442 = -14072994.811337 nChanged 226 SP:Iteration 28Q (11516.190000 sec): 3 clusters Score: Raw -14078708.882726 + Penalty 5617.058442 = -14073091.824284 nChanged 218 SP:Iteration 29Q (11516.930000 sec): 3 clusters Score: Raw -14078800.527068 + Penalty 5617.058442 = -14073183.468627 nChanged 187 SP:Iteration 30Q (11517.650000 sec): 3 clusters Score: Raw -14078888.550152 + Penalty 5617.058442 = -14073271.491710 nChanged 177 SP:Iteration 31Q (11518.390000 sec): 3 clusters Score: Raw -14078967.496489 + Penalty 5617.058442 = -14073350.438048 nChanged 140 SP:Iteration 32Q (11519.190000 sec): 3 clusters Score: Raw -14079021.043099 + Penalty 5617.058442 = -14073403.984657 nChanged 122 SP:Iteration 33Q (11519.840000 sec): 3 clusters Score: Raw -14079072.405958 + Penalty 5617.058442 = -14073455.347516 nChanged 131 SP:Iteration 34Q (11520.490000 sec): 3 clusters Score: Raw -14079133.495112 + Penalty 5617.058442 = -14073516.436671 nChanged 115 SP:Iteration 35Q (11521.100000 sec): 3 clusters Score: Raw -14079194.877896 + Penalty 5617.058442 = -14073577.819454 nChanged 121 SP:Iteration 36Q (11521.760000 sec): 3 clusters Score: Raw -14079264.915796 + Penalty 5617.058442 = -14073647.857354 nChanged 106 SP:Iteration 37Q (11522.490000 sec): 3 clusters Score: Raw -14079325.994160 + Penalty 5617.058442 = -14073708.935718 nChanged 108 SP:Iteration 38Q (11523.230000 sec): 3 clusters Score: Raw -14079381.917324 + Penalty 5617.058442 = -14073764.858883 nChanged 89 SP:Iteration 39Q (11523.840000 sec): 3 clusters Score: Raw -14079424.196772 + Penalty 5617.058442 = -14073807.138331 nChanged 76 SP:Iteration 40F (11524.540000 sec): 3 clusters Score: Raw -14079456.668439 + Penalty 5617.058442 = -14073839.609997 nChanged 67 SP:Iteration 41Q (11525.250000 sec): 3 clusters Score: Raw -14079483.831100 + Penalty 5617.058442 = -14073866.772659 nChanged 54 SP:Iteration 42Q (11526.050000 sec): 3 clusters Score: Raw -14079506.333841 + Penalty 5617.058442 = -14073889.275399 nChanged 43 SP:Iteration 43Q (11526.830000 sec): 3 clusters Score: Raw -14079520.358289 + Penalty 5617.058442 = -14073903.299847 nChanged 40 SP:Iteration 44Q (11527.510000 sec): 3 clusters Score: Raw -14079535.518765 + Penalty 5617.058442 = -14073918.460324 nChanged 35 SP:Iteration 45Q (11528.200000 sec): 3 clusters Score: Raw -14079549.260456 + Penalty 5617.058442 = -14073932.202014 nChanged 33 SP:Iteration 46Q (11528.720000 sec): 3 clusters Score: Raw -14079559.944191 + Penalty 5617.058442 = -14073942.885750 nChanged 17 SP:Iteration 47Q (11529.300000 sec): 3 clusters Score: Raw -14079564.556607 + Penalty 5617.058442 = -14073947.498166 nChanged 16 SP:Iteration 48Q (11529.960000 sec): 3 clusters Score: Raw -14079568.742413 + Penalty 5617.058442 = -14073951.683972 nChanged 13 SP:Iteration 49Q (11530.520000 sec): 3 clusters Score: Raw -14079572.163440 + Penalty 5617.058442 = -14073955.104998 nChanged 14 SP:Iteration 50Q (11531.110000 sec): 3 clusters Score: Raw -14079576.504243 + Penalty 5617.058442 = -14073959.445801 nChanged 15 SP:Iteration 51Q (11531.620000 sec): 3 clusters Score: Raw -14079580.102001 + Penalty 5617.058442 = -14073963.043559 nChanged 10 SP:Iteration 52Q (11532.290000 sec): 3 clusters Score: Raw -14079582.750744 + Penalty 5617.058442 = -14073965.692302 nChanged 15 SP:Iteration 53Q (11532.990000 sec): 3 clusters Score: Raw -14079587.321590 + Penalty 5617.058442 = -14073970.263149 nChanged 14 SP:Iteration 54Q (11533.720000 sec): 3 clusters Score: Raw -14079591.346742 + Penalty 5617.058442 = -14073974.288300 nChanged 12 SP:Iteration 55Q (11534.400000 sec): 3 clusters Score: Raw -14079594.568817 + Penalty 5617.058442 = -14073977.510375 nChanged 11 SP:Iteration 56Q (11535.150000 sec): 3 clusters Score: Raw -14079597.160006 + Penalty 5617.058442 = -14073980.101564 nChanged 5 SP:Iteration 57Q (11535.890000 sec): 3 clusters Score: Raw -14079598.132908 + Penalty 5617.058442 = -14073981.074466 nChanged 6 SP:Iteration 58Q (11536.720000 sec): 3 clusters Score: Raw -14079599.189138 + Penalty 5617.058442 = -14073982.130696 nChanged 2 SP:Iteration 59Q (11537.340000 sec): 3 clusters Score: Raw -14079599.705205 + Penalty 5617.058442 = -14073982.646763 nChanged 3 SP:Iteration 60F (11538.060000 sec): 3 clusters Score: Raw -14079600.683458 + Penalty 5617.058442 = -14073983.625016 nChanged 4 SP:Iteration 61Q (11538.790000 sec): 3 clusters Score: Raw -14079601.433423 + Penalty 5617.058442 = -14073984.374981 nChanged 2 SP:Iteration 62Q (11539.540000 sec): 3 clusters Score: Raw -14079602.195729 + Penalty 5617.058442 = -14073985.137287 nChanged 4 SP:Iteration 63Q (11540.340000 sec): 3 clusters Score: Raw -14079603.240026 + Penalty 5617.058442 = -14073986.181585 nChanged 4 SP:Iteration 64Q (11541.040000 sec): 3 clusters Score: Raw -14079604.339771 + Penalty 5617.058442 = -14073987.281330 nChanged 4 SP:Iteration 65Q (11541.670000 sec): 3 clusters Score: Raw -14079605.352025 + Penalty 5617.058442 = -14073988.293584 nChanged 2 SP:Iteration 66Q (11542.330000 sec): 3 clusters Score: Raw -14079605.833946 + Penalty 5617.058442 = -14073988.775504 nChanged 3 SP:Iteration 67Q (11542.950000 sec): 3 clusters Score: Raw -14079606.446288 + Penalty 5617.058442 = -14073989.387846 nChanged 1 SP:Iteration 68Q (11543.600000 sec): 3 clusters Score: Raw -14079606.541583 + Penalty 5617.058442 = -14073989.483142 nChanged 0 SP:Iteration 69F (11544.320000 sec): 3 clusters Score: Raw -14079606.541583 + Penalty 5617.058442 = -14073989.483142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11544.400000 sec): 2 clusters Score: Raw -56131.526878 + Penalty 1502.662553 = -54628.864325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11544.580000 sec): 3 clusters Score: Raw -56298.562410 + Penalty 3005.325105 = -53293.237305 nChanged 102 SP:Iteration 1F (11544.710000 sec): 3 clusters Score: Raw -56614.580668 + Penalty 3005.325105 = -53609.255563 nChanged 35 SP:Iteration 2F (11544.820000 sec): 3 clusters Score: Raw -56794.879335 + Penalty 3005.325105 = -53789.554230 nChanged 21 SP:Iteration 3Q (11544.930000 sec): 3 clusters Score: Raw -56915.211924 + Penalty 3005.325105 = -53909.886819 nChanged 16 SP:Iteration 4Q (11545.100000 sec): 3 clusters Score: Raw -57014.352536 + Penalty 3005.325105 = -54009.027431 nChanged 12 SP:Iteration 5Q (11545.260000 sec): 3 clusters Score: Raw -57191.605612 + Penalty 3005.325105 = -54186.280507 nChanged 10 SP:Iteration 6Q (11545.380000 sec): 3 clusters Score: Raw -57401.614485 + Penalty 3005.325105 = -54396.289380 nChanged 12 SP:Iteration 7Q (11545.530000 sec): 3 clusters Score: Raw -57683.865373 + Penalty 3005.325105 = -54678.540268 nChanged 18 SP:Iteration 8Q (11545.700000 sec): 3 clusters Score: Raw -57763.964069 + Penalty 3005.325105 = -54758.638964 nChanged 9 SP:Iteration 9Q (11545.860000 sec): 3 clusters Score: Raw -57794.965391 + Penalty 3005.325105 = -54789.640286 nChanged 1 SP:Iteration 10Q (11546.020000 sec): 3 clusters Score: Raw -57799.789725 + Penalty 3005.325105 = -54794.464620 nChanged 1 SP:Iteration 11Q (11546.180000 sec): 3 clusters Score: Raw -57812.698660 + Penalty 3005.325105 = -54807.373555 nChanged 1 SP:Iteration 12Q (11546.360000 sec): 3 clusters Score: Raw -57816.438716 + Penalty 3005.325105 = -54811.113611 nChanged 0 SP:Iteration 13F (11546.530000 sec): 3 clusters Score: Raw -57816.438716 + Penalty 3005.325105 = -54811.113611 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (14484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11546.640000 sec): 2 clusters Score: Raw -2507842.694629 + Penalty 2376.038368 = -2505466.656261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11546.970000 sec): 3 clusters Score: Raw -2499964.052878 + Penalty 4752.076736 = -2495211.976142 nChanged 6227 SP:Iteration 1F (11547.260000 sec): 3 clusters Score: Raw -2504320.951216 + Penalty 4752.076736 = -2499568.874480 nChanged 1202 SP:Iteration 2F (11547.520000 sec): 3 clusters Score: Raw -2505176.087705 + Penalty 4752.076736 = -2500424.010969 nChanged 1024 SP:Iteration 3F (11547.800000 sec): 3 clusters Score: Raw -2506107.582651 + Penalty 4752.076736 = -2501355.505915 nChanged 1050 SP:Iteration 4F (11548.080000 sec): 3 clusters Score: Raw -2507412.516612 + Penalty 4752.076736 = -2502660.439876 nChanged 1076 SP:Iteration 5F (11548.390000 sec): 3 clusters Score: Raw -2509288.569025 + Penalty 4752.076736 = -2504536.492289 nChanged 1206 SP:Iteration 6F (11548.660000 sec): 3 clusters Score: Raw -2511310.414273 + Penalty 4752.076736 = -2506558.337537 nChanged 1124 SP:Iteration 7F (11548.980000 sec): 3 clusters Score: Raw -2513020.284430 + Penalty 4752.076736 = -2508268.207694 nChanged 916 SP:Iteration 8F (11549.240000 sec): 3 clusters Score: Raw -2514286.804326 + Penalty 4752.076736 = -2509534.727590 nChanged 684 SP:Iteration 9Q (11549.490000 sec): 3 clusters Score: Raw -2515194.153158 + Penalty 4752.076736 = -2510442.076422 nChanged 529 SP:Iteration 10Q (11549.750000 sec): 3 clusters Score: Raw -2515695.929759 + Penalty 4752.076736 = -2510943.853023 nChanged 333 SP:Iteration 11Q (11550.020000 sec): 3 clusters Score: Raw -2515856.990675 + Penalty 4752.076736 = -2511104.913939 nChanged 239 SP:Iteration 12Q (11550.280000 sec): 3 clusters Score: Raw -2515956.969777 + Penalty 4752.076736 = -2511204.893041 nChanged 179 SP:Iteration 13Q (11550.570000 sec): 3 clusters Score: Raw -2516022.746936 + Penalty 4752.076736 = -2511270.670200 nChanged 153 SP:Iteration 14Q (11550.800000 sec): 3 clusters Score: Raw -2516077.555493 + Penalty 4752.076736 = -2511325.478757 nChanged 154 SP:Iteration 15Q (11551.110000 sec): 3 clusters Score: Raw -2516139.907428 + Penalty 4752.076736 = -2511387.830692 nChanged 164 SP:Iteration 16Q (11551.350000 sec): 3 clusters Score: Raw -2516201.997821 + Penalty 4752.076736 = -2511449.921085 nChanged 162 SP:Iteration 17Q (11551.570000 sec): 3 clusters Score: Raw -2516276.044951 + Penalty 4752.076736 = -2511523.968215 nChanged 174 SP:Iteration 18Q (11551.810000 sec): 3 clusters Score: Raw -2516366.565724 + Penalty 4752.076736 = -2511614.488988 nChanged 192 SP:Iteration 19Q (11552.010000 sec): 3 clusters Score: Raw -2516474.894827 + Penalty 4752.076736 = -2511722.818091 nChanged 235 SP:Iteration 20F (11552.270000 sec): 3 clusters Score: Raw -2516667.644903 + Penalty 4752.076736 = -2511915.568167 nChanged 275 SP:Iteration 21Q (11552.470000 sec): 3 clusters Score: Raw -2516941.612212 + Penalty 4752.076736 = -2512189.535476 nChanged 317 SP:Iteration 22Q (11552.750000 sec): 3 clusters Score: Raw -2517376.295795 + Penalty 4752.076736 = -2512624.219059 nChanged 314 SP:Iteration 23Q (11552.940000 sec): 3 clusters Score: Raw -2518008.973304 + Penalty 4752.076736 = -2513256.896569 nChanged 289 SP:Iteration 24Q (11553.170000 sec): 3 clusters Score: Raw -2518685.341601 + Penalty 4752.076736 = -2513933.264865 nChanged 195 SP:Iteration 25Q (11553.420000 sec): 3 clusters Score: Raw -2519013.104032 + Penalty 4752.076736 = -2514261.027296 nChanged 62 SP:Iteration 26Q (11553.660000 sec): 3 clusters Score: Raw -2519044.866482 + Penalty 4752.076736 = -2514292.789746 nChanged 23 SP:Iteration 27Q (11553.890000 sec): 3 clusters Score: Raw -2519053.866987 + Penalty 4752.076736 = -2514301.790251 nChanged 9 SP:Iteration 28Q (11554.110000 sec): 3 clusters Score: Raw -2519056.837807 + Penalty 4752.076736 = -2514304.761071 nChanged 4 SP:Iteration 29Q (11554.330000 sec): 3 clusters Score: Raw -2519057.694209 + Penalty 4752.076736 = -2514305.617473 nChanged 1 SP:Iteration 30Q (11554.570000 sec): 3 clusters Score: Raw -2519058.030597 + Penalty 4752.076736 = -2514305.953861 nChanged 1 SP:Iteration 31Q (11554.800000 sec): 3 clusters Score: Raw -2519058.253835 + Penalty 4752.076736 = -2514306.177099 nChanged 3 SP:Iteration 32Q (11555.040000 sec): 3 clusters Score: Raw -2519059.104606 + Penalty 4752.076736 = -2514307.027870 nChanged 1 SP:Iteration 33Q (11555.250000 sec): 3 clusters Score: Raw -2519059.244380 + Penalty 4752.076736 = -2514307.167644 nChanged 0 SP:Iteration 34F (11555.520000 sec): 3 clusters Score: Raw -2519059.244380 + Penalty 4752.076736 = -2514307.167644 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11555.590000 sec): 2 clusters Score: Raw -141970.822525 + Penalty 1696.455539 = -140274.366985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11555.740000 sec): 3 clusters Score: Raw -141782.098326 + Penalty 3392.911079 = -138389.187248 nChanged 221 SP:Iteration 1F (11555.890000 sec): 3 clusters Score: Raw -142137.419640 + Penalty 3392.911079 = -138744.508561 nChanged 83 SP:Iteration 2F (11556.050000 sec): 3 clusters Score: Raw -142370.770715 + Penalty 3392.911079 = -138977.859637 nChanged 63 SP:Iteration 3F (11556.240000 sec): 3 clusters Score: Raw -142545.807160 + Penalty 3392.911079 = -139152.896082 nChanged 57 SP:Iteration 4F (11556.370000 sec): 3 clusters Score: Raw -142723.309792 + Penalty 3392.911079 = -139330.398714 nChanged 45 SP:Iteration 5Q (11556.510000 sec): 3 clusters Score: Raw -142865.375029 + Penalty 3392.911079 = -139472.463950 nChanged 38 SP:Iteration 6Q (11556.640000 sec): 3 clusters Score: Raw -142990.238963 + Penalty 3392.911079 = -139597.327885 nChanged 47 SP:Iteration 7F (11556.840000 sec): 3 clusters Score: Raw -143155.802507 + Penalty 3392.911079 = -139762.891428 nChanged 49 SP:Iteration 8F (11556.980000 sec): 3 clusters Score: Raw -143433.055188 + Penalty 3392.911079 = -140040.144110 nChanged 46 SP:Iteration 9Q (11557.120000 sec): 3 clusters Score: Raw -143766.546812 + Penalty 3392.911079 = -140373.635734 nChanged 39 SP:Iteration 10Q (11557.250000 sec): 3 clusters Score: Raw -144193.834172 + Penalty 3392.911079 = -140800.923093 nChanged 19 SP:Iteration 11Q (11557.390000 sec): 3 clusters Score: Raw -144451.177266 + Penalty 3392.911079 = -141058.266187 nChanged 9 SP:Iteration 12Q (11557.530000 sec): 3 clusters Score: Raw -144476.197810 + Penalty 3392.911079 = -141083.286731 nChanged 2 SP:Iteration 13Q (11557.670000 sec): 3 clusters Score: Raw -144480.523497 + Penalty 3392.911079 = -141087.612418 nChanged 0 SP:Iteration 14F (11557.810000 sec): 3 clusters Score: Raw -144480.523497 + Penalty 3392.911079 = -141087.612418 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11557.860000 sec): 2 clusters Score: Raw -65024.982645 + Penalty 1501.500958 = -63523.481687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11558.000000 sec): 3 clusters Score: Raw -65196.265413 + Penalty 3003.001916 = -62193.263497 nChanged 78 SP:Iteration 1F (11558.150000 sec): 3 clusters Score: Raw -65561.694486 + Penalty 3003.001916 = -62558.692570 nChanged 43 SP:Iteration 2F (11558.290000 sec): 3 clusters Score: Raw -65945.176827 + Penalty 3003.001916 = -62942.174912 nChanged 44 SP:Iteration 3F (11558.430000 sec): 3 clusters Score: Raw -66412.982234 + Penalty 3003.001916 = -63409.980319 nChanged 28 SP:Iteration 4F (11558.570000 sec): 3 clusters Score: Raw -66901.253384 + Penalty 3003.001916 = -63898.251468 nChanged 15 SP:Iteration 5Q (11558.710000 sec): 3 clusters Score: Raw -67343.701731 + Penalty 3003.001916 = -64340.699815 nChanged 4 SP:Iteration 6Q (11558.850000 sec): 3 clusters Score: Raw -67549.745642 + Penalty 3003.001916 = -64546.743727 nChanged 0 SP:Iteration 7F (11558.990000 sec): 3 clusters Score: Raw -67549.745642 + Penalty 3003.001916 = -64546.743727 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11559.050000 sec): 2 clusters Score: Raw -57748.371280 + Penalty 1518.921481 = -56229.449799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11559.190000 sec): 3 clusters Score: Raw -57996.829534 + Penalty 3037.842962 = -54958.986572 nChanged 132 SP:Iteration 1F (11559.330000 sec): 3 clusters Score: Raw -58319.996264 + Penalty 3037.842962 = -55282.153302 nChanged 33 SP:Iteration 2F (11559.490000 sec): 3 clusters Score: Raw -58418.326761 + Penalty 3037.842962 = -55380.483799 nChanged 17 SP:Iteration 3Q (11559.650000 sec): 3 clusters Score: Raw -58496.136826 + Penalty 3037.842962 = -55458.293864 nChanged 17 SP:Iteration 4Q (11559.810000 sec): 3 clusters Score: Raw -58620.638630 + Penalty 3037.842962 = -55582.795668 nChanged 9 SP:Iteration 5Q (11559.970000 sec): 3 clusters Score: Raw -58708.521580 + Penalty 3037.842962 = -55670.678618 nChanged 4 SP:Iteration 6Q (11560.130000 sec): 3 clusters Score: Raw -58776.145192 + Penalty 3037.842962 = -55738.302230 nChanged 3 SP:Iteration 7Q (11560.290000 sec): 3 clusters Score: Raw -58793.674061 + Penalty 3037.842962 = -55755.831099 nChanged 4 SP:Iteration 8Q (11560.450000 sec): 3 clusters Score: Raw -58840.753156 + Penalty 3037.842962 = -55802.910194 nChanged 4 SP:Iteration 9Q (11560.610000 sec): 3 clusters Score: Raw -58855.407111 + Penalty 3037.842962 = -55817.564149 nChanged 4 SP:Iteration 10Q (11560.760000 sec): 3 clusters Score: Raw -58871.004557 + Penalty 3037.842962 = -55833.161595 nChanged 1 SP:Iteration 11Q (11560.920000 sec): 3 clusters Score: Raw -58871.886381 + Penalty 3037.842962 = -55834.043419 nChanged 0 SP:Iteration 12F (11561.080000 sec): 3 clusters Score: Raw -58876.332590 + Penalty 3037.842962 = -55838.489628 nChanged 1 SP:Iteration 13Q (11561.240000 sec): 3 clusters Score: Raw -58891.104292 + Penalty 3037.842962 = -55853.261330 nChanged 1 SP:Iteration 14Q (11561.400000 sec): 3 clusters Score: Raw -58906.930742 + Penalty 3037.842962 = -55869.087781 nChanged 2 SP:Iteration 15Q (11561.560000 sec): 3 clusters Score: Raw -58910.615969 + Penalty 3037.842962 = -55872.773007 nChanged 2 SP:Iteration 16Q (11561.720000 sec): 3 clusters Score: Raw -58983.579116 + Penalty 3037.842962 = -55945.736154 nChanged 5 SP:Iteration 17Q (11561.880000 sec): 3 clusters Score: Raw -59035.204726 + Penalty 3037.842962 = -55997.361764 nChanged 7 SP:Iteration 18Q (11562.020000 sec): 3 clusters Score: Raw -59080.117807 + Penalty 3037.842962 = -56042.274845 nChanged 2 SP:Iteration 19Q (11562.200000 sec): 3 clusters Score: Raw -59093.599901 + Penalty 3037.842962 = -56055.756939 nChanged 3 SP:Iteration 20F (11562.330000 sec): 3 clusters Score: Raw -59119.655574 + Penalty 3037.842962 = -56081.812612 nChanged 6 SP:Iteration 21Q (11562.460000 sec): 3 clusters Score: Raw -59209.164342 + Penalty 3037.842962 = -56171.321380 nChanged 8 SP:Iteration 22Q (11562.600000 sec): 3 clusters Score: Raw -59282.151421 + Penalty 3037.842962 = -56244.308459 nChanged 7 SP:Iteration 23Q (11562.720000 sec): 3 clusters Score: Raw -59327.081455 + Penalty 3037.842962 = -56289.238494 nChanged 5 SP:Iteration 24Q (11562.860000 sec): 3 clusters Score: Raw -59389.750669 + Penalty 3037.842962 = -56351.907707 nChanged 3 SP:Iteration 25Q (11562.990000 sec): 3 clusters Score: Raw -59582.372001 + Penalty 3037.842962 = -56544.529039 nChanged 4 SP:Iteration 26Q (11563.120000 sec): 3 clusters Score: Raw -59629.405489 + Penalty 3037.842962 = -56591.562527 nChanged 2 SP:Iteration 27Q (11563.250000 sec): 3 clusters Score: Raw -59652.363602 + Penalty 3037.842962 = -56614.520640 nChanged 2 SP:Iteration 28Q (11563.380000 sec): 3 clusters Score: Raw -59665.631531 + Penalty 3037.842962 = -56627.788570 nChanged 0 SP:Iteration 29F (11563.510000 sec): 3 clusters Score: Raw -59682.565354 + Penalty 3037.842962 = -56644.722393 nChanged 2 SP:Iteration 30Q (11563.640000 sec): 3 clusters Score: Raw -59738.912972 + Penalty 3037.842962 = -56701.070010 nChanged 7 SP:Iteration 31Q (11563.790000 sec): 3 clusters Score: Raw -59782.509599 + Penalty 3037.842962 = -56744.666637 nChanged 1 SP:Iteration 32Q (11563.930000 sec): 3 clusters Score: Raw -59789.508962 + Penalty 3037.842962 = -56751.666000 nChanged 1 SP:Iteration 33Q (11564.080000 sec): 3 clusters Score: Raw -59889.085153 + Penalty 3037.842962 = -56851.242191 nChanged 9 SP:Iteration 34Q (11564.220000 sec): 3 clusters Score: Raw -59998.538463 + Penalty 3037.842962 = -56960.695501 nChanged 5 SP:Iteration 35Q (11564.360000 sec): 3 clusters Score: Raw -60032.387552 + Penalty 3037.842962 = -56994.544590 nChanged 0 SP:Iteration 36F (11564.510000 sec): 3 clusters Score: Raw -60039.786478 + Penalty 3037.842962 = -57001.943516 nChanged 2 SP:Iteration 37Q (11564.650000 sec): 3 clusters Score: Raw -60094.408543 + Penalty 3037.842962 = -57056.565581 nChanged 2 SP:Iteration 38Q (11564.800000 sec): 3 clusters Score: Raw -60101.716685 + Penalty 3037.842962 = -57063.873723 nChanged 0 SP:Iteration 39F (11564.920000 sec): 3 clusters Score: Raw -60101.716685 + Penalty 3037.842962 = -57063.873723 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Deleting Class 46 (254 points): Lose 3036.808932 but Gain 3201.547851 Iteration 59Q (11607.390000 sec): 50 clusters Score: Raw -67995555.561196 + Penalty 156875.844716 = -67838679.716480 nChanged 1692 Iteration 60F (11663.400000 sec): 50 clusters Score: Raw -68000348.559558 + Penalty 156875.844716 = -67843472.714842 nChanged 2637 Iteration 61Q (11706.120000 sec): 50 clusters Score: Raw -68003804.926873 + Penalty 156875.844716 = -67846929.082157 nChanged 1497 Iteration 62Q (11747.840000 sec): 50 clusters Score: Raw -68005179.311050 + Penalty 156875.844716 = -67848303.466334 nChanged 1024 Iteration 63Q (11788.610000 sec): 50 clusters Score: Raw -68005891.700740 + Penalty 156875.844716 = -67849015.856024 nChanged 734 Iteration 64Q (11829.390000 sec): 50 clusters Score: Raw -68006459.044585 + Penalty 156875.844716 = -67849583.199869 nChanged 590 Iteration 65Q (11868.390000 sec): 50 clusters Score: Raw -68007242.333087 + Penalty 156875.844716 = -67850366.488371 nChanged 492 Iteration 66Q (11908.350000 sec): 50 clusters Score: Raw -68007597.383799 + Penalty 156875.844716 = -67850721.539083 nChanged 390 Iteration 67Q (11948.150000 sec): 50 clusters Score: Raw -68007802.758562 + Penalty 156875.844716 = -67850926.913845 nChanged 281 Iteration 68Q (11990.210000 sec): 50 clusters Score: Raw -68007930.506608 + Penalty 156875.844716 = -67851054.661892 nChanged 249 Iteration 69Q (12031.240000 sec): 50 clusters Score: Raw -68007988.966501 + Penalty 156875.844716 = -67851113.121785 nChanged 169 Iteration 70Q (12072.680000 sec): 50 clusters Score: Raw -68008017.546606 + Penalty 156875.844716 = -67851141.701890 nChanged 144 Iteration 71Q (12113.430000 sec): 50 clusters Score: Raw -68008048.724961 + Penalty 156875.844716 = -67851172.880245 nChanged 120 Iteration 72Q (12152.400000 sec): 50 clusters Score: Raw -68008081.022073 + Penalty 156875.844716 = -67851205.177357 nChanged 90 Iteration 73Q (12190.030000 sec): 50 clusters Score: Raw -68008105.086749 + Penalty 156875.844716 = -67851229.242033 nChanged 94 Iteration 74Q (12226.870000 sec): 50 clusters Score: Raw -68008117.455162 + Penalty 156875.844716 = -67851241.610446 nChanged 102 Iteration 75Q (12266.620000 sec): 50 clusters Score: Raw -68008134.226786 + Penalty 156875.844716 = -67851258.382070 nChanged 90 Iteration 76Q (12306.490000 sec): 50 clusters Score: Raw -68008146.648432 + Penalty 156875.844716 = -67851270.803716 nChanged 95 Iteration 77Q (12346.410000 sec): 50 clusters Score: Raw -68008157.330730 + Penalty 156875.844716 = -67851281.486014 nChanged 107 Iteration 78Q (12386.420000 sec): 50 clusters Score: Raw -68008174.289417 + Penalty 156875.844716 = -67851298.444701 nChanged 100 Iteration 79Q (12426.520000 sec): 50 clusters Score: Raw -68008184.333656 + Penalty 156875.844716 = -67851308.488940 nChanged 99 Iteration 80F (12483.090000 sec): 50 clusters Score: Raw -68008347.340628 + Penalty 156875.844716 = -67851471.495912 nChanged 124 Iteration 81Q (12524.380000 sec): 50 clusters Score: Raw -68008698.660829 + Penalty 156875.844716 = -67851822.816113 nChanged 115 Iteration 82Q (12563.600000 sec): 50 clusters Score: Raw -68009306.017794 + Penalty 156875.844716 = -67852430.173077 nChanged 100 Iteration 83Q (12600.670000 sec): 50 clusters Score: Raw -68009351.445423 + Penalty 156875.844716 = -67852475.600707 nChanged 82 Iteration 84Q (12639.800000 sec): 50 clusters Score: Raw -68009363.396362 + Penalty 156875.844716 = -67852487.551645 nChanged 78 Iteration 85Q (12677.960000 sec): 50 clusters Score: Raw -68009375.479536 + Penalty 156875.844716 = -67852499.634820 nChanged 77 Iteration 86Q (12718.340000 sec): 50 clusters Score: Raw -68009382.664712 + Penalty 156875.844716 = -67852506.819996 nChanged 65 Iteration 87Q (12756.790000 sec): 50 clusters Score: Raw -68009390.313770 + Penalty 156875.844716 = -67852514.469053 nChanged 58 Iteration 88Q (12796.060000 sec): 50 clusters Score: Raw -68009399.573168 + Penalty 156875.844716 = -67852523.728452 nChanged 51 Iteration 89Q (12837.380000 sec): 50 clusters Score: Raw -68009409.146636 + Penalty 156875.844716 = -67852533.301919 nChanged 38 Iteration 90Q (12877.500000 sec): 50 clusters Score: Raw -68009415.771112 + Penalty 156875.844716 = -67852539.926396 nChanged 33 Iteration 91Q (12919.010000 sec): 50 clusters Score: Raw -68009418.644813 + Penalty 156875.844716 = -67852542.800097 nChanged 24 Iteration 92Q (12958.850000 sec): 50 clusters Score: Raw -68009420.433038 + Penalty 156875.844716 = -67852544.588322 nChanged 18 Iteration 93Q (12997.670000 sec): 50 clusters Score: Raw -68009421.668365 + Penalty 156875.844716 = -67852545.823649 nChanged 17 Iteration 94Q (13038.210000 sec): 50 clusters Score: Raw -68009422.592277 + Penalty 156875.844716 = -67852546.747561 nChanged 18 Iteration 95Q (13077.440000 sec): 50 clusters Score: Raw -68009424.364158 + Penalty 156875.844716 = -67852548.519442 nChanged 11 Iteration 96Q (13118.950000 sec): 50 clusters Score: Raw -68009425.055340 + Penalty 156875.844716 = -67852549.210624 nChanged 17 Iteration 97Q (13160.430000 sec): 50 clusters Score: Raw -68009426.193294 + Penalty 156875.844716 = -67852550.348578 nChanged 18 Iteration 98Q (13200.360000 sec): 50 clusters Score: Raw -68009428.773207 + Penalty 156875.844716 = -67852552.928490 nChanged 13 Writing temp clu file Because OldScore, -67852550.348578, is greater than current (better) Score,-67852552.928490 Compute initial score before splitting: Score: Raw -68009428.773207 + Penalty 156875.844716 = -67852552.928490 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13200.430000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13200.630000 sec): 3 clusters Score: Raw -44380.015605 + Penalty 2778.650935 = -41601.364670 nChanged 23 SP:Iteration 1F (13200.790000 sec): 3 clusters Score: Raw -44452.174177 + Penalty 2778.650935 = -41673.523242 nChanged 3 SP:Iteration 2Q (13200.950000 sec): 3 clusters Score: Raw -44477.417895 + Penalty 2778.650935 = -41698.766960 nChanged 1 SP:Iteration 3Q (13201.160000 sec): 3 clusters Score: Raw -44478.337833 + Penalty 2778.650935 = -41699.686898 nChanged 1 SP:Iteration 4Q (13201.280000 sec): 3 clusters Score: Raw -44482.210897 + Penalty 2778.650935 = -41703.559962 nChanged 0 SP:Iteration 5F (13201.450000 sec): 3 clusters Score: Raw -44482.210897 + Penalty 2778.650935 = -41703.559962 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (1811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13201.590000 sec): 2 clusters Score: Raw -284546.352704 + Penalty 1860.405346 = -282685.947359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13201.710000 sec): 3 clusters Score: Raw -284021.021943 + Penalty 3720.810691 = -280300.211252 nChanged 577 SP:Iteration 1F (13201.810000 sec): 3 clusters Score: Raw -284699.345716 + Penalty 3720.810691 = -280978.535025 nChanged 192 SP:Iteration 2F (13201.950000 sec): 3 clusters Score: Raw -285073.092082 + Penalty 3720.810691 = -281352.281391 nChanged 151 SP:Iteration 3F (13202.100000 sec): 3 clusters Score: Raw -285377.899080 + Penalty 3720.810691 = -281657.088389 nChanged 113 SP:Iteration 4F (13202.260000 sec): 3 clusters Score: Raw -285722.404067 + Penalty 3720.810691 = -282001.593376 nChanged 93 SP:Iteration 5F (13202.430000 sec): 3 clusters Score: Raw -286225.854753 + Penalty 3720.810691 = -282505.044062 nChanged 82 SP:Iteration 6Q (13202.590000 sec): 3 clusters Score: Raw -286478.170091 + Penalty 3720.810691 = -282757.359400 nChanged 56 SP:Iteration 7Q (13202.750000 sec): 3 clusters Score: Raw -286559.078849 + Penalty 3720.810691 = -282838.268158 nChanged 30 SP:Iteration 8Q (13202.910000 sec): 3 clusters Score: Raw -286588.538348 + Penalty 3720.810691 = -282867.727657 nChanged 15 SP:Iteration 9Q (13203.080000 sec): 3 clusters Score: Raw -286601.649040 + Penalty 3720.810691 = -282880.838349 nChanged 14 SP:Iteration 10Q (13203.240000 sec): 3 clusters Score: Raw -286615.264186 + Penalty 3720.810691 = -282894.453494 nChanged 7 SP:Iteration 11Q (13203.400000 sec): 3 clusters Score: Raw -286620.527119 + Penalty 3720.810691 = -282899.716428 nChanged 2 SP:Iteration 12Q (13203.570000 sec): 3 clusters Score: Raw -286621.497557 + Penalty 3720.810691 = -282900.686866 nChanged 0 SP:Iteration 13F (13203.730000 sec): 3 clusters Score: Raw -286621.497557 + Penalty 3720.810691 = -282900.686866 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13203.870000 sec): 2 clusters Score: Raw -1027326.200219 + Penalty 2167.126894 = -1025159.073324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13204.060000 sec): 3 clusters Score: Raw -1024367.241145 + Penalty 4334.253789 = -1020032.987356 nChanged 2432 SP:Iteration 1F (13204.240000 sec): 3 clusters Score: Raw -1026175.627381 + Penalty 4334.253789 = -1021841.373592 nChanged 672 SP:Iteration 2F (13204.430000 sec): 3 clusters Score: Raw -1027032.258103 + Penalty 4334.253789 = -1022698.004314 nChanged 600 SP:Iteration 3F (13204.570000 sec): 3 clusters Score: Raw -1027721.938761 + Penalty 4334.253789 = -1023387.684972 nChanged 454 SP:Iteration 4F (13204.750000 sec): 3 clusters Score: Raw -1028217.990991 + Penalty 4334.253789 = -1023883.737202 nChanged 342 SP:Iteration 5F (13204.920000 sec): 3 clusters Score: Raw -1028591.805533 + Penalty 4334.253789 = -1024257.551744 nChanged 257 SP:Iteration 6Q (13205.090000 sec): 3 clusters Score: Raw -1028845.677869 + Penalty 4334.253789 = -1024511.424080 nChanged 179 SP:Iteration 7Q (13205.270000 sec): 3 clusters Score: Raw -1028986.227361 + Penalty 4334.253789 = -1024651.973572 nChanged 140 SP:Iteration 8Q (13205.450000 sec): 3 clusters Score: Raw -1029064.096484 + Penalty 4334.253789 = -1024729.842695 nChanged 88 SP:Iteration 9Q (13205.620000 sec): 3 clusters Score: Raw -1029109.509632 + Penalty 4334.253789 = -1024775.255843 nChanged 73 SP:Iteration 10Q (13205.790000 sec): 3 clusters Score: Raw -1029138.968177 + Penalty 4334.253789 = -1024804.714388 nChanged 52 SP:Iteration 11Q (13205.970000 sec): 3 clusters Score: Raw -1029158.021575 + Penalty 4334.253789 = -1024823.767786 nChanged 34 SP:Iteration 12Q (13206.140000 sec): 3 clusters Score: Raw -1029167.759513 + Penalty 4334.253789 = -1024833.505724 nChanged 18 SP:Iteration 13Q (13206.310000 sec): 3 clusters Score: Raw -1029173.022368 + Penalty 4334.253789 = -1024838.768579 nChanged 9 SP:Iteration 14Q (13206.490000 sec): 3 clusters Score: Raw -1029175.578758 + Penalty 4334.253789 = -1024841.324969 nChanged 3 SP:Iteration 15Q (13206.660000 sec): 3 clusters Score: Raw -1029176.355891 + Penalty 4334.253789 = -1024842.102102 nChanged 4 SP:Iteration 16Q (13206.890000 sec): 3 clusters Score: Raw -1029177.228692 + Penalty 4334.253789 = -1024842.974903 nChanged 4 SP:Iteration 17Q (13207.070000 sec): 3 clusters Score: Raw -1029178.035259 + Penalty 4334.253789 = -1024843.781470 nChanged 1 SP:Iteration 18Q (13207.230000 sec): 3 clusters Score: Raw -1029178.188010 + Penalty 4334.253789 = -1024843.934221 nChanged 1 SP:Iteration 19Q (13207.450000 sec): 3 clusters Score: Raw -1029178.411622 + Penalty 4334.253789 = -1024844.157833 nChanged 1 SP:Iteration 20F (13207.660000 sec): 3 clusters Score: Raw -1029178.591411 + Penalty 4334.253789 = -1024844.337622 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13207.790000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13207.910000 sec): 3 clusters Score: Raw -94359.881082 + Penalty 3179.446741 = -91180.434341 nChanged 126 SP:Iteration 1F (13208.100000 sec): 3 clusters Score: Raw -94622.053542 + Penalty 3179.446741 = -91442.606801 nChanged 27 SP:Iteration 2Q (13208.230000 sec): 3 clusters Score: Raw -94691.151696 + Penalty 3179.446741 = -91511.704954 nChanged 18 SP:Iteration 3Q (13208.390000 sec): 3 clusters Score: Raw -94726.988705 + Penalty 3179.446741 = -91547.541964 nChanged 6 SP:Iteration 4Q (13208.550000 sec): 3 clusters Score: Raw -94741.617068 + Penalty 3179.446741 = -91562.170327 nChanged 8 SP:Iteration 5Q (13208.710000 sec): 3 clusters Score: Raw -94762.539409 + Penalty 3179.446741 = -91583.092668 nChanged 4 SP:Iteration 6Q (13208.870000 sec): 3 clusters Score: Raw -94766.229603 + Penalty 3179.446741 = -91586.782862 nChanged 2 SP:Iteration 7Q (13209.020000 sec): 3 clusters Score: Raw -94770.343907 + Penalty 3179.446741 = -91590.897165 nChanged 3 SP:Iteration 8Q (13209.180000 sec): 3 clusters Score: Raw -94775.980854 + Penalty 3179.446741 = -91596.534112 nChanged 2 SP:Iteration 9Q (13209.340000 sec): 3 clusters Score: Raw -94778.827235 + Penalty 3179.446741 = -91599.380493 nChanged 1 SP:Iteration 10Q (13209.500000 sec): 3 clusters Score: Raw -94780.128061 + Penalty 3179.446741 = -91600.681319 nChanged 0 SP:Iteration 11F (13209.660000 sec): 3 clusters Score: Raw -94780.128061 + Penalty 3179.446741 = -91600.681319 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (1356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13209.740000 sec): 2 clusters Score: Raw -231791.795488 + Penalty 1788.649028 = -230003.146459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13209.900000 sec): 3 clusters Score: Raw -231407.626713 + Penalty 3577.298056 = -227830.328656 nChanged 382 SP:Iteration 1F (13210.060000 sec): 3 clusters Score: Raw -231889.722446 + Penalty 3577.298056 = -228312.424390 nChanged 124 SP:Iteration 2F (13210.220000 sec): 3 clusters Score: Raw -232157.546126 + Penalty 3577.298056 = -228580.248070 nChanged 93 SP:Iteration 3F (13210.380000 sec): 3 clusters Score: Raw -232367.241050 + Penalty 3577.298056 = -228789.942993 nChanged 90 SP:Iteration 4F (13210.540000 sec): 3 clusters Score: Raw -232589.222105 + Penalty 3577.298056 = -229011.924049 nChanged 77 SP:Iteration 5F (13210.700000 sec): 3 clusters Score: Raw -232762.428196 + Penalty 3577.298056 = -229185.130140 nChanged 69 SP:Iteration 6F (13210.860000 sec): 3 clusters Score: Raw -232913.845915 + Penalty 3577.298056 = -229336.547858 nChanged 69 SP:Iteration 7F (13211.020000 sec): 3 clusters Score: Raw -233157.585999 + Penalty 3577.298056 = -229580.287943 nChanged 78 SP:Iteration 8F (13211.180000 sec): 3 clusters Score: Raw -233548.167214 + Penalty 3577.298056 = -229970.869158 nChanged 48 SP:Iteration 9Q (13211.340000 sec): 3 clusters Score: Raw -233684.511308 + Penalty 3577.298056 = -230107.213252 nChanged 23 SP:Iteration 10Q (13211.500000 sec): 3 clusters Score: Raw -233735.281980 + Penalty 3577.298056 = -230157.983923 nChanged 15 SP:Iteration 11Q (13211.660000 sec): 3 clusters Score: Raw -233759.783297 + Penalty 3577.298056 = -230182.485241 nChanged 8 SP:Iteration 12Q (13211.820000 sec): 3 clusters Score: Raw -233775.400172 + Penalty 3577.298056 = -230198.102115 nChanged 1 SP:Iteration 13Q (13211.980000 sec): 3 clusters Score: Raw -233776.881689 + Penalty 3577.298056 = -230199.583633 nChanged 2 SP:Iteration 14Q (13212.150000 sec): 3 clusters Score: Raw -233778.706262 + Penalty 3577.298056 = -230201.408205 nChanged 1 SP:Iteration 15Q (13212.330000 sec): 3 clusters Score: Raw -233779.388152 + Penalty 3577.298056 = -230202.090095 nChanged 0 SP:Iteration 16F (13212.470000 sec): 3 clusters Score: Raw -233779.388152 + Penalty 3577.298056 = -230202.090095 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13212.530000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13212.670000 sec): 3 clusters Score: Raw -19569.777587 + Penalty 2454.584906 = -17115.192682 nChanged 12 SP:Iteration 1F (13212.820000 sec): 3 clusters Score: Raw -19645.658871 + Penalty 2454.584906 = -17191.073965 nChanged 3 SP:Iteration 2Q (13212.980000 sec): 3 clusters Score: Raw -19663.390522 + Penalty 2454.584906 = -17208.805616 nChanged 2 SP:Iteration 3Q (13213.100000 sec): 3 clusters Score: Raw -19672.758222 + Penalty 2454.584906 = -17218.173316 nChanged 0 SP:Iteration 4F (13213.310000 sec): 3 clusters Score: Raw -19672.758222 + Penalty 2454.584906 = -17218.173316 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13213.370000 sec): 2 clusters Score: Raw -40086.069903 + Penalty 1412.045570 = -38674.024332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13213.550000 sec): 3 clusters Score: Raw -40315.117142 + Penalty 2824.091141 = -37491.026001 nChanged 47 SP:Iteration 1F (13213.710000 sec): 3 clusters Score: Raw -40522.463188 + Penalty 2824.091141 = -37698.372048 nChanged 13 SP:Iteration 2Q (13213.870000 sec): 3 clusters Score: Raw -40609.784979 + Penalty 2824.091141 = -37785.693839 nChanged 10 SP:Iteration 3Q (13214.030000 sec): 3 clusters Score: Raw -40670.375044 + Penalty 2824.091141 = -37846.283903 nChanged 5 SP:Iteration 4Q (13214.230000 sec): 3 clusters Score: Raw -40691.825675 + Penalty 2824.091141 = -37867.734535 nChanged 5 SP:Iteration 5Q (13214.390000 sec): 3 clusters Score: Raw -40725.354989 + Penalty 2824.091141 = -37901.263848 nChanged 4 SP:Iteration 6Q (13214.530000 sec): 3 clusters Score: Raw -40753.291505 + Penalty 2824.091141 = -37929.200364 nChanged 3 SP:Iteration 7Q (13214.690000 sec): 3 clusters Score: Raw -40782.346714 + Penalty 2824.091141 = -37958.255573 nChanged 4 SP:Iteration 8Q (13214.850000 sec): 3 clusters Score: Raw -40819.688611 + Penalty 2824.091141 = -37995.597471 nChanged 4 SP:Iteration 9Q (13215.010000 sec): 3 clusters Score: Raw -40863.212839 + Penalty 2824.091141 = -38039.121698 nChanged 3 SP:Iteration 10Q (13215.170000 sec): 3 clusters Score: Raw -40895.168651 + Penalty 2824.091141 = -38071.077510 nChanged 5 SP:Iteration 11Q (13215.320000 sec): 3 clusters Score: Raw -40925.872103 + Penalty 2824.091141 = -38101.780962 nChanged 1 SP:Iteration 12Q (13215.480000 sec): 3 clusters Score: Raw -40931.310705 + Penalty 2824.091141 = -38107.219565 nChanged 2 SP:Iteration 13Q (13215.640000 sec): 3 clusters Score: Raw -40944.129289 + Penalty 2824.091141 = -38120.038148 nChanged 1 SP:Iteration 14Q (13215.780000 sec): 3 clusters Score: Raw -40949.690443 + Penalty 2824.091141 = -38125.599302 nChanged 0 SP:Iteration 15F (13215.920000 sec): 3 clusters Score: Raw -40949.690443 + Penalty 2824.091141 = -38125.599302 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13216.040000 sec): 2 clusters Score: Raw -1031580.208175 + Penalty 2167.285869 = -1029412.922306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13216.210000 sec): 3 clusters Score: Raw -1028433.922422 + Penalty 4334.571738 = -1024099.350684 nChanged 2428 SP:Iteration 1F (13216.380000 sec): 3 clusters Score: Raw -1029864.737462 + Penalty 4334.571738 = -1025530.165724 nChanged 543 SP:Iteration 2F (13216.540000 sec): 3 clusters Score: Raw -1030389.804237 + Penalty 4334.571738 = -1026055.232500 nChanged 481 SP:Iteration 3F (13216.710000 sec): 3 clusters Score: Raw -1031011.053294 + Penalty 4334.571738 = -1026676.481557 nChanged 498 SP:Iteration 4F (13216.870000 sec): 3 clusters Score: Raw -1031581.056047 + Penalty 4334.571738 = -1027246.484309 nChanged 501 SP:Iteration 5F (13217.030000 sec): 3 clusters Score: Raw -1032187.431753 + Penalty 4334.571738 = -1027852.860015 nChanged 462 SP:Iteration 6F (13217.200000 sec): 3 clusters Score: Raw -1032679.751601 + Penalty 4334.571738 = -1028345.179863 nChanged 368 SP:Iteration 7F (13217.370000 sec): 3 clusters Score: Raw -1033051.624923 + Penalty 4334.571738 = -1028717.053186 nChanged 269 SP:Iteration 8Q (13217.560000 sec): 3 clusters Score: Raw -1033240.701330 + Penalty 4334.571738 = -1028906.129592 nChanged 151 SP:Iteration 9Q (13217.750000 sec): 3 clusters Score: Raw -1033318.940112 + Penalty 4334.571738 = -1028984.368374 nChanged 100 SP:Iteration 10Q (13217.930000 sec): 3 clusters Score: Raw -1033352.911756 + Penalty 4334.571738 = -1029018.340018 nChanged 54 SP:Iteration 11Q (13218.100000 sec): 3 clusters Score: Raw -1033369.323576 + Penalty 4334.571738 = -1029034.751838 nChanged 31 SP:Iteration 12Q (13218.280000 sec): 3 clusters Score: Raw -1033377.502027 + Penalty 4334.571738 = -1029042.930289 nChanged 25 SP:Iteration 13Q (13218.460000 sec): 3 clusters Score: Raw -1033384.278122 + Penalty 4334.571738 = -1029049.706384 nChanged 18 SP:Iteration 14Q (13218.630000 sec): 3 clusters Score: Raw -1033388.331852 + Penalty 4334.571738 = -1029053.760115 nChanged 10 SP:Iteration 15Q (13218.810000 sec): 3 clusters Score: Raw -1033392.271548 + Penalty 4334.571738 = -1029057.699811 nChanged 12 SP:Iteration 16Q (13219.070000 sec): 3 clusters Score: Raw -1033394.737544 + Penalty 4334.571738 = -1029060.165806 nChanged 5 SP:Iteration 17Q (13219.260000 sec): 3 clusters Score: Raw -1033395.588946 + Penalty 4334.571738 = -1029061.017208 nChanged 3 SP:Iteration 18Q (13219.400000 sec): 3 clusters Score: Raw -1033395.919043 + Penalty 4334.571738 = -1029061.347305 nChanged 3 SP:Iteration 19Q (13219.590000 sec): 3 clusters Score: Raw -1033397.468879 + Penalty 4334.571738 = -1029062.897141 nChanged 3 SP:Iteration 20F (13219.700000 sec): 3 clusters Score: Raw -1033398.721612 + Penalty 4334.571738 = -1029064.149874 nChanged 7 SP:Iteration 21Q (13219.900000 sec): 3 clusters Score: Raw -1033400.262022 + Penalty 4334.571738 = -1029065.690284 nChanged 6 SP:Iteration 22Q (13220.140000 sec): 3 clusters Score: Raw -1033401.241990 + Penalty 4334.571738 = -1029066.670253 nChanged 0 SP:Iteration 23F (13220.290000 sec): 3 clusters Score: Raw -1033401.241990 + Penalty 4334.571738 = -1029066.670253 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13220.390000 sec): 2 clusters Score: Raw -174071.040715 + Penalty 1709.626776 = -172361.413939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13220.550000 sec): 3 clusters Score: Raw -173879.435133 + Penalty 3419.253552 = -170460.181582 nChanged 250 SP:Iteration 1F (13220.710000 sec): 3 clusters Score: Raw -174173.258277 + Penalty 3419.253552 = -170754.004725 nChanged 59 SP:Iteration 2F (13220.870000 sec): 3 clusters Score: Raw -174256.133716 + Penalty 3419.253552 = -170836.880164 nChanged 31 SP:Iteration 3Q (13221.040000 sec): 3 clusters Score: Raw -174308.606052 + Penalty 3419.253552 = -170889.352500 nChanged 26 SP:Iteration 4Q (13221.200000 sec): 3 clusters Score: Raw -174335.583008 + Penalty 3419.253552 = -170916.329456 nChanged 11 SP:Iteration 5Q (13221.370000 sec): 3 clusters Score: Raw -174343.616591 + Penalty 3419.253552 = -170924.363039 nChanged 6 SP:Iteration 6Q (13221.530000 sec): 3 clusters Score: Raw -174347.627319 + Penalty 3419.253552 = -170928.373767 nChanged 3 SP:Iteration 7Q (13221.690000 sec): 3 clusters Score: Raw -174350.944211 + Penalty 3419.253552 = -170931.690659 nChanged 3 SP:Iteration 8Q (13221.870000 sec): 3 clusters Score: Raw -174353.472844 + Penalty 3419.253552 = -170934.219292 nChanged 1 SP:Iteration 9Q (13222.010000 sec): 3 clusters Score: Raw -174354.079258 + Penalty 3419.253552 = -170934.825706 nChanged 0 SP:Iteration 10F (13222.170000 sec): 3 clusters Score: Raw -174354.079258 + Penalty 3419.253552 = -170934.825706 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13222.250000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13222.410000 sec): 3 clusters Score: Raw -93160.016266 + Penalty 3168.726457 = -89991.289809 nChanged 120 SP:Iteration 1F (13222.570000 sec): 3 clusters Score: Raw -93368.283770 + Penalty 3168.726457 = -90199.557313 nChanged 26 SP:Iteration 2Q (13222.730000 sec): 3 clusters Score: Raw -93422.462078 + Penalty 3168.726457 = -90253.735621 nChanged 16 SP:Iteration 3Q (13222.890000 sec): 3 clusters Score: Raw -93465.360727 + Penalty 3168.726457 = -90296.634269 nChanged 18 SP:Iteration 4Q (13223.050000 sec): 3 clusters Score: Raw -93563.841377 + Penalty 3168.726457 = -90395.114920 nChanged 24 SP:Iteration 5Q (13223.210000 sec): 3 clusters Score: Raw -93803.287553 + Penalty 3168.726457 = -90634.561096 nChanged 19 SP:Iteration 6Q (13223.370000 sec): 3 clusters Score: Raw -93949.966558 + Penalty 3168.726457 = -90781.240101 nChanged 19 SP:Iteration 7Q (13223.530000 sec): 3 clusters Score: Raw -93987.690392 + Penalty 3168.726457 = -90818.963935 nChanged 13 SP:Iteration 8Q (13223.690000 sec): 3 clusters Score: Raw -94014.903643 + Penalty 3168.726457 = -90846.177186 nChanged 6 SP:Iteration 9Q (13223.850000 sec): 3 clusters Score: Raw -94029.384532 + Penalty 3168.726457 = -90860.658075 nChanged 9 SP:Iteration 10Q (13224.010000 sec): 3 clusters Score: Raw -94054.872313 + Penalty 3168.726457 = -90886.145856 nChanged 13 SP:Iteration 11Q (13224.170000 sec): 3 clusters Score: Raw -94089.189699 + Penalty 3168.726457 = -90920.463242 nChanged 5 SP:Iteration 12Q (13224.330000 sec): 3 clusters Score: Raw -94106.947862 + Penalty 3168.726457 = -90938.221404 nChanged 9 SP:Iteration 13Q (13224.490000 sec): 3 clusters Score: Raw -94133.239813 + Penalty 3168.726457 = -90964.513355 nChanged 6 SP:Iteration 14Q (13224.650000 sec): 3 clusters Score: Raw -94154.108899 + Penalty 3168.726457 = -90985.382442 nChanged 4 SP:Iteration 15Q (13224.810000 sec): 3 clusters Score: Raw -94168.295512 + Penalty 3168.726457 = -90999.569055 nChanged 1 SP:Iteration 16Q (13224.970000 sec): 3 clusters Score: Raw -94170.587052 + Penalty 3168.726457 = -91001.860595 nChanged 0 SP:Iteration 17F (13225.130000 sec): 3 clusters Score: Raw -94170.587052 + Penalty 3168.726457 = -91001.860595 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (63814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13225.560000 sec): 2 clusters Score: Raw -11698015.665381 + Penalty 2743.804514 = -11695271.860866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13226.190000 sec): 3 clusters Score: Raw -11658008.650855 + Penalty 5487.609029 = -11652521.041826 nChanged 29826 SP:Iteration 1F (13226.820000 sec): 3 clusters Score: Raw -11674670.435034 + Penalty 5487.609029 = -11669182.826005 nChanged 2184 SP:Iteration 2Q (13227.510000 sec): 3 clusters Score: Raw -11675188.158640 + Penalty 5487.609029 = -11669700.549611 nChanged 2077 SP:Iteration 3Q (13228.150000 sec): 3 clusters Score: Raw -11675663.825139 + Penalty 5487.609029 = -11670176.216110 nChanged 1905 SP:Iteration 4Q (13228.710000 sec): 3 clusters Score: Raw -11676102.524916 + Penalty 5487.609029 = -11670614.915887 nChanged 1892 SP:Iteration 5Q (13229.340000 sec): 3 clusters Score: Raw -11676535.266981 + Penalty 5487.609029 = -11671047.657952 nChanged 1864 SP:Iteration 6Q (13229.990000 sec): 3 clusters Score: Raw -11676974.041240 + Penalty 5487.609029 = -11671486.432211 nChanged 1835 SP:Iteration 7Q (13230.630000 sec): 3 clusters Score: Raw -11677405.949409 + Penalty 5487.609029 = -11671918.340380 nChanged 1795 SP:Iteration 8Q (13231.270000 sec): 3 clusters Score: Raw -11677862.503593 + Penalty 5487.609029 = -11672374.894564 nChanged 1901 SP:Iteration 9Q (13231.900000 sec): 3 clusters Score: Raw -11678374.456674 + Penalty 5487.609029 = -11672886.847645 nChanged 1956 SP:Iteration 10Q (13232.540000 sec): 3 clusters Score: Raw -11678947.690107 + Penalty 5487.609029 = -11673460.081078 nChanged 2063 SP:Iteration 11Q (13233.170000 sec): 3 clusters Score: Raw -11679660.019358 + Penalty 5487.609029 = -11674172.410329 nChanged 2248 SP:Iteration 12Q (13233.800000 sec): 3 clusters Score: Raw -11680591.539177 + Penalty 5487.609029 = -11675103.930148 nChanged 2544 SP:Iteration 13Q (13234.510000 sec): 3 clusters Score: Raw -11681915.767096 + Penalty 5487.609029 = -11676428.158067 nChanged 2898 SP:Iteration 14Q (13235.120000 sec): 3 clusters Score: Raw -11683692.677791 + Penalty 5487.609029 = -11678205.068762 nChanged 3131 SP:Iteration 15Q (13235.710000 sec): 3 clusters Score: Raw -11685757.427751 + Penalty 5487.609029 = -11680269.818722 nChanged 2997 SP:Iteration 16Q (13236.310000 sec): 3 clusters Score: Raw -11687620.807442 + Penalty 5487.609029 = -11682133.198413 nChanged 2492 SP:Iteration 17Q (13237.010000 sec): 3 clusters Score: Raw -11688881.311694 + Penalty 5487.609029 = -11683393.702665 nChanged 1904 SP:Iteration 18Q (13237.630000 sec): 3 clusters Score: Raw -11689682.595265 + Penalty 5487.609029 = -11684194.986236 nChanged 1561 SP:Iteration 19Q (13238.250000 sec): 3 clusters Score: Raw -11690335.925590 + Penalty 5487.609029 = -11684848.316561 nChanged 1485 SP:Iteration 20F (13238.720000 sec): 3 clusters Score: Raw -11690984.880206 + Penalty 5487.609029 = -11685497.271177 nChanged 1458 SP:Iteration 21Q (13239.230000 sec): 3 clusters Score: Raw -11691670.572219 + Penalty 5487.609029 = -11686182.963190 nChanged 1438 SP:Iteration 22Q (13239.880000 sec): 3 clusters Score: Raw -11692364.924308 + Penalty 5487.609029 = -11686877.315279 nChanged 1384 SP:Iteration 23Q (13240.510000 sec): 3 clusters Score: Raw -11693061.771421 + Penalty 5487.609029 = -11687574.162392 nChanged 1282 SP:Iteration 24Q (13241.110000 sec): 3 clusters Score: Raw -11693742.902053 + Penalty 5487.609029 = -11688255.293024 nChanged 1211 SP:Iteration 25Q (13241.750000 sec): 3 clusters Score: Raw -11694417.074365 + Penalty 5487.609029 = -11688929.465336 nChanged 1075 SP:Iteration 26Q (13242.250000 sec): 3 clusters Score: Raw -11695051.797057 + Penalty 5487.609029 = -11689564.188028 nChanged 997 SP:Iteration 27Q (13242.790000 sec): 3 clusters Score: Raw -11695675.773263 + Penalty 5487.609029 = -11690188.164234 nChanged 851 SP:Iteration 28Q (13243.350000 sec): 3 clusters Score: Raw -11696223.180809 + Penalty 5487.609029 = -11690735.571780 nChanged 720 SP:Iteration 29Q (13243.940000 sec): 3 clusters Score: Raw -11696691.641395 + Penalty 5487.609029 = -11691204.032366 nChanged 592 SP:Iteration 30Q (13244.540000 sec): 3 clusters Score: Raw -11697068.087514 + Penalty 5487.609029 = -11691580.478485 nChanged 456 SP:Iteration 31Q (13245.090000 sec): 3 clusters Score: Raw -11697333.018902 + Penalty 5487.609029 = -11691845.409873 nChanged 388 SP:Iteration 32Q (13245.610000 sec): 3 clusters Score: Raw -11697557.588251 + Penalty 5487.609029 = -11692069.979222 nChanged 336 SP:Iteration 33Q (13246.130000 sec): 3 clusters Score: Raw -11697754.829792 + Penalty 5487.609029 = -11692267.220763 nChanged 262 SP:Iteration 34Q (13246.690000 sec): 3 clusters Score: Raw -11697895.094373 + Penalty 5487.609029 = -11692407.485344 nChanged 200 SP:Iteration 35Q (13247.270000 sec): 3 clusters Score: Raw -11698005.754160 + Penalty 5487.609029 = -11692518.145131 nChanged 178 SP:Iteration 36Q (13247.820000 sec): 3 clusters Score: Raw -11698091.382160 + Penalty 5487.609029 = -11692603.773131 nChanged 150 SP:Iteration 37Q (13248.440000 sec): 3 clusters Score: Raw -11698171.906971 + Penalty 5487.609029 = -11692684.297942 nChanged 124 SP:Iteration 38Q (13248.990000 sec): 3 clusters Score: Raw -11698233.759822 + Penalty 5487.609029 = -11692746.150793 nChanged 100 SP:Iteration 39Q (13249.490000 sec): 3 clusters Score: Raw -11698281.452691 + Penalty 5487.609029 = -11692793.843662 nChanged 75 SP:Iteration 40F (13250.060000 sec): 3 clusters Score: Raw -11698309.902308 + Penalty 5487.609029 = -11692822.293279 nChanged 52 SP:Iteration 41Q (13250.610000 sec): 3 clusters Score: Raw -11698329.816262 + Penalty 5487.609029 = -11692842.207233 nChanged 55 SP:Iteration 42Q (13251.190000 sec): 3 clusters Score: Raw -11698349.771065 + Penalty 5487.609029 = -11692862.162036 nChanged 41 SP:Iteration 43Q (13251.710000 sec): 3 clusters Score: Raw -11698364.284245 + Penalty 5487.609029 = -11692876.675216 nChanged 31 SP:Iteration 44Q (13252.320000 sec): 3 clusters Score: Raw -11698376.475059 + Penalty 5487.609029 = -11692888.866030 nChanged 39 SP:Iteration 45Q (13252.850000 sec): 3 clusters Score: Raw -11698389.917643 + Penalty 5487.609029 = -11692902.308614 nChanged 21 SP:Iteration 46Q (13253.340000 sec): 3 clusters Score: Raw -11698397.995585 + Penalty 5487.609029 = -11692910.386556 nChanged 26 SP:Iteration 47Q (13253.930000 sec): 3 clusters Score: Raw -11698407.605831 + Penalty 5487.609029 = -11692919.996802 nChanged 17 SP:Iteration 48Q (13254.470000 sec): 3 clusters Score: Raw -11698414.027583 + Penalty 5487.609029 = -11692926.418554 nChanged 16 SP:Iteration 49Q (13255.050000 sec): 3 clusters Score: Raw -11698419.371325 + Penalty 5487.609029 = -11692931.762296 nChanged 14 SP:Iteration 50Q (13255.640000 sec): 3 clusters Score: Raw -11698425.733383 + Penalty 5487.609029 = -11692938.124354 nChanged 21 SP:Iteration 51Q (13256.190000 sec): 3 clusters Score: Raw -11698435.267449 + Penalty 5487.609029 = -11692947.658420 nChanged 20 SP:Iteration 52Q (13256.720000 sec): 3 clusters Score: Raw -11698442.080476 + Penalty 5487.609029 = -11692954.471447 nChanged 20 SP:Iteration 53Q (13257.250000 sec): 3 clusters Score: Raw -11698449.999139 + Penalty 5487.609029 = -11692962.390110 nChanged 21 SP:Iteration 54Q (13257.870000 sec): 3 clusters Score: Raw -11698457.758926 + Penalty 5487.609029 = -11692970.149897 nChanged 14 SP:Iteration 55Q (13258.410000 sec): 3 clusters Score: Raw -11698462.964078 + Penalty 5487.609029 = -11692975.355049 nChanged 12 SP:Iteration 56Q (13258.980000 sec): 3 clusters Score: Raw -11698467.748943 + Penalty 5487.609029 = -11692980.139914 nChanged 14 SP:Iteration 57Q (13259.520000 sec): 3 clusters Score: Raw -11698472.842755 + Penalty 5487.609029 = -11692985.233726 nChanged 11 SP:Iteration 58Q (13260.040000 sec): 3 clusters Score: Raw -11698477.842627 + Penalty 5487.609029 = -11692990.233598 nChanged 16 SP:Iteration 59Q (13260.640000 sec): 3 clusters Score: Raw -11698486.127676 + Penalty 5487.609029 = -11692998.518647 nChanged 12 SP:Iteration 60F (13261.220000 sec): 3 clusters Score: Raw -11698492.219619 + Penalty 5487.609029 = -11693004.610590 nChanged 16 SP:Iteration 61Q (13261.820000 sec): 3 clusters Score: Raw -11698499.614821 + Penalty 5487.609029 = -11693012.005792 nChanged 13 SP:Iteration 62Q (13262.380000 sec): 3 clusters Score: Raw -11698504.386357 + Penalty 5487.609029 = -11693016.777328 nChanged 9 SP:Iteration 63Q (13263.000000 sec): 3 clusters Score: Raw -11698507.476651 + Penalty 5487.609029 = -11693019.867622 nChanged 7 SP:Iteration 64Q (13263.440000 sec): 3 clusters Score: Raw -11698510.908409 + Penalty 5487.609029 = -11693023.299380 nChanged 7 SP:Iteration 65Q (13264.020000 sec): 3 clusters Score: Raw -11698513.982496 + Penalty 5487.609029 = -11693026.373467 nChanged 9 SP:Iteration 66Q (13264.570000 sec): 3 clusters Score: Raw -11698517.668340 + Penalty 5487.609029 = -11693030.059311 nChanged 9 SP:Iteration 67Q (13265.150000 sec): 3 clusters Score: Raw -11698521.789202 + Penalty 5487.609029 = -11693034.180173 nChanged 5 SP:Iteration 68Q (13265.750000 sec): 3 clusters Score: Raw -11698523.459511 + Penalty 5487.609029 = -11693035.850482 nChanged 6 SP:Iteration 69Q (13266.290000 sec): 3 clusters Score: Raw -11698525.806133 + Penalty 5487.609029 = -11693038.197104 nChanged 10 SP:Iteration 70Q (13266.760000 sec): 3 clusters Score: Raw -11698530.036808 + Penalty 5487.609029 = -11693042.427780 nChanged 9 SP:Iteration 71Q (13267.320000 sec): 3 clusters Score: Raw -11698533.515032 + Penalty 5487.609029 = -11693045.906003 nChanged 10 SP:Iteration 72Q (13267.900000 sec): 3 clusters Score: Raw -11698538.115295 + Penalty 5487.609029 = -11693050.506266 nChanged 11 SP:Iteration 73Q (13268.470000 sec): 3 clusters Score: Raw -11698542.224213 + Penalty 5487.609029 = -11693054.615184 nChanged 10 SP:Iteration 74Q (13269.090000 sec): 3 clusters Score: Raw -11698546.384151 + Penalty 5487.609029 = -11693058.775122 nChanged 12 SP:Iteration 75Q (13269.590000 sec): 3 clusters Score: Raw -11698551.934732 + Penalty 5487.609029 = -11693064.325703 nChanged 12 SP:Iteration 76Q (13270.120000 sec): 3 clusters Score: Raw -11698556.798320 + Penalty 5487.609029 = -11693069.189291 nChanged 14 SP:Iteration 77Q (13270.770000 sec): 3 clusters Score: Raw -11698562.282552 + Penalty 5487.609029 = -11693074.673523 nChanged 12 SP:Iteration 78Q (13271.370000 sec): 3 clusters Score: Raw -11698566.946721 + Penalty 5487.609029 = -11693079.337692 nChanged 7 SP:Iteration 79Q (13271.940000 sec): 3 clusters Score: Raw -11698569.765762 + Penalty 5487.609029 = -11693082.156733 nChanged 5 SP:Iteration 80F (13272.550000 sec): 3 clusters Score: Raw -11698571.875345 + Penalty 5487.609029 = -11693084.266316 nChanged 1 SP:Iteration 81Q (13273.170000 sec): 3 clusters Score: Raw -11698572.014946 + Penalty 5487.609029 = -11693084.405917 nChanged 0 SP:Iteration 82F (13273.770000 sec): 3 clusters Score: Raw -11698572.014946 + Penalty 5487.609029 = -11693084.405917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13273.870000 sec): 2 clusters Score: Raw -712809.604746 + Penalty 2073.645705 = -710735.959041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13274.070000 sec): 3 clusters Score: Raw -710770.790230 + Penalty 4147.291410 = -706623.498820 nChanged 1586 SP:Iteration 1F (13274.260000 sec): 3 clusters Score: Raw -711731.583496 + Penalty 4147.291410 = -707584.292086 nChanged 347 SP:Iteration 2F (13274.450000 sec): 3 clusters Score: Raw -711987.722211 + Penalty 4147.291410 = -707840.430801 nChanged 229 SP:Iteration 3F (13274.610000 sec): 3 clusters Score: Raw -712177.920755 + Penalty 4147.291410 = -708030.629345 nChanged 195 SP:Iteration 4Q (13274.770000 sec): 3 clusters Score: Raw -712357.267545 + Penalty 4147.291410 = -708209.976135 nChanged 180 SP:Iteration 5Q (13274.930000 sec): 3 clusters Score: Raw -712501.521683 + Penalty 4147.291410 = -708354.230273 nChanged 173 SP:Iteration 6Q (13275.130000 sec): 3 clusters Score: Raw -712644.210988 + Penalty 4147.291410 = -708496.919579 nChanged 143 SP:Iteration 7Q (13275.250000 sec): 3 clusters Score: Raw -712755.489261 + Penalty 4147.291410 = -708608.197851 nChanged 121 SP:Iteration 8Q (13275.410000 sec): 3 clusters Score: Raw -712848.435904 + Penalty 4147.291410 = -708701.144494 nChanged 115 SP:Iteration 9Q (13275.610000 sec): 3 clusters Score: Raw -712919.567272 + Penalty 4147.291410 = -708772.275862 nChanged 98 SP:Iteration 10Q (13275.760000 sec): 3 clusters Score: Raw -712985.288815 + Penalty 4147.291410 = -708837.997405 nChanged 93 SP:Iteration 11Q (13275.960000 sec): 3 clusters Score: Raw -713043.943281 + Penalty 4147.291410 = -708896.651872 nChanged 80 SP:Iteration 12Q (13276.120000 sec): 3 clusters Score: Raw -713086.314225 + Penalty 4147.291410 = -708939.022815 nChanged 61 SP:Iteration 13Q (13276.260000 sec): 3 clusters Score: Raw -713118.264259 + Penalty 4147.291410 = -708970.972849 nChanged 55 SP:Iteration 14Q (13276.410000 sec): 3 clusters Score: Raw -713151.080851 + Penalty 4147.291410 = -709003.789441 nChanged 58 SP:Iteration 15Q (13276.610000 sec): 3 clusters Score: Raw -713186.139002 + Penalty 4147.291410 = -709038.847592 nChanged 55 SP:Iteration 16Q (13276.770000 sec): 3 clusters Score: Raw -713214.634531 + Penalty 4147.291410 = -709067.343121 nChanged 46 SP:Iteration 17Q (13276.920000 sec): 3 clusters Score: Raw -713242.138133 + Penalty 4147.291410 = -709094.846723 nChanged 44 SP:Iteration 18Q (13277.080000 sec): 3 clusters Score: Raw -713272.786485 + Penalty 4147.291410 = -709125.495076 nChanged 44 SP:Iteration 19Q (13277.230000 sec): 3 clusters Score: Raw -713305.094524 + Penalty 4147.291410 = -709157.803114 nChanged 45 SP:Iteration 20F (13277.440000 sec): 3 clusters Score: Raw -713334.091845 + Penalty 4147.291410 = -709186.800435 nChanged 44 SP:Iteration 21Q (13277.590000 sec): 3 clusters Score: Raw -713366.045818 + Penalty 4147.291410 = -709218.754408 nChanged 43 SP:Iteration 22Q (13277.750000 sec): 3 clusters Score: Raw -713405.717492 + Penalty 4147.291410 = -709258.426082 nChanged 41 SP:Iteration 23Q (13277.900000 sec): 3 clusters Score: Raw -713438.794827 + Penalty 4147.291410 = -709291.503417 nChanged 35 SP:Iteration 24Q (13278.050000 sec): 3 clusters Score: Raw -713472.385507 + Penalty 4147.291410 = -709325.094097 nChanged 40 SP:Iteration 25Q (13278.210000 sec): 3 clusters Score: Raw -713500.684464 + Penalty 4147.291410 = -709353.393055 nChanged 30 SP:Iteration 26Q (13278.400000 sec): 3 clusters Score: Raw -713521.151431 + Penalty 4147.291410 = -709373.860021 nChanged 24 SP:Iteration 27Q (13278.590000 sec): 3 clusters Score: Raw -713535.991281 + Penalty 4147.291410 = -709388.699871 nChanged 25 SP:Iteration 28Q (13278.790000 sec): 3 clusters Score: Raw -713560.036164 + Penalty 4147.291410 = -709412.744754 nChanged 30 SP:Iteration 29Q (13279.020000 sec): 3 clusters Score: Raw -713584.075337 + Penalty 4147.291410 = -709436.783928 nChanged 28 SP:Iteration 30Q (13279.220000 sec): 3 clusters Score: Raw -713598.465219 + Penalty 4147.291410 = -709451.173809 nChanged 14 SP:Iteration 31Q (13279.380000 sec): 3 clusters Score: Raw -713606.789263 + Penalty 4147.291410 = -709459.497853 nChanged 17 SP:Iteration 32Q (13279.530000 sec): 3 clusters Score: Raw -713617.405960 + Penalty 4147.291410 = -709470.114550 nChanged 21 SP:Iteration 33Q (13279.680000 sec): 3 clusters Score: Raw -713629.110021 + Penalty 4147.291410 = -709481.818611 nChanged 18 SP:Iteration 34Q (13279.840000 sec): 3 clusters Score: Raw -713640.637013 + Penalty 4147.291410 = -709493.345604 nChanged 21 SP:Iteration 35Q (13279.990000 sec): 3 clusters Score: Raw -713650.225057 + Penalty 4147.291410 = -709502.933647 nChanged 13 SP:Iteration 36Q (13280.140000 sec): 3 clusters Score: Raw -713659.235116 + Penalty 4147.291410 = -709511.943707 nChanged 20 SP:Iteration 37Q (13280.300000 sec): 3 clusters Score: Raw -713669.521897 + Penalty 4147.291410 = -709522.230487 nChanged 16 SP:Iteration 38Q (13280.450000 sec): 3 clusters Score: Raw -713677.061440 + Penalty 4147.291410 = -709529.770030 nChanged 13 SP:Iteration 39Q (13280.600000 sec): 3 clusters Score: Raw -713683.381511 + Penalty 4147.291410 = -709536.090101 nChanged 15 SP:Iteration 40F (13280.760000 sec): 3 clusters Score: Raw -713690.802789 + Penalty 4147.291410 = -709543.511379 nChanged 19 SP:Iteration 41Q (13280.910000 sec): 3 clusters Score: Raw -713698.030662 + Penalty 4147.291410 = -709550.739252 nChanged 15 SP:Iteration 42Q (13281.060000 sec): 3 clusters Score: Raw -713704.523957 + Penalty 4147.291410 = -709557.232548 nChanged 11 SP:Iteration 43Q (13281.220000 sec): 3 clusters Score: Raw -713712.436538 + Penalty 4147.291410 = -709565.145128 nChanged 12 SP:Iteration 44Q (13281.420000 sec): 3 clusters Score: Raw -713719.337276 + Penalty 4147.291410 = -709572.045866 nChanged 17 SP:Iteration 45Q (13281.600000 sec): 3 clusters Score: Raw -713730.932100 + Penalty 4147.291410 = -709583.640690 nChanged 17 SP:Iteration 46Q (13281.770000 sec): 3 clusters Score: Raw -713739.373963 + Penalty 4147.291410 = -709592.082554 nChanged 19 SP:Iteration 47Q (13281.960000 sec): 3 clusters Score: Raw -713751.600330 + Penalty 4147.291410 = -709604.308920 nChanged 25 SP:Iteration 48Q (13282.150000 sec): 3 clusters Score: Raw -713765.356087 + Penalty 4147.291410 = -709618.064677 nChanged 19 SP:Iteration 49Q (13282.310000 sec): 3 clusters Score: Raw -713776.708696 + Penalty 4147.291410 = -709629.417286 nChanged 19 SP:Iteration 50Q (13282.460000 sec): 3 clusters Score: Raw -713788.870982 + Penalty 4147.291410 = -709641.579572 nChanged 17 SP:Iteration 51Q (13282.660000 sec): 3 clusters Score: Raw -713797.476862 + Penalty 4147.291410 = -709650.185452 nChanged 16 SP:Iteration 52Q (13282.860000 sec): 3 clusters Score: Raw -713805.921719 + Penalty 4147.291410 = -709658.630309 nChanged 17 SP:Iteration 53Q (13283.020000 sec): 3 clusters Score: Raw -713813.770486 + Penalty 4147.291410 = -709666.479076 nChanged 15 SP:Iteration 54Q (13283.220000 sec): 3 clusters Score: Raw -713821.311237 + Penalty 4147.291410 = -709674.019827 nChanged 10 SP:Iteration 55Q (13283.350000 sec): 3 clusters Score: Raw -713827.288496 + Penalty 4147.291410 = -709679.997086 nChanged 5 SP:Iteration 56Q (13283.540000 sec): 3 clusters Score: Raw -713829.191288 + Penalty 4147.291410 = -709681.899878 nChanged 4 SP:Iteration 57Q (13283.700000 sec): 3 clusters Score: Raw -713831.011536 + Penalty 4147.291410 = -709683.720127 nChanged 8 SP:Iteration 58Q (13283.850000 sec): 3 clusters Score: Raw -713835.353259 + Penalty 4147.291410 = -709688.061850 nChanged 8 SP:Iteration 59Q (13284.000000 sec): 3 clusters Score: Raw -713839.603085 + Penalty 4147.291410 = -709692.311675 nChanged 11 SP:Iteration 60F (13284.160000 sec): 3 clusters Score: Raw -713849.074777 + Penalty 4147.291410 = -709701.783367 nChanged 12 SP:Iteration 61Q (13284.350000 sec): 3 clusters Score: Raw -713855.533897 + Penalty 4147.291410 = -709708.242488 nChanged 7 SP:Iteration 62Q (13284.550000 sec): 3 clusters Score: Raw -713860.189368 + Penalty 4147.291410 = -709712.897959 nChanged 9 SP:Iteration 63Q (13284.760000 sec): 3 clusters Score: Raw -713864.592646 + Penalty 4147.291410 = -709717.301236 nChanged 7 SP:Iteration 64Q (13284.930000 sec): 3 clusters Score: Raw -713868.994532 + Penalty 4147.291410 = -709721.703123 nChanged 11 SP:Iteration 65Q (13285.120000 sec): 3 clusters Score: Raw -713873.777814 + Penalty 4147.291410 = -709726.486404 nChanged 10 SP:Iteration 66Q (13285.310000 sec): 3 clusters Score: Raw -713878.461765 + Penalty 4147.291410 = -709731.170355 nChanged 4 SP:Iteration 67Q (13285.460000 sec): 3 clusters Score: Raw -713880.814964 + Penalty 4147.291410 = -709733.523554 nChanged 5 SP:Iteration 68Q (13285.620000 sec): 3 clusters Score: Raw -713883.863739 + Penalty 4147.291410 = -709736.572329 nChanged 5 SP:Iteration 69Q (13285.770000 sec): 3 clusters Score: Raw -713885.711672 + Penalty 4147.291410 = -709738.420263 nChanged 2 SP:Iteration 70Q (13285.920000 sec): 3 clusters Score: Raw -713886.803602 + Penalty 4147.291410 = -709739.512192 nChanged 1 SP:Iteration 71Q (13286.110000 sec): 3 clusters Score: Raw -713888.327849 + Penalty 4147.291410 = -709741.036439 nChanged 4 SP:Iteration 72Q (13286.270000 sec): 3 clusters Score: Raw -713890.098420 + Penalty 4147.291410 = -709742.807010 nChanged 2 SP:Iteration 73Q (13286.440000 sec): 3 clusters Score: Raw -713890.917569 + Penalty 4147.291410 = -709743.626159 nChanged 1 SP:Iteration 74Q (13286.600000 sec): 3 clusters Score: Raw -713891.271462 + Penalty 4147.291410 = -709743.980052 nChanged 0 SP:Iteration 75F (13286.750000 sec): 3 clusters Score: Raw -713891.271462 + Penalty 4147.291410 = -709743.980052 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13286.820000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13286.980000 sec): 3 clusters Score: Raw -19178.604236 + Penalty 2374.595904 = -16804.008332 nChanged 4 SP:Iteration 1Q (13287.150000 sec): 3 clusters Score: Raw -19197.393295 + Penalty 2374.595904 = -16822.797391 nChanged 0 SP:Iteration 2F (13287.310000 sec): 3 clusters Score: Raw -19197.393295 + Penalty 2374.595904 = -16822.797391 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13287.400000 sec): 2 clusters Score: Raw -105642.902601 + Penalty 1592.965247 = -104049.937354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13287.560000 sec): 3 clusters Score: Raw -105600.326747 + Penalty 3185.930494 = -102414.396253 nChanged 133 SP:Iteration 1F (13287.720000 sec): 3 clusters Score: Raw -105836.753039 + Penalty 3185.930494 = -102650.822545 nChanged 30 SP:Iteration 2Q (13287.880000 sec): 3 clusters Score: Raw -105892.499931 + Penalty 3185.930494 = -102706.569437 nChanged 12 SP:Iteration 3Q (13288.030000 sec): 3 clusters Score: Raw -105918.447665 + Penalty 3185.930494 = -102732.517171 nChanged 6 SP:Iteration 4Q (13288.180000 sec): 3 clusters Score: Raw -105926.807078 + Penalty 3185.930494 = -102740.876584 nChanged 3 SP:Iteration 5Q (13288.320000 sec): 3 clusters Score: Raw -105931.703848 + Penalty 3185.930494 = -102745.773354 nChanged 2 SP:Iteration 6Q (13288.460000 sec): 3 clusters Score: Raw -105938.727677 + Penalty 3185.930494 = -102752.797183 nChanged 3 SP:Iteration 7Q (13288.610000 sec): 3 clusters Score: Raw -105942.655419 + Penalty 3185.930494 = -102756.724926 nChanged 1 SP:Iteration 8Q (13288.750000 sec): 3 clusters Score: Raw -105943.602806 + Penalty 3185.930494 = -102757.672312 nChanged 0 SP:Iteration 9F (13288.900000 sec): 3 clusters Score: Raw -105943.602806 + Penalty 3185.930494 = -102757.672312 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13289.040000 sec): 2 clusters Score: Raw -1971739.512660 + Penalty 2316.136766 = -1969423.375894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13289.290000 sec): 3 clusters Score: Raw -1965584.972375 + Penalty 4632.273531 = -1960952.698843 nChanged 4794 SP:Iteration 1F (13289.540000 sec): 3 clusters Score: Raw -1968121.252216 + Penalty 4632.273531 = -1963488.978685 nChanged 743 SP:Iteration 2F (13289.740000 sec): 3 clusters Score: Raw -1968504.408674 + Penalty 4632.273531 = -1963872.135143 nChanged 656 SP:Iteration 3F (13290.030000 sec): 3 clusters Score: Raw -1968951.165038 + Penalty 4632.273531 = -1964318.891507 nChanged 718 SP:Iteration 4F (13290.230000 sec): 3 clusters Score: Raw -1969526.805621 + Penalty 4632.273531 = -1964894.532089 nChanged 771 SP:Iteration 5F (13290.480000 sec): 3 clusters Score: Raw -1970163.559488 + Penalty 4632.273531 = -1965531.285956 nChanged 725 SP:Iteration 6F (13290.700000 sec): 3 clusters Score: Raw -1970754.365219 + Penalty 4632.273531 = -1966122.091688 nChanged 703 SP:Iteration 7F (13290.950000 sec): 3 clusters Score: Raw -1971345.740504 + Penalty 4632.273531 = -1966713.466972 nChanged 615 SP:Iteration 8F (13291.160000 sec): 3 clusters Score: Raw -1971769.505991 + Penalty 4632.273531 = -1967137.232460 nChanged 482 SP:Iteration 9Q (13291.420000 sec): 3 clusters Score: Raw -1972055.264347 + Penalty 4632.273531 = -1967422.990815 nChanged 384 SP:Iteration 10Q (13291.630000 sec): 3 clusters Score: Raw -1972270.900719 + Penalty 4632.273531 = -1967638.627188 nChanged 272 SP:Iteration 11Q (13291.890000 sec): 3 clusters Score: Raw -1972406.820815 + Penalty 4632.273531 = -1967774.547284 nChanged 183 SP:Iteration 12Q (13292.100000 sec): 3 clusters Score: Raw -1972498.429914 + Penalty 4632.273531 = -1967866.156383 nChanged 154 SP:Iteration 13Q (13292.350000 sec): 3 clusters Score: Raw -1972567.914225 + Penalty 4632.273531 = -1967935.640693 nChanged 122 SP:Iteration 14Q (13292.570000 sec): 3 clusters Score: Raw -1972611.977571 + Penalty 4632.273531 = -1967979.704040 nChanged 90 SP:Iteration 15Q (13292.820000 sec): 3 clusters Score: Raw -1972642.538121 + Penalty 4632.273531 = -1968010.264590 nChanged 80 SP:Iteration 16Q (13293.040000 sec): 3 clusters Score: Raw -1972674.932683 + Penalty 4632.273531 = -1968042.659151 nChanged 79 SP:Iteration 17Q (13293.260000 sec): 3 clusters Score: Raw -1972706.091742 + Penalty 4632.273531 = -1968073.818210 nChanged 72 SP:Iteration 18Q (13293.470000 sec): 3 clusters Score: Raw -1972727.356292 + Penalty 4632.273531 = -1968095.082760 nChanged 58 SP:Iteration 19Q (13293.690000 sec): 3 clusters Score: Raw -1972745.073876 + Penalty 4632.273531 = -1968112.800344 nChanged 49 SP:Iteration 20F (13293.900000 sec): 3 clusters Score: Raw -1972756.786320 + Penalty 4632.273531 = -1968124.512789 nChanged 44 SP:Iteration 21Q (13294.190000 sec): 3 clusters Score: Raw -1972769.620855 + Penalty 4632.273531 = -1968137.347324 nChanged 37 SP:Iteration 22Q (13294.390000 sec): 3 clusters Score: Raw -1972779.419593 + Penalty 4632.273531 = -1968147.146062 nChanged 26 SP:Iteration 23Q (13294.610000 sec): 3 clusters Score: Raw -1972785.229369 + Penalty 4632.273531 = -1968152.955837 nChanged 26 SP:Iteration 24Q (13294.900000 sec): 3 clusters Score: Raw -1972793.283491 + Penalty 4632.273531 = -1968161.009960 nChanged 29 SP:Iteration 25Q (13295.170000 sec): 3 clusters Score: Raw -1972801.507730 + Penalty 4632.273531 = -1968169.234198 nChanged 31 SP:Iteration 26Q (13295.390000 sec): 3 clusters Score: Raw -1972809.325873 + Penalty 4632.273531 = -1968177.052342 nChanged 23 SP:Iteration 27Q (13295.590000 sec): 3 clusters Score: Raw -1972814.775123 + Penalty 4632.273531 = -1968182.501592 nChanged 25 SP:Iteration 28Q (13295.830000 sec): 3 clusters Score: Raw -1972821.288662 + Penalty 4632.273531 = -1968189.015131 nChanged 34 SP:Iteration 29Q (13296.110000 sec): 3 clusters Score: Raw -1972831.352460 + Penalty 4632.273531 = -1968199.078929 nChanged 27 SP:Iteration 30Q (13296.270000 sec): 3 clusters Score: Raw -1972839.332245 + Penalty 4632.273531 = -1968207.058713 nChanged 32 SP:Iteration 31Q (13296.530000 sec): 3 clusters Score: Raw -1972846.829785 + Penalty 4632.273531 = -1968214.556254 nChanged 16 SP:Iteration 32Q (13296.740000 sec): 3 clusters Score: Raw -1972851.232937 + Penalty 4632.273531 = -1968218.959406 nChanged 25 SP:Iteration 33Q (13296.910000 sec): 3 clusters Score: Raw -1972858.118112 + Penalty 4632.273531 = -1968225.844580 nChanged 27 SP:Iteration 34Q (13297.090000 sec): 3 clusters Score: Raw -1972865.814260 + Penalty 4632.273531 = -1968233.540729 nChanged 26 SP:Iteration 35Q (13297.260000 sec): 3 clusters Score: Raw -1972871.637368 + Penalty 4632.273531 = -1968239.363837 nChanged 17 SP:Iteration 36Q (13297.430000 sec): 3 clusters Score: Raw -1972874.978480 + Penalty 4632.273531 = -1968242.704949 nChanged 18 SP:Iteration 37Q (13297.610000 sec): 3 clusters Score: Raw -1972879.827370 + Penalty 4632.273531 = -1968247.553839 nChanged 22 SP:Iteration 38Q (13297.790000 sec): 3 clusters Score: Raw -1972887.275291 + Penalty 4632.273531 = -1968255.001760 nChanged 28 SP:Iteration 39Q (13298.000000 sec): 3 clusters Score: Raw -1972893.953047 + Penalty 4632.273531 = -1968261.679516 nChanged 22 SP:Iteration 40F (13298.250000 sec): 3 clusters Score: Raw -1972899.139290 + Penalty 4632.273531 = -1968266.865759 nChanged 20 SP:Iteration 41Q (13298.420000 sec): 3 clusters Score: Raw -1972904.153315 + Penalty 4632.273531 = -1968271.879784 nChanged 21 SP:Iteration 42Q (13298.590000 sec): 3 clusters Score: Raw -1972908.361365 + Penalty 4632.273531 = -1968276.087834 nChanged 16 SP:Iteration 43Q (13298.770000 sec): 3 clusters Score: Raw -1972911.662036 + Penalty 4632.273531 = -1968279.388504 nChanged 17 SP:Iteration 44Q (13298.990000 sec): 3 clusters Score: Raw -1972915.145796 + Penalty 4632.273531 = -1968282.872264 nChanged 13 SP:Iteration 45Q (13299.200000 sec): 3 clusters Score: Raw -1972917.326690 + Penalty 4632.273531 = -1968285.053158 nChanged 10 SP:Iteration 46Q (13299.460000 sec): 3 clusters Score: Raw -1972918.727274 + Penalty 4632.273531 = -1968286.453743 nChanged 8 SP:Iteration 47Q (13299.690000 sec): 3 clusters Score: Raw -1972919.796131 + Penalty 4632.273531 = -1968287.522600 nChanged 2 SP:Iteration 48Q (13299.890000 sec): 3 clusters Score: Raw -1972920.048324 + Penalty 4632.273531 = -1968287.774793 nChanged 0 SP:Iteration 49F (13300.100000 sec): 3 clusters Score: Raw -1972920.048324 + Penalty 4632.273531 = -1968287.774793 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (2847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13300.220000 sec): 2 clusters Score: Raw -449100.682637 + Penalty 1972.597230 = -447128.085407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13300.380000 sec): 3 clusters Score: Raw -447953.692674 + Penalty 3945.194459 = -444008.498215 nChanged 969 SP:Iteration 1F (13300.540000 sec): 3 clusters Score: Raw -448805.530983 + Penalty 3945.194459 = -444860.336524 nChanged 297 SP:Iteration 2F (13300.700000 sec): 3 clusters Score: Raw -449172.831003 + Penalty 3945.194459 = -445227.636543 nChanged 210 SP:Iteration 3F (13300.860000 sec): 3 clusters Score: Raw -449425.298916 + Penalty 3945.194459 = -445480.104457 nChanged 165 SP:Iteration 4F (13301.020000 sec): 3 clusters Score: Raw -449619.153215 + Penalty 3945.194459 = -445673.958755 nChanged 109 SP:Iteration 5Q (13301.180000 sec): 3 clusters Score: Raw -449751.979188 + Penalty 3945.194459 = -445806.784728 nChanged 90 SP:Iteration 6Q (13301.340000 sec): 3 clusters Score: Raw -449852.750293 + Penalty 3945.194459 = -445907.555834 nChanged 90 SP:Iteration 7Q (13301.500000 sec): 3 clusters Score: Raw -449955.996415 + Penalty 3945.194459 = -446010.801956 nChanged 76 SP:Iteration 8Q (13301.660000 sec): 3 clusters Score: Raw -450067.469687 + Penalty 3945.194459 = -446122.275228 nChanged 68 SP:Iteration 9Q (13301.820000 sec): 3 clusters Score: Raw -450193.882891 + Penalty 3945.194459 = -446248.688432 nChanged 71 SP:Iteration 10Q (13301.980000 sec): 3 clusters Score: Raw -450321.099558 + Penalty 3945.194459 = -446375.905099 nChanged 62 SP:Iteration 11Q (13302.140000 sec): 3 clusters Score: Raw -450450.541324 + Penalty 3945.194459 = -446505.346864 nChanged 69 SP:Iteration 12Q (13302.300000 sec): 3 clusters Score: Raw -450551.392591 + Penalty 3945.194459 = -446606.198132 nChanged 53 SP:Iteration 13Q (13302.460000 sec): 3 clusters Score: Raw -450648.293385 + Penalty 3945.194459 = -446703.098926 nChanged 47 SP:Iteration 14Q (13302.620000 sec): 3 clusters Score: Raw -450706.107719 + Penalty 3945.194459 = -446760.913259 nChanged 37 SP:Iteration 15Q (13302.780000 sec): 3 clusters Score: Raw -450748.769077 + Penalty 3945.194459 = -446803.574618 nChanged 31 SP:Iteration 16Q (13302.940000 sec): 3 clusters Score: Raw -450772.675715 + Penalty 3945.194459 = -446827.481256 nChanged 20 SP:Iteration 17Q (13303.100000 sec): 3 clusters Score: Raw -450785.937714 + Penalty 3945.194459 = -446840.743254 nChanged 8 SP:Iteration 18Q (13303.260000 sec): 3 clusters Score: Raw -450795.374460 + Penalty 3945.194459 = -446850.180000 nChanged 4 SP:Iteration 19Q (13303.420000 sec): 3 clusters Score: Raw -450800.071151 + Penalty 3945.194459 = -446854.876691 nChanged 9 SP:Iteration 20F (13303.580000 sec): 3 clusters Score: Raw -450809.952667 + Penalty 3945.194459 = -446864.758207 nChanged 11 SP:Iteration 21Q (13303.740000 sec): 3 clusters Score: Raw -450814.428200 + Penalty 3945.194459 = -446869.233741 nChanged 3 SP:Iteration 22Q (13303.900000 sec): 3 clusters Score: Raw -450816.594558 + Penalty 3945.194459 = -446871.400099 nChanged 1 SP:Iteration 23Q (13304.060000 sec): 3 clusters Score: Raw -450817.015160 + Penalty 3945.194459 = -446871.820701 nChanged 0 SP:Iteration 24F (13304.210000 sec): 3 clusters Score: Raw -450817.015160 + Penalty 3945.194459 = -446871.820701 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (33780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13304.520000 sec): 2 clusters Score: Raw -5545202.801136 + Penalty 2586.050799 = -5542616.750337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13304.890000 sec): 3 clusters Score: Raw -5524842.028745 + Penalty 5172.101598 = -5519669.927146 nChanged 15292 SP:Iteration 1F (13305.230000 sec): 3 clusters Score: Raw -5533324.236258 + Penalty 5172.101598 = -5528152.134660 nChanged 1598 SP:Iteration 2Q (13305.650000 sec): 3 clusters Score: Raw -5533896.073666 + Penalty 5172.101598 = -5528723.972067 nChanged 1575 SP:Iteration 3Q (13306.100000 sec): 3 clusters Score: Raw -5534562.866430 + Penalty 5172.101598 = -5529390.764831 nChanged 1649 SP:Iteration 4Q (13306.550000 sec): 3 clusters Score: Raw -5535353.085872 + Penalty 5172.101598 = -5530180.984274 nChanged 1865 SP:Iteration 5F (13306.980000 sec): 3 clusters Score: Raw -5536415.472037 + Penalty 5172.101598 = -5531243.370438 nChanged 2182 SP:Iteration 6F (13307.410000 sec): 3 clusters Score: Raw -5537876.045525 + Penalty 5172.101598 = -5532703.943927 nChanged 2419 SP:Iteration 7F (13307.840000 sec): 3 clusters Score: Raw -5539788.763507 + Penalty 5172.101598 = -5534616.661909 nChanged 2386 SP:Iteration 8F (13308.260000 sec): 3 clusters Score: Raw -5541949.836706 + Penalty 5172.101598 = -5536777.735108 nChanged 1940 SP:Iteration 9F (13308.560000 sec): 3 clusters Score: Raw -5543898.110117 + Penalty 5172.101598 = -5538726.008519 nChanged 1246 SP:Iteration 10Q (13308.900000 sec): 3 clusters Score: Raw -5545277.083850 + Penalty 5172.101598 = -5540104.982252 nChanged 728 SP:Iteration 11Q (13309.340000 sec): 3 clusters Score: Raw -5546097.336171 + Penalty 5172.101598 = -5540925.234572 nChanged 459 SP:Iteration 12Q (13309.720000 sec): 3 clusters Score: Raw -5546462.892187 + Penalty 5172.101598 = -5541290.790588 nChanged 277 SP:Iteration 13Q (13310.110000 sec): 3 clusters Score: Raw -5546623.120976 + Penalty 5172.101598 = -5541451.019377 nChanged 184 SP:Iteration 14Q (13310.500000 sec): 3 clusters Score: Raw -5546694.759171 + Penalty 5172.101598 = -5541522.657573 nChanged 124 SP:Iteration 15Q (13310.890000 sec): 3 clusters Score: Raw -5546735.088515 + Penalty 5172.101598 = -5541562.986917 nChanged 96 SP:Iteration 16Q (13311.300000 sec): 3 clusters Score: Raw -5546760.197684 + Penalty 5172.101598 = -5541588.096085 nChanged 79 SP:Iteration 17Q (13311.730000 sec): 3 clusters Score: Raw -5546782.072474 + Penalty 5172.101598 = -5541609.970875 nChanged 64 SP:Iteration 18Q (13312.150000 sec): 3 clusters Score: Raw -5546796.943592 + Penalty 5172.101598 = -5541624.841994 nChanged 53 SP:Iteration 19Q (13312.480000 sec): 3 clusters Score: Raw -5546809.342787 + Penalty 5172.101598 = -5541637.241188 nChanged 46 SP:Iteration 20F (13312.840000 sec): 3 clusters Score: Raw -5546818.648486 + Penalty 5172.101598 = -5541646.546888 nChanged 30 SP:Iteration 21Q (13313.220000 sec): 3 clusters Score: Raw -5546823.544578 + Penalty 5172.101598 = -5541651.442979 nChanged 23 SP:Iteration 22Q (13313.660000 sec): 3 clusters Score: Raw -5546826.720049 + Penalty 5172.101598 = -5541654.618451 nChanged 14 SP:Iteration 23Q (13314.080000 sec): 3 clusters Score: Raw -5546829.359291 + Penalty 5172.101598 = -5541657.257692 nChanged 16 SP:Iteration 24Q (13314.500000 sec): 3 clusters Score: Raw -5546831.990818 + Penalty 5172.101598 = -5541659.889219 nChanged 17 SP:Iteration 25Q (13314.920000 sec): 3 clusters Score: Raw -5546835.360070 + Penalty 5172.101598 = -5541663.258471 nChanged 15 SP:Iteration 26Q (13315.340000 sec): 3 clusters Score: Raw -5546837.749946 + Penalty 5172.101598 = -5541665.648347 nChanged 11 SP:Iteration 27Q (13315.770000 sec): 3 clusters Score: Raw -5546839.269318 + Penalty 5172.101598 = -5541667.167719 nChanged 8 SP:Iteration 28Q (13316.190000 sec): 3 clusters Score: Raw -5546840.148518 + Penalty 5172.101598 = -5541668.046920 nChanged 8 SP:Iteration 29Q (13316.600000 sec): 3 clusters Score: Raw -5546841.286915 + Penalty 5172.101598 = -5541669.185317 nChanged 9 SP:Iteration 30Q (13316.950000 sec): 3 clusters Score: Raw -5546842.947669 + Penalty 5172.101598 = -5541670.846071 nChanged 11 SP:Iteration 31Q (13317.330000 sec): 3 clusters Score: Raw -5546845.007062 + Penalty 5172.101598 = -5541672.905464 nChanged 13 SP:Iteration 32Q (13317.830000 sec): 3 clusters Score: Raw -5546846.694206 + Penalty 5172.101598 = -5541674.592608 nChanged 10 SP:Iteration 33Q (13318.260000 sec): 3 clusters Score: Raw -5546848.294801 + Penalty 5172.101598 = -5541676.193203 nChanged 11 SP:Iteration 34Q (13318.600000 sec): 3 clusters Score: Raw -5546850.561950 + Penalty 5172.101598 = -5541678.460351 nChanged 10 SP:Iteration 35Q (13319.000000 sec): 3 clusters Score: Raw -5546852.554646 + Penalty 5172.101598 = -5541680.453048 nChanged 14 SP:Iteration 36Q (13319.420000 sec): 3 clusters Score: Raw -5546854.781151 + Penalty 5172.101598 = -5541682.679553 nChanged 13 SP:Iteration 37Q (13319.850000 sec): 3 clusters Score: Raw -5546857.091101 + Penalty 5172.101598 = -5541684.989503 nChanged 18 SP:Iteration 38Q (13320.260000 sec): 3 clusters Score: Raw -5546860.349371 + Penalty 5172.101598 = -5541688.247772 nChanged 14 SP:Iteration 39Q (13320.570000 sec): 3 clusters Score: Raw -5546862.505078 + Penalty 5172.101598 = -5541690.403479 nChanged 10 SP:Iteration 40F (13320.910000 sec): 3 clusters Score: Raw -5546863.951414 + Penalty 5172.101598 = -5541691.849815 nChanged 6 SP:Iteration 41Q (13321.320000 sec): 3 clusters Score: Raw -5546864.712200 + Penalty 5172.101598 = -5541692.610602 nChanged 5 SP:Iteration 42Q (13321.710000 sec): 3 clusters Score: Raw -5546865.427661 + Penalty 5172.101598 = -5541693.326063 nChanged 6 SP:Iteration 43Q (13322.100000 sec): 3 clusters Score: Raw -5546866.319075 + Penalty 5172.101598 = -5541694.217476 nChanged 1 SP:Iteration 44Q (13322.550000 sec): 3 clusters Score: Raw -5546866.451902 + Penalty 5172.101598 = -5541694.350303 nChanged 0 SP:Iteration 45F (13322.990000 sec): 3 clusters Score: Raw -5546866.451902 + Penalty 5172.101598 = -5541694.350303 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13323.080000 sec): 2 clusters Score: Raw -153831.552698 + Penalty 1695.392301 = -152136.160397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13323.240000 sec): 3 clusters Score: Raw -153653.235530 + Penalty 3390.784602 = -150262.450928 nChanged 226 SP:Iteration 1F (13323.400000 sec): 3 clusters Score: Raw -153935.712471 + Penalty 3390.784602 = -150544.927870 nChanged 71 SP:Iteration 2F (13323.560000 sec): 3 clusters Score: Raw -154081.156221 + Penalty 3390.784602 = -150690.371620 nChanged 49 SP:Iteration 3F (13323.720000 sec): 3 clusters Score: Raw -154220.161243 + Penalty 3390.784602 = -150829.376642 nChanged 42 SP:Iteration 4Q (13323.880000 sec): 3 clusters Score: Raw -154339.654322 + Penalty 3390.784602 = -150948.869720 nChanged 49 SP:Iteration 5F (13324.040000 sec): 3 clusters Score: Raw -154531.092169 + Penalty 3390.784602 = -151140.307567 nChanged 49 SP:Iteration 6F (13324.210000 sec): 3 clusters Score: Raw -154710.269783 + Penalty 3390.784602 = -151319.485181 nChanged 56 SP:Iteration 7F (13324.370000 sec): 3 clusters Score: Raw -154877.420254 + Penalty 3390.784602 = -151486.635652 nChanged 40 SP:Iteration 8Q (13324.540000 sec): 3 clusters Score: Raw -154991.020207 + Penalty 3390.784602 = -151600.235605 nChanged 29 SP:Iteration 9Q (13324.700000 sec): 3 clusters Score: Raw -155088.297827 + Penalty 3390.784602 = -151697.513225 nChanged 17 SP:Iteration 10Q (13324.860000 sec): 3 clusters Score: Raw -155138.308989 + Penalty 3390.784602 = -151747.524388 nChanged 18 SP:Iteration 11Q (13325.040000 sec): 3 clusters Score: Raw -155185.073092 + Penalty 3390.784602 = -151794.288490 nChanged 8 SP:Iteration 12Q (13325.240000 sec): 3 clusters Score: Raw -155204.640341 + Penalty 3390.784602 = -151813.855740 nChanged 7 SP:Iteration 13Q (13325.360000 sec): 3 clusters Score: Raw -155216.478420 + Penalty 3390.784602 = -151825.693819 nChanged 1 SP:Iteration 14Q (13325.470000 sec): 3 clusters Score: Raw -155217.558991 + Penalty 3390.784602 = -151826.774390 nChanged 1 SP:Iteration 15Q (13325.580000 sec): 3 clusters Score: Raw -155219.197301 + Penalty 3390.784602 = -151828.412699 nChanged 3 SP:Iteration 16Q (13325.760000 sec): 3 clusters Score: Raw -155224.707583 + Penalty 3390.784602 = -151833.922981 nChanged 2 SP:Iteration 17Q (13325.920000 sec): 3 clusters Score: Raw -155230.130305 + Penalty 3390.784602 = -151839.345703 nChanged 4 SP:Iteration 18Q (13326.100000 sec): 3 clusters Score: Raw -155237.225114 + Penalty 3390.784602 = -151846.440513 nChanged 3 SP:Iteration 19Q (13326.260000 sec): 3 clusters Score: Raw -155244.672341 + Penalty 3390.784602 = -151853.887740 nChanged 4 SP:Iteration 20F (13326.400000 sec): 3 clusters Score: Raw -155249.863192 + Penalty 3390.784602 = -151859.078591 nChanged 3 SP:Iteration 21Q (13326.560000 sec): 3 clusters Score: Raw -155259.014077 + Penalty 3390.784602 = -151868.229476 nChanged 3 SP:Iteration 22Q (13326.730000 sec): 3 clusters Score: Raw -155264.423798 + Penalty 3390.784602 = -151873.639196 nChanged 0 SP:Iteration 23F (13326.890000 sec): 3 clusters Score: Raw -155264.423798 + Penalty 3390.784602 = -151873.639196 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13326.970000 sec): 2 clusters Score: Raw -42942.262286 + Penalty 1412.045570 = -41530.216715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13327.140000 sec): 3 clusters Score: Raw -43073.205660 + Penalty 2824.091141 = -40249.114519 nChanged 41 SP:Iteration 1F (13327.300000 sec): 3 clusters Score: Raw -43271.609806 + Penalty 2824.091141 = -40447.518666 nChanged 16 SP:Iteration 2F (13327.460000 sec): 3 clusters Score: Raw -43384.577225 + Penalty 2824.091141 = -40560.486084 nChanged 9 SP:Iteration 3Q (13327.620000 sec): 3 clusters Score: Raw -43427.754250 + Penalty 2824.091141 = -40603.663109 nChanged 3 SP:Iteration 4Q (13327.790000 sec): 3 clusters Score: Raw -43448.415263 + Penalty 2824.091141 = -40624.324122 nChanged 2 SP:Iteration 5Q (13327.950000 sec): 3 clusters Score: Raw -43456.309645 + Penalty 2824.091141 = -40632.218504 nChanged 0 SP:Iteration 6F (13328.120000 sec): 3 clusters Score: Raw -43456.309645 + Penalty 2824.091141 = -40632.218504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13328.200000 sec): 2 clusters Score: Raw -72630.219492 + Penalty 1531.615083 = -71098.604409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13328.360000 sec): 3 clusters Score: Raw -72685.396426 + Penalty 3063.230166 = -69622.166260 nChanged 99 SP:Iteration 1F (13328.520000 sec): 3 clusters Score: Raw -72899.692452 + Penalty 3063.230166 = -69836.462286 nChanged 23 SP:Iteration 2Q (13328.680000 sec): 3 clusters Score: Raw -72986.723999 + Penalty 3063.230166 = -69923.493834 nChanged 21 SP:Iteration 3Q (13328.840000 sec): 3 clusters Score: Raw -73083.120522 + Penalty 3063.230166 = -70019.890356 nChanged 21 SP:Iteration 4Q (13329.000000 sec): 3 clusters Score: Raw -73200.139875 + Penalty 3063.230166 = -70136.909709 nChanged 20 SP:Iteration 5Q (13329.160000 sec): 3 clusters Score: Raw -73306.742863 + Penalty 3063.230166 = -70243.512697 nChanged 15 SP:Iteration 6Q (13329.320000 sec): 3 clusters Score: Raw -73376.779612 + Penalty 3063.230166 = -70313.549446 nChanged 13 SP:Iteration 7Q (13329.480000 sec): 3 clusters Score: Raw -73420.164042 + Penalty 3063.230166 = -70356.933876 nChanged 12 SP:Iteration 8Q (13329.640000 sec): 3 clusters Score: Raw -73470.837675 + Penalty 3063.230166 = -70407.607509 nChanged 13 SP:Iteration 9Q (13329.800000 sec): 3 clusters Score: Raw -73519.464490 + Penalty 3063.230166 = -70456.234324 nChanged 7 SP:Iteration 10Q (13329.960000 sec): 3 clusters Score: Raw -73546.010630 + Penalty 3063.230166 = -70482.780464 nChanged 3 SP:Iteration 11Q (13330.120000 sec): 3 clusters Score: Raw -73560.552366 + Penalty 3063.230166 = -70497.322200 nChanged 2 SP:Iteration 12Q (13330.280000 sec): 3 clusters Score: Raw -73572.478196 + Penalty 3063.230166 = -70509.248030 nChanged 1 SP:Iteration 13Q (13330.440000 sec): 3 clusters Score: Raw -73574.197618 + Penalty 3063.230166 = -70510.967452 nChanged 2 SP:Iteration 14Q (13330.600000 sec): 3 clusters Score: Raw -73577.023315 + Penalty 3063.230166 = -70513.793149 nChanged 1 SP:Iteration 15Q (13330.760000 sec): 3 clusters Score: Raw -73584.836672 + Penalty 3063.230166 = -70521.606506 nChanged 0 SP:Iteration 16F (13330.920000 sec): 3 clusters Score: Raw -73584.836672 + Penalty 3063.230166 = -70521.606506 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (19962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13331.130000 sec): 2 clusters Score: Raw -3365909.672396 + Penalty 2455.593265 = -3363454.079131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13331.400000 sec): 3 clusters Score: Raw -3354261.686199 + Penalty 4911.186530 = -3349350.499670 nChanged 8815 SP:Iteration 1F (13331.670000 sec): 3 clusters Score: Raw -3358857.818134 + Penalty 4911.186530 = -3353946.631605 nChanged 1148 SP:Iteration 2F (13331.960000 sec): 3 clusters Score: Raw -3359351.722183 + Penalty 4911.186530 = -3354440.535654 nChanged 1076 SP:Iteration 3F (13332.230000 sec): 3 clusters Score: Raw -3359862.327729 + Penalty 4911.186530 = -3354951.141199 nChanged 1000 SP:Iteration 4F (13332.560000 sec): 3 clusters Score: Raw -3360358.134926 + Penalty 4911.186530 = -3355446.948396 nChanged 970 SP:Iteration 5Q (13332.870000 sec): 3 clusters Score: Raw -3360906.413052 + Penalty 4911.186530 = -3355995.226523 nChanged 1023 SP:Iteration 6F (13333.200000 sec): 3 clusters Score: Raw -3361557.212222 + Penalty 4911.186530 = -3356646.025692 nChanged 1072 SP:Iteration 7F (13333.480000 sec): 3 clusters Score: Raw -3362225.066413 + Penalty 4911.186530 = -3357313.879884 nChanged 1057 SP:Iteration 8F (13333.810000 sec): 3 clusters Score: Raw -3362866.824481 + Penalty 4911.186530 = -3357955.637951 nChanged 951 SP:Iteration 9Q (13334.100000 sec): 3 clusters Score: Raw -3363441.919632 + Penalty 4911.186530 = -3358530.733103 nChanged 826 SP:Iteration 10Q (13334.420000 sec): 3 clusters Score: Raw -3363902.087313 + Penalty 4911.186530 = -3358990.900783 nChanged 710 SP:Iteration 11Q (13334.750000 sec): 3 clusters Score: Raw -3364224.633354 + Penalty 4911.186530 = -3359313.446824 nChanged 610 SP:Iteration 12Q (13335.070000 sec): 3 clusters Score: Raw -3364464.716008 + Penalty 4911.186530 = -3359553.529479 nChanged 476 SP:Iteration 13Q (13335.400000 sec): 3 clusters Score: Raw -3364648.971667 + Penalty 4911.186530 = -3359737.785138 nChanged 419 SP:Iteration 14Q (13335.720000 sec): 3 clusters Score: Raw -3364813.258809 + Penalty 4911.186530 = -3359902.072279 nChanged 409 SP:Iteration 15Q (13336.050000 sec): 3 clusters Score: Raw -3364965.108090 + Penalty 4911.186530 = -3360053.921561 nChanged 357 SP:Iteration 16Q (13336.330000 sec): 3 clusters Score: Raw -3365094.549787 + Penalty 4911.186530 = -3360183.363258 nChanged 333 SP:Iteration 17Q (13336.680000 sec): 3 clusters Score: Raw -3365227.454774 + Penalty 4911.186530 = -3360316.268245 nChanged 340 SP:Iteration 18Q (13336.910000 sec): 3 clusters Score: Raw -3365372.981175 + Penalty 4911.186530 = -3360461.794645 nChanged 309 SP:Iteration 19Q (13337.190000 sec): 3 clusters Score: Raw -3365510.507833 + Penalty 4911.186530 = -3360599.321303 nChanged 294 SP:Iteration 20F (13337.530000 sec): 3 clusters Score: Raw -3365637.236907 + Penalty 4911.186530 = -3360726.050378 nChanged 273 SP:Iteration 21Q (13337.810000 sec): 3 clusters Score: Raw -3365759.477252 + Penalty 4911.186530 = -3360848.290723 nChanged 260 SP:Iteration 22Q (13338.100000 sec): 3 clusters Score: Raw -3365880.973363 + Penalty 4911.186530 = -3360969.786834 nChanged 276 SP:Iteration 23Q (13338.430000 sec): 3 clusters Score: Raw -3366032.265638 + Penalty 4911.186530 = -3361121.079108 nChanged 265 SP:Iteration 24Q (13338.720000 sec): 3 clusters Score: Raw -3366176.797066 + Penalty 4911.186530 = -3361265.610536 nChanged 236 SP:Iteration 25Q (13339.020000 sec): 3 clusters Score: Raw -3366291.972367 + Penalty 4911.186530 = -3361380.785838 nChanged 210 SP:Iteration 26Q (13339.310000 sec): 3 clusters Score: Raw -3366380.671134 + Penalty 4911.186530 = -3361469.484604 nChanged 192 SP:Iteration 27Q (13339.690000 sec): 3 clusters Score: Raw -3366470.250128 + Penalty 4911.186530 = -3361559.063599 nChanged 169 SP:Iteration 28Q (13340.020000 sec): 3 clusters Score: Raw -3366537.883335 + Penalty 4911.186530 = -3361626.696806 nChanged 151 SP:Iteration 29Q (13340.340000 sec): 3 clusters Score: Raw -3366593.398794 + Penalty 4911.186530 = -3361682.212264 nChanged 140 SP:Iteration 30Q (13340.610000 sec): 3 clusters Score: Raw -3366642.303765 + Penalty 4911.186530 = -3361731.117236 nChanged 129 SP:Iteration 31Q (13340.900000 sec): 3 clusters Score: Raw -3366685.701139 + Penalty 4911.186530 = -3361774.514609 nChanged 118 SP:Iteration 32Q (13341.140000 sec): 3 clusters Score: Raw -3366721.896297 + Penalty 4911.186530 = -3361810.709767 nChanged 90 SP:Iteration 33Q (13341.460000 sec): 3 clusters Score: Raw -3366745.286017 + Penalty 4911.186530 = -3361834.099488 nChanged 59 SP:Iteration 34Q (13341.760000 sec): 3 clusters Score: Raw -3366758.104595 + Penalty 4911.186530 = -3361846.918065 nChanged 45 SP:Iteration 35Q (13342.040000 sec): 3 clusters Score: Raw -3366767.238751 + Penalty 4911.186530 = -3361856.052221 nChanged 36 SP:Iteration 36Q (13342.330000 sec): 3 clusters Score: Raw -3366773.700903 + Penalty 4911.186530 = -3361862.514373 nChanged 29 SP:Iteration 37Q (13342.610000 sec): 3 clusters Score: Raw -3366779.312496 + Penalty 4911.186530 = -3361868.125967 nChanged 17 SP:Iteration 38Q (13342.900000 sec): 3 clusters Score: Raw -3366782.421586 + Penalty 4911.186530 = -3361871.235056 nChanged 21 SP:Iteration 39Q (13343.220000 sec): 3 clusters Score: Raw -3366786.535336 + Penalty 4911.186530 = -3361875.348806 nChanged 25 SP:Iteration 40F (13343.540000 sec): 3 clusters Score: Raw -3366791.566513 + Penalty 4911.186530 = -3361880.379983 nChanged 22 SP:Iteration 41Q (13343.830000 sec): 3 clusters Score: Raw -3366796.253920 + Penalty 4911.186530 = -3361885.067390 nChanged 21 SP:Iteration 42Q (13344.100000 sec): 3 clusters Score: Raw -3366800.895902 + Penalty 4911.186530 = -3361889.709372 nChanged 20 SP:Iteration 43Q (13344.390000 sec): 3 clusters Score: Raw -3366804.867581 + Penalty 4911.186530 = -3361893.681051 nChanged 15 SP:Iteration 44Q (13344.670000 sec): 3 clusters Score: Raw -3366807.173248 + Penalty 4911.186530 = -3361895.986718 nChanged 12 SP:Iteration 45Q (13344.950000 sec): 3 clusters Score: Raw -3366808.808838 + Penalty 4911.186530 = -3361897.622308 nChanged 15 SP:Iteration 46Q (13345.190000 sec): 3 clusters Score: Raw -3366811.051973 + Penalty 4911.186530 = -3361899.865443 nChanged 8 SP:Iteration 47Q (13345.460000 sec): 3 clusters Score: Raw -3366811.997187 + Penalty 4911.186530 = -3361900.810657 nChanged 2 SP:Iteration 48Q (13345.720000 sec): 3 clusters Score: Raw -3366812.231802 + Penalty 4911.186530 = -3361901.045272 nChanged 1 SP:Iteration 49Q (13346.000000 sec): 3 clusters Score: Raw -3366812.535962 + Penalty 4911.186530 = -3361901.349432 nChanged 5 SP:Iteration 50Q (13346.320000 sec): 3 clusters Score: Raw -3366813.669456 + Penalty 4911.186530 = -3361902.482926 nChanged 9 SP:Iteration 51Q (13346.580000 sec): 3 clusters Score: Raw -3366815.680523 + Penalty 4911.186530 = -3361904.493994 nChanged 9 SP:Iteration 52Q (13346.850000 sec): 3 clusters Score: Raw -3366817.029883 + Penalty 4911.186530 = -3361905.843353 nChanged 8 SP:Iteration 53Q (13347.110000 sec): 3 clusters Score: Raw -3366818.254518 + Penalty 4911.186530 = -3361907.067988 nChanged 5 SP:Iteration 54Q (13347.370000 sec): 3 clusters Score: Raw -3366818.981334 + Penalty 4911.186530 = -3361907.794805 nChanged 5 SP:Iteration 55Q (13347.640000 sec): 3 clusters Score: Raw -3366819.506512 + Penalty 4911.186530 = -3361908.319982 nChanged 3 SP:Iteration 56Q (13347.920000 sec): 3 clusters Score: Raw -3366819.785158 + Penalty 4911.186530 = -3361908.598628 nChanged 2 SP:Iteration 57Q (13348.180000 sec): 3 clusters Score: Raw -3366820.188201 + Penalty 4911.186530 = -3361909.001671 nChanged 0 SP:Iteration 58F (13348.480000 sec): 3 clusters Score: Raw -3366820.188201 + Penalty 4911.186530 = -3361909.001671 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13348.570000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13348.720000 sec): 3 clusters Score: Raw -46407.578035 + Penalty 2851.698921 = -43555.879114 nChanged 44 SP:Iteration 1F (13348.860000 sec): 3 clusters Score: Raw -46552.448969 + Penalty 2851.698921 = -43700.750048 nChanged 12 SP:Iteration 2Q (13349.020000 sec): 3 clusters Score: Raw -46593.846254 + Penalty 2851.698921 = -43742.147333 nChanged 5 SP:Iteration 3Q (13349.180000 sec): 3 clusters Score: Raw -46613.111767 + Penalty 2851.698921 = -43761.412846 nChanged 4 SP:Iteration 4Q (13349.340000 sec): 3 clusters Score: Raw -46622.902739 + Penalty 2851.698921 = -43771.203818 nChanged 1 SP:Iteration 5Q (13349.500000 sec): 3 clusters Score: Raw -46627.150928 + Penalty 2851.698921 = -43775.452007 nChanged 0 SP:Iteration 6F (13349.660000 sec): 3 clusters Score: Raw -46627.150928 + Penalty 2851.698921 = -43775.452007 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13349.750000 sec): 2 clusters Score: Raw -667657.714797 + Penalty 2038.860103 = -665618.854694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13349.910000 sec): 3 clusters Score: Raw -665968.923212 + Penalty 4077.720207 = -661891.203006 nChanged 1350 SP:Iteration 1F (13350.100000 sec): 3 clusters Score: Raw -666824.328855 + Penalty 4077.720207 = -662746.608648 nChanged 287 SP:Iteration 2F (13350.280000 sec): 3 clusters Score: Raw -666995.052864 + Penalty 4077.720207 = -662917.332657 nChanged 161 SP:Iteration 3Q (13350.460000 sec): 3 clusters Score: Raw -667089.633305 + Penalty 4077.720207 = -663011.913098 nChanged 121 SP:Iteration 4Q (13350.670000 sec): 3 clusters Score: Raw -667154.962193 + Penalty 4077.720207 = -663077.241986 nChanged 93 SP:Iteration 5Q (13350.920000 sec): 3 clusters Score: Raw -667206.834088 + Penalty 4077.720207 = -663129.113882 nChanged 84 SP:Iteration 6Q (13351.090000 sec): 3 clusters Score: Raw -667249.433575 + Penalty 4077.720207 = -663171.713369 nChanged 68 SP:Iteration 7Q (13351.300000 sec): 3 clusters Score: Raw -667286.007148 + Penalty 4077.720207 = -663208.286942 nChanged 65 SP:Iteration 8Q (13351.430000 sec): 3 clusters Score: Raw -667325.102561 + Penalty 4077.720207 = -663247.382355 nChanged 56 SP:Iteration 9Q (13351.620000 sec): 3 clusters Score: Raw -667350.169107 + Penalty 4077.720207 = -663272.448900 nChanged 42 SP:Iteration 10Q (13351.780000 sec): 3 clusters Score: Raw -667370.370984 + Penalty 4077.720207 = -663292.650777 nChanged 35 SP:Iteration 11Q (13351.940000 sec): 3 clusters Score: Raw -667390.281742 + Penalty 4077.720207 = -663312.561536 nChanged 40 SP:Iteration 12Q (13352.090000 sec): 3 clusters Score: Raw -667411.109134 + Penalty 4077.720207 = -663333.388928 nChanged 42 SP:Iteration 13Q (13352.290000 sec): 3 clusters Score: Raw -667431.338545 + Penalty 4077.720207 = -663353.618339 nChanged 36 SP:Iteration 14Q (13352.440000 sec): 3 clusters Score: Raw -667448.897323 + Penalty 4077.720207 = -663371.177116 nChanged 36 SP:Iteration 15Q (13352.600000 sec): 3 clusters Score: Raw -667464.764061 + Penalty 4077.720207 = -663387.043855 nChanged 27 SP:Iteration 16Q (13352.760000 sec): 3 clusters Score: Raw -667476.627419 + Penalty 4077.720207 = -663398.907212 nChanged 39 SP:Iteration 17Q (13352.910000 sec): 3 clusters Score: Raw -667494.052782 + Penalty 4077.720207 = -663416.332575 nChanged 40 SP:Iteration 18Q (13353.110000 sec): 3 clusters Score: Raw -667514.529865 + Penalty 4077.720207 = -663436.809658 nChanged 44 SP:Iteration 19Q (13353.270000 sec): 3 clusters Score: Raw -667538.013353 + Penalty 4077.720207 = -663460.293146 nChanged 41 SP:Iteration 20F (13353.420000 sec): 3 clusters Score: Raw -667559.440561 + Penalty 4077.720207 = -663481.720355 nChanged 50 SP:Iteration 21Q (13353.580000 sec): 3 clusters Score: Raw -667588.643514 + Penalty 4077.720207 = -663510.923307 nChanged 53 SP:Iteration 22Q (13353.760000 sec): 3 clusters Score: Raw -667618.620307 + Penalty 4077.720207 = -663540.900100 nChanged 61 SP:Iteration 23Q (13353.890000 sec): 3 clusters Score: Raw -667655.412283 + Penalty 4077.720207 = -663577.692077 nChanged 54 SP:Iteration 24Q (13354.020000 sec): 3 clusters Score: Raw -667692.008763 + Penalty 4077.720207 = -663614.288557 nChanged 68 SP:Iteration 25Q (13354.250000 sec): 3 clusters Score: Raw -667729.809184 + Penalty 4077.720207 = -663652.088977 nChanged 61 SP:Iteration 26Q (13354.400000 sec): 3 clusters Score: Raw -667765.585498 + Penalty 4077.720207 = -663687.865291 nChanged 66 SP:Iteration 27Q (13354.580000 sec): 3 clusters Score: Raw -667805.919157 + Penalty 4077.720207 = -663728.198951 nChanged 61 SP:Iteration 28Q (13354.740000 sec): 3 clusters Score: Raw -667851.239523 + Penalty 4077.720207 = -663773.519316 nChanged 68 SP:Iteration 29Q (13354.910000 sec): 3 clusters Score: Raw -667902.121912 + Penalty 4077.720207 = -663824.401705 nChanged 64 SP:Iteration 30Q (13355.070000 sec): 3 clusters Score: Raw -667951.631211 + Penalty 4077.720207 = -663873.911004 nChanged 58 SP:Iteration 31Q (13355.230000 sec): 3 clusters Score: Raw -667999.867504 + Penalty 4077.720207 = -663922.147297 nChanged 61 SP:Iteration 32Q (13355.390000 sec): 3 clusters Score: Raw -668051.345509 + Penalty 4077.720207 = -663973.625303 nChanged 57 SP:Iteration 33Q (13355.550000 sec): 3 clusters Score: Raw -668106.666144 + Penalty 4077.720207 = -664028.945937 nChanged 65 SP:Iteration 34Q (13355.720000 sec): 3 clusters Score: Raw -668163.183480 + Penalty 4077.720207 = -664085.463273 nChanged 54 SP:Iteration 35Q (13355.880000 sec): 3 clusters Score: Raw -668207.590359 + Penalty 4077.720207 = -664129.870152 nChanged 41 SP:Iteration 36Q (13356.040000 sec): 3 clusters Score: Raw -668245.182381 + Penalty 4077.720207 = -664167.462175 nChanged 40 SP:Iteration 37Q (13356.200000 sec): 3 clusters Score: Raw -668276.459792 + Penalty 4077.720207 = -664198.739585 nChanged 27 SP:Iteration 38Q (13356.360000 sec): 3 clusters Score: Raw -668294.282154 + Penalty 4077.720207 = -664216.561947 nChanged 20 SP:Iteration 39Q (13356.590000 sec): 3 clusters Score: Raw -668310.836494 + Penalty 4077.720207 = -664233.116288 nChanged 23 SP:Iteration 40F (13356.780000 sec): 3 clusters Score: Raw -668336.246710 + Penalty 4077.720207 = -664258.526504 nChanged 29 SP:Iteration 41Q (13356.930000 sec): 3 clusters Score: Raw -668367.039501 + Penalty 4077.720207 = -664289.319295 nChanged 25 SP:Iteration 42Q (13357.140000 sec): 3 clusters Score: Raw -668386.702068 + Penalty 4077.720207 = -664308.981861 nChanged 18 SP:Iteration 43Q (13357.320000 sec): 3 clusters Score: Raw -668402.970157 + Penalty 4077.720207 = -664325.249951 nChanged 15 SP:Iteration 44Q (13357.480000 sec): 3 clusters Score: Raw -668414.153809 + Penalty 4077.720207 = -664336.433602 nChanged 12 SP:Iteration 45Q (13357.620000 sec): 3 clusters Score: Raw -668425.267322 + Penalty 4077.720207 = -664347.547115 nChanged 20 SP:Iteration 46Q (13357.780000 sec): 3 clusters Score: Raw -668447.775533 + Penalty 4077.720207 = -664370.055326 nChanged 18 SP:Iteration 47Q (13357.940000 sec): 3 clusters Score: Raw -668472.980157 + Penalty 4077.720207 = -664395.259950 nChanged 27 SP:Iteration 48Q (13358.090000 sec): 3 clusters Score: Raw -668513.923978 + Penalty 4077.720207 = -664436.203772 nChanged 31 SP:Iteration 49Q (13358.250000 sec): 3 clusters Score: Raw -668552.306648 + Penalty 4077.720207 = -664474.586441 nChanged 32 SP:Iteration 50Q (13358.410000 sec): 3 clusters Score: Raw -668608.960054 + Penalty 4077.720207 = -664531.239848 nChanged 33 SP:Iteration 51Q (13358.570000 sec): 3 clusters Score: Raw -668648.504316 + Penalty 4077.720207 = -664570.784109 nChanged 12 SP:Iteration 52Q (13358.730000 sec): 3 clusters Score: Raw -668663.124887 + Penalty 4077.720207 = -664585.404681 nChanged 12 SP:Iteration 53Q (13358.890000 sec): 3 clusters Score: Raw -668671.258405 + Penalty 4077.720207 = -664593.538198 nChanged 5 SP:Iteration 54Q (13359.050000 sec): 3 clusters Score: Raw -668675.743222 + Penalty 4077.720207 = -664598.023016 nChanged 5 SP:Iteration 55Q (13359.200000 sec): 3 clusters Score: Raw -668681.027621 + Penalty 4077.720207 = -664603.307414 nChanged 6 SP:Iteration 56Q (13359.360000 sec): 3 clusters Score: Raw -668687.231608 + Penalty 4077.720207 = -664609.511401 nChanged 8 SP:Iteration 57Q (13359.560000 sec): 3 clusters Score: Raw -668695.433860 + Penalty 4077.720207 = -664617.713653 nChanged 8 SP:Iteration 58Q (13359.720000 sec): 3 clusters Score: Raw -668702.517055 + Penalty 4077.720207 = -664624.796848 nChanged 4 SP:Iteration 59Q (13359.880000 sec): 3 clusters Score: Raw -668710.567122 + Penalty 4077.720207 = -664632.846916 nChanged 3 SP:Iteration 60F (13360.040000 sec): 3 clusters Score: Raw -668728.882276 + Penalty 4077.720207 = -664651.162070 nChanged 6 SP:Iteration 61Q (13360.200000 sec): 3 clusters Score: Raw -668736.407373 + Penalty 4077.720207 = -664658.687166 nChanged 3 SP:Iteration 62Q (13360.360000 sec): 3 clusters Score: Raw -668737.676237 + Penalty 4077.720207 = -664659.956031 nChanged 1 SP:Iteration 63Q (13360.520000 sec): 3 clusters Score: Raw -668738.269008 + Penalty 4077.720207 = -664660.548802 nChanged 1 SP:Iteration 64Q (13360.680000 sec): 3 clusters Score: Raw -668738.565108 + Penalty 4077.720207 = -664660.844902 nChanged 0 SP:Iteration 65F (13360.830000 sec): 3 clusters Score: Raw -668738.565108 + Penalty 4077.720207 = -664660.844902 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13360.910000 sec): 2 clusters Score: Raw -14550.789512 + Penalty 1239.308644 = -13311.480868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13361.070000 sec): 3 clusters Score: Raw -14964.406516 + Penalty 2478.617288 = -12485.789228 nChanged 17 SP:Iteration 1F (13361.230000 sec): 3 clusters Score: Raw -15070.203589 + Penalty 2478.617288 = -12591.586301 nChanged 2 SP:Iteration 2Q (13361.390000 sec): 3 clusters Score: Raw -15079.736518 + Penalty 2478.617288 = -12601.119230 nChanged 1 SP:Iteration 3Q (13361.550000 sec): 3 clusters Score: Raw -15084.983843 + Penalty 2478.617288 = -12606.366555 nChanged 2 SP:Iteration 4Q (13361.710000 sec): 3 clusters Score: Raw -15095.574718 + Penalty 2478.617288 = -12616.957430 nChanged 0 SP:Iteration 5F (13361.870000 sec): 3 clusters Score: Raw -15095.574718 + Penalty 2478.617288 = -12616.957430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13361.950000 sec): 2 clusters Score: Raw -30368.712395 + Penalty 1313.982707 = -29054.729688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13362.110000 sec): 3 clusters Score: Raw -30747.539197 + Penalty 2627.965414 = -28119.573783 nChanged 20 SP:Iteration 1F (13362.270000 sec): 3 clusters Score: Raw -30851.934673 + Penalty 2627.965414 = -28223.969259 nChanged 4 SP:Iteration 2Q (13362.430000 sec): 3 clusters Score: Raw -30868.216748 + Penalty 2627.965414 = -28240.251334 nChanged 2 SP:Iteration 3Q (13362.590000 sec): 3 clusters Score: Raw -30877.845190 + Penalty 2627.965414 = -28249.879776 nChanged 0 SP:Iteration 4F (13362.800000 sec): 3 clusters Score: Raw -30877.845190 + Penalty 2627.965414 = -28249.879776 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13362.910000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13363.050000 sec): 3 clusters Score: Raw -54169.913579 + Penalty 2894.066126 = -51275.847454 nChanged 44 SP:Iteration 1F (13363.230000 sec): 3 clusters Score: Raw -54279.371992 + Penalty 2894.066126 = -51385.305867 nChanged 10 SP:Iteration 2Q (13363.340000 sec): 3 clusters Score: Raw -54313.639811 + Penalty 2894.066126 = -51419.573686 nChanged 3 SP:Iteration 3Q (13363.490000 sec): 3 clusters Score: Raw -54322.082367 + Penalty 2894.066126 = -51428.016241 nChanged 3 SP:Iteration 4Q (13363.640000 sec): 3 clusters Score: Raw -54328.645457 + Penalty 2894.066126 = -51434.579332 nChanged 4 SP:Iteration 5Q (13363.790000 sec): 3 clusters Score: Raw -54336.969147 + Penalty 2894.066126 = -51442.903022 nChanged 0 SP:Iteration 6F (13363.970000 sec): 3 clusters Score: Raw -54336.969147 + Penalty 2894.066126 = -51442.903022 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13364.030000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13364.180000 sec): 3 clusters Score: Raw -23162.253155 + Penalty 2495.097209 = -20667.155946 nChanged 10 SP:Iteration 1F (13364.320000 sec): 3 clusters Score: Raw -23228.943415 + Penalty 2495.097209 = -20733.846206 nChanged 2 SP:Iteration 2Q (13364.460000 sec): 3 clusters Score: Raw -23242.184788 + Penalty 2495.097209 = -20747.087579 nChanged 0 SP:Iteration 3F (13364.610000 sec): 3 clusters Score: Raw -23242.184788 + Penalty 2495.097209 = -20747.087579 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (118673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13365.290000 sec): 2 clusters Score: Raw -20496522.597597 + Penalty 2897.663518 = -20493624.934079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13366.190000 sec): 3 clusters Score: Raw -20419906.140305 + Penalty 5795.327037 = -20414110.813268 nChanged 56415 SP:Iteration 1F (13367.130000 sec): 3 clusters Score: Raw -20452698.876520 + Penalty 5795.327037 = -20446903.549483 nChanged 4018 SP:Iteration 2Q (13368.250000 sec): 3 clusters Score: Raw -20453773.376470 + Penalty 5795.327037 = -20447978.049433 nChanged 4282 SP:Iteration 3Q (13369.230000 sec): 3 clusters Score: Raw -20455137.233509 + Penalty 5795.327037 = -20449341.906472 nChanged 4886 SP:Iteration 4Q (13370.310000 sec): 3 clusters Score: Raw -20457097.058827 + Penalty 5795.327037 = -20451301.731790 nChanged 5671 SP:Iteration 5Q (13371.430000 sec): 3 clusters Score: Raw -20459867.517958 + Penalty 5795.327037 = -20454072.190921 nChanged 6514 SP:Iteration 6F (13372.320000 sec): 3 clusters Score: Raw -20463581.084992 + Penalty 5795.327037 = -20457785.757955 nChanged 7192 SP:Iteration 7F (13373.310000 sec): 3 clusters Score: Raw -20468097.928049 + Penalty 5795.327037 = -20462302.601012 nChanged 7274 SP:Iteration 8F (13374.290000 sec): 3 clusters Score: Raw -20472850.258624 + Penalty 5795.327037 = -20467054.931587 nChanged 7021 SP:Iteration 9F (13375.130000 sec): 3 clusters Score: Raw -20477296.258507 + Penalty 5795.327037 = -20471500.931470 nChanged 6102 SP:Iteration 10F (13376.140000 sec): 3 clusters Score: Raw -20480664.840570 + Penalty 5795.327037 = -20474869.513533 nChanged 4765 SP:Iteration 11Q (13377.170000 sec): 3 clusters Score: Raw -20482732.428894 + Penalty 5795.327037 = -20476937.101857 nChanged 3516 SP:Iteration 12Q (13378.080000 sec): 3 clusters Score: Raw -20483991.930870 + Penalty 5795.327037 = -20478196.603833 nChanged 2606 SP:Iteration 13Q (13379.200000 sec): 3 clusters Score: Raw -20484728.354512 + Penalty 5795.327037 = -20478933.027475 nChanged 2039 SP:Iteration 14Q (13380.230000 sec): 3 clusters Score: Raw -20485249.189664 + Penalty 5795.327037 = -20479453.862627 nChanged 1673 SP:Iteration 15Q (13381.150000 sec): 3 clusters Score: Raw -20485632.146191 + Penalty 5795.327037 = -20479836.819154 nChanged 1449 SP:Iteration 16Q (13382.180000 sec): 3 clusters Score: Raw -20485930.800974 + Penalty 5795.327037 = -20480135.473937 nChanged 1305 SP:Iteration 17Q (13383.120000 sec): 3 clusters Score: Raw -20486186.869878 + Penalty 5795.327037 = -20480391.542841 nChanged 1225 SP:Iteration 18Q (13383.880000 sec): 3 clusters Score: Raw -20486414.352650 + Penalty 5795.327037 = -20480619.025613 nChanged 1133 SP:Iteration 19Q (13384.910000 sec): 3 clusters Score: Raw -20486623.339631 + Penalty 5795.327037 = -20480828.012594 nChanged 1076 SP:Iteration 20F (13385.910000 sec): 3 clusters Score: Raw -20486804.645798 + Penalty 5795.327037 = -20481009.318761 nChanged 1020 SP:Iteration 21Q (13386.810000 sec): 3 clusters Score: Raw -20486984.776368 + Penalty 5795.327037 = -20481189.449331 nChanged 1056 SP:Iteration 22Q (13387.690000 sec): 3 clusters Score: Raw -20487169.816074 + Penalty 5795.327037 = -20481374.489037 nChanged 1086 SP:Iteration 23Q (13388.630000 sec): 3 clusters Score: Raw -20487368.294668 + Penalty 5795.327037 = -20481572.967631 nChanged 1122 SP:Iteration 24Q (13389.500000 sec): 3 clusters Score: Raw -20487574.325053 + Penalty 5795.327037 = -20481778.998016 nChanged 1141 SP:Iteration 25Q (13390.500000 sec): 3 clusters Score: Raw -20487777.721957 + Penalty 5795.327037 = -20481982.394920 nChanged 1133 SP:Iteration 26Q (13391.440000 sec): 3 clusters Score: Raw -20487981.910443 + Penalty 5795.327037 = -20482186.583406 nChanged 1178 SP:Iteration 27Q (13392.250000 sec): 3 clusters Score: Raw -20488211.743563 + Penalty 5795.327037 = -20482416.416527 nChanged 1315 SP:Iteration 28Q (13393.250000 sec): 3 clusters Score: Raw -20488492.555815 + Penalty 5795.327037 = -20482697.228778 nChanged 1405 SP:Iteration 29Q (13394.280000 sec): 3 clusters Score: Raw -20488815.669452 + Penalty 5795.327037 = -20483020.342415 nChanged 1516 SP:Iteration 30Q (13395.000000 sec): 3 clusters Score: Raw -20489192.127436 + Penalty 5795.327037 = -20483396.800399 nChanged 1685 SP:Iteration 31Q (13395.900000 sec): 3 clusters Score: Raw -20489660.276862 + Penalty 5795.327037 = -20483864.949825 nChanged 1819 SP:Iteration 32Q (13396.780000 sec): 3 clusters Score: Raw -20490212.789830 + Penalty 5795.327037 = -20484417.462794 nChanged 1884 SP:Iteration 33Q (13397.500000 sec): 3 clusters Score: Raw -20490860.172217 + Penalty 5795.327037 = -20485064.845180 nChanged 2024 SP:Iteration 34Q (13398.500000 sec): 3 clusters Score: Raw -20491623.657980 + Penalty 5795.327037 = -20485828.330943 nChanged 2047 SP:Iteration 35Q (13399.500000 sec): 3 clusters Score: Raw -20492529.006986 + Penalty 5795.327037 = -20486733.679949 nChanged 2154 SP:Iteration 36Q (13400.490000 sec): 3 clusters Score: Raw -20493693.699199 + Penalty 5795.327037 = -20487898.372162 nChanged 2279 SP:Iteration 37Q (13401.470000 sec): 3 clusters Score: Raw -20495220.881746 + Penalty 5795.327037 = -20489425.554709 nChanged 2276 SP:Iteration 38Q (13402.490000 sec): 3 clusters Score: Raw -20497089.873089 + Penalty 5795.327037 = -20491294.546052 nChanged 2062 SP:Iteration 39Q (13403.450000 sec): 3 clusters Score: Raw -20498801.010675 + Penalty 5795.327037 = -20493005.683638 nChanged 1782 SP:Iteration 40F (13404.330000 sec): 3 clusters Score: Raw -20499986.196896 + Penalty 5795.327037 = -20494190.869860 nChanged 1488 SP:Iteration 41Q (13405.270000 sec): 3 clusters Score: Raw -20500718.016035 + Penalty 5795.327037 = -20494922.688999 nChanged 1222 SP:Iteration 42Q (13406.230000 sec): 3 clusters Score: Raw -20501177.720752 + Penalty 5795.327037 = -20495382.393715 nChanged 992 SP:Iteration 43Q (13406.820000 sec): 3 clusters Score: Raw -20501478.690122 + Penalty 5795.327037 = -20495683.363085 nChanged 775 SP:Iteration 44Q (13407.600000 sec): 3 clusters Score: Raw -20501675.731346 + Penalty 5795.327037 = -20495880.404309 nChanged 670 SP:Iteration 45Q (13408.580000 sec): 3 clusters Score: Raw -20501827.936818 + Penalty 5795.327037 = -20496032.609781 nChanged 623 SP:Iteration 46Q (13409.370000 sec): 3 clusters Score: Raw -20501954.783690 + Penalty 5795.327037 = -20496159.456653 nChanged 521 SP:Iteration 47Q (13410.370000 sec): 3 clusters Score: Raw -20502053.329480 + Penalty 5795.327037 = -20496258.002443 nChanged 461 SP:Iteration 48Q (13411.350000 sec): 3 clusters Score: Raw -20502130.478601 + Penalty 5795.327037 = -20496335.151564 nChanged 389 SP:Iteration 49Q (13412.210000 sec): 3 clusters Score: Raw -20502187.344914 + Penalty 5795.327037 = -20496392.017877 nChanged 360 SP:Iteration 50Q (13413.200000 sec): 3 clusters Score: Raw -20502236.715880 + Penalty 5795.327037 = -20496441.388844 nChanged 323 SP:Iteration 51Q (13414.200000 sec): 3 clusters Score: Raw -20502280.971809 + Penalty 5795.327037 = -20496485.644772 nChanged 284 SP:Iteration 52Q (13415.180000 sec): 3 clusters Score: Raw -20502313.585106 + Penalty 5795.327037 = -20496518.258069 nChanged 201 SP:Iteration 53Q (13416.040000 sec): 3 clusters Score: Raw -20502330.792561 + Penalty 5795.327037 = -20496535.465524 nChanged 161 SP:Iteration 54Q (13417.020000 sec): 3 clusters Score: Raw -20502342.939564 + Penalty 5795.327037 = -20496547.612527 nChanged 143 SP:Iteration 55Q (13417.990000 sec): 3 clusters Score: Raw -20502353.177203 + Penalty 5795.327037 = -20496557.850166 nChanged 126 SP:Iteration 56Q (13418.820000 sec): 3 clusters Score: Raw -20502362.102467 + Penalty 5795.327037 = -20496566.775430 nChanged 109 SP:Iteration 57Q (13419.750000 sec): 3 clusters Score: Raw -20502369.158389 + Penalty 5795.327037 = -20496573.831352 nChanged 90 SP:Iteration 58Q (13420.720000 sec): 3 clusters Score: Raw -20502374.580716 + Penalty 5795.327037 = -20496579.253679 nChanged 77 SP:Iteration 59Q (13421.700000 sec): 3 clusters Score: Raw -20502380.010786 + Penalty 5795.327037 = -20496584.683749 nChanged 81 SP:Iteration 60F (13422.540000 sec): 3 clusters Score: Raw -20502386.208127 + Penalty 5795.327037 = -20496590.881090 nChanged 88 SP:Iteration 61Q (13423.560000 sec): 3 clusters Score: Raw -20502391.775656 + Penalty 5795.327037 = -20496596.448619 nChanged 64 SP:Iteration 62Q (13424.540000 sec): 3 clusters Score: Raw -20502394.892912 + Penalty 5795.327037 = -20496599.565876 nChanged 55 SP:Iteration 63Q (13425.330000 sec): 3 clusters Score: Raw -20502397.722566 + Penalty 5795.327037 = -20496602.395529 nChanged 52 SP:Iteration 64Q (13426.330000 sec): 3 clusters Score: Raw -20502400.355384 + Penalty 5795.327037 = -20496605.028347 nChanged 31 SP:Iteration 65Q (13427.300000 sec): 3 clusters Score: Raw -20502401.995510 + Penalty 5795.327037 = -20496606.668473 nChanged 30 SP:Iteration 66Q (13428.130000 sec): 3 clusters Score: Raw -20502403.428797 + Penalty 5795.327037 = -20496608.101761 nChanged 29 SP:Iteration 67Q (13429.170000 sec): 3 clusters Score: Raw -20502404.689768 + Penalty 5795.327037 = -20496609.362731 nChanged 33 SP:Iteration 68Q (13430.150000 sec): 3 clusters Score: Raw -20502405.883661 + Penalty 5795.327037 = -20496610.556624 nChanged 26 SP:Iteration 69Q (13430.970000 sec): 3 clusters Score: Raw -20502406.983568 + Penalty 5795.327037 = -20496611.656531 nChanged 24 SP:Iteration 70Q (13432.050000 sec): 3 clusters Score: Raw -20502408.118295 + Penalty 5795.327037 = -20496612.791258 nChanged 22 SP:Iteration 71Q (13433.030000 sec): 3 clusters Score: Raw -20502409.140160 + Penalty 5795.327037 = -20496613.813124 nChanged 24 SP:Iteration 72Q (13433.890000 sec): 3 clusters Score: Raw -20502410.276161 + Penalty 5795.327037 = -20496614.949124 nChanged 22 SP:Iteration 73Q (13434.950000 sec): 3 clusters Score: Raw -20502411.196020 + Penalty 5795.327037 = -20496615.868983 nChanged 19 SP:Iteration 74Q (13435.950000 sec): 3 clusters Score: Raw -20502411.914663 + Penalty 5795.327037 = -20496616.587626 nChanged 15 SP:Iteration 75Q (13436.830000 sec): 3 clusters Score: Raw -20502412.525976 + Penalty 5795.327037 = -20496617.198939 nChanged 15 SP:Iteration 76Q (13437.880000 sec): 3 clusters Score: Raw -20502413.052216 + Penalty 5795.327037 = -20496617.725179 nChanged 13 SP:Iteration 77Q (13438.830000 sec): 3 clusters Score: Raw -20502413.565997 + Penalty 5795.327037 = -20496618.238960 nChanged 14 SP:Iteration 78Q (13439.810000 sec): 3 clusters Score: Raw -20502414.072155 + Penalty 5795.327037 = -20496618.745118 nChanged 10 SP:Iteration 79Q (13440.690000 sec): 3 clusters Score: Raw -20502414.425971 + Penalty 5795.327037 = -20496619.098934 nChanged 11 SP:Iteration 80F (13441.680000 sec): 3 clusters Score: Raw -20502414.873606 + Penalty 5795.327037 = -20496619.546569 nChanged 11 SP:Iteration 81Q (13442.570000 sec): 3 clusters Score: Raw -20502415.243767 + Penalty 5795.327037 = -20496619.916730 nChanged 12 SP:Iteration 82Q (13443.330000 sec): 3 clusters Score: Raw -20502415.669793 + Penalty 5795.327037 = -20496620.342756 nChanged 14 SP:Iteration 83Q (13444.320000 sec): 3 clusters Score: Raw -20502416.094585 + Penalty 5795.327037 = -20496620.767548 nChanged 4 SP:Iteration 84Q (13445.250000 sec): 3 clusters Score: Raw -20502416.229551 + Penalty 5795.327037 = -20496620.902514 nChanged 3 SP:Iteration 85Q (13446.270000 sec): 3 clusters Score: Raw -20502416.274337 + Penalty 5795.327037 = -20496620.947300 nChanged 4 SP:Iteration 86Q (13447.170000 sec): 3 clusters Score: Raw -20502416.378017 + Penalty 5795.327037 = -20496621.050980 nChanged 3 SP:Iteration 87Q (13448.190000 sec): 3 clusters Score: Raw -20502416.453876 + Penalty 5795.327037 = -20496621.126839 nChanged 2 SP:Iteration 88Q (13449.170000 sec): 3 clusters Score: Raw -20502416.494974 + Penalty 5795.327037 = -20496621.167938 nChanged 1 SP:Iteration 89Q (13449.960000 sec): 3 clusters Score: Raw -20502416.499451 + Penalty 5795.327037 = -20496621.172414 nChanged 0 SP:Iteration 90F (13450.980000 sec): 3 clusters Score: Raw -20502416.499451 + Penalty 5795.327037 = -20496621.172414 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (12685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13451.100000 sec): 2 clusters Score: Raw -2154217.407405 + Penalty 2343.147517 = -2151874.259888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13451.360000 sec): 3 clusters Score: Raw -2147022.874675 + Penalty 4686.295034 = -2142336.579641 nChanged 5477 SP:Iteration 1F (13451.600000 sec): 3 clusters Score: Raw -2150157.603601 + Penalty 4686.295034 = -2145471.308567 nChanged 896 SP:Iteration 2F (13451.830000 sec): 3 clusters Score: Raw -2150786.127002 + Penalty 4686.295034 = -2146099.831968 nChanged 883 SP:Iteration 3F (13452.040000 sec): 3 clusters Score: Raw -2151525.751816 + Penalty 4686.295034 = -2146839.456782 nChanged 979 SP:Iteration 4F (13452.300000 sec): 3 clusters Score: Raw -2152405.752981 + Penalty 4686.295034 = -2147719.457946 nChanged 1030 SP:Iteration 5F (13452.540000 sec): 3 clusters Score: Raw -2153322.492780 + Penalty 4686.295034 = -2148636.197746 nChanged 925 SP:Iteration 6F (13452.780000 sec): 3 clusters Score: Raw -2154118.170695 + Penalty 4686.295034 = -2149431.875661 nChanged 728 SP:Iteration 7F (13452.980000 sec): 3 clusters Score: Raw -2154624.624794 + Penalty 4686.295034 = -2149938.329759 nChanged 423 SP:Iteration 8Q (13453.250000 sec): 3 clusters Score: Raw -2154834.021986 + Penalty 4686.295034 = -2150147.726952 nChanged 244 SP:Iteration 9Q (13453.490000 sec): 3 clusters Score: Raw -2154916.021568 + Penalty 4686.295034 = -2150229.726534 nChanged 134 SP:Iteration 10Q (13453.760000 sec): 3 clusters Score: Raw -2154952.665175 + Penalty 4686.295034 = -2150266.370141 nChanged 89 SP:Iteration 11Q (13454.000000 sec): 3 clusters Score: Raw -2154972.411154 + Penalty 4686.295034 = -2150286.116120 nChanged 56 SP:Iteration 12Q (13454.270000 sec): 3 clusters Score: Raw -2154982.308112 + Penalty 4686.295034 = -2150296.013077 nChanged 37 SP:Iteration 13Q (13454.510000 sec): 3 clusters Score: Raw -2154988.412271 + Penalty 4686.295034 = -2150302.117237 nChanged 32 SP:Iteration 14Q (13454.770000 sec): 3 clusters Score: Raw -2154993.993491 + Penalty 4686.295034 = -2150307.698457 nChanged 25 SP:Iteration 15Q (13455.010000 sec): 3 clusters Score: Raw -2154997.473702 + Penalty 4686.295034 = -2150311.178668 nChanged 12 SP:Iteration 16Q (13455.280000 sec): 3 clusters Score: Raw -2154999.829818 + Penalty 4686.295034 = -2150313.534784 nChanged 12 SP:Iteration 17Q (13455.530000 sec): 3 clusters Score: Raw -2155001.756917 + Penalty 4686.295034 = -2150315.461883 nChanged 12 SP:Iteration 18Q (13455.780000 sec): 3 clusters Score: Raw -2155003.075537 + Penalty 4686.295034 = -2150316.780503 nChanged 8 SP:Iteration 19Q (13456.020000 sec): 3 clusters Score: Raw -2155004.153423 + Penalty 4686.295034 = -2150317.858389 nChanged 8 SP:Iteration 20F (13456.250000 sec): 3 clusters Score: Raw -2155005.337165 + Penalty 4686.295034 = -2150319.042131 nChanged 8 SP:Iteration 21Q (13456.530000 sec): 3 clusters Score: Raw -2155006.872180 + Penalty 4686.295034 = -2150320.577146 nChanged 7 SP:Iteration 22Q (13456.770000 sec): 3 clusters Score: Raw -2155008.082682 + Penalty 4686.295034 = -2150321.787648 nChanged 2 SP:Iteration 23Q (13457.000000 sec): 3 clusters Score: Raw -2155008.399655 + Penalty 4686.295034 = -2150322.104621 nChanged 7 SP:Iteration 24Q (13457.240000 sec): 3 clusters Score: Raw -2155009.080558 + Penalty 4686.295034 = -2150322.785524 nChanged 2 SP:Iteration 25Q (13457.470000 sec): 3 clusters Score: Raw -2155009.265949 + Penalty 4686.295034 = -2150322.970915 nChanged 2 SP:Iteration 26Q (13457.710000 sec): 3 clusters Score: Raw -2155009.625885 + Penalty 4686.295034 = -2150323.330851 nChanged 1 SP:Iteration 27Q (13457.950000 sec): 3 clusters Score: Raw -2155009.698630 + Penalty 4686.295034 = -2150323.403595 nChanged 2 SP:Iteration 28Q (13458.190000 sec): 3 clusters Score: Raw -2155009.847697 + Penalty 4686.295034 = -2150323.552663 nChanged 0 SP:Iteration 29F (13458.420000 sec): 3 clusters Score: Raw -2155009.847697 + Penalty 4686.295034 = -2150323.552663 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13458.500000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13458.660000 sec): 3 clusters Score: Raw -41441.605850 + Penalty 2771.275335 = -38670.330516 nChanged 24 SP:Iteration 1F (13458.830000 sec): 3 clusters Score: Raw -41520.603663 + Penalty 2771.275335 = -38749.328329 nChanged 4 SP:Iteration 2Q (13459.020000 sec): 3 clusters Score: Raw -41556.185470 + Penalty 2771.275335 = -38784.910135 nChanged 2 SP:Iteration 3Q (13459.220000 sec): 3 clusters Score: Raw -41562.569514 + Penalty 2771.275335 = -38791.294180 nChanged 2 SP:Iteration 4Q (13459.340000 sec): 3 clusters Score: Raw -41568.311383 + Penalty 2771.275335 = -38797.036049 nChanged 1 SP:Iteration 5Q (13459.510000 sec): 3 clusters Score: Raw -41571.071615 + Penalty 2771.275335 = -38799.796281 nChanged 0 SP:Iteration 6F (13459.690000 sec): 3 clusters Score: Raw -41571.071615 + Penalty 2771.275335 = -38799.796281 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13459.790000 sec): 2 clusters Score: Raw -94831.162132 + Penalty 1582.690372 = -93248.471760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13459.920000 sec): 3 clusters Score: Raw -94784.965697 + Penalty 3165.380745 = -91619.584952 nChanged 112 SP:Iteration 1F (13460.050000 sec): 3 clusters Score: Raw -94976.006605 + Penalty 3165.380745 = -91810.625860 nChanged 33 SP:Iteration 2F (13460.160000 sec): 3 clusters Score: Raw -95056.279691 + Penalty 3165.380745 = -91890.898946 nChanged 19 SP:Iteration 3Q (13460.270000 sec): 3 clusters Score: Raw -95100.918949 + Penalty 3165.380745 = -91935.538205 nChanged 12 SP:Iteration 4Q (13460.410000 sec): 3 clusters Score: Raw -95122.569669 + Penalty 3165.380745 = -91957.188924 nChanged 2 SP:Iteration 5Q (13460.560000 sec): 3 clusters Score: Raw -95126.095781 + Penalty 3165.380745 = -91960.715036 nChanged 2 SP:Iteration 6Q (13460.700000 sec): 3 clusters Score: Raw -95132.117248 + Penalty 3165.380745 = -91966.736503 nChanged 1 SP:Iteration 7Q (13460.850000 sec): 3 clusters Score: Raw -95134.607971 + Penalty 3165.380745 = -91969.227227 nChanged 1 SP:Iteration 8Q (13460.990000 sec): 3 clusters Score: Raw -95136.518375 + Penalty 3165.380745 = -91971.137630 nChanged 1 SP:Iteration 9Q (13461.130000 sec): 3 clusters Score: Raw -95137.919463 + Penalty 3165.380745 = -91972.538718 nChanged 1 SP:Iteration 10Q (13461.280000 sec): 3 clusters Score: Raw -95143.563778 + Penalty 3165.380745 = -91978.183033 nChanged 1 SP:Iteration 11Q (13461.440000 sec): 3 clusters Score: Raw -95145.134288 + Penalty 3165.380745 = -91979.753543 nChanged 1 SP:Iteration 12Q (13461.610000 sec): 3 clusters Score: Raw -95145.671495 + Penalty 3165.380745 = -91980.290750 nChanged 0 SP:Iteration 13F (13461.770000 sec): 3 clusters Score: Raw -95145.671495 + Penalty 3165.380745 = -91980.290750 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (81999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13462.310000 sec): 2 clusters Score: Raw -13936679.853444 + Penalty 2805.986658 = -13933873.866786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13462.920000 sec): 3 clusters Score: Raw -13884447.848101 + Penalty 5611.973316 = -13878835.874785 nChanged 38684 SP:Iteration 1F (13463.610000 sec): 3 clusters Score: Raw -13906747.988418 + Penalty 5611.973316 = -13901136.015102 nChanged 3355 SP:Iteration 2Q (13464.310000 sec): 3 clusters Score: Raw -13907805.786083 + Penalty 5611.973316 = -13902193.812767 nChanged 3511 SP:Iteration 3Q (13465.030000 sec): 3 clusters Score: Raw -13909152.443020 + Penalty 5611.973316 = -13903540.469704 nChanged 3969 SP:Iteration 4Q (13465.720000 sec): 3 clusters Score: Raw -13910985.753336 + Penalty 5611.973316 = -13905373.780020 nChanged 4572 SP:Iteration 5F (13466.470000 sec): 3 clusters Score: Raw -13913597.865159 + Penalty 5611.973316 = -13907985.891843 nChanged 5114 SP:Iteration 6F (13467.180000 sec): 3 clusters Score: Raw -13917241.603969 + Penalty 5611.973316 = -13911629.630653 nChanged 5674 SP:Iteration 7F (13467.900000 sec): 3 clusters Score: Raw -13922017.062903 + Penalty 5611.973316 = -13916405.089586 nChanged 5616 SP:Iteration 8F (13468.580000 sec): 3 clusters Score: Raw -13927166.364941 + Penalty 5611.973316 = -13921554.391625 nChanged 4484 SP:Iteration 9F (13469.200000 sec): 3 clusters Score: Raw -13931322.921093 + Penalty 5611.973316 = -13925710.947777 nChanged 3013 SP:Iteration 10Q (13469.920000 sec): 3 clusters Score: Raw -13934077.096801 + Penalty 5611.973316 = -13928465.123485 nChanged 1830 SP:Iteration 11Q (13470.720000 sec): 3 clusters Score: Raw -13935619.032229 + Penalty 5611.973316 = -13930007.058913 nChanged 1014 SP:Iteration 12Q (13471.500000 sec): 3 clusters Score: Raw -13936413.997723 + Penalty 5611.973316 = -13930802.024407 nChanged 566 SP:Iteration 13Q (13472.280000 sec): 3 clusters Score: Raw -13936808.407299 + Penalty 5611.973316 = -13931196.433982 nChanged 330 SP:Iteration 14Q (13472.920000 sec): 3 clusters Score: Raw -13937009.358274 + Penalty 5611.973316 = -13931397.384957 nChanged 210 SP:Iteration 15Q (13473.520000 sec): 3 clusters Score: Raw -13937117.058965 + Penalty 5611.973316 = -13931505.085649 nChanged 139 SP:Iteration 16Q (13474.320000 sec): 3 clusters Score: Raw -13937182.810786 + Penalty 5611.973316 = -13931570.837470 nChanged 93 SP:Iteration 17Q (13475.110000 sec): 3 clusters Score: Raw -13937229.374263 + Penalty 5611.973316 = -13931617.400947 nChanged 61 SP:Iteration 18Q (13475.870000 sec): 3 clusters Score: Raw -13937257.431406 + Penalty 5611.973316 = -13931645.458089 nChanged 46 SP:Iteration 19Q (13476.460000 sec): 3 clusters Score: Raw -13937282.709523 + Penalty 5611.973316 = -13931670.736207 nChanged 49 SP:Iteration 20F (13477.170000 sec): 3 clusters Score: Raw -13937302.517802 + Penalty 5611.973316 = -13931690.544486 nChanged 30 SP:Iteration 21Q (13477.980000 sec): 3 clusters Score: Raw -13937316.185063 + Penalty 5611.973316 = -13931704.211747 nChanged 24 SP:Iteration 22Q (13478.830000 sec): 3 clusters Score: Raw -13937324.104954 + Penalty 5611.973316 = -13931712.131638 nChanged 15 SP:Iteration 23Q (13479.660000 sec): 3 clusters Score: Raw -13937329.768569 + Penalty 5611.973316 = -13931717.795253 nChanged 20 SP:Iteration 24Q (13480.360000 sec): 3 clusters Score: Raw -13937335.856404 + Penalty 5611.973316 = -13931723.883088 nChanged 10 SP:Iteration 25Q (13481.140000 sec): 3 clusters Score: Raw -13937339.714287 + Penalty 5611.973316 = -13931727.740970 nChanged 16 SP:Iteration 26Q (13481.950000 sec): 3 clusters Score: Raw -13937344.824788 + Penalty 5611.973316 = -13931732.851472 nChanged 7 SP:Iteration 27Q (13482.720000 sec): 3 clusters Score: Raw -13937346.817959 + Penalty 5611.973316 = -13931734.844643 nChanged 5 SP:Iteration 28Q (13483.360000 sec): 3 clusters Score: Raw -13937347.977866 + Penalty 5611.973316 = -13931736.004550 nChanged 4 SP:Iteration 29Q (13483.970000 sec): 3 clusters Score: Raw -13937349.333869 + Penalty 5611.973316 = -13931737.360553 nChanged 2 SP:Iteration 30Q (13484.770000 sec): 3 clusters Score: Raw -13937350.269384 + Penalty 5611.973316 = -13931738.296068 nChanged 2 SP:Iteration 31Q (13485.570000 sec): 3 clusters Score: Raw -13937350.667781 + Penalty 5611.973316 = -13931738.694465 nChanged 0 SP:Iteration 32F (13486.330000 sec): 3 clusters Score: Raw -13937350.667781 + Penalty 5611.973316 = -13931738.694465 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13486.400000 sec): 2 clusters Score: Raw -45746.257806 + Penalty 1448.479131 = -44297.778675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13486.590000 sec): 3 clusters Score: Raw -45864.941184 + Penalty 2896.958262 = -42967.982922 nChanged 70 SP:Iteration 1F (13486.730000 sec): 3 clusters Score: Raw -46115.158894 + Penalty 2896.958262 = -43218.200632 nChanged 21 SP:Iteration 2F (13486.880000 sec): 3 clusters Score: Raw -46254.457601 + Penalty 2896.958262 = -43357.499339 nChanged 13 SP:Iteration 3Q (13487.030000 sec): 3 clusters Score: Raw -46334.734140 + Penalty 2896.958262 = -43437.775878 nChanged 7 SP:Iteration 4Q (13487.180000 sec): 3 clusters Score: Raw -46367.916147 + Penalty 2896.958262 = -43470.957885 nChanged 5 SP:Iteration 5Q (13487.280000 sec): 3 clusters Score: Raw -46414.958967 + Penalty 2896.958262 = -43518.000705 nChanged 6 SP:Iteration 6Q (13487.370000 sec): 3 clusters Score: Raw -46461.090214 + Penalty 2896.958262 = -43564.131951 nChanged 2 SP:Iteration 7Q (13487.510000 sec): 3 clusters Score: Raw -46477.738262 + Penalty 2896.958262 = -43580.780000 nChanged 3 SP:Iteration 8Q (13487.640000 sec): 3 clusters Score: Raw -46504.602045 + Penalty 2896.958262 = -43607.643782 nChanged 7 SP:Iteration 9Q (13487.810000 sec): 3 clusters Score: Raw -46562.278403 + Penalty 2896.958262 = -43665.320141 nChanged 5 SP:Iteration 10Q (13488.000000 sec): 3 clusters Score: Raw -46688.035820 + Penalty 2896.958262 = -43791.077558 nChanged 10 SP:Iteration 11Q (13488.140000 sec): 3 clusters Score: Raw -47003.459410 + Penalty 2896.958262 = -44106.501148 nChanged 12 SP:Iteration 12Q (13488.260000 sec): 3 clusters Score: Raw -47049.390769 + Penalty 2896.958262 = -44152.432507 nChanged 5 SP:Iteration 13Q (13488.420000 sec): 3 clusters Score: Raw -47079.847338 + Penalty 2896.958262 = -44182.889076 nChanged 4 SP:Iteration 14Q (13488.580000 sec): 3 clusters Score: Raw -47101.794275 + Penalty 2896.958262 = -44204.836013 nChanged 1 SP:Iteration 15Q (13488.740000 sec): 3 clusters Score: Raw -47120.059516 + Penalty 2896.958262 = -44223.101254 nChanged 0 SP:Iteration 16F (13488.900000 sec): 3 clusters Score: Raw -47124.101096 + Penalty 2896.958262 = -44227.142834 nChanged 1 SP:Iteration 17Q (13489.060000 sec): 3 clusters Score: Raw -47148.526816 + Penalty 2896.958262 = -44251.568554 nChanged 0 SP:Iteration 18F (13489.220000 sec): 3 clusters Score: Raw -47148.526816 + Penalty 2896.958262 = -44251.568554 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13489.290000 sec): 2 clusters Score: Raw -388529.113181 + Penalty 1907.077510 = -386622.035672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13489.450000 sec): 3 clusters Score: Raw -387641.474999 + Penalty 3814.155020 = -383827.319980 nChanged 744 SP:Iteration 1F (13489.610000 sec): 3 clusters Score: Raw -388137.660392 + Penalty 3814.155020 = -384323.505372 nChanged 175 SP:Iteration 2F (13489.770000 sec): 3 clusters Score: Raw -388299.467073 + Penalty 3814.155020 = -384485.312054 nChanged 133 SP:Iteration 3F (13489.930000 sec): 3 clusters Score: Raw -388429.694737 + Penalty 3814.155020 = -384615.539717 nChanged 87 SP:Iteration 4Q (13490.090000 sec): 3 clusters Score: Raw -388511.495463 + Penalty 3814.155020 = -384697.340443 nChanged 76 SP:Iteration 5Q (13490.250000 sec): 3 clusters Score: Raw -388582.071458 + Penalty 3814.155020 = -384767.916438 nChanged 82 SP:Iteration 6Q (13490.410000 sec): 3 clusters Score: Raw -388657.507132 + Penalty 3814.155020 = -384843.352113 nChanged 81 SP:Iteration 7Q (13490.570000 sec): 3 clusters Score: Raw -388738.750934 + Penalty 3814.155020 = -384924.595914 nChanged 68 SP:Iteration 8Q (13490.730000 sec): 3 clusters Score: Raw -388809.247177 + Penalty 3814.155020 = -384995.092157 nChanged 72 SP:Iteration 9Q (13490.890000 sec): 3 clusters Score: Raw -388896.405024 + Penalty 3814.155020 = -385082.250004 nChanged 83 SP:Iteration 10Q (13491.050000 sec): 3 clusters Score: Raw -389000.984064 + Penalty 3814.155020 = -385186.829044 nChanged 79 SP:Iteration 11Q (13491.210000 sec): 3 clusters Score: Raw -389111.673244 + Penalty 3814.155020 = -385297.518224 nChanged 67 SP:Iteration 12Q (13491.370000 sec): 3 clusters Score: Raw -389192.949723 + Penalty 3814.155020 = -385378.794703 nChanged 42 SP:Iteration 13Q (13491.530000 sec): 3 clusters Score: Raw -389236.074816 + Penalty 3814.155020 = -385421.919797 nChanged 36 SP:Iteration 14Q (13491.690000 sec): 3 clusters Score: Raw -389278.350160 + Penalty 3814.155020 = -385464.195140 nChanged 25 SP:Iteration 15Q (13491.840000 sec): 3 clusters Score: Raw -389305.673324 + Penalty 3814.155020 = -385491.518304 nChanged 19 SP:Iteration 16Q (13492.000000 sec): 3 clusters Score: Raw -389330.046739 + Penalty 3814.155020 = -385515.891719 nChanged 18 SP:Iteration 17Q (13492.160000 sec): 3 clusters Score: Raw -389365.917072 + Penalty 3814.155020 = -385551.762053 nChanged 21 SP:Iteration 18Q (13492.320000 sec): 3 clusters Score: Raw -389404.129961 + Penalty 3814.155020 = -385589.974942 nChanged 24 SP:Iteration 19Q (13492.480000 sec): 3 clusters Score: Raw -389427.660383 + Penalty 3814.155020 = -385613.505364 nChanged 13 SP:Iteration 20F (13492.640000 sec): 3 clusters Score: Raw -389440.514882 + Penalty 3814.155020 = -385626.359862 nChanged 6 SP:Iteration 21Q (13492.800000 sec): 3 clusters Score: Raw -389451.008240 + Penalty 3814.155020 = -385636.853220 nChanged 8 SP:Iteration 22Q (13493.010000 sec): 3 clusters Score: Raw -389459.832721 + Penalty 3814.155020 = -385645.677702 nChanged 7 SP:Iteration 23Q (13493.180000 sec): 3 clusters Score: Raw -389470.369554 + Penalty 3814.155020 = -385656.214534 nChanged 9 SP:Iteration 24Q (13493.400000 sec): 3 clusters Score: Raw -389480.477652 + Penalty 3814.155020 = -385666.322632 nChanged 7 SP:Iteration 25Q (13493.590000 sec): 3 clusters Score: Raw -389488.380821 + Penalty 3814.155020 = -385674.225801 nChanged 8 SP:Iteration 26Q (13493.720000 sec): 3 clusters Score: Raw -389497.085269 + Penalty 3814.155020 = -385682.930250 nChanged 2 SP:Iteration 27Q (13493.910000 sec): 3 clusters Score: Raw -389499.426987 + Penalty 3814.155020 = -385685.271968 nChanged 2 SP:Iteration 28Q (13494.040000 sec): 3 clusters Score: Raw -389500.310063 + Penalty 3814.155020 = -385686.155043 nChanged 1 SP:Iteration 29Q (13494.170000 sec): 3 clusters Score: Raw -389501.262831 + Penalty 3814.155020 = -385687.107811 nChanged 1 SP:Iteration 30Q (13494.290000 sec): 3 clusters Score: Raw -389501.923330 + Penalty 3814.155020 = -385687.768310 nChanged 2 SP:Iteration 31Q (13494.410000 sec): 3 clusters Score: Raw -389503.961876 + Penalty 3814.155020 = -385689.806857 nChanged 1 SP:Iteration 32Q (13494.540000 sec): 3 clusters Score: Raw -389504.715861 + Penalty 3814.155020 = -385690.560841 nChanged 0 SP:Iteration 33F (13494.670000 sec): 3 clusters Score: Raw -389504.715861 + Penalty 3814.155020 = -385690.560841 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13494.750000 sec): 2 clusters Score: Raw -95363.504253 + Penalty 1588.906237 = -93774.598017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13494.910000 sec): 3 clusters Score: Raw -95358.782378 + Penalty 3177.812473 = -92180.969905 nChanged 132 SP:Iteration 1F (13495.080000 sec): 3 clusters Score: Raw -95573.756885 + Penalty 3177.812473 = -92395.944412 nChanged 31 SP:Iteration 2F (13495.240000 sec): 3 clusters Score: Raw -95636.001883 + Penalty 3177.812473 = -92458.189409 nChanged 13 SP:Iteration 3Q (13495.400000 sec): 3 clusters Score: Raw -95656.435987 + Penalty 3177.812473 = -92478.623514 nChanged 3 SP:Iteration 4Q (13495.580000 sec): 3 clusters Score: Raw -95665.783054 + Penalty 3177.812473 = -92487.970581 nChanged 1 SP:Iteration 5Q (13495.730000 sec): 3 clusters Score: Raw -95669.881327 + Penalty 3177.812473 = -92492.068854 nChanged 1 SP:Iteration 6Q (13495.890000 sec): 3 clusters Score: Raw -95671.149614 + Penalty 3177.812473 = -92493.337141 nChanged 0 SP:Iteration 7F (13496.050000 sec): 3 clusters Score: Raw -95671.149614 + Penalty 3177.812473 = -92493.337141 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13496.130000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13496.290000 sec): 3 clusters Score: Raw -27476.879940 + Penalty 2541.486134 = -24935.393806 nChanged 13 SP:Iteration 1F (13496.450000 sec): 3 clusters Score: Raw -27538.373234 + Penalty 2541.486134 = -24996.887100 nChanged 4 SP:Iteration 2Q (13496.610000 sec): 3 clusters Score: Raw -27556.332129 + Penalty 2541.486134 = -25014.845996 nChanged 0 SP:Iteration 3F (13496.760000 sec): 3 clusters Score: Raw -27556.332129 + Penalty 2541.486134 = -25014.845996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13496.850000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13497.010000 sec): 3 clusters Score: Raw -21822.121772 + Penalty 2558.891428 = -19263.230344 nChanged 7 SP:Iteration 1Q (13497.170000 sec): 3 clusters Score: Raw -21868.668369 + Penalty 2558.891428 = -19309.776940 nChanged 4 SP:Iteration 2Q (13497.340000 sec): 3 clusters Score: Raw -21887.038336 + Penalty 2558.891428 = -19328.146908 nChanged 2 SP:Iteration 3Q (13497.500000 sec): 3 clusters Score: Raw -21900.203069 + Penalty 2558.891428 = -19341.311641 nChanged 2 SP:Iteration 4Q (13497.660000 sec): 3 clusters Score: Raw -21904.764791 + Penalty 2558.891428 = -19345.873363 nChanged 0 SP:Iteration 5F (13497.830000 sec): 3 clusters Score: Raw -21904.764791 + Penalty 2558.891428 = -19345.873363 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13497.910000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13498.070000 sec): 3 clusters Score: Raw -33782.839480 + Penalty 2690.775209 = -31092.064272 nChanged 26 SP:Iteration 1F (13498.240000 sec): 3 clusters Score: Raw -33913.805462 + Penalty 2690.775209 = -31223.030253 nChanged 10 SP:Iteration 2Q (13498.400000 sec): 3 clusters Score: Raw -33968.902994 + Penalty 2690.775209 = -31278.127786 nChanged 2 SP:Iteration 3Q (13498.560000 sec): 3 clusters Score: Raw -33985.005124 + Penalty 2690.775209 = -31294.229916 nChanged 2 SP:Iteration 4Q (13498.720000 sec): 3 clusters Score: Raw -33996.156771 + Penalty 2690.775209 = -31305.381562 nChanged 1 SP:Iteration 5Q (13498.880000 sec): 3 clusters Score: Raw -34001.745853 + Penalty 2690.775209 = -31310.970644 nChanged 0 SP:Iteration 6F (13499.070000 sec): 3 clusters Score: Raw -34001.745853 + Penalty 2690.775209 = -31310.970644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13499.140000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13499.330000 sec): 3 clusters Score: Raw -73362.591811 + Penalty 3024.644844 = -70337.946967 nChanged 77 SP:Iteration 1F (13499.460000 sec): 3 clusters Score: Raw -73525.524747 + Penalty 3024.644844 = -70500.879903 nChanged 17 SP:Iteration 2Q (13499.640000 sec): 3 clusters Score: Raw -73587.942132 + Penalty 3024.644844 = -70563.297288 nChanged 9 SP:Iteration 3Q (13499.790000 sec): 3 clusters Score: Raw -73629.345543 + Penalty 3024.644844 = -70604.700699 nChanged 6 SP:Iteration 4Q (13499.970000 sec): 3 clusters Score: Raw -73649.827042 + Penalty 3024.644844 = -70625.182198 nChanged 9 SP:Iteration 5Q (13500.120000 sec): 3 clusters Score: Raw -73685.150921 + Penalty 3024.644844 = -70660.506077 nChanged 7 SP:Iteration 6Q (13500.280000 sec): 3 clusters Score: Raw -73716.474966 + Penalty 3024.644844 = -70691.830122 nChanged 14 SP:Iteration 7Q (13500.440000 sec): 3 clusters Score: Raw -73812.824920 + Penalty 3024.644844 = -70788.180076 nChanged 11 SP:Iteration 8Q (13500.600000 sec): 3 clusters Score: Raw -73958.858070 + Penalty 3024.644844 = -70934.213226 nChanged 12 SP:Iteration 9Q (13500.760000 sec): 3 clusters Score: Raw -74004.156845 + Penalty 3024.644844 = -70979.512001 nChanged 14 SP:Iteration 10Q (13500.920000 sec): 3 clusters Score: Raw -74041.722771 + Penalty 3024.644844 = -71017.077928 nChanged 6 SP:Iteration 11Q (13501.090000 sec): 3 clusters Score: Raw -74057.973695 + Penalty 3024.644844 = -71033.328851 nChanged 5 SP:Iteration 12Q (13501.250000 sec): 3 clusters Score: Raw -74071.082106 + Penalty 3024.644844 = -71046.437262 nChanged 4 SP:Iteration 13Q (13501.410000 sec): 3 clusters Score: Raw -74089.155546 + Penalty 3024.644844 = -71064.510702 nChanged 1 SP:Iteration 14Q (13501.570000 sec): 3 clusters Score: Raw -74100.537377 + Penalty 3024.644844 = -71075.892533 nChanged 4 SP:Iteration 15Q (13501.730000 sec): 3 clusters Score: Raw -74126.657453 + Penalty 3024.644844 = -71102.012609 nChanged 2 SP:Iteration 16Q (13501.900000 sec): 3 clusters Score: Raw -74130.971333 + Penalty 3024.644844 = -71106.326489 nChanged 3 SP:Iteration 17Q (13502.060000 sec): 3 clusters Score: Raw -74140.557734 + Penalty 3024.644844 = -71115.912890 nChanged 3 SP:Iteration 18Q (13502.220000 sec): 3 clusters Score: Raw -74147.875109 + Penalty 3024.644844 = -71123.230265 nChanged 1 SP:Iteration 19Q (13502.390000 sec): 3 clusters Score: Raw -74150.079613 + Penalty 3024.644844 = -71125.434769 nChanged 2 SP:Iteration 20F (13502.550000 sec): 3 clusters Score: Raw -74163.586904 + Penalty 3024.644844 = -71138.942060 nChanged 3 SP:Iteration 21Q (13502.720000 sec): 3 clusters Score: Raw -74182.129658 + Penalty 3024.644844 = -71157.484814 nChanged 3 SP:Iteration 22Q (13502.880000 sec): 3 clusters Score: Raw -74195.619875 + Penalty 3024.644844 = -71170.975031 nChanged 6 SP:Iteration 23Q (13503.040000 sec): 3 clusters Score: Raw -74233.261235 + Penalty 3024.644844 = -71208.616391 nChanged 7 SP:Iteration 24Q (13503.200000 sec): 3 clusters Score: Raw -74268.097390 + Penalty 3024.644844 = -71243.452546 nChanged 7 SP:Iteration 25Q (13503.360000 sec): 3 clusters Score: Raw -74318.245285 + Penalty 3024.644844 = -71293.600441 nChanged 3 SP:Iteration 26Q (13503.540000 sec): 3 clusters Score: Raw -74340.509765 + Penalty 3024.644844 = -71315.864921 nChanged 4 SP:Iteration 27Q (13503.690000 sec): 3 clusters Score: Raw -74355.168280 + Penalty 3024.644844 = -71330.523436 nChanged 4 SP:Iteration 28Q (13503.860000 sec): 3 clusters Score: Raw -74363.153637 + Penalty 3024.644844 = -71338.508793 nChanged 1 SP:Iteration 29Q (13504.020000 sec): 3 clusters Score: Raw -74365.368880 + Penalty 3024.644844 = -71340.724036 nChanged 2 SP:Iteration 30Q (13504.180000 sec): 3 clusters Score: Raw -74370.022352 + Penalty 3024.644844 = -71345.377508 nChanged 1 SP:Iteration 31Q (13504.340000 sec): 3 clusters Score: Raw -74370.850318 + Penalty 3024.644844 = -71346.205474 nChanged 0 SP:Iteration 32F (13504.500000 sec): 3 clusters Score: Raw -74370.850318 + Penalty 3024.644844 = -71346.205474 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13504.580000 sec): 2 clusters Score: Raw -248411.608589 + Penalty 1830.766843 = -246580.841747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13504.750000 sec): 3 clusters Score: Raw -247978.444323 + Penalty 3661.533685 = -244316.910637 nChanged 488 SP:Iteration 1F (13504.910000 sec): 3 clusters Score: Raw -248642.923914 + Penalty 3661.533685 = -244981.390228 nChanged 126 SP:Iteration 2F (13505.060000 sec): 3 clusters Score: Raw -248810.967209 + Penalty 3661.533685 = -245149.433523 nChanged 78 SP:Iteration 3Q (13505.280000 sec): 3 clusters Score: Raw -248912.832318 + Penalty 3661.533685 = -245251.298632 nChanged 65 SP:Iteration 4Q (13505.470000 sec): 3 clusters Score: Raw -248993.527982 + Penalty 3661.533685 = -245331.994296 nChanged 49 SP:Iteration 5Q (13505.630000 sec): 3 clusters Score: Raw -249064.812316 + Penalty 3661.533685 = -245403.278630 nChanged 40 SP:Iteration 6Q (13505.750000 sec): 3 clusters Score: Raw -249132.237303 + Penalty 3661.533685 = -245470.703618 nChanged 33 SP:Iteration 7Q (13505.890000 sec): 3 clusters Score: Raw -249174.222447 + Penalty 3661.533685 = -245512.688762 nChanged 19 SP:Iteration 8Q (13506.060000 sec): 3 clusters Score: Raw -249194.005895 + Penalty 3661.533685 = -245532.472209 nChanged 14 SP:Iteration 9Q (13506.250000 sec): 3 clusters Score: Raw -249212.728994 + Penalty 3661.533685 = -245551.195308 nChanged 8 SP:Iteration 10Q (13506.390000 sec): 3 clusters Score: Raw -249219.265444 + Penalty 3661.533685 = -245557.731758 nChanged 8 SP:Iteration 11Q (13506.570000 sec): 3 clusters Score: Raw -249228.003378 + Penalty 3661.533685 = -245566.469693 nChanged 8 SP:Iteration 12Q (13506.730000 sec): 3 clusters Score: Raw -249235.897954 + Penalty 3661.533685 = -245574.364268 nChanged 5 SP:Iteration 13Q (13506.860000 sec): 3 clusters Score: Raw -249238.307625 + Penalty 3661.533685 = -245576.773940 nChanged 2 SP:Iteration 14Q (13507.020000 sec): 3 clusters Score: Raw -249239.234538 + Penalty 3661.533685 = -245577.700853 nChanged 2 SP:Iteration 15Q (13507.180000 sec): 3 clusters Score: Raw -249246.277960 + Penalty 3661.533685 = -245584.744274 nChanged 9 SP:Iteration 16Q (13507.350000 sec): 3 clusters Score: Raw -249255.556248 + Penalty 3661.533685 = -245594.022562 nChanged 8 SP:Iteration 17Q (13507.510000 sec): 3 clusters Score: Raw -249265.985451 + Penalty 3661.533685 = -245604.451766 nChanged 7 SP:Iteration 18Q (13507.670000 sec): 3 clusters Score: Raw -249274.352191 + Penalty 3661.533685 = -245612.818505 nChanged 10 SP:Iteration 19Q (13507.840000 sec): 3 clusters Score: Raw -249281.839082 + Penalty 3661.533685 = -245620.305396 nChanged 6 SP:Iteration 20F (13508.000000 sec): 3 clusters Score: Raw -249285.861421 + Penalty 3661.533685 = -245624.327735 nChanged 7 SP:Iteration 21Q (13508.160000 sec): 3 clusters Score: Raw -249290.110937 + Penalty 3661.533685 = -245628.577251 nChanged 5 SP:Iteration 22Q (13508.320000 sec): 3 clusters Score: Raw -249293.971107 + Penalty 3661.533685 = -245632.437421 nChanged 7 SP:Iteration 23Q (13508.480000 sec): 3 clusters Score: Raw -249299.597070 + Penalty 3661.533685 = -245638.063385 nChanged 7 SP:Iteration 24Q (13508.640000 sec): 3 clusters Score: Raw -249305.213653 + Penalty 3661.533685 = -245643.679968 nChanged 3 SP:Iteration 25Q (13508.800000 sec): 3 clusters Score: Raw -249306.904390 + Penalty 3661.533685 = -245645.370704 nChanged 0 SP:Iteration 26F (13508.960000 sec): 3 clusters Score: Raw -249306.904390 + Penalty 3661.533685 = -245645.370704 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13509.040000 sec): 2 clusters Score: Raw -235517.297764 + Penalty 1804.242735 = -233713.055029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13509.200000 sec): 3 clusters Score: Raw -235056.196299 + Penalty 3608.485470 = -231447.710828 nChanged 433 SP:Iteration 1F (13509.360000 sec): 3 clusters Score: Raw -235580.980995 + Penalty 3608.485470 = -231972.495524 nChanged 156 SP:Iteration 2F (13509.530000 sec): 3 clusters Score: Raw -235923.590008 + Penalty 3608.485470 = -232315.104537 nChanged 114 SP:Iteration 3F (13509.720000 sec): 3 clusters Score: Raw -236140.779517 + Penalty 3608.485470 = -232532.294046 nChanged 83 SP:Iteration 4F (13509.830000 sec): 3 clusters Score: Raw -236280.156634 + Penalty 3608.485470 = -232671.671163 nChanged 57 SP:Iteration 5Q (13509.990000 sec): 3 clusters Score: Raw -236383.803095 + Penalty 3608.485470 = -232775.317625 nChanged 48 SP:Iteration 6Q (13510.190000 sec): 3 clusters Score: Raw -236489.889262 + Penalty 3608.485470 = -232881.403791 nChanged 45 SP:Iteration 7Q (13510.340000 sec): 3 clusters Score: Raw -236584.116593 + Penalty 3608.485470 = -232975.631122 nChanged 42 SP:Iteration 8Q (13510.490000 sec): 3 clusters Score: Raw -236659.480283 + Penalty 3608.485470 = -233050.994813 nChanged 37 SP:Iteration 9Q (13510.630000 sec): 3 clusters Score: Raw -236730.534510 + Penalty 3608.485470 = -233122.049040 nChanged 35 SP:Iteration 10Q (13510.790000 sec): 3 clusters Score: Raw -236782.733326 + Penalty 3608.485470 = -233174.247856 nChanged 24 SP:Iteration 11Q (13510.950000 sec): 3 clusters Score: Raw -236816.225299 + Penalty 3608.485470 = -233207.739828 nChanged 19 SP:Iteration 12Q (13511.110000 sec): 3 clusters Score: Raw -236852.367939 + Penalty 3608.485470 = -233243.882468 nChanged 13 SP:Iteration 13Q (13511.280000 sec): 3 clusters Score: Raw -236871.025379 + Penalty 3608.485470 = -233262.539908 nChanged 13 SP:Iteration 14Q (13511.440000 sec): 3 clusters Score: Raw -236893.092946 + Penalty 3608.485470 = -233284.607476 nChanged 10 SP:Iteration 15Q (13511.630000 sec): 3 clusters Score: Raw -236919.393894 + Penalty 3608.485470 = -233310.908424 nChanged 10 SP:Iteration 16Q (13511.790000 sec): 3 clusters Score: Raw -236936.494960 + Penalty 3608.485470 = -233328.009489 nChanged 9 SP:Iteration 17Q (13511.930000 sec): 3 clusters Score: Raw -236950.212773 + Penalty 3608.485470 = -233341.727302 nChanged 6 SP:Iteration 18Q (13512.070000 sec): 3 clusters Score: Raw -236958.294062 + Penalty 3608.485470 = -233349.808591 nChanged 2 SP:Iteration 19Q (13512.200000 sec): 3 clusters Score: Raw -236960.565027 + Penalty 3608.485470 = -233352.079557 nChanged 1 SP:Iteration 20F (13512.290000 sec): 3 clusters Score: Raw -236961.452657 + Penalty 3608.485470 = -233352.967187 nChanged 1 SP:Iteration 21Q (13512.440000 sec): 3 clusters Score: Raw -236963.566367 + Penalty 3608.485470 = -233355.080897 nChanged 1 SP:Iteration 22Q (13512.550000 sec): 3 clusters Score: Raw -236964.427224 + Penalty 3608.485470 = -233355.941754 nChanged 1 SP:Iteration 23Q (13512.680000 sec): 3 clusters Score: Raw -236965.353347 + Penalty 3608.485470 = -233356.867877 nChanged 1 SP:Iteration 24Q (13512.810000 sec): 3 clusters Score: Raw -236966.209581 + Penalty 3608.485470 = -233357.724111 nChanged 0 SP:Iteration 25F (13512.930000 sec): 3 clusters Score: Raw -236966.209581 + Penalty 3608.485470 = -233357.724111 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13513.010000 sec): 2 clusters Score: Raw -22548.449434 + Penalty 1328.433396 = -21220.016038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13513.170000 sec): 3 clusters Score: Raw -23031.345496 + Penalty 2656.866792 = -20374.478704 nChanged 46 SP:Iteration 1F (13513.340000 sec): 3 clusters Score: Raw -23293.691007 + Penalty 2656.866792 = -20636.824215 nChanged 9 SP:Iteration 2Q (13513.500000 sec): 3 clusters Score: Raw -23374.579239 + Penalty 2656.866792 = -20717.712446 nChanged 3 SP:Iteration 3Q (13513.700000 sec): 3 clusters Score: Raw -23390.272004 + Penalty 2656.866792 = -20733.405212 nChanged 0 SP:Iteration 4F (13513.810000 sec): 3 clusters Score: Raw -23390.272004 + Penalty 2656.866792 = -20733.405212 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13513.890000 sec): 2 clusters Score: Raw -25813.860856 + Penalty 1283.685134 = -24530.175722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13514.050000 sec): 3 clusters Score: Raw -26057.962250 + Penalty 2567.370267 = -23490.591983 nChanged 10 SP:Iteration 1F (13514.210000 sec): 3 clusters Score: Raw -26116.063508 + Penalty 2567.370267 = -23548.693240 nChanged 3 SP:Iteration 2Q (13514.370000 sec): 3 clusters Score: Raw -26131.549767 + Penalty 2567.370267 = -23564.179500 nChanged 0 SP:Iteration 3F (13514.530000 sec): 3 clusters Score: Raw -26131.549767 + Penalty 2567.370267 = -23564.179500 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13514.610000 sec): 2 clusters Score: Raw -106133.080357 + Penalty 1602.056305 = -104531.024052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13514.770000 sec): 3 clusters Score: Raw -106114.813129 + Penalty 3204.112609 = -102910.700520 nChanged 137 SP:Iteration 1F (13514.930000 sec): 3 clusters Score: Raw -106318.891311 + Penalty 3204.112609 = -103114.778701 nChanged 33 SP:Iteration 2F (13515.090000 sec): 3 clusters Score: Raw -106392.644653 + Penalty 3204.112609 = -103188.532043 nChanged 24 SP:Iteration 3Q (13515.250000 sec): 3 clusters Score: Raw -106431.686403 + Penalty 3204.112609 = -103227.573794 nChanged 6 SP:Iteration 4Q (13515.410000 sec): 3 clusters Score: Raw -106440.352269 + Penalty 3204.112609 = -103236.239660 nChanged 3 SP:Iteration 5Q (13515.570000 sec): 3 clusters Score: Raw -106447.519556 + Penalty 3204.112609 = -103243.406946 nChanged 2 SP:Iteration 6Q (13515.730000 sec): 3 clusters Score: Raw -106454.530919 + Penalty 3204.112609 = -103250.418309 nChanged 2 SP:Iteration 7Q (13515.890000 sec): 3 clusters Score: Raw -106458.976254 + Penalty 3204.112609 = -103254.863645 nChanged 4 SP:Iteration 8Q (13516.050000 sec): 3 clusters Score: Raw -106465.299896 + Penalty 3204.112609 = -103261.187286 nChanged 1 SP:Iteration 9Q (13516.210000 sec): 3 clusters Score: Raw -106467.045100 + Penalty 3204.112609 = -103262.932490 nChanged 0 SP:Iteration 10F (13516.370000 sec): 3 clusters Score: Raw -106467.045100 + Penalty 3204.112609 = -103262.932490 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13516.450000 sec): 2 clusters Score: Raw -72589.086047 + Penalty 1506.685816 = -71082.400232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13516.610000 sec): 3 clusters Score: Raw -72589.607223 + Penalty 3013.371631 = -69576.235592 nChanged 64 SP:Iteration 1F (13516.770000 sec): 3 clusters Score: Raw -72737.059757 + Penalty 3013.371631 = -69723.688125 nChanged 29 SP:Iteration 2F (13516.930000 sec): 3 clusters Score: Raw -72797.217154 + Penalty 3013.371631 = -69783.845523 nChanged 5 SP:Iteration 3Q (13517.090000 sec): 3 clusters Score: Raw -72808.632201 + Penalty 3013.371631 = -69795.260570 nChanged 6 SP:Iteration 4Q (13517.250000 sec): 3 clusters Score: Raw -72828.038258 + Penalty 3013.371631 = -69814.666627 nChanged 1 SP:Iteration 5Q (13517.410000 sec): 3 clusters Score: Raw -72831.445044 + Penalty 3013.371631 = -69818.073413 nChanged 0 SP:Iteration 6F (13517.600000 sec): 3 clusters Score: Raw -72831.445044 + Penalty 3013.371631 = -69818.073413 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (15167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13517.740000 sec): 2 clusters Score: Raw -2641798.947051 + Penalty 2387.465569 = -2639411.481482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13518.030000 sec): 3 clusters Score: Raw -2633150.759958 + Penalty 4774.931138 = -2628375.828820 nChanged 6552 SP:Iteration 1F (13518.240000 sec): 3 clusters Score: Raw -2636714.497929 + Penalty 4774.931138 = -2631939.566791 nChanged 942 SP:Iteration 2F (13518.480000 sec): 3 clusters Score: Raw -2637133.361966 + Penalty 4774.931138 = -2632358.430828 nChanged 809 SP:Iteration 3F (13518.740000 sec): 3 clusters Score: Raw -2637535.643095 + Penalty 4774.931138 = -2632760.711957 nChanged 776 SP:Iteration 4F (13518.990000 sec): 3 clusters Score: Raw -2638015.982189 + Penalty 4774.931138 = -2633241.051051 nChanged 831 SP:Iteration 5F (13519.240000 sec): 3 clusters Score: Raw -2638637.344277 + Penalty 4774.931138 = -2633862.413139 nChanged 912 SP:Iteration 6F (13519.490000 sec): 3 clusters Score: Raw -2639460.403975 + Penalty 4774.931138 = -2634685.472837 nChanged 1068 SP:Iteration 7F (13519.740000 sec): 3 clusters Score: Raw -2640617.791391 + Penalty 4774.931138 = -2635842.860253 nChanged 1119 SP:Iteration 8F (13519.990000 sec): 3 clusters Score: Raw -2642085.854619 + Penalty 4774.931138 = -2637310.923482 nChanged 1104 SP:Iteration 9F (13520.240000 sec): 3 clusters Score: Raw -2643513.917211 + Penalty 4774.931138 = -2638738.986073 nChanged 888 SP:Iteration 10F (13520.490000 sec): 3 clusters Score: Raw -2644394.380074 + Penalty 4774.931138 = -2639619.448936 nChanged 626 SP:Iteration 11Q (13520.740000 sec): 3 clusters Score: Raw -2644849.990722 + Penalty 4774.931138 = -2640075.059584 nChanged 385 SP:Iteration 12Q (13521.000000 sec): 3 clusters Score: Raw -2645061.647085 + Penalty 4774.931138 = -2640286.715947 nChanged 278 SP:Iteration 13Q (13521.250000 sec): 3 clusters Score: Raw -2645184.053798 + Penalty 4774.931138 = -2640409.122661 nChanged 194 SP:Iteration 14Q (13521.500000 sec): 3 clusters Score: Raw -2645264.133369 + Penalty 4774.931138 = -2640489.202231 nChanged 170 SP:Iteration 15Q (13521.790000 sec): 3 clusters Score: Raw -2645329.219446 + Penalty 4774.931138 = -2640554.288308 nChanged 142 SP:Iteration 16Q (13522.040000 sec): 3 clusters Score: Raw -2645370.908738 + Penalty 4774.931138 = -2640595.977600 nChanged 126 SP:Iteration 17Q (13522.290000 sec): 3 clusters Score: Raw -2645403.367573 + Penalty 4774.931138 = -2640628.436435 nChanged 78 SP:Iteration 18Q (13522.490000 sec): 3 clusters Score: Raw -2645418.828733 + Penalty 4774.931138 = -2640643.897595 nChanged 67 SP:Iteration 19Q (13522.790000 sec): 3 clusters Score: Raw -2645431.101706 + Penalty 4774.931138 = -2640656.170568 nChanged 49 SP:Iteration 20F (13523.050000 sec): 3 clusters Score: Raw -2645437.839849 + Penalty 4774.931138 = -2640662.908712 nChanged 32 SP:Iteration 21Q (13523.320000 sec): 3 clusters Score: Raw -2645442.637338 + Penalty 4774.931138 = -2640667.706200 nChanged 29 SP:Iteration 22Q (13523.580000 sec): 3 clusters Score: Raw -2645447.333593 + Penalty 4774.931138 = -2640672.402456 nChanged 25 SP:Iteration 23Q (13523.910000 sec): 3 clusters Score: Raw -2645451.845694 + Penalty 4774.931138 = -2640676.914556 nChanged 32 SP:Iteration 24Q (13524.100000 sec): 3 clusters Score: Raw -2645457.230667 + Penalty 4774.931138 = -2640682.299529 nChanged 28 SP:Iteration 25Q (13524.350000 sec): 3 clusters Score: Raw -2645461.303663 + Penalty 4774.931138 = -2640686.372525 nChanged 24 SP:Iteration 26Q (13524.610000 sec): 3 clusters Score: Raw -2645464.400268 + Penalty 4774.931138 = -2640689.469130 nChanged 21 SP:Iteration 27Q (13524.880000 sec): 3 clusters Score: Raw -2645467.310019 + Penalty 4774.931138 = -2640692.378881 nChanged 16 SP:Iteration 28Q (13525.120000 sec): 3 clusters Score: Raw -2645470.007823 + Penalty 4774.931138 = -2640695.076685 nChanged 15 SP:Iteration 29Q (13525.390000 sec): 3 clusters Score: Raw -2645472.176943 + Penalty 4774.931138 = -2640697.245805 nChanged 19 SP:Iteration 30Q (13525.630000 sec): 3 clusters Score: Raw -2645475.799058 + Penalty 4774.931138 = -2640700.867920 nChanged 28 SP:Iteration 31Q (13525.860000 sec): 3 clusters Score: Raw -2645479.647221 + Penalty 4774.931138 = -2640704.716083 nChanged 18 SP:Iteration 32Q (13526.120000 sec): 3 clusters Score: Raw -2645481.388032 + Penalty 4774.931138 = -2640706.456894 nChanged 6 SP:Iteration 33Q (13526.380000 sec): 3 clusters Score: Raw -2645482.517362 + Penalty 4774.931138 = -2640707.586224 nChanged 6 SP:Iteration 34Q (13526.550000 sec): 3 clusters Score: Raw -2645483.473681 + Penalty 4774.931138 = -2640708.542543 nChanged 6 SP:Iteration 35Q (13526.770000 sec): 3 clusters Score: Raw -2645484.591010 + Penalty 4774.931138 = -2640709.659872 nChanged 4 SP:Iteration 36Q (13527.050000 sec): 3 clusters Score: Raw -2645484.974709 + Penalty 4774.931138 = -2640710.043571 nChanged 4 SP:Iteration 37Q (13527.300000 sec): 3 clusters Score: Raw -2645485.304572 + Penalty 4774.931138 = -2640710.373434 nChanged 3 SP:Iteration 38Q (13527.550000 sec): 3 clusters Score: Raw -2645485.700046 + Penalty 4774.931138 = -2640710.768908 nChanged 3 SP:Iteration 39Q (13527.800000 sec): 3 clusters Score: Raw -2645486.137360 + Penalty 4774.931138 = -2640711.206222 nChanged 3 SP:Iteration 40F (13528.050000 sec): 3 clusters Score: Raw -2645486.516415 + Penalty 4774.931138 = -2640711.585277 nChanged 3 SP:Iteration 41Q (13528.310000 sec): 3 clusters Score: Raw -2645487.074979 + Penalty 4774.931138 = -2640712.143841 nChanged 6 SP:Iteration 42Q (13528.560000 sec): 3 clusters Score: Raw -2645488.485811 + Penalty 4774.931138 = -2640713.554674 nChanged 6 SP:Iteration 43Q (13528.810000 sec): 3 clusters Score: Raw -2645489.530459 + Penalty 4774.931138 = -2640714.599321 nChanged 9 SP:Iteration 44Q (13529.060000 sec): 3 clusters Score: Raw -2645490.761774 + Penalty 4774.931138 = -2640715.830636 nChanged 11 SP:Iteration 45Q (13529.310000 sec): 3 clusters Score: Raw -2645492.421000 + Penalty 4774.931138 = -2640717.489862 nChanged 14 SP:Iteration 46Q (13529.580000 sec): 3 clusters Score: Raw -2645494.398530 + Penalty 4774.931138 = -2640719.467392 nChanged 9 SP:Iteration 47Q (13529.820000 sec): 3 clusters Score: Raw -2645496.098357 + Penalty 4774.931138 = -2640721.167219 nChanged 9 SP:Iteration 48Q (13530.070000 sec): 3 clusters Score: Raw -2645497.172726 + Penalty 4774.931138 = -2640722.241588 nChanged 6 SP:Iteration 49Q (13530.320000 sec): 3 clusters Score: Raw -2645497.830753 + Penalty 4774.931138 = -2640722.899616 nChanged 6 SP:Iteration 50Q (13530.570000 sec): 3 clusters Score: Raw -2645498.534067 + Penalty 4774.931138 = -2640723.602929 nChanged 5 SP:Iteration 51Q (13530.830000 sec): 3 clusters Score: Raw -2645499.181808 + Penalty 4774.931138 = -2640724.250670 nChanged 5 SP:Iteration 52Q (13531.070000 sec): 3 clusters Score: Raw -2645499.772902 + Penalty 4774.931138 = -2640724.841765 nChanged 6 SP:Iteration 53Q (13531.350000 sec): 3 clusters Score: Raw -2645500.400308 + Penalty 4774.931138 = -2640725.469170 nChanged 2 SP:Iteration 54Q (13531.600000 sec): 3 clusters Score: Raw -2645500.826319 + Penalty 4774.931138 = -2640725.895181 nChanged 3 SP:Iteration 55Q (13531.820000 sec): 3 clusters Score: Raw -2645501.075306 + Penalty 4774.931138 = -2640726.144168 nChanged 1 SP:Iteration 56Q (13532.120000 sec): 3 clusters Score: Raw -2645501.124868 + Penalty 4774.931138 = -2640726.193730 nChanged 2 SP:Iteration 57Q (13532.330000 sec): 3 clusters Score: Raw -2645501.365297 + Penalty 4774.931138 = -2640726.434160 nChanged 3 SP:Iteration 58Q (13532.580000 sec): 3 clusters Score: Raw -2645501.676533 + Penalty 4774.931138 = -2640726.745395 nChanged 1 SP:Iteration 59Q (13532.830000 sec): 3 clusters Score: Raw -2645501.750502 + Penalty 4774.931138 = -2640726.819365 nChanged 1 SP:Iteration 60F (13533.090000 sec): 3 clusters Score: Raw -2645501.912780 + Penalty 4774.931138 = -2640726.981642 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13533.180000 sec): 2 clusters Score: Raw -81240.945678 + Penalty 1553.322769 = -79687.622909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13533.320000 sec): 3 clusters Score: Raw -81216.247138 + Penalty 3106.645538 = -78109.601600 nChanged 106 SP:Iteration 1F (13533.480000 sec): 3 clusters Score: Raw -81401.287133 + Penalty 3106.645538 = -78294.641595 nChanged 28 SP:Iteration 2F (13533.640000 sec): 3 clusters Score: Raw -81475.293987 + Penalty 3106.645538 = -78368.648449 nChanged 17 SP:Iteration 3Q (13533.800000 sec): 3 clusters Score: Raw -81519.510045 + Penalty 3106.645538 = -78412.864506 nChanged 10 SP:Iteration 4Q (13533.960000 sec): 3 clusters Score: Raw -81549.454483 + Penalty 3106.645538 = -78442.808945 nChanged 9 SP:Iteration 5Q (13534.120000 sec): 3 clusters Score: Raw -81575.918525 + Penalty 3106.645538 = -78469.272987 nChanged 6 SP:Iteration 6Q (13534.280000 sec): 3 clusters Score: Raw -81584.969141 + Penalty 3106.645538 = -78478.323603 nChanged 1 SP:Iteration 7Q (13534.440000 sec): 3 clusters Score: Raw -81586.614912 + Penalty 3106.645538 = -78479.969373 nChanged 2 SP:Iteration 8Q (13534.600000 sec): 3 clusters Score: Raw -81591.742488 + Penalty 3106.645538 = -78485.096950 nChanged 2 SP:Iteration 9Q (13534.760000 sec): 3 clusters Score: Raw -81596.505927 + Penalty 3106.645538 = -78489.860388 nChanged 3 SP:Iteration 10Q (13534.920000 sec): 3 clusters Score: Raw -81622.789656 + Penalty 3106.645538 = -78516.144118 nChanged 10 SP:Iteration 11Q (13535.080000 sec): 3 clusters Score: Raw -81658.032817 + Penalty 3106.645538 = -78551.387278 nChanged 10 SP:Iteration 12Q (13535.240000 sec): 3 clusters Score: Raw -81694.350439 + Penalty 3106.645538 = -78587.704901 nChanged 10 SP:Iteration 13Q (13535.400000 sec): 3 clusters Score: Raw -81734.868637 + Penalty 3106.645538 = -78628.223099 nChanged 13 SP:Iteration 14Q (13535.560000 sec): 3 clusters Score: Raw -81780.047534 + Penalty 3106.645538 = -78673.401995 nChanged 7 SP:Iteration 15Q (13535.720000 sec): 3 clusters Score: Raw -81817.011417 + Penalty 3106.645538 = -78710.365879 nChanged 10 SP:Iteration 16Q (13535.880000 sec): 3 clusters Score: Raw -81842.859530 + Penalty 3106.645538 = -78736.213992 nChanged 7 SP:Iteration 17Q (13536.040000 sec): 3 clusters Score: Raw -81863.125783 + Penalty 3106.645538 = -78756.480245 nChanged 4 SP:Iteration 18Q (13536.190000 sec): 3 clusters Score: Raw -81877.144142 + Penalty 3106.645538 = -78770.498604 nChanged 7 SP:Iteration 19Q (13536.340000 sec): 3 clusters Score: Raw -81901.369451 + Penalty 3106.645538 = -78794.723913 nChanged 11 SP:Iteration 20F (13536.480000 sec): 3 clusters Score: Raw -81945.547326 + Penalty 3106.645538 = -78838.901788 nChanged 11 SP:Iteration 21Q (13536.630000 sec): 3 clusters Score: Raw -81986.619701 + Penalty 3106.645538 = -78879.974163 nChanged 9 SP:Iteration 22Q (13536.810000 sec): 3 clusters Score: Raw -82018.200317 + Penalty 3106.645538 = -78911.554779 nChanged 2 SP:Iteration 23Q (13536.990000 sec): 3 clusters Score: Raw -82029.315341 + Penalty 3106.645538 = -78922.669803 nChanged 2 SP:Iteration 24Q (13537.120000 sec): 3 clusters Score: Raw -82033.219932 + Penalty 3106.645538 = -78926.574394 nChanged 1 SP:Iteration 25Q (13537.300000 sec): 3 clusters Score: Raw -82037.909059 + Penalty 3106.645538 = -78931.263520 nChanged 2 SP:Iteration 26Q (13537.480000 sec): 3 clusters Score: Raw -82045.126805 + Penalty 3106.645538 = -78938.481266 nChanged 0 SP:Iteration 27F (13537.640000 sec): 3 clusters Score: Raw -82045.126805 + Penalty 3106.645538 = -78938.481266 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13537.750000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13537.870000 sec): 3 clusters Score: Raw -31078.225007 + Penalty 2610.294334 = -28467.930674 nChanged 10 SP:Iteration 1F (13538.010000 sec): 3 clusters Score: Raw -31144.280866 + Penalty 2610.294334 = -28533.986532 nChanged 6 SP:Iteration 2Q (13538.150000 sec): 3 clusters Score: Raw -31192.954513 + Penalty 2610.294334 = -28582.660179 nChanged 0 SP:Iteration 3F (13538.320000 sec): 3 clusters Score: Raw -31192.954513 + Penalty 2610.294334 = -28582.660179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13538.400000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13538.570000 sec): 3 clusters Score: Raw -39880.805931 + Penalty 2810.547637 = -37070.258294 nChanged 33 SP:Iteration 1F (13538.730000 sec): 3 clusters Score: Raw -39978.691544 + Penalty 2810.547637 = -37168.143907 nChanged 10 SP:Iteration 2Q (13538.890000 sec): 3 clusters Score: Raw -40014.656138 + Penalty 2810.547637 = -37204.108500 nChanged 6 SP:Iteration 3Q (13539.050000 sec): 3 clusters Score: Raw -40038.140870 + Penalty 2810.547637 = -37227.593233 nChanged 0 SP:Iteration 4F (13539.220000 sec): 3 clusters Score: Raw -40038.140870 + Penalty 2810.547637 = -37227.593233 nChanged 0 Iteration 99Q (13584.630000 sec): 54 clusters Score: Raw -68024550.429553 + Penalty 169682.036122 = -67854868.393432 nChanged 4136 Iteration 100F (13646.210000 sec): 54 clusters Score: Raw -68027462.728345 + Penalty 169682.036122 = -67857780.692223 nChanged 4052 Iteration 101Q (13690.250000 sec): 54 clusters Score: Raw -68028732.893819 + Penalty 169682.036122 = -67859050.857697 nChanged 2505 Iteration 102Q (13732.430000 sec): 54 clusters Score: Raw -68029297.373942 + Penalty 169682.036122 = -67859615.337821 nChanged 1838 Iteration 103Q (13775.690000 sec): 54 clusters Score: Raw -68029629.127302 + Penalty 169682.036122 = -67859947.091181 nChanged 1426 Iteration 104Q (13820.480000 sec): 54 clusters Score: Raw -68029855.419851 + Penalty 169682.036122 = -67860173.383730 nChanged 1175 Iteration 105Q (13863.490000 sec): 54 clusters Score: Raw -68030009.598803 + Penalty 169682.036122 = -67860327.562681 nChanged 978 Iteration 106Q (13907.540000 sec): 54 clusters Score: Raw -68030120.328706 + Penalty 169682.036122 = -67860438.292584 nChanged 813 Iteration 107Q (13952.100000 sec): 54 clusters Score: Raw -68030207.085926 + Penalty 169682.036122 = -67860525.049804 nChanged 659 Iteration 108Q (13995.080000 sec): 54 clusters Score: Raw -68030271.116583 + Penalty 169682.036122 = -67860589.080462 nChanged 574 Iteration 109Q (14039.600000 sec): 54 clusters Score: Raw -68030326.856702 + Penalty 169682.036122 = -67860644.820581 nChanged 527 Iteration 110Q (14084.040000 sec): 54 clusters Score: Raw -68030378.703655 + Penalty 169682.036122 = -67860696.667533 nChanged 465 Iteration 111Q (14127.570000 sec): 54 clusters Score: Raw -68030417.755673 + Penalty 169682.036122 = -67860735.719551 nChanged 397 Iteration 112Q (14171.130000 sec): 54 clusters Score: Raw -68030454.800796 + Penalty 169682.036122 = -67860772.764674 nChanged 377 Iteration 113Q (14215.790000 sec): 54 clusters Score: Raw -68030495.522265 + Penalty 169682.036122 = -67860813.486143 nChanged 330 Iteration 114Q (14260.430000 sec): 54 clusters Score: Raw -68030529.518001 + Penalty 169682.036122 = -67860847.481880 nChanged 268 Iteration 115Q (14303.400000 sec): 54 clusters Score: Raw -68030569.545016 + Penalty 169682.036122 = -67860887.508894 nChanged 299 Iteration 116Q (14346.020000 sec): 54 clusters Score: Raw -68030614.654638 + Penalty 169682.036122 = -67860932.618517 nChanged 283 Iteration 117Q (14381.120000 sec): 54 clusters Score: Raw -68030665.500526 + Penalty 169682.036122 = -67860983.464405 nChanged 266 Iteration 118Q (14408.540000 sec): 54 clusters Score: Raw -68030716.152670 + Penalty 169682.036122 = -67861034.116549 nChanged 237 Iteration 119Q (14436.760000 sec): 54 clusters Score: Raw -68030753.097686 + Penalty 169682.036122 = -67861071.061564 nChanged 244 Iteration 120F (14482.330000 sec): 54 clusters Score: Raw -68030788.893903 + Penalty 169682.036122 = -67861106.857781 nChanged 213 Iteration 121Q (14510.930000 sec): 54 clusters Score: Raw -68030821.137021 + Penalty 169682.036122 = -67861139.100899 nChanged 207 Iteration 122Q (14539.780000 sec): 54 clusters Score: Raw -68030848.280931 + Penalty 169682.036122 = -67861166.244809 nChanged 193 Iteration 123Q (14568.610000 sec): 54 clusters Score: Raw -68030871.062329 + Penalty 169682.036122 = -67861189.026208 nChanged 172 Iteration 124Q (14597.300000 sec): 54 clusters Score: Raw -68030887.829508 + Penalty 169682.036122 = -67861205.793387 nChanged 165 Iteration 125Q (14625.710000 sec): 54 clusters Score: Raw -68030900.898207 + Penalty 169682.036122 = -67861218.862086 nChanged 140 Iteration 126Q (14654.460000 sec): 54 clusters Score: Raw -68030911.140582 + Penalty 169682.036122 = -67861229.104461 nChanged 140 Iteration 127Q (14685.070000 sec): 54 clusters Score: Raw -68030919.901521 + Penalty 169682.036122 = -67861237.865400 nChanged 122 Iteration 128Q (14731.650000 sec): 54 clusters Score: Raw -68030926.462264 + Penalty 169682.036122 = -67861244.426142 nChanged 75 Iteration 129Q (14784.760000 sec): 54 clusters Score: Raw -68030930.424723 + Penalty 169682.036122 = -67861248.388602 nChanged 64 Iteration 130Q (14837.740000 sec): 54 clusters Score: Raw -68030936.420914 + Penalty 169682.036122 = -67861254.384793 nChanged 81 Iteration 131Q (14890.280000 sec): 54 clusters Score: Raw -68030940.489942 + Penalty 169682.036122 = -67861258.453820 nChanged 69 Iteration 132Q (14939.850000 sec): 54 clusters Score: Raw -68030943.428864 + Penalty 169682.036122 = -67861261.392743 nChanged 69 Iteration 133Q (14990.010000 sec): 54 clusters Score: Raw -68030946.194339 + Penalty 169682.036122 = -67861264.158218 nChanged 57 Iteration 134Q (15039.350000 sec): 54 clusters Score: Raw -68030948.433942 + Penalty 169682.036122 = -67861266.397821 nChanged 51 Iteration 135Q (15087.020000 sec): 54 clusters Score: Raw -68030950.618834 + Penalty 169682.036122 = -67861268.582712 nChanged 50 Iteration 136Q (15133.820000 sec): 54 clusters Score: Raw -68030952.341186 + Penalty 169682.036122 = -67861270.305065 nChanged 47 Iteration 137Q (15170.830000 sec): 54 clusters Score: Raw -68030954.758136 + Penalty 169682.036122 = -67861272.722015 nChanged 47 Iteration 138Q (15202.970000 sec): 54 clusters Score: Raw -68030956.945300 + Penalty 169682.036122 = -67861274.909179 nChanged 37 Writing temp clu file Because OldScore, -67861272.722015, is greater than current (better) Score,-67861274.909179 Compute initial score before splitting: Score: Raw -68030956.945300 + Penalty 169682.036122 = -67861274.909179 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15203.120000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15203.340000 sec): 3 clusters Score: Raw -44385.089157 + Penalty 2778.650935 = -41606.438222 nChanged 21 SP:Iteration 1F (15203.480000 sec): 3 clusters Score: Raw -44460.713512 + Penalty 2778.650935 = -41682.062577 nChanged 7 SP:Iteration 2Q (15203.700000 sec): 3 clusters Score: Raw -44492.316323 + Penalty 2778.650935 = -41713.665388 nChanged 2 SP:Iteration 3Q (15203.860000 sec): 3 clusters Score: Raw -44497.439066 + Penalty 2778.650935 = -41718.788131 nChanged 1 SP:Iteration 4Q (15204.020000 sec): 3 clusters Score: Raw -44503.095961 + Penalty 2778.650935 = -41724.445025 nChanged 2 SP:Iteration 5Q (15204.200000 sec): 3 clusters Score: Raw -44510.954259 + Penalty 2778.650935 = -41732.303324 nChanged 0 SP:Iteration 6F (15204.360000 sec): 3 clusters Score: Raw -44510.954259 + Penalty 2778.650935 = -41732.303324 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15204.460000 sec): 2 clusters Score: Raw -107613.969320 + Penalty 1620.739835 = -105993.229485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15204.610000 sec): 3 clusters Score: Raw -107581.856551 + Penalty 3241.479670 = -104340.376881 nChanged 156 SP:Iteration 1F (15204.750000 sec): 3 clusters Score: Raw -107840.091092 + Penalty 3241.479670 = -104598.611421 nChanged 37 SP:Iteration 2F (15204.890000 sec): 3 clusters Score: Raw -107942.432038 + Penalty 3241.479670 = -104700.952367 nChanged 26 SP:Iteration 3Q (15205.030000 sec): 3 clusters Score: Raw -108025.580871 + Penalty 3241.479670 = -104784.101200 nChanged 20 SP:Iteration 4Q (15205.180000 sec): 3 clusters Score: Raw -108087.163773 + Penalty 3241.479670 = -104845.684102 nChanged 12 SP:Iteration 5Q (15205.330000 sec): 3 clusters Score: Raw -108135.565408 + Penalty 3241.479670 = -104894.085737 nChanged 6 SP:Iteration 6Q (15205.480000 sec): 3 clusters Score: Raw -108157.084134 + Penalty 3241.479670 = -104915.604464 nChanged 4 SP:Iteration 7Q (15205.640000 sec): 3 clusters Score: Raw -108167.043282 + Penalty 3241.479670 = -104925.563612 nChanged 3 SP:Iteration 8Q (15205.790000 sec): 3 clusters Score: Raw -108176.083314 + Penalty 3241.479670 = -104934.603643 nChanged 2 SP:Iteration 9Q (15205.940000 sec): 3 clusters Score: Raw -108184.675781 + Penalty 3241.479670 = -104943.196110 nChanged 1 SP:Iteration 10Q (15206.100000 sec): 3 clusters Score: Raw -108186.402192 + Penalty 3241.479670 = -104944.922522 nChanged 0 SP:Iteration 11F (15206.250000 sec): 3 clusters Score: Raw -108186.402192 + Penalty 3241.479670 = -104944.922522 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15206.340000 sec): 2 clusters Score: Raw -1022899.304422 + Penalty 2166.091070 = -1020733.213352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15206.490000 sec): 3 clusters Score: Raw -1019750.529054 + Penalty 4332.182139 = -1015418.346915 nChanged 2459 SP:Iteration 1F (15206.670000 sec): 3 clusters Score: Raw -1021287.441022 + Penalty 4332.182139 = -1016955.258883 nChanged 579 SP:Iteration 2F (15206.840000 sec): 3 clusters Score: Raw -1021818.215722 + Penalty 4332.182139 = -1017486.033583 nChanged 515 SP:Iteration 3F (15207.010000 sec): 3 clusters Score: Raw -1022406.934103 + Penalty 4332.182139 = -1018074.751964 nChanged 522 SP:Iteration 4F (15207.180000 sec): 3 clusters Score: Raw -1022992.241085 + Penalty 4332.182139 = -1018660.058946 nChanged 450 SP:Iteration 5F (15207.360000 sec): 3 clusters Score: Raw -1023437.528984 + Penalty 4332.182139 = -1019105.346845 nChanged 330 SP:Iteration 6F (15207.530000 sec): 3 clusters Score: Raw -1023721.066409 + Penalty 4332.182139 = -1019388.884269 nChanged 223 SP:Iteration 7Q (15207.700000 sec): 3 clusters Score: Raw -1023894.113397 + Penalty 4332.182139 = -1019561.931258 nChanged 150 SP:Iteration 8Q (15207.880000 sec): 3 clusters Score: Raw -1023996.254171 + Penalty 4332.182139 = -1019664.072032 nChanged 105 SP:Iteration 9Q (15208.050000 sec): 3 clusters Score: Raw -1024054.277591 + Penalty 4332.182139 = -1019722.095452 nChanged 68 SP:Iteration 10Q (15208.260000 sec): 3 clusters Score: Raw -1024091.025105 + Penalty 4332.182139 = -1019758.842965 nChanged 51 SP:Iteration 11Q (15208.440000 sec): 3 clusters Score: Raw -1024116.658801 + Penalty 4332.182139 = -1019784.476661 nChanged 42 SP:Iteration 12Q (15208.610000 sec): 3 clusters Score: Raw -1024148.025097 + Penalty 4332.182139 = -1019815.842957 nChanged 54 SP:Iteration 13Q (15208.790000 sec): 3 clusters Score: Raw -1024188.267360 + Penalty 4332.182139 = -1019856.085221 nChanged 51 SP:Iteration 14Q (15208.980000 sec): 3 clusters Score: Raw -1024223.361354 + Penalty 4332.182139 = -1019891.179215 nChanged 42 SP:Iteration 15Q (15209.160000 sec): 3 clusters Score: Raw -1024247.199298 + Penalty 4332.182139 = -1019915.017159 nChanged 33 SP:Iteration 16Q (15209.350000 sec): 3 clusters Score: Raw -1024267.866939 + Penalty 4332.182139 = -1019935.684799 nChanged 24 SP:Iteration 17Q (15209.550000 sec): 3 clusters Score: Raw -1024285.416387 + Penalty 4332.182139 = -1019953.234248 nChanged 29 SP:Iteration 18Q (15209.720000 sec): 3 clusters Score: Raw -1024300.935617 + Penalty 4332.182139 = -1019968.753478 nChanged 22 SP:Iteration 19Q (15209.880000 sec): 3 clusters Score: Raw -1024316.158900 + Penalty 4332.182139 = -1019983.976761 nChanged 26 SP:Iteration 20F (15210.080000 sec): 3 clusters Score: Raw -1024331.836186 + Penalty 4332.182139 = -1019999.654047 nChanged 19 SP:Iteration 21Q (15210.320000 sec): 3 clusters Score: Raw -1024350.828103 + Penalty 4332.182139 = -1020018.645964 nChanged 17 SP:Iteration 22Q (15210.470000 sec): 3 clusters Score: Raw -1024364.228469 + Penalty 4332.182139 = -1020032.046329 nChanged 22 SP:Iteration 23Q (15210.680000 sec): 3 clusters Score: Raw -1024377.058889 + Penalty 4332.182139 = -1020044.876750 nChanged 22 SP:Iteration 24Q (15210.830000 sec): 3 clusters Score: Raw -1024395.226038 + Penalty 4332.182139 = -1020063.043899 nChanged 30 SP:Iteration 25Q (15211.070000 sec): 3 clusters Score: Raw -1024411.865499 + Penalty 4332.182139 = -1020079.683360 nChanged 19 SP:Iteration 26Q (15211.280000 sec): 3 clusters Score: Raw -1024424.016933 + Penalty 4332.182139 = -1020091.834793 nChanged 21 SP:Iteration 27Q (15211.460000 sec): 3 clusters Score: Raw -1024432.174262 + Penalty 4332.182139 = -1020099.992123 nChanged 16 SP:Iteration 28Q (15211.640000 sec): 3 clusters Score: Raw -1024439.221062 + Penalty 4332.182139 = -1020107.038922 nChanged 12 SP:Iteration 29Q (15211.830000 sec): 3 clusters Score: Raw -1024444.040765 + Penalty 4332.182139 = -1020111.858625 nChanged 9 SP:Iteration 30Q (15211.990000 sec): 3 clusters Score: Raw -1024447.281073 + Penalty 4332.182139 = -1020115.098933 nChanged 8 SP:Iteration 31Q (15212.210000 sec): 3 clusters Score: Raw -1024452.771259 + Penalty 4332.182139 = -1020120.589120 nChanged 5 SP:Iteration 32Q (15212.400000 sec): 3 clusters Score: Raw -1024455.119984 + Penalty 4332.182139 = -1020122.937845 nChanged 5 SP:Iteration 33Q (15212.600000 sec): 3 clusters Score: Raw -1024458.190597 + Penalty 4332.182139 = -1020126.008458 nChanged 8 SP:Iteration 34Q (15212.810000 sec): 3 clusters Score: Raw -1024462.278150 + Penalty 4332.182139 = -1020130.096011 nChanged 11 SP:Iteration 35Q (15212.940000 sec): 3 clusters Score: Raw -1024467.749932 + Penalty 4332.182139 = -1020135.567793 nChanged 10 SP:Iteration 36Q (15213.090000 sec): 3 clusters Score: Raw -1024473.854101 + Penalty 4332.182139 = -1020141.671962 nChanged 11 SP:Iteration 37Q (15213.290000 sec): 3 clusters Score: Raw -1024478.589479 + Penalty 4332.182139 = -1020146.407340 nChanged 9 SP:Iteration 38Q (15213.570000 sec): 3 clusters Score: Raw -1024486.680224 + Penalty 4332.182139 = -1020154.498085 nChanged 12 SP:Iteration 39Q (15213.770000 sec): 3 clusters Score: Raw -1024495.447899 + Penalty 4332.182139 = -1020163.265760 nChanged 10 SP:Iteration 40F (15213.930000 sec): 3 clusters Score: Raw -1024500.671725 + Penalty 4332.182139 = -1020168.489586 nChanged 11 SP:Iteration 41Q (15214.160000 sec): 3 clusters Score: Raw -1024506.296217 + Penalty 4332.182139 = -1020174.114078 nChanged 10 SP:Iteration 42Q (15214.390000 sec): 3 clusters Score: Raw -1024510.596610 + Penalty 4332.182139 = -1020178.414470 nChanged 5 SP:Iteration 43Q (15214.590000 sec): 3 clusters Score: Raw -1024511.656521 + Penalty 4332.182139 = -1020179.474382 nChanged 3 SP:Iteration 44Q (15214.790000 sec): 3 clusters Score: Raw -1024513.339220 + Penalty 4332.182139 = -1020181.157081 nChanged 5 SP:Iteration 45Q (15214.940000 sec): 3 clusters Score: Raw -1024517.250399 + Penalty 4332.182139 = -1020185.068259 nChanged 6 SP:Iteration 46Q (15215.110000 sec): 3 clusters Score: Raw -1024526.236037 + Penalty 4332.182139 = -1020194.053897 nChanged 13 SP:Iteration 47Q (15215.290000 sec): 3 clusters Score: Raw -1024537.143062 + Penalty 4332.182139 = -1020204.960923 nChanged 15 SP:Iteration 48Q (15215.460000 sec): 3 clusters Score: Raw -1024543.991883 + Penalty 4332.182139 = -1020211.809744 nChanged 15 SP:Iteration 49Q (15215.680000 sec): 3 clusters Score: Raw -1024554.903388 + Penalty 4332.182139 = -1020222.721249 nChanged 20 SP:Iteration 50Q (15215.850000 sec): 3 clusters Score: Raw -1024571.813879 + Penalty 4332.182139 = -1020239.631740 nChanged 17 SP:Iteration 51Q (15216.070000 sec): 3 clusters Score: Raw -1024581.286459 + Penalty 4332.182139 = -1020249.104320 nChanged 15 SP:Iteration 52Q (15216.280000 sec): 3 clusters Score: Raw -1024587.166132 + Penalty 4332.182139 = -1020254.983993 nChanged 8 SP:Iteration 53Q (15216.470000 sec): 3 clusters Score: Raw -1024593.934057 + Penalty 4332.182139 = -1020261.751918 nChanged 8 SP:Iteration 54Q (15216.670000 sec): 3 clusters Score: Raw -1024602.321551 + Penalty 4332.182139 = -1020270.139412 nChanged 12 SP:Iteration 55Q (15216.840000 sec): 3 clusters Score: Raw -1024609.918938 + Penalty 4332.182139 = -1020277.736798 nChanged 12 SP:Iteration 56Q (15217.050000 sec): 3 clusters Score: Raw -1024613.791591 + Penalty 4332.182139 = -1020281.609451 nChanged 6 SP:Iteration 57Q (15217.230000 sec): 3 clusters Score: Raw -1024616.292007 + Penalty 4332.182139 = -1020284.109868 nChanged 4 SP:Iteration 58Q (15217.450000 sec): 3 clusters Score: Raw -1024619.039713 + Penalty 4332.182139 = -1020286.857573 nChanged 6 SP:Iteration 59Q (15217.610000 sec): 3 clusters Score: Raw -1024621.450912 + Penalty 4332.182139 = -1020289.268773 nChanged 3 SP:Iteration 60F (15217.830000 sec): 3 clusters Score: Raw -1024622.862284 + Penalty 4332.182139 = -1020290.680144 nChanged 5 SP:Iteration 61Q (15218.030000 sec): 3 clusters Score: Raw -1024624.754332 + Penalty 4332.182139 = -1020292.572193 nChanged 2 SP:Iteration 62Q (15218.240000 sec): 3 clusters Score: Raw -1024625.504678 + Penalty 4332.182139 = -1020293.322539 nChanged 1 SP:Iteration 63Q (15218.420000 sec): 3 clusters Score: Raw -1024625.917604 + Penalty 4332.182139 = -1020293.735465 nChanged 1 SP:Iteration 64Q (15218.550000 sec): 3 clusters Score: Raw -1024626.114713 + Penalty 4332.182139 = -1020293.932573 nChanged 1 SP:Iteration 65Q (15218.710000 sec): 3 clusters Score: Raw -1024626.401617 + Penalty 4332.182139 = -1020294.219478 nChanged 1 SP:Iteration 66Q (15218.880000 sec): 3 clusters Score: Raw -1024626.554919 + Penalty 4332.182139 = -1020294.372780 nChanged 0 SP:Iteration 67F (15219.040000 sec): 3 clusters Score: Raw -1024626.554919 + Penalty 4332.182139 = -1020294.372780 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15219.130000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15219.310000 sec): 3 clusters Score: Raw -94348.330252 + Penalty 3179.446741 = -91168.883511 nChanged 114 SP:Iteration 1F (15219.470000 sec): 3 clusters Score: Raw -94528.870304 + Penalty 3179.446741 = -91349.423563 nChanged 26 SP:Iteration 2Q (15219.630000 sec): 3 clusters Score: Raw -94605.055258 + Penalty 3179.446741 = -91425.608517 nChanged 18 SP:Iteration 3Q (15219.790000 sec): 3 clusters Score: Raw -94675.091028 + Penalty 3179.446741 = -91495.644287 nChanged 16 SP:Iteration 4Q (15219.960000 sec): 3 clusters Score: Raw -94711.966502 + Penalty 3179.446741 = -91532.519760 nChanged 11 SP:Iteration 5Q (15220.120000 sec): 3 clusters Score: Raw -94745.833048 + Penalty 3179.446741 = -91566.386307 nChanged 6 SP:Iteration 6Q (15220.290000 sec): 3 clusters Score: Raw -94773.600671 + Penalty 3179.446741 = -91594.153929 nChanged 11 SP:Iteration 7Q (15220.450000 sec): 3 clusters Score: Raw -94795.701743 + Penalty 3179.446741 = -91616.255002 nChanged 1 SP:Iteration 8Q (15220.610000 sec): 3 clusters Score: Raw -94796.552088 + Penalty 3179.446741 = -91617.105346 nChanged 0 SP:Iteration 9F (15220.770000 sec): 3 clusters Score: Raw -94796.552088 + Penalty 3179.446741 = -91617.105346 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15220.850000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15221.010000 sec): 3 clusters Score: Raw -92508.161066 + Penalty 3123.366223 = -89384.794843 nChanged 107 SP:Iteration 1F (15221.170000 sec): 3 clusters Score: Raw -92704.490939 + Penalty 3123.366223 = -89581.124716 nChanged 22 SP:Iteration 2Q (15221.330000 sec): 3 clusters Score: Raw -92754.955446 + Penalty 3123.366223 = -89631.589223 nChanged 11 SP:Iteration 3Q (15221.490000 sec): 3 clusters Score: Raw -92781.731754 + Penalty 3123.366223 = -89658.365531 nChanged 9 SP:Iteration 4Q (15221.650000 sec): 3 clusters Score: Raw -92801.690417 + Penalty 3123.366223 = -89678.324194 nChanged 3 SP:Iteration 5Q (15221.810000 sec): 3 clusters Score: Raw -92810.377400 + Penalty 3123.366223 = -89687.011177 nChanged 1 SP:Iteration 6Q (15221.970000 sec): 3 clusters Score: Raw -92811.400041 + Penalty 3123.366223 = -89688.033819 nChanged 0 SP:Iteration 7F (15222.130000 sec): 3 clusters Score: Raw -92811.400041 + Penalty 3123.366223 = -89688.033819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15222.210000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15222.370000 sec): 3 clusters Score: Raw -19409.991784 + Penalty 2454.584906 = -16955.406879 nChanged 9 SP:Iteration 1F (15222.530000 sec): 3 clusters Score: Raw -19450.943483 + Penalty 2454.584906 = -16996.358577 nChanged 2 SP:Iteration 2Q (15222.690000 sec): 3 clusters Score: Raw -19465.001892 + Penalty 2454.584906 = -17010.416987 nChanged 1 SP:Iteration 3Q (15222.850000 sec): 3 clusters Score: Raw -19471.038579 + Penalty 2454.584906 = -17016.453674 nChanged 1 SP:Iteration 4Q (15223.010000 sec): 3 clusters Score: Raw -19473.118123 + Penalty 2454.584906 = -17018.533218 nChanged 1 SP:Iteration 5Q (15223.170000 sec): 3 clusters Score: Raw -19484.617837 + Penalty 2454.584906 = -17030.032931 nChanged 1 SP:Iteration 6Q (15223.330000 sec): 3 clusters Score: Raw -19491.060092 + Penalty 2454.584906 = -17036.475187 nChanged 0 SP:Iteration 7F (15223.500000 sec): 3 clusters Score: Raw -19491.060092 + Penalty 2454.584906 = -17036.475187 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15223.580000 sec): 2 clusters Score: Raw -40086.069903 + Penalty 1412.045570 = -38674.024332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15223.750000 sec): 3 clusters Score: Raw -40257.994618 + Penalty 2824.091141 = -37433.903478 nChanged 46 SP:Iteration 1F (15223.910000 sec): 3 clusters Score: Raw -40434.139958 + Penalty 2824.091141 = -37610.048817 nChanged 13 SP:Iteration 2Q (15224.070000 sec): 3 clusters Score: Raw -40507.769148 + Penalty 2824.091141 = -37683.678008 nChanged 11 SP:Iteration 3Q (15224.230000 sec): 3 clusters Score: Raw -40577.246031 + Penalty 2824.091141 = -37753.154890 nChanged 10 SP:Iteration 4Q (15224.400000 sec): 3 clusters Score: Raw -40644.562702 + Penalty 2824.091141 = -37820.471561 nChanged 11 SP:Iteration 5Q (15224.560000 sec): 3 clusters Score: Raw -40717.246122 + Penalty 2824.091141 = -37893.154981 nChanged 8 SP:Iteration 6Q (15224.720000 sec): 3 clusters Score: Raw -40814.803542 + Penalty 2824.091141 = -37990.712402 nChanged 5 SP:Iteration 7Q (15224.880000 sec): 3 clusters Score: Raw -40865.193300 + Penalty 2824.091141 = -38041.102159 nChanged 5 SP:Iteration 8Q (15225.050000 sec): 3 clusters Score: Raw -40924.011280 + Penalty 2824.091141 = -38099.920139 nChanged 7 SP:Iteration 9Q (15225.230000 sec): 3 clusters Score: Raw -40995.509553 + Penalty 2824.091141 = -38171.418413 nChanged 6 SP:Iteration 10Q (15225.380000 sec): 3 clusters Score: Raw -41064.072964 + Penalty 2824.091141 = -38239.981823 nChanged 5 SP:Iteration 11Q (15225.520000 sec): 3 clusters Score: Raw -41102.065366 + Penalty 2824.091141 = -38277.974225 nChanged 2 SP:Iteration 12Q (15225.620000 sec): 3 clusters Score: Raw -41121.857762 + Penalty 2824.091141 = -38297.766621 nChanged 1 SP:Iteration 13Q (15225.760000 sec): 3 clusters Score: Raw -41127.000921 + Penalty 2824.091141 = -38302.909780 nChanged 1 SP:Iteration 14Q (15225.880000 sec): 3 clusters Score: Raw -41131.048289 + Penalty 2824.091141 = -38306.957148 nChanged 0 SP:Iteration 15F (15225.990000 sec): 3 clusters Score: Raw -41131.048289 + Penalty 2824.091141 = -38306.957148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15226.070000 sec): 2 clusters Score: Raw -1023615.398561 + Penalty 2165.411453 = -1021449.987108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15226.280000 sec): 3 clusters Score: Raw -1020501.735625 + Penalty 4330.822906 = -1016170.912719 nChanged 2449 SP:Iteration 1F (15226.450000 sec): 3 clusters Score: Raw -1021869.924101 + Penalty 4330.822906 = -1017539.101195 nChanged 494 SP:Iteration 2F (15226.600000 sec): 3 clusters Score: Raw -1022277.814956 + Penalty 4330.822906 = -1017946.992050 nChanged 424 SP:Iteration 3F (15226.760000 sec): 3 clusters Score: Raw -1022815.349214 + Penalty 4330.822906 = -1018484.526308 nChanged 457 SP:Iteration 4F (15226.920000 sec): 3 clusters Score: Raw -1023430.860869 + Penalty 4330.822906 = -1019100.037963 nChanged 488 SP:Iteration 5F (15227.130000 sec): 3 clusters Score: Raw -1024019.197032 + Penalty 4330.822906 = -1019688.374126 nChanged 463 SP:Iteration 6F (15227.280000 sec): 3 clusters Score: Raw -1024538.549055 + Penalty 4330.822906 = -1020207.726149 nChanged 366 SP:Iteration 7F (15227.450000 sec): 3 clusters Score: Raw -1024873.200226 + Penalty 4330.822906 = -1020542.377320 nChanged 243 SP:Iteration 8Q (15227.640000 sec): 3 clusters Score: Raw -1025068.919690 + Penalty 4330.822906 = -1020738.096784 nChanged 197 SP:Iteration 9Q (15227.850000 sec): 3 clusters Score: Raw -1025217.394148 + Penalty 4330.822906 = -1020886.571242 nChanged 135 SP:Iteration 10Q (15228.050000 sec): 3 clusters Score: Raw -1025293.238065 + Penalty 4330.822906 = -1020962.415159 nChanged 100 SP:Iteration 11Q (15228.240000 sec): 3 clusters Score: Raw -1025333.119843 + Penalty 4330.822906 = -1021002.296937 nChanged 55 SP:Iteration 12Q (15228.430000 sec): 3 clusters Score: Raw -1025354.076437 + Penalty 4330.822906 = -1021023.253531 nChanged 47 SP:Iteration 13Q (15228.640000 sec): 3 clusters Score: Raw -1025368.689347 + Penalty 4330.822906 = -1021037.866441 nChanged 24 SP:Iteration 14Q (15228.890000 sec): 3 clusters Score: Raw -1025374.086670 + Penalty 4330.822906 = -1021043.263764 nChanged 14 SP:Iteration 15Q (15229.110000 sec): 3 clusters Score: Raw -1025377.528575 + Penalty 4330.822906 = -1021046.705669 nChanged 18 SP:Iteration 16Q (15229.290000 sec): 3 clusters Score: Raw -1025382.907147 + Penalty 4330.822906 = -1021052.084241 nChanged 8 SP:Iteration 17Q (15229.500000 sec): 3 clusters Score: Raw -1025384.740727 + Penalty 4330.822906 = -1021053.917821 nChanged 6 SP:Iteration 18Q (15229.710000 sec): 3 clusters Score: Raw -1025385.769518 + Penalty 4330.822906 = -1021054.946612 nChanged 3 SP:Iteration 19Q (15229.880000 sec): 3 clusters Score: Raw -1025386.061125 + Penalty 4330.822906 = -1021055.238219 nChanged 3 SP:Iteration 20F (15230.050000 sec): 3 clusters Score: Raw -1025386.441981 + Penalty 4330.822906 = -1021055.619075 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15230.130000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15230.320000 sec): 3 clusters Score: Raw -174025.280745 + Penalty 3419.756340 = -170605.524405 nChanged 256 SP:Iteration 1F (15230.460000 sec): 3 clusters Score: Raw -174314.594987 + Penalty 3419.756340 = -170894.838648 nChanged 55 SP:Iteration 2F (15230.670000 sec): 3 clusters Score: Raw -174378.199100 + Penalty 3419.756340 = -170958.442761 nChanged 22 SP:Iteration 3Q (15230.830000 sec): 3 clusters Score: Raw -174407.774478 + Penalty 3419.756340 = -170988.018139 nChanged 13 SP:Iteration 4Q (15230.970000 sec): 3 clusters Score: Raw -174419.769875 + Penalty 3419.756340 = -171000.013536 nChanged 5 SP:Iteration 5Q (15231.160000 sec): 3 clusters Score: Raw -174423.365717 + Penalty 3419.756340 = -171003.609377 nChanged 0 SP:Iteration 6F (15231.250000 sec): 3 clusters Score: Raw -174423.365717 + Penalty 3419.756340 = -171003.609377 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15231.310000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15231.400000 sec): 3 clusters Score: Raw -93201.084319 + Penalty 3168.726457 = -90032.357862 nChanged 111 SP:Iteration 1F (15231.500000 sec): 3 clusters Score: Raw -93448.187184 + Penalty 3168.726457 = -90279.460727 nChanged 43 SP:Iteration 2F (15231.610000 sec): 3 clusters Score: Raw -93587.585067 + Penalty 3168.726457 = -90418.858610 nChanged 30 SP:Iteration 3F (15231.740000 sec): 3 clusters Score: Raw -93772.884671 + Penalty 3168.726457 = -90604.158214 nChanged 29 SP:Iteration 4Q (15231.850000 sec): 3 clusters Score: Raw -94023.285109 + Penalty 3168.726457 = -90854.558652 nChanged 19 SP:Iteration 5Q (15231.990000 sec): 3 clusters Score: Raw -94083.460347 + Penalty 3168.726457 = -90914.733890 nChanged 7 SP:Iteration 6Q (15232.130000 sec): 3 clusters Score: Raw -94104.720409 + Penalty 3168.726457 = -90935.993952 nChanged 9 SP:Iteration 7Q (15232.310000 sec): 3 clusters Score: Raw -94122.642020 + Penalty 3168.726457 = -90953.915563 nChanged 10 SP:Iteration 8Q (15232.470000 sec): 3 clusters Score: Raw -94142.447429 + Penalty 3168.726457 = -90973.720972 nChanged 6 SP:Iteration 9Q (15232.630000 sec): 3 clusters Score: Raw -94157.176769 + Penalty 3168.726457 = -90988.450312 nChanged 5 SP:Iteration 10Q (15232.780000 sec): 3 clusters Score: Raw -94167.974625 + Penalty 3168.726457 = -90999.248167 nChanged 3 SP:Iteration 11Q (15232.950000 sec): 3 clusters Score: Raw -94171.521569 + Penalty 3168.726457 = -91002.795112 nChanged 3 SP:Iteration 12Q (15233.130000 sec): 3 clusters Score: Raw -94175.326803 + Penalty 3168.726457 = -91006.600345 nChanged 2 SP:Iteration 13Q (15233.300000 sec): 3 clusters Score: Raw -94179.605587 + Penalty 3168.726457 = -91010.879129 nChanged 1 SP:Iteration 14Q (15233.480000 sec): 3 clusters Score: Raw -94183.016512 + Penalty 3168.726457 = -91014.290055 nChanged 1 SP:Iteration 15Q (15233.650000 sec): 3 clusters Score: Raw -94187.661780 + Penalty 3168.726457 = -91018.935323 nChanged 2 SP:Iteration 16Q (15233.790000 sec): 3 clusters Score: Raw -94191.319309 + Penalty 3168.726457 = -91022.592852 nChanged 1 SP:Iteration 17Q (15233.950000 sec): 3 clusters Score: Raw -94193.609429 + Penalty 3168.726457 = -91024.882972 nChanged 0 SP:Iteration 18F (15234.090000 sec): 3 clusters Score: Raw -94193.609429 + Penalty 3168.726457 = -91024.882972 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15234.450000 sec): 2 clusters Score: Raw -11816569.484397 + Penalty 2746.390912 = -11813823.093486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15235.070000 sec): 3 clusters Score: Raw -11776286.668357 + Penalty 5492.781823 = -11770793.886533 nChanged 30021 SP:Iteration 1F (15235.660000 sec): 3 clusters Score: Raw -11793202.660578 + Penalty 5492.781823 = -11787709.878754 nChanged 2638 SP:Iteration 2Q (15236.320000 sec): 3 clusters Score: Raw -11794033.291502 + Penalty 5492.781823 = -11788540.509678 nChanged 2692 SP:Iteration 3Q (15236.990000 sec): 3 clusters Score: Raw -11795023.479266 + Penalty 5492.781823 = -11789530.697443 nChanged 2953 SP:Iteration 4Q (15237.620000 sec): 3 clusters Score: Raw -11796297.248423 + Penalty 5492.781823 = -11790804.466600 nChanged 3222 SP:Iteration 5Q (15238.210000 sec): 3 clusters Score: Raw -11798004.735033 + Penalty 5492.781823 = -11792511.953210 nChanged 3728 SP:Iteration 6F (15238.710000 sec): 3 clusters Score: Raw -11800389.727226 + Penalty 5492.781823 = -11794896.945402 nChanged 4190 SP:Iteration 7F (15239.230000 sec): 3 clusters Score: Raw -11803429.218181 + Penalty 5492.781823 = -11797936.436358 nChanged 4332 SP:Iteration 8F (15239.760000 sec): 3 clusters Score: Raw -11806916.975028 + Penalty 5492.781823 = -11801424.193205 nChanged 4094 SP:Iteration 9F (15240.260000 sec): 3 clusters Score: Raw -11810380.079971 + Penalty 5492.781823 = -11804887.298148 nChanged 3286 SP:Iteration 10F (15240.830000 sec): 3 clusters Score: Raw -11813256.172081 + Penalty 5492.781823 = -11807763.390258 nChanged 2195 SP:Iteration 11Q (15241.370000 sec): 3 clusters Score: Raw -11815172.354642 + Penalty 5492.781823 = -11809679.572818 nChanged 1077 SP:Iteration 12Q (15241.860000 sec): 3 clusters Score: Raw -11816081.335276 + Penalty 5492.781823 = -11810588.553453 nChanged 434 SP:Iteration 13Q (15242.370000 sec): 3 clusters Score: Raw -11816481.624930 + Penalty 5492.781823 = -11810988.843106 nChanged 199 SP:Iteration 14Q (15242.910000 sec): 3 clusters Score: Raw -11816676.406168 + Penalty 5492.781823 = -11811183.624344 nChanged 83 SP:Iteration 15Q (15243.420000 sec): 3 clusters Score: Raw -11816763.785093 + Penalty 5492.781823 = -11811271.003269 nChanged 55 SP:Iteration 16Q (15243.930000 sec): 3 clusters Score: Raw -11816823.786723 + Penalty 5492.781823 = -11811331.004900 nChanged 39 SP:Iteration 17Q (15244.450000 sec): 3 clusters Score: Raw -11816862.712666 + Penalty 5492.781823 = -11811369.930842 nChanged 26 SP:Iteration 18Q (15245.010000 sec): 3 clusters Score: Raw -11816891.201434 + Penalty 5492.781823 = -11811398.419610 nChanged 27 SP:Iteration 19Q (15245.570000 sec): 3 clusters Score: Raw -11816916.976153 + Penalty 5492.781823 = -11811424.194329 nChanged 16 SP:Iteration 20F (15246.200000 sec): 3 clusters Score: Raw -11816933.510254 + Penalty 5492.781823 = -11811440.728430 nChanged 7 SP:Iteration 21Q (15246.780000 sec): 3 clusters Score: Raw -11816940.664053 + Penalty 5492.781823 = -11811447.882230 nChanged 6 SP:Iteration 22Q (15247.270000 sec): 3 clusters Score: Raw -11816944.763670 + Penalty 5492.781823 = -11811451.981847 nChanged 7 SP:Iteration 23Q (15247.780000 sec): 3 clusters Score: Raw -11816949.817710 + Penalty 5492.781823 = -11811457.035887 nChanged 2 SP:Iteration 24Q (15248.260000 sec): 3 clusters Score: Raw -11816951.488031 + Penalty 5492.781823 = -11811458.706208 nChanged 1 SP:Iteration 25Q (15248.770000 sec): 3 clusters Score: Raw -11816951.791607 + Penalty 5492.781823 = -11811459.009784 nChanged 0 SP:Iteration 26F (15249.320000 sec): 3 clusters Score: Raw -11816951.791607 + Penalty 5492.781823 = -11811459.009784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15249.430000 sec): 2 clusters Score: Raw -700686.650322 + Penalty 2069.437261 = -698617.213061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15249.670000 sec): 3 clusters Score: Raw -698834.264342 + Penalty 4138.874521 = -694695.389821 nChanged 1522 SP:Iteration 1F (15249.850000 sec): 3 clusters Score: Raw -699809.273996 + Penalty 4138.874521 = -695670.399474 nChanged 369 SP:Iteration 2F (15250.060000 sec): 3 clusters Score: Raw -700112.046964 + Penalty 4138.874521 = -695973.172442 nChanged 248 SP:Iteration 3F (15250.190000 sec): 3 clusters Score: Raw -700297.218799 + Penalty 4138.874521 = -696158.344278 nChanged 174 SP:Iteration 4Q (15250.410000 sec): 3 clusters Score: Raw -700418.826677 + Penalty 4138.874521 = -696279.952156 nChanged 138 SP:Iteration 5Q (15250.590000 sec): 3 clusters Score: Raw -700497.429326 + Penalty 4138.874521 = -696358.554804 nChanged 95 SP:Iteration 6Q (15250.790000 sec): 3 clusters Score: Raw -700551.994609 + Penalty 4138.874521 = -696413.120087 nChanged 79 SP:Iteration 7Q (15250.990000 sec): 3 clusters Score: Raw -700603.017453 + Penalty 4138.874521 = -696464.142932 nChanged 91 SP:Iteration 8Q (15251.210000 sec): 3 clusters Score: Raw -700663.785285 + Penalty 4138.874521 = -696524.910763 nChanged 79 SP:Iteration 9Q (15251.370000 sec): 3 clusters Score: Raw -700716.563297 + Penalty 4138.874521 = -696577.688776 nChanged 79 SP:Iteration 10Q (15251.540000 sec): 3 clusters Score: Raw -700768.972483 + Penalty 4138.874521 = -696630.097962 nChanged 75 SP:Iteration 11Q (15251.730000 sec): 3 clusters Score: Raw -700824.056562 + Penalty 4138.874521 = -696685.182041 nChanged 75 SP:Iteration 12Q (15251.900000 sec): 3 clusters Score: Raw -700874.099612 + Penalty 4138.874521 = -696735.225091 nChanged 63 SP:Iteration 13Q (15252.050000 sec): 3 clusters Score: Raw -700919.272639 + Penalty 4138.874521 = -696780.398118 nChanged 55 SP:Iteration 14Q (15252.250000 sec): 3 clusters Score: Raw -700958.567359 + Penalty 4138.874521 = -696819.692838 nChanged 52 SP:Iteration 15Q (15252.420000 sec): 3 clusters Score: Raw -700990.037726 + Penalty 4138.874521 = -696851.163204 nChanged 49 SP:Iteration 16Q (15252.590000 sec): 3 clusters Score: Raw -701017.062946 + Penalty 4138.874521 = -696878.188425 nChanged 42 SP:Iteration 17Q (15252.830000 sec): 3 clusters Score: Raw -701041.622805 + Penalty 4138.874521 = -696902.748284 nChanged 42 SP:Iteration 18Q (15253.030000 sec): 3 clusters Score: Raw -701060.930094 + Penalty 4138.874521 = -696922.055573 nChanged 29 SP:Iteration 19Q (15253.190000 sec): 3 clusters Score: Raw -701073.901798 + Penalty 4138.874521 = -696935.027277 nChanged 19 SP:Iteration 20F (15253.390000 sec): 3 clusters Score: Raw -701082.001606 + Penalty 4138.874521 = -696943.127085 nChanged 21 SP:Iteration 21Q (15253.570000 sec): 3 clusters Score: Raw -701092.525768 + Penalty 4138.874521 = -696953.651246 nChanged 19 SP:Iteration 22Q (15253.770000 sec): 3 clusters Score: Raw -701103.404739 + Penalty 4138.874521 = -696964.530218 nChanged 15 SP:Iteration 23Q (15253.970000 sec): 3 clusters Score: Raw -701109.879469 + Penalty 4138.874521 = -696971.004948 nChanged 11 SP:Iteration 24Q (15254.150000 sec): 3 clusters Score: Raw -701113.942080 + Penalty 4138.874521 = -696975.067558 nChanged 8 SP:Iteration 25Q (15254.380000 sec): 3 clusters Score: Raw -701116.616224 + Penalty 4138.874521 = -696977.741703 nChanged 8 SP:Iteration 26Q (15254.540000 sec): 3 clusters Score: Raw -701119.877632 + Penalty 4138.874521 = -696981.003110 nChanged 8 SP:Iteration 27Q (15254.730000 sec): 3 clusters Score: Raw -701126.398844 + Penalty 4138.874521 = -696987.524323 nChanged 11 SP:Iteration 28Q (15254.940000 sec): 3 clusters Score: Raw -701133.203480 + Penalty 4138.874521 = -696994.328958 nChanged 17 SP:Iteration 29Q (15255.130000 sec): 3 clusters Score: Raw -701141.432211 + Penalty 4138.874521 = -697002.557690 nChanged 11 SP:Iteration 30Q (15255.330000 sec): 3 clusters Score: Raw -701146.765583 + Penalty 4138.874521 = -697007.891062 nChanged 10 SP:Iteration 31Q (15255.470000 sec): 3 clusters Score: Raw -701153.006843 + Penalty 4138.874521 = -697014.132322 nChanged 9 SP:Iteration 32Q (15255.610000 sec): 3 clusters Score: Raw -701156.944593 + Penalty 4138.874521 = -697018.070071 nChanged 9 SP:Iteration 33Q (15255.770000 sec): 3 clusters Score: Raw -701160.803761 + Penalty 4138.874521 = -697021.929240 nChanged 4 SP:Iteration 34Q (15255.920000 sec): 3 clusters Score: Raw -701162.443810 + Penalty 4138.874521 = -697023.569288 nChanged 5 SP:Iteration 35Q (15256.070000 sec): 3 clusters Score: Raw -701164.707038 + Penalty 4138.874521 = -697025.832517 nChanged 6 SP:Iteration 36Q (15256.240000 sec): 3 clusters Score: Raw -701167.475292 + Penalty 4138.874521 = -697028.600771 nChanged 3 SP:Iteration 37Q (15256.420000 sec): 3 clusters Score: Raw -701168.508837 + Penalty 4138.874521 = -697029.634316 nChanged 4 SP:Iteration 38Q (15256.620000 sec): 3 clusters Score: Raw -701169.711400 + Penalty 4138.874521 = -697030.836878 nChanged 6 SP:Iteration 39Q (15256.820000 sec): 3 clusters Score: Raw -701173.076213 + Penalty 4138.874521 = -697034.201692 nChanged 7 SP:Iteration 40F (15256.980000 sec): 3 clusters Score: Raw -701176.407203 + Penalty 4138.874521 = -697037.532682 nChanged 6 SP:Iteration 41Q (15257.200000 sec): 3 clusters Score: Raw -701179.329856 + Penalty 4138.874521 = -697040.455335 nChanged 9 SP:Iteration 42Q (15257.410000 sec): 3 clusters Score: Raw -701181.919370 + Penalty 4138.874521 = -697043.044849 nChanged 5 SP:Iteration 43Q (15257.610000 sec): 3 clusters Score: Raw -701183.590052 + Penalty 4138.874521 = -697044.715530 nChanged 5 SP:Iteration 44Q (15257.830000 sec): 3 clusters Score: Raw -701186.454418 + Penalty 4138.874521 = -697047.579897 nChanged 4 SP:Iteration 45Q (15257.990000 sec): 3 clusters Score: Raw -701189.163826 + Penalty 4138.874521 = -697050.289304 nChanged 8 SP:Iteration 46Q (15258.180000 sec): 3 clusters Score: Raw -701193.528584 + Penalty 4138.874521 = -697054.654063 nChanged 8 SP:Iteration 47Q (15258.370000 sec): 3 clusters Score: Raw -701198.570870 + Penalty 4138.874521 = -697059.696349 nChanged 4 SP:Iteration 48Q (15258.520000 sec): 3 clusters Score: Raw -701200.270396 + Penalty 4138.874521 = -697061.395875 nChanged 4 SP:Iteration 49Q (15258.680000 sec): 3 clusters Score: Raw -701201.604067 + Penalty 4138.874521 = -697062.729546 nChanged 2 SP:Iteration 50Q (15258.830000 sec): 3 clusters Score: Raw -701202.668693 + Penalty 4138.874521 = -697063.794172 nChanged 4 SP:Iteration 51Q (15258.980000 sec): 3 clusters Score: Raw -701204.910979 + Penalty 4138.874521 = -697066.036458 nChanged 4 SP:Iteration 52Q (15259.140000 sec): 3 clusters Score: Raw -701207.035008 + Penalty 4138.874521 = -697068.160486 nChanged 4 SP:Iteration 53Q (15259.290000 sec): 3 clusters Score: Raw -701208.423689 + Penalty 4138.874521 = -697069.549167 nChanged 8 SP:Iteration 54Q (15259.440000 sec): 3 clusters Score: Raw -701211.595667 + Penalty 4138.874521 = -697072.721146 nChanged 6 SP:Iteration 55Q (15259.600000 sec): 3 clusters Score: Raw -701214.904494 + Penalty 4138.874521 = -697076.029972 nChanged 6 SP:Iteration 56Q (15259.780000 sec): 3 clusters Score: Raw -701217.874829 + Penalty 4138.874521 = -697079.000307 nChanged 3 SP:Iteration 57Q (15259.920000 sec): 3 clusters Score: Raw -701218.492943 + Penalty 4138.874521 = -697079.618421 nChanged 1 SP:Iteration 58Q (15260.150000 sec): 3 clusters Score: Raw -701219.186807 + Penalty 4138.874521 = -697080.312286 nChanged 1 SP:Iteration 59Q (15260.300000 sec): 3 clusters Score: Raw -701220.026146 + Penalty 4138.874521 = -697081.151624 nChanged 4 SP:Iteration 60F (15260.510000 sec): 3 clusters Score: Raw -701222.495844 + Penalty 4138.874521 = -697083.621322 nChanged 8 SP:Iteration 61Q (15260.720000 sec): 3 clusters Score: Raw -701227.930436 + Penalty 4138.874521 = -697089.055915 nChanged 10 SP:Iteration 62Q (15260.880000 sec): 3 clusters Score: Raw -701232.852323 + Penalty 4138.874521 = -697093.977802 nChanged 7 SP:Iteration 63Q (15261.050000 sec): 3 clusters Score: Raw -701235.725623 + Penalty 4138.874521 = -697096.851101 nChanged 8 SP:Iteration 64Q (15261.250000 sec): 3 clusters Score: Raw -701238.308497 + Penalty 4138.874521 = -697099.433975 nChanged 5 SP:Iteration 65Q (15261.470000 sec): 3 clusters Score: Raw -701241.077952 + Penalty 4138.874521 = -697102.203430 nChanged 8 SP:Iteration 66Q (15261.640000 sec): 3 clusters Score: Raw -701244.160584 + Penalty 4138.874521 = -697105.286062 nChanged 5 SP:Iteration 67Q (15261.910000 sec): 3 clusters Score: Raw -701247.800650 + Penalty 4138.874521 = -697108.926129 nChanged 7 SP:Iteration 68Q (15262.120000 sec): 3 clusters Score: Raw -701250.120879 + Penalty 4138.874521 = -697111.246358 nChanged 5 SP:Iteration 69Q (15262.340000 sec): 3 clusters Score: Raw -701251.605086 + Penalty 4138.874521 = -697112.730565 nChanged 4 SP:Iteration 70Q (15262.600000 sec): 3 clusters Score: Raw -701252.861620 + Penalty 4138.874521 = -697113.987098 nChanged 6 SP:Iteration 71Q (15262.720000 sec): 3 clusters Score: Raw -701256.237803 + Penalty 4138.874521 = -697117.363282 nChanged 4 SP:Iteration 72Q (15262.920000 sec): 3 clusters Score: Raw -701258.315827 + Penalty 4138.874521 = -697119.441306 nChanged 4 SP:Iteration 73Q (15263.060000 sec): 3 clusters Score: Raw -701259.842577 + Penalty 4138.874521 = -697120.968055 nChanged 1 SP:Iteration 74Q (15263.240000 sec): 3 clusters Score: Raw -701260.049185 + Penalty 4138.874521 = -697121.174664 nChanged 0 SP:Iteration 75F (15263.450000 sec): 3 clusters Score: Raw -701260.049185 + Penalty 4138.874521 = -697121.174664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15263.530000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15263.620000 sec): 3 clusters Score: Raw -19280.853059 + Penalty 2374.595904 = -16906.257154 nChanged 5 SP:Iteration 1Q (15263.760000 sec): 3 clusters Score: Raw -19311.793529 + Penalty 2374.595904 = -16937.197625 nChanged 3 SP:Iteration 2Q (15263.850000 sec): 3 clusters Score: Raw -19341.365382 + Penalty 2374.595904 = -16966.769478 nChanged 1 SP:Iteration 3Q (15263.950000 sec): 3 clusters Score: Raw -19346.025442 + Penalty 2374.595904 = -16971.429538 nChanged 0 SP:Iteration 4F (15264.090000 sec): 3 clusters Score: Raw -19346.025442 + Penalty 2374.595904 = -16971.429538 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15264.140000 sec): 2 clusters Score: Raw -106329.094478 + Penalty 1594.570431 = -104734.524047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15264.270000 sec): 3 clusters Score: Raw -106299.822220 + Penalty 3189.140861 = -103110.681359 nChanged 118 SP:Iteration 1F (15264.390000 sec): 3 clusters Score: Raw -106494.479907 + Penalty 3189.140861 = -103305.339046 nChanged 35 SP:Iteration 2F (15264.520000 sec): 3 clusters Score: Raw -106551.539946 + Penalty 3189.140861 = -103362.399085 nChanged 9 SP:Iteration 3Q (15264.620000 sec): 3 clusters Score: Raw -106567.113131 + Penalty 3189.140861 = -103377.972269 nChanged 3 SP:Iteration 4Q (15264.760000 sec): 3 clusters Score: Raw -106574.540645 + Penalty 3189.140861 = -103385.399784 nChanged 5 SP:Iteration 5Q (15264.890000 sec): 3 clusters Score: Raw -106591.808420 + Penalty 3189.140861 = -103402.667559 nChanged 5 SP:Iteration 6Q (15265.020000 sec): 3 clusters Score: Raw -106606.410194 + Penalty 3189.140861 = -103417.269333 nChanged 6 SP:Iteration 7Q (15265.180000 sec): 3 clusters Score: Raw -106621.018525 + Penalty 3189.140861 = -103431.877664 nChanged 6 SP:Iteration 8Q (15265.380000 sec): 3 clusters Score: Raw -106642.543479 + Penalty 3189.140861 = -103453.402618 nChanged 11 SP:Iteration 9Q (15265.560000 sec): 3 clusters Score: Raw -106665.322779 + Penalty 3189.140861 = -103476.181918 nChanged 3 SP:Iteration 10Q (15265.680000 sec): 3 clusters Score: Raw -106675.123191 + Penalty 3189.140861 = -103485.982330 nChanged 6 SP:Iteration 11Q (15265.810000 sec): 3 clusters Score: Raw -106707.697249 + Penalty 3189.140861 = -103518.556388 nChanged 9 SP:Iteration 12Q (15265.970000 sec): 3 clusters Score: Raw -106754.428269 + Penalty 3189.140861 = -103565.287408 nChanged 9 SP:Iteration 13Q (15266.150000 sec): 3 clusters Score: Raw -106781.493426 + Penalty 3189.140861 = -103592.352565 nChanged 6 SP:Iteration 14Q (15266.300000 sec): 3 clusters Score: Raw -106789.674450 + Penalty 3189.140861 = -103600.533589 nChanged 5 SP:Iteration 15Q (15266.480000 sec): 3 clusters Score: Raw -106804.149465 + Penalty 3189.140861 = -103615.008604 nChanged 3 SP:Iteration 16Q (15266.620000 sec): 3 clusters Score: Raw -106807.927656 + Penalty 3189.140861 = -103618.786795 nChanged 3 SP:Iteration 17Q (15266.710000 sec): 3 clusters Score: Raw -106816.477212 + Penalty 3189.140861 = -103627.336351 nChanged 5 SP:Iteration 18Q (15266.840000 sec): 3 clusters Score: Raw -106828.592077 + Penalty 3189.140861 = -103639.451215 nChanged 4 SP:Iteration 19Q (15266.960000 sec): 3 clusters Score: Raw -106842.396590 + Penalty 3189.140861 = -103653.255729 nChanged 1 SP:Iteration 20F (15267.090000 sec): 3 clusters Score: Raw -106843.104239 + Penalty 3189.140861 = -103653.963378 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15267.250000 sec): 2 clusters Score: Raw -1995932.979228 + Penalty 2319.234775 = -1993613.744454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15267.540000 sec): 3 clusters Score: Raw -1989612.639379 + Penalty 4638.469550 = -1984974.169829 nChanged 4922 SP:Iteration 1F (15267.760000 sec): 3 clusters Score: Raw -1992545.928600 + Penalty 4638.469550 = -1987907.459050 nChanged 958 SP:Iteration 2F (15267.960000 sec): 3 clusters Score: Raw -1993255.131441 + Penalty 4638.469550 = -1988616.661892 nChanged 857 SP:Iteration 3F (15268.250000 sec): 3 clusters Score: Raw -1993978.090547 + Penalty 4638.469550 = -1989339.620997 nChanged 868 SP:Iteration 4F (15268.400000 sec): 3 clusters Score: Raw -1994734.390261 + Penalty 4638.469550 = -1990095.920711 nChanged 820 SP:Iteration 5F (15268.590000 sec): 3 clusters Score: Raw -1995369.367229 + Penalty 4638.469550 = -1990730.897679 nChanged 681 SP:Iteration 6F (15268.840000 sec): 3 clusters Score: Raw -1995810.844321 + Penalty 4638.469550 = -1991172.374771 nChanged 523 SP:Iteration 7Q (15269.080000 sec): 3 clusters Score: Raw -1996066.605075 + Penalty 4638.469550 = -1991428.135525 nChanged 366 SP:Iteration 8Q (15269.340000 sec): 3 clusters Score: Raw -1996217.437929 + Penalty 4638.469550 = -1991578.968379 nChanged 270 SP:Iteration 9Q (15269.650000 sec): 3 clusters Score: Raw -1996309.527283 + Penalty 4638.469550 = -1991671.057734 nChanged 209 SP:Iteration 10Q (15269.830000 sec): 3 clusters Score: Raw -1996381.859367 + Penalty 4638.469550 = -1991743.389817 nChanged 164 SP:Iteration 11Q (15270.030000 sec): 3 clusters Score: Raw -1996438.765640 + Penalty 4638.469550 = -1991800.296090 nChanged 137 SP:Iteration 12Q (15270.310000 sec): 3 clusters Score: Raw -1996479.068342 + Penalty 4638.469550 = -1991840.598792 nChanged 103 SP:Iteration 13Q (15270.520000 sec): 3 clusters Score: Raw -1996510.189434 + Penalty 4638.469550 = -1991871.719884 nChanged 101 SP:Iteration 14Q (15270.770000 sec): 3 clusters Score: Raw -1996544.911993 + Penalty 4638.469550 = -1991906.442443 nChanged 102 SP:Iteration 15Q (15270.970000 sec): 3 clusters Score: Raw -1996577.723496 + Penalty 4638.469550 = -1991939.253946 nChanged 104 SP:Iteration 16Q (15271.220000 sec): 3 clusters Score: Raw -1996613.593210 + Penalty 4638.469550 = -1991975.123660 nChanged 115 SP:Iteration 17Q (15271.440000 sec): 3 clusters Score: Raw -1996653.731978 + Penalty 4638.469550 = -1992015.262428 nChanged 95 SP:Iteration 18Q (15271.710000 sec): 3 clusters Score: Raw -1996680.043188 + Penalty 4638.469550 = -1992041.573638 nChanged 84 SP:Iteration 19Q (15271.900000 sec): 3 clusters Score: Raw -1996708.756033 + Penalty 4638.469550 = -1992070.286483 nChanged 85 SP:Iteration 20F (15272.140000 sec): 3 clusters Score: Raw -1996740.086950 + Penalty 4638.469550 = -1992101.617400 nChanged 73 SP:Iteration 21Q (15272.420000 sec): 3 clusters Score: Raw -1996766.603969 + Penalty 4638.469550 = -1992128.134419 nChanged 82 SP:Iteration 22Q (15272.650000 sec): 3 clusters Score: Raw -1996796.005607 + Penalty 4638.469550 = -1992157.536057 nChanged 72 SP:Iteration 23Q (15272.960000 sec): 3 clusters Score: Raw -1996815.128744 + Penalty 4638.469550 = -1992176.659194 nChanged 54 SP:Iteration 24Q (15273.200000 sec): 3 clusters Score: Raw -1996829.396777 + Penalty 4638.469550 = -1992190.927227 nChanged 61 SP:Iteration 25Q (15273.470000 sec): 3 clusters Score: Raw -1996849.993255 + Penalty 4638.469550 = -1992211.523705 nChanged 64 SP:Iteration 26Q (15273.740000 sec): 3 clusters Score: Raw -1996869.635228 + Penalty 4638.469550 = -1992231.165678 nChanged 60 SP:Iteration 27Q (15274.010000 sec): 3 clusters Score: Raw -1996885.511821 + Penalty 4638.469550 = -1992247.042271 nChanged 40 SP:Iteration 28Q (15274.240000 sec): 3 clusters Score: Raw -1996895.052042 + Penalty 4638.469550 = -1992256.582492 nChanged 40 SP:Iteration 29Q (15274.440000 sec): 3 clusters Score: Raw -1996902.972625 + Penalty 4638.469550 = -1992264.503075 nChanged 39 SP:Iteration 30Q (15274.690000 sec): 3 clusters Score: Raw -1996911.335550 + Penalty 4638.469550 = -1992272.866000 nChanged 31 SP:Iteration 31Q (15274.950000 sec): 3 clusters Score: Raw -1996919.793381 + Penalty 4638.469550 = -1992281.323831 nChanged 38 SP:Iteration 32Q (15275.180000 sec): 3 clusters Score: Raw -1996928.919652 + Penalty 4638.469550 = -1992290.450102 nChanged 31 SP:Iteration 33Q (15275.380000 sec): 3 clusters Score: Raw -1996936.037585 + Penalty 4638.469550 = -1992297.568035 nChanged 29 SP:Iteration 34Q (15275.630000 sec): 3 clusters Score: Raw -1996941.736178 + Penalty 4638.469550 = -1992303.266628 nChanged 25 SP:Iteration 35Q (15275.910000 sec): 3 clusters Score: Raw -1996946.635291 + Penalty 4638.469550 = -1992308.165741 nChanged 24 SP:Iteration 36Q (15276.210000 sec): 3 clusters Score: Raw -1996953.563740 + Penalty 4638.469550 = -1992315.094190 nChanged 27 SP:Iteration 37Q (15276.420000 sec): 3 clusters Score: Raw -1996960.242896 + Penalty 4638.469550 = -1992321.773346 nChanged 22 SP:Iteration 38Q (15276.610000 sec): 3 clusters Score: Raw -1996964.823833 + Penalty 4638.469550 = -1992326.354283 nChanged 19 SP:Iteration 39Q (15276.850000 sec): 3 clusters Score: Raw -1996968.873993 + Penalty 4638.469550 = -1992330.404443 nChanged 21 SP:Iteration 40F (15277.090000 sec): 3 clusters Score: Raw -1996973.632034 + Penalty 4638.469550 = -1992335.162484 nChanged 19 SP:Iteration 41Q (15277.360000 sec): 3 clusters Score: Raw -1996978.881081 + Penalty 4638.469550 = -1992340.411531 nChanged 19 SP:Iteration 42Q (15277.590000 sec): 3 clusters Score: Raw -1996983.030948 + Penalty 4638.469550 = -1992344.561398 nChanged 12 SP:Iteration 43Q (15277.820000 sec): 3 clusters Score: Raw -1996985.837031 + Penalty 4638.469550 = -1992347.367481 nChanged 12 SP:Iteration 44Q (15278.050000 sec): 3 clusters Score: Raw -1996988.643176 + Penalty 4638.469550 = -1992350.173626 nChanged 10 SP:Iteration 45Q (15278.250000 sec): 3 clusters Score: Raw -1996991.122132 + Penalty 4638.469550 = -1992352.652582 nChanged 9 SP:Iteration 46Q (15278.490000 sec): 3 clusters Score: Raw -1996993.102903 + Penalty 4638.469550 = -1992354.633353 nChanged 10 SP:Iteration 47Q (15278.710000 sec): 3 clusters Score: Raw -1996995.425687 + Penalty 4638.469550 = -1992356.956137 nChanged 12 SP:Iteration 48Q (15278.970000 sec): 3 clusters Score: Raw -1996997.426797 + Penalty 4638.469550 = -1992358.957247 nChanged 11 SP:Iteration 49Q (15279.200000 sec): 3 clusters Score: Raw -1996999.094965 + Penalty 4638.469550 = -1992360.625415 nChanged 11 SP:Iteration 50Q (15279.390000 sec): 3 clusters Score: Raw -1997001.441764 + Penalty 4638.469550 = -1992362.972214 nChanged 19 SP:Iteration 51Q (15279.580000 sec): 3 clusters Score: Raw -1997005.863138 + Penalty 4638.469550 = -1992367.393588 nChanged 19 SP:Iteration 52Q (15279.800000 sec): 3 clusters Score: Raw -1997009.864603 + Penalty 4638.469550 = -1992371.395053 nChanged 22 SP:Iteration 53Q (15279.990000 sec): 3 clusters Score: Raw -1997015.458809 + Penalty 4638.469550 = -1992376.989259 nChanged 18 SP:Iteration 54Q (15280.240000 sec): 3 clusters Score: Raw -1997020.599131 + Penalty 4638.469550 = -1992382.129581 nChanged 23 SP:Iteration 55Q (15280.450000 sec): 3 clusters Score: Raw -1997028.212576 + Penalty 4638.469550 = -1992389.743026 nChanged 27 SP:Iteration 56Q (15280.600000 sec): 3 clusters Score: Raw -1997036.247079 + Penalty 4638.469550 = -1992397.777529 nChanged 17 SP:Iteration 57Q (15280.830000 sec): 3 clusters Score: Raw -1997041.519699 + Penalty 4638.469550 = -1992403.050149 nChanged 17 SP:Iteration 58Q (15280.990000 sec): 3 clusters Score: Raw -1997047.710661 + Penalty 4638.469550 = -1992409.241111 nChanged 20 SP:Iteration 59Q (15281.210000 sec): 3 clusters Score: Raw -1997054.001035 + Penalty 4638.469550 = -1992415.531485 nChanged 20 SP:Iteration 60F (15281.430000 sec): 3 clusters Score: Raw -1997058.327330 + Penalty 4638.469550 = -1992419.857780 nChanged 20 SP:Iteration 61Q (15281.640000 sec): 3 clusters Score: Raw -1997062.255501 + Penalty 4638.469550 = -1992423.785951 nChanged 15 SP:Iteration 62Q (15281.850000 sec): 3 clusters Score: Raw -1997066.385819 + Penalty 4638.469550 = -1992427.916269 nChanged 13 SP:Iteration 63Q (15282.130000 sec): 3 clusters Score: Raw -1997068.821078 + Penalty 4638.469550 = -1992430.351528 nChanged 14 SP:Iteration 64Q (15282.340000 sec): 3 clusters Score: Raw -1997070.909249 + Penalty 4638.469550 = -1992432.439699 nChanged 7 SP:Iteration 65Q (15282.650000 sec): 3 clusters Score: Raw -1997072.456462 + Penalty 4638.469550 = -1992433.986912 nChanged 5 SP:Iteration 66Q (15282.880000 sec): 3 clusters Score: Raw -1997073.532942 + Penalty 4638.469550 = -1992435.063392 nChanged 4 SP:Iteration 67Q (15283.130000 sec): 3 clusters Score: Raw -1997074.275923 + Penalty 4638.469550 = -1992435.806373 nChanged 7 SP:Iteration 68Q (15283.320000 sec): 3 clusters Score: Raw -1997075.489939 + Penalty 4638.469550 = -1992437.020389 nChanged 5 SP:Iteration 69Q (15283.590000 sec): 3 clusters Score: Raw -1997076.007237 + Penalty 4638.469550 = -1992437.537687 nChanged 7 SP:Iteration 70Q (15283.820000 sec): 3 clusters Score: Raw -1997076.849996 + Penalty 4638.469550 = -1992438.380446 nChanged 7 SP:Iteration 71Q (15284.120000 sec): 3 clusters Score: Raw -1997077.682744 + Penalty 4638.469550 = -1992439.213194 nChanged 4 SP:Iteration 72Q (15284.290000 sec): 3 clusters Score: Raw -1997078.588502 + Penalty 4638.469550 = -1992440.118952 nChanged 7 SP:Iteration 73Q (15284.460000 sec): 3 clusters Score: Raw -1997079.849307 + Penalty 4638.469550 = -1992441.379758 nChanged 4 SP:Iteration 74Q (15284.700000 sec): 3 clusters Score: Raw -1997080.535392 + Penalty 4638.469550 = -1992442.065843 nChanged 3 SP:Iteration 75Q (15284.860000 sec): 3 clusters Score: Raw -1997080.805800 + Penalty 4638.469550 = -1992442.336250 nChanged 0 SP:Iteration 76F (15285.060000 sec): 3 clusters Score: Raw -1997080.805800 + Penalty 4638.469550 = -1992442.336250 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (2859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15285.160000 sec): 2 clusters Score: Raw -451169.157639 + Penalty 1973.640344 = -449195.517295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15285.290000 sec): 3 clusters Score: Raw -450009.580659 + Penalty 3947.280687 = -446062.299972 nChanged 988 SP:Iteration 1F (15285.480000 sec): 3 clusters Score: Raw -451106.875153 + Penalty 3947.280687 = -447159.594465 nChanged 346 SP:Iteration 2F (15285.660000 sec): 3 clusters Score: Raw -451656.998863 + Penalty 3947.280687 = -447709.718176 nChanged 258 SP:Iteration 3F (15285.840000 sec): 3 clusters Score: Raw -452005.085874 + Penalty 3947.280687 = -448057.805186 nChanged 205 SP:Iteration 4F (15286.020000 sec): 3 clusters Score: Raw -452245.709244 + Penalty 3947.280687 = -448298.428557 nChanged 134 SP:Iteration 5Q (15286.190000 sec): 3 clusters Score: Raw -452399.987085 + Penalty 3947.280687 = -448452.706397 nChanged 85 SP:Iteration 6Q (15286.330000 sec): 3 clusters Score: Raw -452497.875543 + Penalty 3947.280687 = -448550.594855 nChanged 65 SP:Iteration 7Q (15286.500000 sec): 3 clusters Score: Raw -452559.699184 + Penalty 3947.280687 = -448612.418496 nChanged 50 SP:Iteration 8Q (15286.630000 sec): 3 clusters Score: Raw -452600.846188 + Penalty 3947.280687 = -448653.565501 nChanged 28 SP:Iteration 9Q (15286.800000 sec): 3 clusters Score: Raw -452625.515427 + Penalty 3947.280687 = -448678.234739 nChanged 19 SP:Iteration 10Q (15286.950000 sec): 3 clusters Score: Raw -452637.297520 + Penalty 3947.280687 = -448690.016833 nChanged 13 SP:Iteration 11Q (15287.070000 sec): 3 clusters Score: Raw -452646.601201 + Penalty 3947.280687 = -448699.320513 nChanged 7 SP:Iteration 12Q (15287.270000 sec): 3 clusters Score: Raw -452650.317108 + Penalty 3947.280687 = -448703.036421 nChanged 6 SP:Iteration 13Q (15287.470000 sec): 3 clusters Score: Raw -452653.994177 + Penalty 3947.280687 = -448706.713489 nChanged 4 SP:Iteration 14Q (15287.660000 sec): 3 clusters Score: Raw -452657.039157 + Penalty 3947.280687 = -448709.758470 nChanged 4 SP:Iteration 15Q (15287.830000 sec): 3 clusters Score: Raw -452660.173278 + Penalty 3947.280687 = -448712.892590 nChanged 2 SP:Iteration 16Q (15287.980000 sec): 3 clusters Score: Raw -452661.614581 + Penalty 3947.280687 = -448714.333894 nChanged 1 SP:Iteration 17Q (15288.150000 sec): 3 clusters Score: Raw -452662.560641 + Penalty 3947.280687 = -448715.279953 nChanged 1 SP:Iteration 18Q (15288.320000 sec): 3 clusters Score: Raw -452662.947409 + Penalty 3947.280687 = -448715.666721 nChanged 1 SP:Iteration 19Q (15288.470000 sec): 3 clusters Score: Raw -452663.380308 + Penalty 3947.280687 = -448716.099621 nChanged 2 SP:Iteration 20F (15288.650000 sec): 3 clusters Score: Raw -452664.499498 + Penalty 3947.280687 = -448717.218811 nChanged 3 SP:Iteration 21Q (15288.770000 sec): 3 clusters Score: Raw -452667.064670 + Penalty 3947.280687 = -448719.783982 nChanged 3 SP:Iteration 22Q (15288.950000 sec): 3 clusters Score: Raw -452668.517706 + Penalty 3947.280687 = -448721.237019 nChanged 3 SP:Iteration 23Q (15289.210000 sec): 3 clusters Score: Raw -452669.710310 + Penalty 3947.280687 = -448722.429622 nChanged 2 SP:Iteration 24Q (15289.350000 sec): 3 clusters Score: Raw -452671.832655 + Penalty 3947.280687 = -448724.551967 nChanged 0 SP:Iteration 25F (15289.490000 sec): 3 clusters Score: Raw -452671.832655 + Penalty 3947.280687 = -448724.551967 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (34938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15289.790000 sec): 2 clusters Score: Raw -5748544.440785 + Penalty 2594.409925 = -5745950.030861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15290.230000 sec): 3 clusters Score: Raw -5727321.831348 + Penalty 5188.819849 = -5722133.011499 nChanged 15787 SP:Iteration 1F (15290.630000 sec): 3 clusters Score: Raw -5735922.195134 + Penalty 5188.819849 = -5730733.375285 nChanged 1666 SP:Iteration 2Q (15291.110000 sec): 3 clusters Score: Raw -5736494.034830 + Penalty 5188.819849 = -5731305.214980 nChanged 1515 SP:Iteration 3Q (15291.600000 sec): 3 clusters Score: Raw -5737037.005851 + Penalty 5188.819849 = -5731848.186002 nChanged 1466 SP:Iteration 4Q (15292.010000 sec): 3 clusters Score: Raw -5737601.247155 + Penalty 5188.819849 = -5732412.427306 nChanged 1461 SP:Iteration 5Q (15292.410000 sec): 3 clusters Score: Raw -5738155.438090 + Penalty 5188.819849 = -5732966.618240 nChanged 1366 SP:Iteration 6Q (15292.860000 sec): 3 clusters Score: Raw -5738677.121058 + Penalty 5188.819849 = -5733488.301209 nChanged 1367 SP:Iteration 7Q (15293.330000 sec): 3 clusters Score: Raw -5739211.607142 + Penalty 5188.819849 = -5734022.787292 nChanged 1434 SP:Iteration 8Q (15293.730000 sec): 3 clusters Score: Raw -5739801.361500 + Penalty 5188.819849 = -5734612.541651 nChanged 1474 SP:Iteration 9Q (15294.210000 sec): 3 clusters Score: Raw -5740475.292737 + Penalty 5188.819849 = -5735286.472888 nChanged 1532 SP:Iteration 10Q (15294.680000 sec): 3 clusters Score: Raw -5741283.058553 + Penalty 5188.819849 = -5736094.238704 nChanged 1620 SP:Iteration 11Q (15295.100000 sec): 3 clusters Score: Raw -5742263.408601 + Penalty 5188.819849 = -5737074.588752 nChanged 1593 SP:Iteration 12Q (15295.550000 sec): 3 clusters Score: Raw -5743290.833265 + Penalty 5188.819849 = -5738102.013416 nChanged 1433 SP:Iteration 13Q (15296.020000 sec): 3 clusters Score: Raw -5744105.067074 + Penalty 5188.819849 = -5738916.247225 nChanged 1123 SP:Iteration 14Q (15296.430000 sec): 3 clusters Score: Raw -5744628.833100 + Penalty 5188.819849 = -5739440.013251 nChanged 901 SP:Iteration 15Q (15296.910000 sec): 3 clusters Score: Raw -5744994.689866 + Penalty 5188.819849 = -5739805.870017 nChanged 762 SP:Iteration 16Q (15297.280000 sec): 3 clusters Score: Raw -5745303.939806 + Penalty 5188.819849 = -5740115.119956 nChanged 702 SP:Iteration 17Q (15297.730000 sec): 3 clusters Score: Raw -5745601.141514 + Penalty 5188.819849 = -5740412.321665 nChanged 673 SP:Iteration 18Q (15298.160000 sec): 3 clusters Score: Raw -5745906.657793 + Penalty 5188.819849 = -5740717.837944 nChanged 685 SP:Iteration 19Q (15298.600000 sec): 3 clusters Score: Raw -5746236.925200 + Penalty 5188.819849 = -5741048.105351 nChanged 710 SP:Iteration 20F (15299.040000 sec): 3 clusters Score: Raw -5746629.262062 + Penalty 5188.819849 = -5741440.442212 nChanged 733 SP:Iteration 21Q (15299.450000 sec): 3 clusters Score: Raw -5747101.777582 + Penalty 5188.819849 = -5741912.957733 nChanged 731 SP:Iteration 22Q (15299.850000 sec): 3 clusters Score: Raw -5747559.535228 + Penalty 5188.819849 = -5742370.715379 nChanged 623 SP:Iteration 23Q (15300.260000 sec): 3 clusters Score: Raw -5747926.558923 + Penalty 5188.819849 = -5742737.739074 nChanged 521 SP:Iteration 24Q (15300.660000 sec): 3 clusters Score: Raw -5748196.988243 + Penalty 5188.819849 = -5743008.168394 nChanged 445 SP:Iteration 25Q (15301.060000 sec): 3 clusters Score: Raw -5748386.785373 + Penalty 5188.819849 = -5743197.965524 nChanged 375 SP:Iteration 26Q (15301.410000 sec): 3 clusters Score: Raw -5748531.844295 + Penalty 5188.819849 = -5743343.024446 nChanged 319 SP:Iteration 27Q (15301.760000 sec): 3 clusters Score: Raw -5748648.710365 + Penalty 5188.819849 = -5743459.890516 nChanged 296 SP:Iteration 28Q (15302.190000 sec): 3 clusters Score: Raw -5748756.115491 + Penalty 5188.819849 = -5743567.295642 nChanged 272 SP:Iteration 29Q (15302.630000 sec): 3 clusters Score: Raw -5748860.579532 + Penalty 5188.819849 = -5743671.759682 nChanged 265 SP:Iteration 30Q (15302.990000 sec): 3 clusters Score: Raw -5748952.268928 + Penalty 5188.819849 = -5743763.449079 nChanged 228 SP:Iteration 31Q (15303.300000 sec): 3 clusters Score: Raw -5749028.103241 + Penalty 5188.819849 = -5743839.283392 nChanged 198 SP:Iteration 32Q (15303.730000 sec): 3 clusters Score: Raw -5749094.375010 + Penalty 5188.819849 = -5743905.555161 nChanged 195 SP:Iteration 33Q (15304.160000 sec): 3 clusters Score: Raw -5749156.476618 + Penalty 5188.819849 = -5743967.656768 nChanged 174 SP:Iteration 34Q (15304.480000 sec): 3 clusters Score: Raw -5749206.741807 + Penalty 5188.819849 = -5744017.921957 nChanged 141 SP:Iteration 35Q (15304.850000 sec): 3 clusters Score: Raw -5749245.930521 + Penalty 5188.819849 = -5744057.110672 nChanged 108 SP:Iteration 36Q (15305.260000 sec): 3 clusters Score: Raw -5749273.400561 + Penalty 5188.819849 = -5744084.580712 nChanged 91 SP:Iteration 37Q (15305.610000 sec): 3 clusters Score: Raw -5749296.276811 + Penalty 5188.819849 = -5744107.456962 nChanged 77 SP:Iteration 38Q (15306.030000 sec): 3 clusters Score: Raw -5749316.176650 + Penalty 5188.819849 = -5744127.356801 nChanged 82 SP:Iteration 39Q (15306.440000 sec): 3 clusters Score: Raw -5749336.454469 + Penalty 5188.819849 = -5744147.634620 nChanged 77 SP:Iteration 40F (15306.910000 sec): 3 clusters Score: Raw -5749355.969270 + Penalty 5188.819849 = -5744167.149421 nChanged 80 SP:Iteration 41Q (15307.340000 sec): 3 clusters Score: Raw -5749378.697181 + Penalty 5188.819849 = -5744189.877332 nChanged 81 SP:Iteration 42Q (15307.770000 sec): 3 clusters Score: Raw -5749400.894680 + Penalty 5188.819849 = -5744212.074831 nChanged 74 SP:Iteration 43Q (15308.200000 sec): 3 clusters Score: Raw -5749421.090259 + Penalty 5188.819849 = -5744232.270410 nChanged 68 SP:Iteration 44Q (15308.630000 sec): 3 clusters Score: Raw -5749439.153478 + Penalty 5188.819849 = -5744250.333628 nChanged 63 SP:Iteration 45Q (15309.060000 sec): 3 clusters Score: Raw -5749458.358738 + Penalty 5188.819849 = -5744269.538888 nChanged 65 SP:Iteration 46Q (15309.450000 sec): 3 clusters Score: Raw -5749477.613272 + Penalty 5188.819849 = -5744288.793423 nChanged 57 SP:Iteration 47Q (15309.850000 sec): 3 clusters Score: Raw -5749493.890497 + Penalty 5188.819849 = -5744305.070648 nChanged 48 SP:Iteration 48Q (15310.220000 sec): 3 clusters Score: Raw -5749505.874541 + Penalty 5188.819849 = -5744317.054692 nChanged 51 SP:Iteration 49Q (15310.630000 sec): 3 clusters Score: Raw -5749518.346579 + Penalty 5188.819849 = -5744329.526730 nChanged 43 SP:Iteration 50Q (15311.030000 sec): 3 clusters Score: Raw -5749529.548995 + Penalty 5188.819849 = -5744340.729145 nChanged 41 SP:Iteration 51Q (15311.460000 sec): 3 clusters Score: Raw -5749540.437434 + Penalty 5188.819849 = -5744351.617585 nChanged 41 SP:Iteration 52Q (15311.880000 sec): 3 clusters Score: Raw -5749551.244916 + Penalty 5188.819849 = -5744362.425067 nChanged 35 SP:Iteration 53Q (15312.320000 sec): 3 clusters Score: Raw -5749560.442588 + Penalty 5188.819849 = -5744371.622739 nChanged 34 SP:Iteration 54Q (15312.720000 sec): 3 clusters Score: Raw -5749568.661017 + Penalty 5188.819849 = -5744379.841167 nChanged 33 SP:Iteration 55Q (15313.160000 sec): 3 clusters Score: Raw -5749577.970751 + Penalty 5188.819849 = -5744389.150902 nChanged 28 SP:Iteration 56Q (15313.560000 sec): 3 clusters Score: Raw -5749583.466566 + Penalty 5188.819849 = -5744394.646716 nChanged 23 SP:Iteration 57Q (15314.000000 sec): 3 clusters Score: Raw -5749588.329179 + Penalty 5188.819849 = -5744399.509330 nChanged 24 SP:Iteration 58Q (15314.350000 sec): 3 clusters Score: Raw -5749595.528060 + Penalty 5188.819849 = -5744406.708211 nChanged 16 SP:Iteration 59Q (15314.770000 sec): 3 clusters Score: Raw -5749598.618225 + Penalty 5188.819849 = -5744409.798376 nChanged 14 SP:Iteration 60F (15315.170000 sec): 3 clusters Score: Raw -5749601.487391 + Penalty 5188.819849 = -5744412.667542 nChanged 12 SP:Iteration 61Q (15315.550000 sec): 3 clusters Score: Raw -5749604.169516 + Penalty 5188.819849 = -5744415.349667 nChanged 16 SP:Iteration 62Q (15315.970000 sec): 3 clusters Score: Raw -5749609.600282 + Penalty 5188.819849 = -5744420.780433 nChanged 14 SP:Iteration 63Q (15316.390000 sec): 3 clusters Score: Raw -5749613.691772 + Penalty 5188.819849 = -5744424.871923 nChanged 15 SP:Iteration 64Q (15316.780000 sec): 3 clusters Score: Raw -5749616.871269 + Penalty 5188.819849 = -5744428.051420 nChanged 10 SP:Iteration 65Q (15317.200000 sec): 3 clusters Score: Raw -5749618.553537 + Penalty 5188.819849 = -5744429.733688 nChanged 5 SP:Iteration 66Q (15317.580000 sec): 3 clusters Score: Raw -5749619.221051 + Penalty 5188.819849 = -5744430.401202 nChanged 3 SP:Iteration 67Q (15317.980000 sec): 3 clusters Score: Raw -5749619.572186 + Penalty 5188.819849 = -5744430.752336 nChanged 4 SP:Iteration 68Q (15318.430000 sec): 3 clusters Score: Raw -5749620.423781 + Penalty 5188.819849 = -5744431.603931 nChanged 4 SP:Iteration 69Q (15318.780000 sec): 3 clusters Score: Raw -5749621.092858 + Penalty 5188.819849 = -5744432.273009 nChanged 4 SP:Iteration 70Q (15319.190000 sec): 3 clusters Score: Raw -5749621.812239 + Penalty 5188.819849 = -5744432.992390 nChanged 4 SP:Iteration 71Q (15319.570000 sec): 3 clusters Score: Raw -5749622.589004 + Penalty 5188.819849 = -5744433.769155 nChanged 2 SP:Iteration 72Q (15319.970000 sec): 3 clusters Score: Raw -5749622.915793 + Penalty 5188.819849 = -5744434.095944 nChanged 1 SP:Iteration 73Q (15320.390000 sec): 3 clusters Score: Raw -5749623.054420 + Penalty 5188.819849 = -5744434.234571 nChanged 1 SP:Iteration 74Q (15320.770000 sec): 3 clusters Score: Raw -5749623.195120 + Penalty 5188.819849 = -5744434.375271 nChanged 1 SP:Iteration 75Q (15321.130000 sec): 3 clusters Score: Raw -5749623.428351 + Penalty 5188.819849 = -5744434.608502 nChanged 4 SP:Iteration 76Q (15321.590000 sec): 3 clusters Score: Raw -5749624.038261 + Penalty 5188.819849 = -5744435.218412 nChanged 5 SP:Iteration 77Q (15322.000000 sec): 3 clusters Score: Raw -5749624.798518 + Penalty 5188.819849 = -5744435.978669 nChanged 3 SP:Iteration 78Q (15322.420000 sec): 3 clusters Score: Raw -5749625.054487 + Penalty 5188.819849 = -5744436.234638 nChanged 3 SP:Iteration 79Q (15322.810000 sec): 3 clusters Score: Raw -5749625.666130 + Penalty 5188.819849 = -5744436.846281 nChanged 2 SP:Iteration 80F (15323.300000 sec): 3 clusters Score: Raw -5749626.087098 + Penalty 5188.819849 = -5744437.267248 nChanged 2 SP:Iteration 81Q (15323.760000 sec): 3 clusters Score: Raw -5749626.584623 + Penalty 5188.819849 = -5744437.764774 nChanged 3 SP:Iteration 82Q (15324.120000 sec): 3 clusters Score: Raw -5749627.237910 + Penalty 5188.819849 = -5744438.418061 nChanged 5 SP:Iteration 83Q (15324.540000 sec): 3 clusters Score: Raw -5749628.061208 + Penalty 5188.819849 = -5744439.241359 nChanged 4 SP:Iteration 84Q (15324.990000 sec): 3 clusters Score: Raw -5749628.829897 + Penalty 5188.819849 = -5744440.010048 nChanged 3 SP:Iteration 85Q (15325.400000 sec): 3 clusters Score: Raw -5749629.407247 + Penalty 5188.819849 = -5744440.587398 nChanged 2 SP:Iteration 86Q (15325.810000 sec): 3 clusters Score: Raw -5749629.732514 + Penalty 5188.819849 = -5744440.912664 nChanged 2 SP:Iteration 87Q (15326.210000 sec): 3 clusters Score: Raw -5749630.034857 + Penalty 5188.819849 = -5744441.215008 nChanged 2 SP:Iteration 88Q (15326.600000 sec): 3 clusters Score: Raw -5749630.473723 + Penalty 5188.819849 = -5744441.653873 nChanged 2 SP:Iteration 89Q (15326.950000 sec): 3 clusters Score: Raw -5749630.859135 + Penalty 5188.819849 = -5744442.039285 nChanged 3 SP:Iteration 90Q (15327.350000 sec): 3 clusters Score: Raw -5749631.331791 + Penalty 5188.819849 = -5744442.511942 nChanged 4 SP:Iteration 91Q (15327.770000 sec): 3 clusters Score: Raw -5749632.285269 + Penalty 5188.819849 = -5744443.465420 nChanged 6 SP:Iteration 92Q (15328.160000 sec): 3 clusters Score: Raw -5749633.228587 + Penalty 5188.819849 = -5744444.408737 nChanged 6 SP:Iteration 93Q (15328.540000 sec): 3 clusters Score: Raw -5749634.319600 + Penalty 5188.819849 = -5744445.499751 nChanged 7 SP:Iteration 94Q (15328.970000 sec): 3 clusters Score: Raw -5749635.484670 + Penalty 5188.819849 = -5744446.664821 nChanged 6 SP:Iteration 95Q (15329.370000 sec): 3 clusters Score: Raw -5749636.270828 + Penalty 5188.819849 = -5744447.450979 nChanged 3 SP:Iteration 96Q (15329.780000 sec): 3 clusters Score: Raw -5749637.098811 + Penalty 5188.819849 = -5744448.278962 nChanged 4 SP:Iteration 97Q (15330.220000 sec): 3 clusters Score: Raw -5749637.671800 + Penalty 5188.819849 = -5744448.851950 nChanged 4 SP:Iteration 98Q (15330.630000 sec): 3 clusters Score: Raw -5749638.231300 + Penalty 5188.819849 = -5744449.411451 nChanged 3 SP:Iteration 99Q (15331.060000 sec): 3 clusters Score: Raw -5749638.606745 + Penalty 5188.819849 = -5744449.786896 nChanged 3 SP:Iteration 100F (15331.500000 sec): 3 clusters Score: Raw -5749639.384944 + Penalty 5188.819849 = -5744450.565095 nChanged 5 SP:Iteration 101Q (15331.900000 sec): 3 clusters Score: Raw -5749640.082154 + Penalty 5188.819849 = -5744451.262305 nChanged 2 SP:Iteration 102Q (15332.350000 sec): 3 clusters Score: Raw -5749640.448389 + Penalty 5188.819849 = -5744451.628540 nChanged 4 SP:Iteration 103Q (15332.700000 sec): 3 clusters Score: Raw -5749641.477244 + Penalty 5188.819849 = -5744452.657395 nChanged 3 SP:Iteration 104Q (15333.110000 sec): 3 clusters Score: Raw -5749642.104148 + Penalty 5188.819849 = -5744453.284299 nChanged 1 SP:Iteration 105Q (15333.540000 sec): 3 clusters Score: Raw -5749642.385031 + Penalty 5188.819849 = -5744453.565182 nChanged 2 SP:Iteration 106Q (15333.960000 sec): 3 clusters Score: Raw -5749642.771219 + Penalty 5188.819849 = -5744453.951370 nChanged 3 SP:Iteration 107Q (15334.360000 sec): 3 clusters Score: Raw -5749643.406113 + Penalty 5188.819849 = -5744454.586264 nChanged 4 SP:Iteration 108Q (15334.720000 sec): 3 clusters Score: Raw -5749644.303248 + Penalty 5188.819849 = -5744455.483399 nChanged 2 SP:Iteration 109Q (15335.080000 sec): 3 clusters Score: Raw -5749644.618295 + Penalty 5188.819849 = -5744455.798446 nChanged 0 SP:Iteration 110F (15335.540000 sec): 3 clusters Score: Raw -5749644.618295 + Penalty 5188.819849 = -5744455.798446 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15335.670000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15335.860000 sec): 3 clusters Score: Raw -153170.439243 + Penalty 3389.183739 = -149781.255504 nChanged 223 SP:Iteration 1F (15336.020000 sec): 3 clusters Score: Raw -153444.066360 + Penalty 3389.183739 = -150054.882621 nChanged 59 SP:Iteration 2F (15336.190000 sec): 3 clusters Score: Raw -153533.283273 + Penalty 3389.183739 = -150144.099534 nChanged 42 SP:Iteration 3Q (15336.440000 sec): 3 clusters Score: Raw -153633.330249 + Penalty 3389.183739 = -150244.146509 nChanged 37 SP:Iteration 4Q (15336.560000 sec): 3 clusters Score: Raw -153713.720097 + Penalty 3389.183739 = -150324.536357 nChanged 30 SP:Iteration 5Q (15336.730000 sec): 3 clusters Score: Raw -153766.337662 + Penalty 3389.183739 = -150377.153923 nChanged 21 SP:Iteration 6Q (15336.900000 sec): 3 clusters Score: Raw -153807.297515 + Penalty 3389.183739 = -150418.113775 nChanged 18 SP:Iteration 7Q (15337.120000 sec): 3 clusters Score: Raw -153844.847711 + Penalty 3389.183739 = -150455.663972 nChanged 15 SP:Iteration 8Q (15337.290000 sec): 3 clusters Score: Raw -153867.122055 + Penalty 3389.183739 = -150477.938316 nChanged 10 SP:Iteration 9Q (15337.460000 sec): 3 clusters Score: Raw -153885.213057 + Penalty 3389.183739 = -150496.029318 nChanged 7 SP:Iteration 10Q (15337.630000 sec): 3 clusters Score: Raw -153899.237184 + Penalty 3389.183739 = -150510.053444 nChanged 9 SP:Iteration 11Q (15337.790000 sec): 3 clusters Score: Raw -153921.596108 + Penalty 3389.183739 = -150532.412369 nChanged 9 SP:Iteration 12Q (15337.970000 sec): 3 clusters Score: Raw -153935.407742 + Penalty 3389.183739 = -150546.224002 nChanged 6 SP:Iteration 13Q (15338.170000 sec): 3 clusters Score: Raw -153943.237401 + Penalty 3389.183739 = -150554.053662 nChanged 8 SP:Iteration 14Q (15338.360000 sec): 3 clusters Score: Raw -153954.017331 + Penalty 3389.183739 = -150564.833591 nChanged 6 SP:Iteration 15Q (15338.510000 sec): 3 clusters Score: Raw -153960.871459 + Penalty 3389.183739 = -150571.687720 nChanged 8 SP:Iteration 16Q (15338.680000 sec): 3 clusters Score: Raw -153971.239801 + Penalty 3389.183739 = -150582.056062 nChanged 5 SP:Iteration 17Q (15338.850000 sec): 3 clusters Score: Raw -153982.234140 + Penalty 3389.183739 = -150593.050400 nChanged 6 SP:Iteration 18Q (15339.050000 sec): 3 clusters Score: Raw -153993.614156 + Penalty 3389.183739 = -150604.430416 nChanged 4 SP:Iteration 19Q (15339.200000 sec): 3 clusters Score: Raw -153997.283492 + Penalty 3389.183739 = -150608.099752 nChanged 1 SP:Iteration 20F (15339.400000 sec): 3 clusters Score: Raw -153998.537973 + Penalty 3389.183739 = -150609.354233 nChanged 4 SP:Iteration 21Q (15339.610000 sec): 3 clusters Score: Raw -154007.567523 + Penalty 3389.183739 = -150618.383784 nChanged 5 SP:Iteration 22Q (15339.810000 sec): 3 clusters Score: Raw -154017.136185 + Penalty 3389.183739 = -150627.952446 nChanged 3 SP:Iteration 23Q (15339.990000 sec): 3 clusters Score: Raw -154021.716425 + Penalty 3389.183739 = -150632.532685 nChanged 3 SP:Iteration 24Q (15340.150000 sec): 3 clusters Score: Raw -154026.398034 + Penalty 3389.183739 = -150637.214294 nChanged 0 SP:Iteration 25F (15340.310000 sec): 3 clusters Score: Raw -154026.398034 + Penalty 3389.183739 = -150637.214294 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15340.400000 sec): 2 clusters Score: Raw -42811.956099 + Penalty 1411.209145 = -41400.746954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15340.540000 sec): 3 clusters Score: Raw -42950.665287 + Penalty 2822.418289 = -40128.246997 nChanged 35 SP:Iteration 1F (15340.670000 sec): 3 clusters Score: Raw -43126.244341 + Penalty 2822.418289 = -40303.826052 nChanged 16 SP:Iteration 2F (15340.810000 sec): 3 clusters Score: Raw -43228.794823 + Penalty 2822.418289 = -40406.376534 nChanged 13 SP:Iteration 3Q (15340.900000 sec): 3 clusters Score: Raw -43401.709471 + Penalty 2822.418289 = -40579.291182 nChanged 15 SP:Iteration 4F (15341.010000 sec): 3 clusters Score: Raw -43522.237033 + Penalty 2822.418289 = -40699.818743 nChanged 9 SP:Iteration 5Q (15341.130000 sec): 3 clusters Score: Raw -43689.690153 + Penalty 2822.418289 = -40867.271863 nChanged 13 SP:Iteration 6Q (15341.270000 sec): 3 clusters Score: Raw -43785.761813 + Penalty 2822.418289 = -40963.343524 nChanged 7 SP:Iteration 7Q (15341.370000 sec): 3 clusters Score: Raw -43866.897839 + Penalty 2822.418289 = -41044.479550 nChanged 6 SP:Iteration 8Q (15341.470000 sec): 3 clusters Score: Raw -43912.772122 + Penalty 2822.418289 = -41090.353832 nChanged 5 SP:Iteration 9Q (15341.660000 sec): 3 clusters Score: Raw -43938.275744 + Penalty 2822.418289 = -41115.857454 nChanged 3 SP:Iteration 10Q (15341.840000 sec): 3 clusters Score: Raw -43960.012401 + Penalty 2822.418289 = -41137.594112 nChanged 1 SP:Iteration 11Q (15341.970000 sec): 3 clusters Score: Raw -43968.382234 + Penalty 2822.418289 = -41145.963944 nChanged 1 SP:Iteration 12Q (15342.170000 sec): 3 clusters Score: Raw -43975.228976 + Penalty 2822.418289 = -41152.810686 nChanged 2 SP:Iteration 13Q (15342.330000 sec): 3 clusters Score: Raw -43998.196252 + Penalty 2822.418289 = -41175.777963 nChanged 2 SP:Iteration 14Q (15342.500000 sec): 3 clusters Score: Raw -44025.404514 + Penalty 2822.418289 = -41202.986224 nChanged 2 SP:Iteration 15Q (15342.610000 sec): 3 clusters Score: Raw -44037.499016 + Penalty 2822.418289 = -41215.080727 nChanged 2 SP:Iteration 16Q (15342.770000 sec): 3 clusters Score: Raw -44058.270542 + Penalty 2822.418289 = -41235.852253 nChanged 3 SP:Iteration 17Q (15342.930000 sec): 3 clusters Score: Raw -44075.445866 + Penalty 2822.418289 = -41253.027577 nChanged 2 SP:Iteration 18Q (15343.090000 sec): 3 clusters Score: Raw -44093.701726 + Penalty 2822.418289 = -41271.283436 nChanged 1 SP:Iteration 19Q (15343.250000 sec): 3 clusters Score: Raw -44110.172963 + Penalty 2822.418289 = -41287.754674 nChanged 1 SP:Iteration 20F (15343.410000 sec): 3 clusters Score: Raw -44129.449223 + Penalty 2822.418289 = -41307.030934 nChanged 2 SP:Iteration 21Q (15343.570000 sec): 3 clusters Score: Raw -44200.841215 + Penalty 2822.418289 = -41378.422926 nChanged 3 SP:Iteration 22Q (15343.730000 sec): 3 clusters Score: Raw -44226.064584 + Penalty 2822.418289 = -41403.646294 nChanged 2 SP:Iteration 23Q (15343.890000 sec): 3 clusters Score: Raw -44254.132198 + Penalty 2822.418289 = -41431.713909 nChanged 1 SP:Iteration 24Q (15344.050000 sec): 3 clusters Score: Raw -44261.193480 + Penalty 2822.418289 = -41438.775191 nChanged 0 SP:Iteration 25F (15344.210000 sec): 3 clusters Score: Raw -44261.193480 + Penalty 2822.418289 = -41438.775191 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15344.290000 sec): 2 clusters Score: Raw -71589.791510 + Penalty 1528.502071 = -70061.289439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15344.450000 sec): 3 clusters Score: Raw -71647.894835 + Penalty 3057.004143 = -68590.890692 nChanged 82 SP:Iteration 1F (15344.610000 sec): 3 clusters Score: Raw -71822.219467 + Penalty 3057.004143 = -68765.215324 nChanged 23 SP:Iteration 2Q (15344.770000 sec): 3 clusters Score: Raw -71910.949304 + Penalty 3057.004143 = -68853.945161 nChanged 16 SP:Iteration 3Q (15344.930000 sec): 3 clusters Score: Raw -71963.375484 + Penalty 3057.004143 = -68906.371341 nChanged 8 SP:Iteration 4Q (15345.090000 sec): 3 clusters Score: Raw -72012.583634 + Penalty 3057.004143 = -68955.579491 nChanged 14 SP:Iteration 5Q (15345.230000 sec): 3 clusters Score: Raw -72109.178748 + Penalty 3057.004143 = -69052.174605 nChanged 14 SP:Iteration 6Q (15345.380000 sec): 3 clusters Score: Raw -72144.099602 + Penalty 3057.004143 = -69087.095459 nChanged 9 SP:Iteration 7Q (15345.520000 sec): 3 clusters Score: Raw -72168.245048 + Penalty 3057.004143 = -69111.240905 nChanged 5 SP:Iteration 8Q (15345.660000 sec): 3 clusters Score: Raw -72188.857671 + Penalty 3057.004143 = -69131.853528 nChanged 4 SP:Iteration 9Q (15345.810000 sec): 3 clusters Score: Raw -72208.822575 + Penalty 3057.004143 = -69151.818432 nChanged 5 SP:Iteration 10Q (15345.950000 sec): 3 clusters Score: Raw -72229.261707 + Penalty 3057.004143 = -69172.257564 nChanged 6 SP:Iteration 11Q (15346.100000 sec): 3 clusters Score: Raw -72254.260758 + Penalty 3057.004143 = -69197.256616 nChanged 10 SP:Iteration 12Q (15346.240000 sec): 3 clusters Score: Raw -72308.783414 + Penalty 3057.004143 = -69251.779271 nChanged 12 SP:Iteration 13Q (15346.390000 sec): 3 clusters Score: Raw -72362.148142 + Penalty 3057.004143 = -69305.143999 nChanged 8 SP:Iteration 14Q (15346.530000 sec): 3 clusters Score: Raw -72433.609697 + Penalty 3057.004143 = -69376.605554 nChanged 7 SP:Iteration 15Q (15346.730000 sec): 3 clusters Score: Raw -72468.043777 + Penalty 3057.004143 = -69411.039634 nChanged 3 SP:Iteration 16Q (15346.930000 sec): 3 clusters Score: Raw -72482.733649 + Penalty 3057.004143 = -69425.729506 nChanged 2 SP:Iteration 17Q (15347.130000 sec): 3 clusters Score: Raw -72493.430231 + Penalty 3057.004143 = -69436.426088 nChanged 5 SP:Iteration 18Q (15347.300000 sec): 3 clusters Score: Raw -72510.481712 + Penalty 3057.004143 = -69453.477569 nChanged 5 SP:Iteration 19Q (15347.470000 sec): 3 clusters Score: Raw -72522.649144 + Penalty 3057.004143 = -69465.645002 nChanged 1 SP:Iteration 20F (15347.620000 sec): 3 clusters Score: Raw -72531.330039 + Penalty 3057.004143 = -69474.325896 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (17167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15347.790000 sec): 2 clusters Score: Raw -2894870.880438 + Penalty 2418.184565 = -2892452.695873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15348.060000 sec): 3 clusters Score: Raw -2885026.565976 + Penalty 4836.369131 = -2880190.196845 nChanged 7511 SP:Iteration 1F (15348.370000 sec): 3 clusters Score: Raw -2889042.651875 + Penalty 4836.369131 = -2884206.282744 nChanged 1005 SP:Iteration 2F (15348.690000 sec): 3 clusters Score: Raw -2889445.174231 + Penalty 4836.369131 = -2884608.805100 nChanged 865 SP:Iteration 3F (15349.040000 sec): 3 clusters Score: Raw -2889789.132780 + Penalty 4836.369131 = -2884952.763649 nChanged 795 SP:Iteration 4Q (15349.360000 sec): 3 clusters Score: Raw -2890124.299684 + Penalty 4836.369131 = -2885287.930553 nChanged 762 SP:Iteration 5Q (15349.720000 sec): 3 clusters Score: Raw -2890440.952738 + Penalty 4836.369131 = -2885604.583607 nChanged 717 SP:Iteration 6Q (15350.020000 sec): 3 clusters Score: Raw -2890759.344290 + Penalty 4836.369131 = -2885922.975159 nChanged 723 SP:Iteration 7Q (15350.300000 sec): 3 clusters Score: Raw -2891087.307236 + Penalty 4836.369131 = -2886250.938105 nChanged 703 SP:Iteration 8Q (15350.560000 sec): 3 clusters Score: Raw -2891410.810457 + Penalty 4836.369131 = -2886574.441326 nChanged 671 SP:Iteration 9Q (15350.860000 sec): 3 clusters Score: Raw -2891737.305243 + Penalty 4836.369131 = -2886900.936113 nChanged 668 SP:Iteration 10Q (15351.200000 sec): 3 clusters Score: Raw -2892107.176301 + Penalty 4836.369131 = -2887270.807171 nChanged 690 SP:Iteration 11Q (15351.520000 sec): 3 clusters Score: Raw -2892535.357562 + Penalty 4836.369131 = -2887698.988431 nChanged 668 SP:Iteration 12Q (15351.820000 sec): 3 clusters Score: Raw -2893005.460479 + Penalty 4836.369131 = -2888169.091348 nChanged 610 SP:Iteration 13Q (15352.060000 sec): 3 clusters Score: Raw -2893505.285452 + Penalty 4836.369131 = -2888668.916321 nChanged 551 SP:Iteration 14Q (15352.400000 sec): 3 clusters Score: Raw -2894020.252097 + Penalty 4836.369131 = -2889183.882967 nChanged 432 SP:Iteration 15Q (15352.700000 sec): 3 clusters Score: Raw -2894510.379974 + Penalty 4836.369131 = -2889674.010843 nChanged 340 SP:Iteration 16Q (15353.040000 sec): 3 clusters Score: Raw -2894878.662788 + Penalty 4836.369131 = -2890042.293657 nChanged 250 SP:Iteration 17Q (15353.280000 sec): 3 clusters Score: Raw -2895123.070445 + Penalty 4836.369131 = -2890286.701314 nChanged 195 SP:Iteration 18Q (15353.580000 sec): 3 clusters Score: Raw -2895273.603135 + Penalty 4836.369131 = -2890437.234004 nChanged 149 SP:Iteration 19Q (15353.860000 sec): 3 clusters Score: Raw -2895382.819191 + Penalty 4836.369131 = -2890546.450060 nChanged 112 SP:Iteration 20F (15354.170000 sec): 3 clusters Score: Raw -2895444.409195 + Penalty 4836.369131 = -2890608.040064 nChanged 78 SP:Iteration 21Q (15354.430000 sec): 3 clusters Score: Raw -2895482.192954 + Penalty 4836.369131 = -2890645.823823 nChanged 55 SP:Iteration 22Q (15354.700000 sec): 3 clusters Score: Raw -2895511.503337 + Penalty 4836.369131 = -2890675.134206 nChanged 59 SP:Iteration 23Q (15354.970000 sec): 3 clusters Score: Raw -2895543.309839 + Penalty 4836.369131 = -2890706.940708 nChanged 53 SP:Iteration 24Q (15355.250000 sec): 3 clusters Score: Raw -2895567.099036 + Penalty 4836.369131 = -2890730.729905 nChanged 37 SP:Iteration 25Q (15355.520000 sec): 3 clusters Score: Raw -2895586.491940 + Penalty 4836.369131 = -2890750.122810 nChanged 24 SP:Iteration 26Q (15355.800000 sec): 3 clusters Score: Raw -2895598.704929 + Penalty 4836.369131 = -2890762.335798 nChanged 25 SP:Iteration 27Q (15356.060000 sec): 3 clusters Score: Raw -2895607.444635 + Penalty 4836.369131 = -2890771.075505 nChanged 19 SP:Iteration 28Q (15356.330000 sec): 3 clusters Score: Raw -2895615.075733 + Penalty 4836.369131 = -2890778.706602 nChanged 15 SP:Iteration 29Q (15356.590000 sec): 3 clusters Score: Raw -2895621.963534 + Penalty 4836.369131 = -2890785.594404 nChanged 14 SP:Iteration 30Q (15356.880000 sec): 3 clusters Score: Raw -2895626.672818 + Penalty 4836.369131 = -2890790.303688 nChanged 13 SP:Iteration 31Q (15357.120000 sec): 3 clusters Score: Raw -2895631.523158 + Penalty 4836.369131 = -2890795.154027 nChanged 9 SP:Iteration 32Q (15357.410000 sec): 3 clusters Score: Raw -2895635.352420 + Penalty 4836.369131 = -2890798.983290 nChanged 10 SP:Iteration 33Q (15357.740000 sec): 3 clusters Score: Raw -2895639.996493 + Penalty 4836.369131 = -2890803.627362 nChanged 6 SP:Iteration 34Q (15358.010000 sec): 3 clusters Score: Raw -2895643.445089 + Penalty 4836.369131 = -2890807.075958 nChanged 7 SP:Iteration 35Q (15358.280000 sec): 3 clusters Score: Raw -2895646.660667 + Penalty 4836.369131 = -2890810.291536 nChanged 12 SP:Iteration 36Q (15358.630000 sec): 3 clusters Score: Raw -2895650.978544 + Penalty 4836.369131 = -2890814.609413 nChanged 12 SP:Iteration 37Q (15358.810000 sec): 3 clusters Score: Raw -2895655.252168 + Penalty 4836.369131 = -2890818.883038 nChanged 7 SP:Iteration 38Q (15359.060000 sec): 3 clusters Score: Raw -2895658.881870 + Penalty 4836.369131 = -2890822.512739 nChanged 5 SP:Iteration 39Q (15359.360000 sec): 3 clusters Score: Raw -2895660.891886 + Penalty 4836.369131 = -2890824.522755 nChanged 3 SP:Iteration 40F (15359.650000 sec): 3 clusters Score: Raw -2895661.613597 + Penalty 4836.369131 = -2890825.244466 nChanged 3 SP:Iteration 41Q (15359.910000 sec): 3 clusters Score: Raw -2895662.491156 + Penalty 4836.369131 = -2890826.122025 nChanged 4 SP:Iteration 42Q (15360.150000 sec): 3 clusters Score: Raw -2895663.922573 + Penalty 4836.369131 = -2890827.553442 nChanged 3 SP:Iteration 43Q (15360.500000 sec): 3 clusters Score: Raw -2895664.682465 + Penalty 4836.369131 = -2890828.313335 nChanged 2 SP:Iteration 44Q (15360.820000 sec): 3 clusters Score: Raw -2895664.965176 + Penalty 4836.369131 = -2890828.596045 nChanged 1 SP:Iteration 45Q (15361.160000 sec): 3 clusters Score: Raw -2895665.160358 + Penalty 4836.369131 = -2890828.791228 nChanged 1 SP:Iteration 46Q (15361.420000 sec): 3 clusters Score: Raw -2895665.316719 + Penalty 4836.369131 = -2890828.947588 nChanged 2 SP:Iteration 47Q (15361.750000 sec): 3 clusters Score: Raw -2895665.621682 + Penalty 4836.369131 = -2890829.252552 nChanged 1 SP:Iteration 48Q (15361.970000 sec): 3 clusters Score: Raw -2895665.920993 + Penalty 4836.369131 = -2890829.551862 nChanged 1 SP:Iteration 49Q (15362.150000 sec): 3 clusters Score: Raw -2895666.018051 + Penalty 4836.369131 = -2890829.648920 nChanged 0 SP:Iteration 50F (15362.450000 sec): 3 clusters Score: Raw -2895666.018051 + Penalty 4836.369131 = -2890829.648920 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15362.580000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15362.770000 sec): 3 clusters Score: Raw -46403.142720 + Penalty 2851.698921 = -43551.443799 nChanged 46 SP:Iteration 1F (15362.890000 sec): 3 clusters Score: Raw -46536.166174 + Penalty 2851.698921 = -43684.467253 nChanged 12 SP:Iteration 2Q (15363.050000 sec): 3 clusters Score: Raw -46586.215806 + Penalty 2851.698921 = -43734.516885 nChanged 5 SP:Iteration 3Q (15363.210000 sec): 3 clusters Score: Raw -46642.786471 + Penalty 2851.698921 = -43791.087550 nChanged 6 SP:Iteration 4Q (15363.370000 sec): 3 clusters Score: Raw -46897.346403 + Penalty 2851.698921 = -44045.647482 nChanged 18 SP:Iteration 5F (15363.530000 sec): 3 clusters Score: Raw -46968.086965 + Penalty 2851.698921 = -44116.388044 nChanged 9 SP:Iteration 6Q (15363.690000 sec): 3 clusters Score: Raw -47059.820567 + Penalty 2851.698921 = -44208.121646 nChanged 13 SP:Iteration 7Q (15363.850000 sec): 3 clusters Score: Raw -47111.158689 + Penalty 2851.698921 = -44259.459768 nChanged 12 SP:Iteration 8Q (15364.010000 sec): 3 clusters Score: Raw -47165.945667 + Penalty 2851.698921 = -44314.246746 nChanged 10 SP:Iteration 9Q (15364.170000 sec): 3 clusters Score: Raw -47218.396266 + Penalty 2851.698921 = -44366.697345 nChanged 8 SP:Iteration 10Q (15364.330000 sec): 3 clusters Score: Raw -47278.602957 + Penalty 2851.698921 = -44426.904036 nChanged 5 SP:Iteration 11Q (15364.490000 sec): 3 clusters Score: Raw -47325.050664 + Penalty 2851.698921 = -44473.351743 nChanged 1 SP:Iteration 12Q (15364.650000 sec): 3 clusters Score: Raw -47335.360085 + Penalty 2851.698921 = -44483.661164 nChanged 1 SP:Iteration 13Q (15364.810000 sec): 3 clusters Score: Raw -47341.905012 + Penalty 2851.698921 = -44490.206091 nChanged 1 SP:Iteration 14Q (15364.970000 sec): 3 clusters Score: Raw -47344.726296 + Penalty 2851.698921 = -44493.027375 nChanged 0 SP:Iteration 15F (15365.130000 sec): 3 clusters Score: Raw -47344.726296 + Penalty 2851.698921 = -44493.027375 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15365.230000 sec): 2 clusters Score: Raw -686126.844034 + Penalty 2045.700102 = -684081.143932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15365.380000 sec): 3 clusters Score: Raw -684331.571428 + Penalty 4091.400204 = -680240.171224 nChanged 1381 SP:Iteration 1F (15365.540000 sec): 3 clusters Score: Raw -685132.588117 + Penalty 4091.400204 = -681041.187913 nChanged 314 SP:Iteration 2F (15365.700000 sec): 3 clusters Score: Raw -685336.217198 + Penalty 4091.400204 = -681244.816994 nChanged 180 SP:Iteration 3Q (15365.860000 sec): 3 clusters Score: Raw -685458.386613 + Penalty 4091.400204 = -681366.986409 nChanged 128 SP:Iteration 4Q (15366.020000 sec): 3 clusters Score: Raw -685549.614254 + Penalty 4091.400204 = -681458.214050 nChanged 128 SP:Iteration 5Q (15366.180000 sec): 3 clusters Score: Raw -685636.841628 + Penalty 4091.400204 = -681545.441424 nChanged 111 SP:Iteration 6Q (15366.330000 sec): 3 clusters Score: Raw -685711.691236 + Penalty 4091.400204 = -681620.291032 nChanged 98 SP:Iteration 7Q (15366.490000 sec): 3 clusters Score: Raw -685772.537332 + Penalty 4091.400204 = -681681.137128 nChanged 93 SP:Iteration 8Q (15366.650000 sec): 3 clusters Score: Raw -685846.304829 + Penalty 4091.400204 = -681754.904625 nChanged 100 SP:Iteration 9Q (15366.810000 sec): 3 clusters Score: Raw -685917.172526 + Penalty 4091.400204 = -681825.772322 nChanged 115 SP:Iteration 10Q (15366.970000 sec): 3 clusters Score: Raw -685987.036483 + Penalty 4091.400204 = -681895.636279 nChanged 107 SP:Iteration 11Q (15367.130000 sec): 3 clusters Score: Raw -686062.655010 + Penalty 4091.400204 = -681971.254806 nChanged 128 SP:Iteration 12Q (15367.290000 sec): 3 clusters Score: Raw -686163.277195 + Penalty 4091.400204 = -682071.876991 nChanged 136 SP:Iteration 13Q (15367.440000 sec): 3 clusters Score: Raw -686267.438354 + Penalty 4091.400204 = -682176.038150 nChanged 133 SP:Iteration 14Q (15367.650000 sec): 3 clusters Score: Raw -686366.195575 + Penalty 4091.400204 = -682274.795371 nChanged 126 SP:Iteration 15Q (15367.890000 sec): 3 clusters Score: Raw -686464.445302 + Penalty 4091.400204 = -682373.045098 nChanged 125 SP:Iteration 16Q (15368.050000 sec): 3 clusters Score: Raw -686551.715171 + Penalty 4091.400204 = -682460.314967 nChanged 100 SP:Iteration 17Q (15368.230000 sec): 3 clusters Score: Raw -686623.674266 + Penalty 4091.400204 = -682532.274062 nChanged 87 SP:Iteration 18Q (15368.440000 sec): 3 clusters Score: Raw -686686.690469 + Penalty 4091.400204 = -682595.290265 nChanged 75 SP:Iteration 19Q (15368.610000 sec): 3 clusters Score: Raw -686751.129981 + Penalty 4091.400204 = -682659.729777 nChanged 89 SP:Iteration 20F (15368.790000 sec): 3 clusters Score: Raw -686831.061915 + Penalty 4091.400204 = -682739.661711 nChanged 67 SP:Iteration 21Q (15368.980000 sec): 3 clusters Score: Raw -686882.515410 + Penalty 4091.400204 = -682791.115206 nChanged 60 SP:Iteration 22Q (15369.150000 sec): 3 clusters Score: Raw -686921.717397 + Penalty 4091.400204 = -682830.317194 nChanged 33 SP:Iteration 23Q (15369.360000 sec): 3 clusters Score: Raw -686947.190763 + Penalty 4091.400204 = -682855.790559 nChanged 39 SP:Iteration 24Q (15369.550000 sec): 3 clusters Score: Raw -686979.343972 + Penalty 4091.400204 = -682887.943768 nChanged 40 SP:Iteration 25Q (15369.740000 sec): 3 clusters Score: Raw -687010.688355 + Penalty 4091.400204 = -682919.288151 nChanged 33 SP:Iteration 26Q (15369.970000 sec): 3 clusters Score: Raw -687035.757340 + Penalty 4091.400204 = -682944.357136 nChanged 27 SP:Iteration 27Q (15370.150000 sec): 3 clusters Score: Raw -687059.405847 + Penalty 4091.400204 = -682968.005643 nChanged 33 SP:Iteration 28Q (15370.330000 sec): 3 clusters Score: Raw -687089.403633 + Penalty 4091.400204 = -682998.003430 nChanged 25 SP:Iteration 29Q (15370.510000 sec): 3 clusters Score: Raw -687112.438214 + Penalty 4091.400204 = -683021.038010 nChanged 25 SP:Iteration 30Q (15370.660000 sec): 3 clusters Score: Raw -687132.705483 + Penalty 4091.400204 = -683041.305279 nChanged 20 SP:Iteration 31Q (15370.900000 sec): 3 clusters Score: Raw -687149.953674 + Penalty 4091.400204 = -683058.553470 nChanged 20 SP:Iteration 32Q (15371.080000 sec): 3 clusters Score: Raw -687166.914381 + Penalty 4091.400204 = -683075.514177 nChanged 16 SP:Iteration 33Q (15371.300000 sec): 3 clusters Score: Raw -687176.536495 + Penalty 4091.400204 = -683085.136291 nChanged 11 SP:Iteration 34Q (15371.480000 sec): 3 clusters Score: Raw -687181.887138 + Penalty 4091.400204 = -683090.486935 nChanged 6 SP:Iteration 35Q (15371.630000 sec): 3 clusters Score: Raw -687188.348082 + Penalty 4091.400204 = -683096.947878 nChanged 7 SP:Iteration 36Q (15371.750000 sec): 3 clusters Score: Raw -687197.785295 + Penalty 4091.400204 = -683106.385091 nChanged 10 SP:Iteration 37Q (15371.880000 sec): 3 clusters Score: Raw -687207.335209 + Penalty 4091.400204 = -683115.935005 nChanged 13 SP:Iteration 38Q (15372.020000 sec): 3 clusters Score: Raw -687222.190133 + Penalty 4091.400204 = -683130.789929 nChanged 8 SP:Iteration 39Q (15372.150000 sec): 3 clusters Score: Raw -687228.385911 + Penalty 4091.400204 = -683136.985708 nChanged 8 SP:Iteration 40F (15372.320000 sec): 3 clusters Score: Raw -687234.903159 + Penalty 4091.400204 = -683143.502956 nChanged 5 SP:Iteration 41Q (15372.550000 sec): 3 clusters Score: Raw -687238.666260 + Penalty 4091.400204 = -683147.266056 nChanged 7 SP:Iteration 42Q (15372.690000 sec): 3 clusters Score: Raw -687243.139929 + Penalty 4091.400204 = -683151.739725 nChanged 5 SP:Iteration 43Q (15372.910000 sec): 3 clusters Score: Raw -687246.910183 + Penalty 4091.400204 = -683155.509979 nChanged 4 SP:Iteration 44Q (15373.110000 sec): 3 clusters Score: Raw -687249.856721 + Penalty 4091.400204 = -683158.456517 nChanged 5 SP:Iteration 45Q (15373.330000 sec): 3 clusters Score: Raw -687252.698364 + Penalty 4091.400204 = -683161.298160 nChanged 3 SP:Iteration 46Q (15373.510000 sec): 3 clusters Score: Raw -687254.181097 + Penalty 4091.400204 = -683162.780893 nChanged 0 SP:Iteration 47F (15373.700000 sec): 3 clusters Score: Raw -687254.181097 + Penalty 4091.400204 = -683162.780893 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15373.770000 sec): 2 clusters Score: Raw -14550.789512 + Penalty 1239.308644 = -13311.480868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15373.960000 sec): 3 clusters Score: Raw -15001.060460 + Penalty 2478.617288 = -12522.443172 nChanged 14 SP:Iteration 1F (15374.120000 sec): 3 clusters Score: Raw -15084.017288 + Penalty 2478.617288 = -12605.400000 nChanged 3 SP:Iteration 2Q (15374.270000 sec): 3 clusters Score: Raw -15095.652836 + Penalty 2478.617288 = -12617.035548 nChanged 0 SP:Iteration 3F (15374.390000 sec): 3 clusters Score: Raw -15095.652836 + Penalty 2478.617288 = -12617.035548 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15374.460000 sec): 2 clusters Score: Raw -30671.068900 + Penalty 1316.450389 = -29354.618511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15374.610000 sec): 3 clusters Score: Raw -30867.638351 + Penalty 2632.900778 = -28234.737573 nChanged 21 SP:Iteration 1F (15374.760000 sec): 3 clusters Score: Raw -30954.731930 + Penalty 2632.900778 = -28321.831152 nChanged 5 SP:Iteration 2Q (15374.890000 sec): 3 clusters Score: Raw -30984.797516 + Penalty 2632.900778 = -28351.896738 nChanged 4 SP:Iteration 3Q (15375.030000 sec): 3 clusters Score: Raw -31028.539081 + Penalty 2632.900778 = -28395.638303 nChanged 4 SP:Iteration 4Q (15375.160000 sec): 3 clusters Score: Raw -31050.894987 + Penalty 2632.900778 = -28417.994209 nChanged 1 SP:Iteration 5Q (15375.300000 sec): 3 clusters Score: Raw -31052.338264 + Penalty 2632.900778 = -28419.437486 nChanged 0 SP:Iteration 6F (15375.480000 sec): 3 clusters Score: Raw -31052.338264 + Penalty 2632.900778 = -28419.437486 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15375.570000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15375.730000 sec): 3 clusters Score: Raw -54122.558807 + Penalty 2894.066126 = -51228.492682 nChanged 61 SP:Iteration 1F (15375.900000 sec): 3 clusters Score: Raw -54272.015278 + Penalty 2894.066126 = -51377.949153 nChanged 7 SP:Iteration 2Q (15376.060000 sec): 3 clusters Score: Raw -54298.329167 + Penalty 2894.066126 = -51404.263041 nChanged 4 SP:Iteration 3Q (15376.220000 sec): 3 clusters Score: Raw -54311.992465 + Penalty 2894.066126 = -51417.926340 nChanged 2 SP:Iteration 4Q (15376.380000 sec): 3 clusters Score: Raw -54318.331067 + Penalty 2894.066126 = -51424.264941 nChanged 1 SP:Iteration 5Q (15376.540000 sec): 3 clusters Score: Raw -54319.533435 + Penalty 2894.066126 = -51425.467309 nChanged 0 SP:Iteration 6F (15376.700000 sec): 3 clusters Score: Raw -54319.533435 + Penalty 2894.066126 = -51425.467309 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15376.770000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15376.930000 sec): 3 clusters Score: Raw -23144.226192 + Penalty 2495.097209 = -20649.128983 nChanged 13 SP:Iteration 1F (15377.090000 sec): 3 clusters Score: Raw -23216.704055 + Penalty 2495.097209 = -20721.606846 nChanged 1 SP:Iteration 2Q (15377.250000 sec): 3 clusters Score: Raw -23227.657029 + Penalty 2495.097209 = -20732.559820 nChanged 0 SP:Iteration 3F (15377.410000 sec): 3 clusters Score: Raw -23227.657029 + Penalty 2495.097209 = -20732.559820 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15378.010000 sec): 2 clusters Score: Raw -17719349.340044 + Penalty 2861.162281 = -17716488.177763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15378.780000 sec): 3 clusters Score: Raw -17653818.912211 + Penalty 5722.324561 = -17648096.587650 nChanged 48476 SP:Iteration 1F (15379.690000 sec): 3 clusters Score: Raw -17682297.629341 + Penalty 5722.324561 = -17676575.304780 nChanged 4095 SP:Iteration 2Q (15380.660000 sec): 3 clusters Score: Raw -17683699.313401 + Penalty 5722.324561 = -17677976.988840 nChanged 4432 SP:Iteration 3Q (15381.570000 sec): 3 clusters Score: Raw -17685390.570702 + Penalty 5722.324561 = -17679668.246141 nChanged 4827 SP:Iteration 4Q (15382.550000 sec): 3 clusters Score: Raw -17687446.472622 + Penalty 5722.324561 = -17681724.148060 nChanged 5164 SP:Iteration 5F (15383.430000 sec): 3 clusters Score: Raw -17689801.198347 + Penalty 5722.324561 = -17684078.873786 nChanged 5406 SP:Iteration 6F (15384.460000 sec): 3 clusters Score: Raw -17692379.695208 + Penalty 5722.324561 = -17686657.370646 nChanged 5430 SP:Iteration 7F (15385.360000 sec): 3 clusters Score: Raw -17695168.849257 + Penalty 5722.324561 = -17689446.524696 nChanged 5444 SP:Iteration 8F (15386.210000 sec): 3 clusters Score: Raw -17698207.460473 + Penalty 5722.324561 = -17692485.135912 nChanged 5196 SP:Iteration 9F (15387.010000 sec): 3 clusters Score: Raw -17701169.204732 + Penalty 5722.324561 = -17695446.880171 nChanged 4420 SP:Iteration 10Q (15387.970000 sec): 3 clusters Score: Raw -17703366.819868 + Penalty 5722.324561 = -17697644.495306 nChanged 3476 SP:Iteration 11Q (15388.940000 sec): 3 clusters Score: Raw -17704691.661159 + Penalty 5722.324561 = -17698969.336597 nChanged 2461 SP:Iteration 12Q (15389.810000 sec): 3 clusters Score: Raw -17705424.679418 + Penalty 5722.324561 = -17699702.354857 nChanged 1847 SP:Iteration 13Q (15390.760000 sec): 3 clusters Score: Raw -17705887.721533 + Penalty 5722.324561 = -17700165.396972 nChanged 1480 SP:Iteration 14Q (15391.600000 sec): 3 clusters Score: Raw -17706224.237549 + Penalty 5722.324561 = -17700501.912987 nChanged 1319 SP:Iteration 15Q (15392.430000 sec): 3 clusters Score: Raw -17706515.044655 + Penalty 5722.324561 = -17700792.720093 nChanged 1294 SP:Iteration 16Q (15393.260000 sec): 3 clusters Score: Raw -17706800.103255 + Penalty 5722.324561 = -17701077.778694 nChanged 1290 SP:Iteration 17Q (15394.130000 sec): 3 clusters Score: Raw -17707088.571544 + Penalty 5722.324561 = -17701366.246983 nChanged 1366 SP:Iteration 18Q (15395.050000 sec): 3 clusters Score: Raw -17707413.403856 + Penalty 5722.324561 = -17701691.079295 nChanged 1459 SP:Iteration 19Q (15396.010000 sec): 3 clusters Score: Raw -17707780.607196 + Penalty 5722.324561 = -17702058.282635 nChanged 1499 SP:Iteration 20F (15396.880000 sec): 3 clusters Score: Raw -17708178.835390 + Penalty 5722.324561 = -17702456.510829 nChanged 1529 SP:Iteration 21Q (15397.770000 sec): 3 clusters Score: Raw -17708605.698589 + Penalty 5722.324561 = -17702883.374028 nChanged 1601 SP:Iteration 22Q (15398.720000 sec): 3 clusters Score: Raw -17709078.527968 + Penalty 5722.324561 = -17703356.203407 nChanged 1648 SP:Iteration 23Q (15399.650000 sec): 3 clusters Score: Raw -17709608.991817 + Penalty 5722.324561 = -17703886.667256 nChanged 1751 SP:Iteration 24Q (15400.540000 sec): 3 clusters Score: Raw -17710224.416102 + Penalty 5722.324561 = -17704502.091541 nChanged 1700 SP:Iteration 25Q (15401.380000 sec): 3 clusters Score: Raw -17710835.271616 + Penalty 5722.324561 = -17705112.947055 nChanged 1775 SP:Iteration 26Q (15402.220000 sec): 3 clusters Score: Raw -17711502.020441 + Penalty 5722.324561 = -17705779.695880 nChanged 1779 SP:Iteration 27Q (15403.170000 sec): 3 clusters Score: Raw -17712222.738824 + Penalty 5722.324561 = -17706500.414263 nChanged 1732 SP:Iteration 28Q (15404.100000 sec): 3 clusters Score: Raw -17712958.606643 + Penalty 5722.324561 = -17707236.282082 nChanged 1694 SP:Iteration 29Q (15405.070000 sec): 3 clusters Score: Raw -17713711.235991 + Penalty 5722.324561 = -17707988.911429 nChanged 1667 SP:Iteration 30Q (15406.010000 sec): 3 clusters Score: Raw -17714488.589328 + Penalty 5722.324561 = -17708766.264766 nChanged 1527 SP:Iteration 31Q (15406.860000 sec): 3 clusters Score: Raw -17715227.653827 + Penalty 5722.324561 = -17709505.329265 nChanged 1407 SP:Iteration 32Q (15407.750000 sec): 3 clusters Score: Raw -17715937.294404 + Penalty 5722.324561 = -17710214.969843 nChanged 1281 SP:Iteration 33Q (15408.500000 sec): 3 clusters Score: Raw -17716611.817198 + Penalty 5722.324561 = -17710889.492637 nChanged 1152 SP:Iteration 34Q (15409.360000 sec): 3 clusters Score: Raw -17717230.573700 + Penalty 5722.324561 = -17711508.249139 nChanged 995 SP:Iteration 35Q (15410.110000 sec): 3 clusters Score: Raw -17717778.829386 + Penalty 5722.324561 = -17712056.504825 nChanged 840 SP:Iteration 36Q (15410.880000 sec): 3 clusters Score: Raw -17718242.514909 + Penalty 5722.324561 = -17712520.190347 nChanged 688 SP:Iteration 37Q (15411.560000 sec): 3 clusters Score: Raw -17718624.872989 + Penalty 5722.324561 = -17712902.548427 nChanged 594 SP:Iteration 38Q (15412.430000 sec): 3 clusters Score: Raw -17718973.104651 + Penalty 5722.324561 = -17713250.780089 nChanged 500 SP:Iteration 39Q (15413.170000 sec): 3 clusters Score: Raw -17719251.662206 + Penalty 5722.324561 = -17713529.337644 nChanged 373 SP:Iteration 40F (15414.170000 sec): 3 clusters Score: Raw -17719436.296614 + Penalty 5722.324561 = -17713713.972053 nChanged 293 SP:Iteration 41Q (15414.880000 sec): 3 clusters Score: Raw -17719560.604714 + Penalty 5722.324561 = -17713838.280153 nChanged 221 SP:Iteration 42Q (15415.720000 sec): 3 clusters Score: Raw -17719661.887078 + Penalty 5722.324561 = -17713939.562517 nChanged 180 SP:Iteration 43Q (15416.530000 sec): 3 clusters Score: Raw -17719736.908091 + Penalty 5722.324561 = -17714014.583530 nChanged 135 SP:Iteration 44Q (15417.310000 sec): 3 clusters Score: Raw -17719792.951658 + Penalty 5722.324561 = -17714070.627097 nChanged 112 SP:Iteration 45Q (15418.130000 sec): 3 clusters Score: Raw -17719836.115473 + Penalty 5722.324561 = -17714113.790912 nChanged 85 SP:Iteration 46Q (15418.820000 sec): 3 clusters Score: Raw -17719867.885838 + Penalty 5722.324561 = -17714145.561276 nChanged 71 SP:Iteration 47Q (15419.650000 sec): 3 clusters Score: Raw -17719889.685479 + Penalty 5722.324561 = -17714167.360917 nChanged 46 SP:Iteration 48Q (15420.390000 sec): 3 clusters Score: Raw -17719902.462718 + Penalty 5722.324561 = -17714180.138157 nChanged 28 SP:Iteration 49Q (15421.290000 sec): 3 clusters Score: Raw -17719912.446113 + Penalty 5722.324561 = -17714190.121551 nChanged 31 SP:Iteration 50Q (15421.970000 sec): 3 clusters Score: Raw -17719922.825541 + Penalty 5722.324561 = -17714200.500980 nChanged 29 SP:Iteration 51Q (15422.820000 sec): 3 clusters Score: Raw -17719934.215402 + Penalty 5722.324561 = -17714211.890840 nChanged 31 SP:Iteration 52Q (15423.510000 sec): 3 clusters Score: Raw -17719944.078246 + Penalty 5722.324561 = -17714221.753684 nChanged 28 SP:Iteration 53Q (15424.340000 sec): 3 clusters Score: Raw -17719953.768194 + Penalty 5722.324561 = -17714231.443633 nChanged 21 SP:Iteration 54Q (15425.010000 sec): 3 clusters Score: Raw -17719960.340155 + Penalty 5722.324561 = -17714238.015593 nChanged 13 SP:Iteration 55Q (15425.840000 sec): 3 clusters Score: Raw -17719964.218958 + Penalty 5722.324561 = -17714241.894397 nChanged 10 SP:Iteration 56Q (15426.520000 sec): 3 clusters Score: Raw -17719966.408541 + Penalty 5722.324561 = -17714244.083980 nChanged 8 SP:Iteration 57Q (15427.430000 sec): 3 clusters Score: Raw -17719968.611289 + Penalty 5722.324561 = -17714246.286727 nChanged 4 SP:Iteration 58Q (15428.150000 sec): 3 clusters Score: Raw -17719969.679772 + Penalty 5722.324561 = -17714247.355211 nChanged 1 SP:Iteration 59Q (15428.810000 sec): 3 clusters Score: Raw -17719969.874447 + Penalty 5722.324561 = -17714247.549886 nChanged 2 SP:Iteration 60F (15429.680000 sec): 3 clusters Score: Raw -17719970.559088 + Penalty 5722.324561 = -17714248.234526 nChanged 2 SP:Iteration 61Q (15430.530000 sec): 3 clusters Score: Raw -17719970.874652 + Penalty 5722.324561 = -17714248.550091 nChanged 1 SP:Iteration 62Q (15431.370000 sec): 3 clusters Score: Raw -17719971.115039 + Penalty 5722.324561 = -17714248.790478 nChanged 1 SP:Iteration 63Q (15432.160000 sec): 3 clusters Score: Raw -17719971.386931 + Penalty 5722.324561 = -17714249.062370 nChanged 0 SP:Iteration 64F (15433.170000 sec): 3 clusters Score: Raw -17719971.386931 + Penalty 5722.324561 = -17714249.062370 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (10392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15433.280000 sec): 2 clusters Score: Raw -1759712.823099 + Penalty 2293.700306 = -1757419.122793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15433.550000 sec): 3 clusters Score: Raw -1754087.401469 + Penalty 4587.400613 = -1749500.000856 nChanged 4325 SP:Iteration 1F (15433.800000 sec): 3 clusters Score: Raw -1756769.854424 + Penalty 4587.400613 = -1752182.453811 nChanged 832 SP:Iteration 2F (15434.060000 sec): 3 clusters Score: Raw -1757351.858209 + Penalty 4587.400613 = -1752764.457596 nChanged 702 SP:Iteration 3F (15434.300000 sec): 3 clusters Score: Raw -1757882.202954 + Penalty 4587.400613 = -1753294.802341 nChanged 604 SP:Iteration 4F (15434.590000 sec): 3 clusters Score: Raw -1758341.416844 + Penalty 4587.400613 = -1753754.016231 nChanged 520 SP:Iteration 5F (15434.870000 sec): 3 clusters Score: Raw -1758733.798379 + Penalty 4587.400613 = -1754146.397766 nChanged 477 SP:Iteration 6Q (15435.080000 sec): 3 clusters Score: Raw -1759094.777409 + Penalty 4587.400613 = -1754507.376796 nChanged 414 SP:Iteration 7Q (15435.390000 sec): 3 clusters Score: Raw -1759370.551266 + Penalty 4587.400613 = -1754783.150653 nChanged 382 SP:Iteration 8Q (15435.590000 sec): 3 clusters Score: Raw -1759587.383169 + Penalty 4587.400613 = -1754999.982556 nChanged 302 SP:Iteration 9Q (15435.780000 sec): 3 clusters Score: Raw -1759743.768750 + Penalty 4587.400613 = -1755156.368137 nChanged 216 SP:Iteration 10Q (15436.040000 sec): 3 clusters Score: Raw -1759853.328350 + Penalty 4587.400613 = -1755265.927737 nChanged 208 SP:Iteration 11Q (15436.300000 sec): 3 clusters Score: Raw -1759942.240213 + Penalty 4587.400613 = -1755354.839600 nChanged 171 SP:Iteration 12Q (15436.580000 sec): 3 clusters Score: Raw -1759999.180600 + Penalty 4587.400613 = -1755411.779987 nChanged 127 SP:Iteration 13Q (15436.750000 sec): 3 clusters Score: Raw -1760048.476183 + Penalty 4587.400613 = -1755461.075570 nChanged 115 SP:Iteration 14Q (15437.010000 sec): 3 clusters Score: Raw -1760087.489189 + Penalty 4587.400613 = -1755500.088576 nChanged 96 SP:Iteration 15Q (15437.200000 sec): 3 clusters Score: Raw -1760117.390300 + Penalty 4587.400613 = -1755529.989687 nChanged 81 SP:Iteration 16Q (15437.440000 sec): 3 clusters Score: Raw -1760142.058723 + Penalty 4587.400613 = -1755554.658110 nChanged 85 SP:Iteration 17Q (15437.650000 sec): 3 clusters Score: Raw -1760163.426002 + Penalty 4587.400613 = -1755576.025389 nChanged 58 SP:Iteration 18Q (15437.880000 sec): 3 clusters Score: Raw -1760175.721900 + Penalty 4587.400613 = -1755588.321287 nChanged 45 SP:Iteration 19Q (15438.120000 sec): 3 clusters Score: Raw -1760186.118439 + Penalty 4587.400613 = -1755598.717826 nChanged 36 SP:Iteration 20F (15438.330000 sec): 3 clusters Score: Raw -1760195.226137 + Penalty 4587.400613 = -1755607.825524 nChanged 30 SP:Iteration 21Q (15438.650000 sec): 3 clusters Score: Raw -1760200.068796 + Penalty 4587.400613 = -1755612.668183 nChanged 20 SP:Iteration 22Q (15438.800000 sec): 3 clusters Score: Raw -1760203.423694 + Penalty 4587.400613 = -1755616.023081 nChanged 12 SP:Iteration 23Q (15438.980000 sec): 3 clusters Score: Raw -1760205.249531 + Penalty 4587.400613 = -1755617.848918 nChanged 14 SP:Iteration 24Q (15439.240000 sec): 3 clusters Score: Raw -1760207.995534 + Penalty 4587.400613 = -1755620.594921 nChanged 11 SP:Iteration 25Q (15439.460000 sec): 3 clusters Score: Raw -1760209.943781 + Penalty 4587.400613 = -1755622.543168 nChanged 11 SP:Iteration 26Q (15439.680000 sec): 3 clusters Score: Raw -1760211.382661 + Penalty 4587.400613 = -1755623.982048 nChanged 8 SP:Iteration 27Q (15439.890000 sec): 3 clusters Score: Raw -1760212.508923 + Penalty 4587.400613 = -1755625.108310 nChanged 8 SP:Iteration 28Q (15440.110000 sec): 3 clusters Score: Raw -1760213.642105 + Penalty 4587.400613 = -1755626.241493 nChanged 10 SP:Iteration 29Q (15440.360000 sec): 3 clusters Score: Raw -1760214.861445 + Penalty 4587.400613 = -1755627.460832 nChanged 6 SP:Iteration 30Q (15440.610000 sec): 3 clusters Score: Raw -1760215.828699 + Penalty 4587.400613 = -1755628.428086 nChanged 9 SP:Iteration 31Q (15440.890000 sec): 3 clusters Score: Raw -1760216.991052 + Penalty 4587.400613 = -1755629.590439 nChanged 10 SP:Iteration 32Q (15441.140000 sec): 3 clusters Score: Raw -1760218.471914 + Penalty 4587.400613 = -1755631.071301 nChanged 8 SP:Iteration 33Q (15441.350000 sec): 3 clusters Score: Raw -1760219.794899 + Penalty 4587.400613 = -1755632.394286 nChanged 11 SP:Iteration 34Q (15441.530000 sec): 3 clusters Score: Raw -1760222.766640 + Penalty 4587.400613 = -1755635.366027 nChanged 11 SP:Iteration 35Q (15441.740000 sec): 3 clusters Score: Raw -1760225.907732 + Penalty 4587.400613 = -1755638.507119 nChanged 12 SP:Iteration 36Q (15441.960000 sec): 3 clusters Score: Raw -1760227.490381 + Penalty 4587.400613 = -1755640.089768 nChanged 6 SP:Iteration 37Q (15442.180000 sec): 3 clusters Score: Raw -1760228.426710 + Penalty 4587.400613 = -1755641.026097 nChanged 6 SP:Iteration 38Q (15442.360000 sec): 3 clusters Score: Raw -1760230.062558 + Penalty 4587.400613 = -1755642.661945 nChanged 7 SP:Iteration 39Q (15442.540000 sec): 3 clusters Score: Raw -1760231.080604 + Penalty 4587.400613 = -1755643.679991 nChanged 6 SP:Iteration 40F (15442.750000 sec): 3 clusters Score: Raw -1760231.863414 + Penalty 4587.400613 = -1755644.462801 nChanged 3 SP:Iteration 41Q (15443.020000 sec): 3 clusters Score: Raw -1760232.235084 + Penalty 4587.400613 = -1755644.834472 nChanged 3 SP:Iteration 42Q (15443.210000 sec): 3 clusters Score: Raw -1760232.541179 + Penalty 4587.400613 = -1755645.140566 nChanged 2 SP:Iteration 43Q (15443.470000 sec): 3 clusters Score: Raw -1760232.904789 + Penalty 4587.400613 = -1755645.504176 nChanged 2 SP:Iteration 44Q (15443.670000 sec): 3 clusters Score: Raw -1760233.067263 + Penalty 4587.400613 = -1755645.666650 nChanged 1 SP:Iteration 45Q (15443.880000 sec): 3 clusters Score: Raw -1760233.139318 + Penalty 4587.400613 = -1755645.738705 nChanged 1 SP:Iteration 46Q (15444.070000 sec): 3 clusters Score: Raw -1760233.296124 + Penalty 4587.400613 = -1755645.895511 nChanged 3 SP:Iteration 47Q (15444.290000 sec): 3 clusters Score: Raw -1760233.661894 + Penalty 4587.400613 = -1755646.261281 nChanged 1 SP:Iteration 48Q (15444.460000 sec): 3 clusters Score: Raw -1760233.887662 + Penalty 4587.400613 = -1755646.487049 nChanged 2 SP:Iteration 49Q (15444.680000 sec): 3 clusters Score: Raw -1760234.052204 + Penalty 4587.400613 = -1755646.651591 nChanged 1 SP:Iteration 50Q (15444.890000 sec): 3 clusters Score: Raw -1760234.119906 + Penalty 4587.400613 = -1755646.719293 nChanged 1 SP:Iteration 51Q (15445.070000 sec): 3 clusters Score: Raw -1760234.188818 + Penalty 4587.400613 = -1755646.788205 nChanged 1 SP:Iteration 52Q (15445.250000 sec): 3 clusters Score: Raw -1760234.306868 + Penalty 4587.400613 = -1755646.906255 nChanged 1 SP:Iteration 53Q (15445.460000 sec): 3 clusters Score: Raw -1760234.513714 + Penalty 4587.400613 = -1755647.113101 nChanged 1 SP:Iteration 54Q (15445.710000 sec): 3 clusters Score: Raw -1760234.705192 + Penalty 4587.400613 = -1755647.304579 nChanged 0 SP:Iteration 55F (15445.960000 sec): 3 clusters Score: Raw -1760234.705192 + Penalty 4587.400613 = -1755647.304579 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15446.020000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15446.180000 sec): 3 clusters Score: Raw -41339.389247 + Penalty 2771.275335 = -38568.113913 nChanged 32 SP:Iteration 1F (15446.340000 sec): 3 clusters Score: Raw -42052.659315 + Penalty 2771.275335 = -39281.383980 nChanged 35 SP:Iteration 2F (15446.500000 sec): 3 clusters Score: Raw -42247.233191 + Penalty 2771.275335 = -39475.957857 nChanged 11 SP:Iteration 3Q (15446.660000 sec): 3 clusters Score: Raw -42335.168336 + Penalty 2771.275335 = -39563.893001 nChanged 5 SP:Iteration 4Q (15446.820000 sec): 3 clusters Score: Raw -42360.309137 + Penalty 2771.275335 = -39589.033803 nChanged 2 SP:Iteration 5Q (15446.980000 sec): 3 clusters Score: Raw -42380.481767 + Penalty 2771.275335 = -39609.206433 nChanged 0 SP:Iteration 6F (15447.140000 sec): 3 clusters Score: Raw -42380.481767 + Penalty 2771.275335 = -39609.206433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15447.220000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15447.380000 sec): 3 clusters Score: Raw -94938.013042 + Penalty 3166.219291 = -91771.793751 nChanged 113 SP:Iteration 1F (15447.540000 sec): 3 clusters Score: Raw -95113.088897 + Penalty 3166.219291 = -91946.869606 nChanged 24 SP:Iteration 2Q (15447.700000 sec): 3 clusters Score: Raw -95162.482173 + Penalty 3166.219291 = -91996.262882 nChanged 10 SP:Iteration 3Q (15447.860000 sec): 3 clusters Score: Raw -95185.609286 + Penalty 3166.219291 = -92019.389995 nChanged 10 SP:Iteration 4Q (15448.040000 sec): 3 clusters Score: Raw -95213.026947 + Penalty 3166.219291 = -92046.807656 nChanged 5 SP:Iteration 5Q (15448.200000 sec): 3 clusters Score: Raw -95222.265153 + Penalty 3166.219291 = -92056.045862 nChanged 3 SP:Iteration 6Q (15448.370000 sec): 3 clusters Score: Raw -95236.354060 + Penalty 3166.219291 = -92070.134769 nChanged 6 SP:Iteration 7Q (15448.590000 sec): 3 clusters Score: Raw -95254.500106 + Penalty 3166.219291 = -92088.280815 nChanged 5 SP:Iteration 8Q (15448.740000 sec): 3 clusters Score: Raw -95261.647152 + Penalty 3166.219291 = -92095.427861 nChanged 1 SP:Iteration 9Q (15448.890000 sec): 3 clusters Score: Raw -95263.265770 + Penalty 3166.219291 = -92097.046479 nChanged 2 SP:Iteration 10Q (15449.050000 sec): 3 clusters Score: Raw -95266.023636 + Penalty 3166.219291 = -92099.804345 nChanged 1 SP:Iteration 11Q (15449.210000 sec): 3 clusters Score: Raw -95267.735938 + Penalty 3166.219291 = -92101.516647 nChanged 1 SP:Iteration 12Q (15449.370000 sec): 3 clusters Score: Raw -95270.857149 + Penalty 3166.219291 = -92104.637858 nChanged 1 SP:Iteration 13Q (15449.530000 sec): 3 clusters Score: Raw -95272.007633 + Penalty 3166.219291 = -92105.788342 nChanged 1 SP:Iteration 14Q (15449.690000 sec): 3 clusters Score: Raw -95274.319501 + Penalty 3166.219291 = -92108.100210 nChanged 0 SP:Iteration 15F (15449.850000 sec): 3 clusters Score: Raw -95274.319501 + Penalty 3166.219291 = -92108.100210 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (81729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15450.340000 sec): 2 clusters Score: Raw -13894138.235876 + Penalty 2805.168715 = -13891333.067160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15451.130000 sec): 3 clusters Score: Raw -13842218.361825 + Penalty 5610.337431 = -13836608.024394 nChanged 38427 SP:Iteration 1F (15451.860000 sec): 3 clusters Score: Raw -13864271.264422 + Penalty 5610.337431 = -13858660.926991 nChanged 3268 SP:Iteration 2Q (15452.660000 sec): 3 clusters Score: Raw -13865192.722604 + Penalty 5610.337431 = -13859582.385174 nChanged 3223 SP:Iteration 3Q (15453.450000 sec): 3 clusters Score: Raw -13866173.072609 + Penalty 5610.337431 = -13860562.735179 nChanged 3335 SP:Iteration 4Q (15454.180000 sec): 3 clusters Score: Raw -13867238.665869 + Penalty 5610.337431 = -13861628.328438 nChanged 3405 SP:Iteration 5Q (15454.850000 sec): 3 clusters Score: Raw -13868409.785077 + Penalty 5610.337431 = -13862799.447647 nChanged 3546 SP:Iteration 6Q (15455.600000 sec): 3 clusters Score: Raw -13869740.654795 + Penalty 5610.337431 = -13864130.317364 nChanged 3726 SP:Iteration 7Q (15456.320000 sec): 3 clusters Score: Raw -13871271.260711 + Penalty 5610.337431 = -13865660.923280 nChanged 3830 SP:Iteration 8Q (15457.080000 sec): 3 clusters Score: Raw -13873074.109916 + Penalty 5610.337431 = -13867463.772485 nChanged 4021 SP:Iteration 9Q (15457.800000 sec): 3 clusters Score: Raw -13875390.680424 + Penalty 5610.337431 = -13869780.342993 nChanged 4320 SP:Iteration 10F (15458.500000 sec): 3 clusters Score: Raw -13878421.732842 + Penalty 5610.337431 = -13872811.395411 nChanged 4504 SP:Iteration 11F (15459.160000 sec): 3 clusters Score: Raw -13881983.600568 + Penalty 5610.337431 = -13876373.263137 nChanged 4168 SP:Iteration 12F (15459.860000 sec): 3 clusters Score: Raw -13885385.433450 + Penalty 5610.337431 = -13879775.096019 nChanged 3422 SP:Iteration 13Q (15460.510000 sec): 3 clusters Score: Raw -13888128.189800 + Penalty 5610.337431 = -13882517.852369 nChanged 2614 SP:Iteration 14Q (15461.290000 sec): 3 clusters Score: Raw -13890079.902580 + Penalty 5610.337431 = -13884469.565149 nChanged 1996 SP:Iteration 15Q (15461.980000 sec): 3 clusters Score: Raw -13891476.458687 + Penalty 5610.337431 = -13885866.121256 nChanged 1510 SP:Iteration 16Q (15462.720000 sec): 3 clusters Score: Raw -13892467.510323 + Penalty 5610.337431 = -13886857.172892 nChanged 1113 SP:Iteration 17Q (15463.390000 sec): 3 clusters Score: Raw -13893160.498893 + Penalty 5610.337431 = -13887550.161462 nChanged 800 SP:Iteration 18Q (15464.120000 sec): 3 clusters Score: Raw -13893666.386950 + Penalty 5610.337431 = -13888056.049520 nChanged 579 SP:Iteration 19Q (15464.810000 sec): 3 clusters Score: Raw -13894002.945349 + Penalty 5610.337431 = -13888392.607918 nChanged 399 SP:Iteration 20F (15465.440000 sec): 3 clusters Score: Raw -13894206.605884 + Penalty 5610.337431 = -13888596.268453 nChanged 282 SP:Iteration 21Q (15466.110000 sec): 3 clusters Score: Raw -13894337.305126 + Penalty 5610.337431 = -13888726.967695 nChanged 197 SP:Iteration 22Q (15466.700000 sec): 3 clusters Score: Raw -13894423.110804 + Penalty 5610.337431 = -13888812.773373 nChanged 148 SP:Iteration 23Q (15467.450000 sec): 3 clusters Score: Raw -13894487.088090 + Penalty 5610.337431 = -13888876.750659 nChanged 117 SP:Iteration 24Q (15468.170000 sec): 3 clusters Score: Raw -13894540.630844 + Penalty 5610.337431 = -13888930.293413 nChanged 83 SP:Iteration 25Q (15468.870000 sec): 3 clusters Score: Raw -13894574.498998 + Penalty 5610.337431 = -13888964.161567 nChanged 55 SP:Iteration 26Q (15469.600000 sec): 3 clusters Score: Raw -13894593.439808 + Penalty 5610.337431 = -13888983.102378 nChanged 44 SP:Iteration 27Q (15470.230000 sec): 3 clusters Score: Raw -13894608.264682 + Penalty 5610.337431 = -13888997.927252 nChanged 33 SP:Iteration 28Q (15470.970000 sec): 3 clusters Score: Raw -13894618.947582 + Penalty 5610.337431 = -13889008.610151 nChanged 29 SP:Iteration 29Q (15471.570000 sec): 3 clusters Score: Raw -13894630.989988 + Penalty 5610.337431 = -13889020.652557 nChanged 30 SP:Iteration 30Q (15472.310000 sec): 3 clusters Score: Raw -13894643.585852 + Penalty 5610.337431 = -13889033.248421 nChanged 26 SP:Iteration 31Q (15472.910000 sec): 3 clusters Score: Raw -13894653.035976 + Penalty 5610.337431 = -13889042.698545 nChanged 21 SP:Iteration 32Q (15473.630000 sec): 3 clusters Score: Raw -13894661.209413 + Penalty 5610.337431 = -13889050.871983 nChanged 16 SP:Iteration 33Q (15474.190000 sec): 3 clusters Score: Raw -13894667.923314 + Penalty 5610.337431 = -13889057.585883 nChanged 17 SP:Iteration 34Q (15474.890000 sec): 3 clusters Score: Raw -13894672.910713 + Penalty 5610.337431 = -13889062.573282 nChanged 12 SP:Iteration 35Q (15475.520000 sec): 3 clusters Score: Raw -13894677.031051 + Penalty 5610.337431 = -13889066.693620 nChanged 13 SP:Iteration 36Q (15476.230000 sec): 3 clusters Score: Raw -13894681.746536 + Penalty 5610.337431 = -13889071.409105 nChanged 14 SP:Iteration 37Q (15476.930000 sec): 3 clusters Score: Raw -13894686.853212 + Penalty 5610.337431 = -13889076.515782 nChanged 12 SP:Iteration 38Q (15477.670000 sec): 3 clusters Score: Raw -13894690.366428 + Penalty 5610.337431 = -13889080.028997 nChanged 6 SP:Iteration 39Q (15478.300000 sec): 3 clusters Score: Raw -13894691.793980 + Penalty 5610.337431 = -13889081.456549 nChanged 4 SP:Iteration 40F (15479.050000 sec): 3 clusters Score: Raw -13894693.152554 + Penalty 5610.337431 = -13889082.815123 nChanged 5 SP:Iteration 41Q (15479.620000 sec): 3 clusters Score: Raw -13894694.978853 + Penalty 5610.337431 = -13889084.641422 nChanged 5 SP:Iteration 42Q (15480.310000 sec): 3 clusters Score: Raw -13894696.060541 + Penalty 5610.337431 = -13889085.723110 nChanged 2 SP:Iteration 43Q (15480.970000 sec): 3 clusters Score: Raw -13894696.699637 + Penalty 5610.337431 = -13889086.362207 nChanged 3 SP:Iteration 44Q (15481.680000 sec): 3 clusters Score: Raw -13894697.627360 + Penalty 5610.337431 = -13889087.289929 nChanged 1 SP:Iteration 45Q (15482.270000 sec): 3 clusters Score: Raw -13894698.042516 + Penalty 5610.337431 = -13889087.705085 nChanged 1 SP:Iteration 46Q (15482.990000 sec): 3 clusters Score: Raw -13894698.370669 + Penalty 5610.337431 = -13889088.033238 nChanged 2 SP:Iteration 47Q (15483.720000 sec): 3 clusters Score: Raw -13894699.230979 + Penalty 5610.337431 = -13889088.893548 nChanged 2 SP:Iteration 48Q (15484.450000 sec): 3 clusters Score: Raw -13894700.166204 + Penalty 5610.337431 = -13889089.828774 nChanged 4 SP:Iteration 49Q (15485.070000 sec): 3 clusters Score: Raw -13894702.917956 + Penalty 5610.337431 = -13889092.580525 nChanged 6 SP:Iteration 50Q (15485.790000 sec): 3 clusters Score: Raw -13894704.539842 + Penalty 5610.337431 = -13889094.202411 nChanged 7 SP:Iteration 51Q (15486.420000 sec): 3 clusters Score: Raw -13894707.043576 + Penalty 5610.337431 = -13889096.706145 nChanged 5 SP:Iteration 52Q (15487.160000 sec): 3 clusters Score: Raw -13894709.664776 + Penalty 5610.337431 = -13889099.327345 nChanged 7 SP:Iteration 53Q (15487.740000 sec): 3 clusters Score: Raw -13894712.084609 + Penalty 5610.337431 = -13889101.747178 nChanged 3 SP:Iteration 54Q (15488.500000 sec): 3 clusters Score: Raw -13894713.207480 + Penalty 5610.337431 = -13889102.870049 nChanged 4 SP:Iteration 55Q (15489.070000 sec): 3 clusters Score: Raw -13894714.346684 + Penalty 5610.337431 = -13889104.009253 nChanged 2 SP:Iteration 56Q (15489.800000 sec): 3 clusters Score: Raw -13894715.051826 + Penalty 5610.337431 = -13889104.714395 nChanged 2 SP:Iteration 57Q (15490.400000 sec): 3 clusters Score: Raw -13894715.749036 + Penalty 5610.337431 = -13889105.411605 nChanged 3 SP:Iteration 58Q (15491.140000 sec): 3 clusters Score: Raw -13894716.645239 + Penalty 5610.337431 = -13889106.307809 nChanged 3 SP:Iteration 59Q (15491.730000 sec): 3 clusters Score: Raw -13894717.939953 + Penalty 5610.337431 = -13889107.602522 nChanged 5 SP:Iteration 60F (15492.450000 sec): 3 clusters Score: Raw -13894719.696933 + Penalty 5610.337431 = -13889109.359502 nChanged 3 SP:Iteration 61Q (15493.020000 sec): 3 clusters Score: Raw -13894720.608042 + Penalty 5610.337431 = -13889110.270611 nChanged 2 SP:Iteration 62Q (15493.800000 sec): 3 clusters Score: Raw -13894721.668818 + Penalty 5610.337431 = -13889111.331387 nChanged 2 SP:Iteration 63Q (15494.430000 sec): 3 clusters Score: Raw -13894722.240920 + Penalty 5610.337431 = -13889111.903490 nChanged 1 SP:Iteration 64Q (15495.120000 sec): 3 clusters Score: Raw -13894722.331865 + Penalty 5610.337431 = -13889111.994434 nChanged 1 SP:Iteration 65Q (15495.640000 sec): 3 clusters Score: Raw -13894722.411480 + Penalty 5610.337431 = -13889112.074049 nChanged 0 SP:Iteration 66F (15496.320000 sec): 3 clusters Score: Raw -13894722.411480 + Penalty 5610.337431 = -13889112.074049 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15496.360000 sec): 2 clusters Score: Raw -46475.146010 + Penalty 1452.057837 = -45023.088173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15496.520000 sec): 3 clusters Score: Raw -46593.011976 + Penalty 2904.115673 = -43688.896302 nChanged 60 SP:Iteration 1F (15496.680000 sec): 3 clusters Score: Raw -46773.499069 + Penalty 2904.115673 = -43869.383395 nChanged 17 SP:Iteration 2Q (15496.840000 sec): 3 clusters Score: Raw -46844.145046 + Penalty 2904.115673 = -43940.029373 nChanged 9 SP:Iteration 3Q (15497.000000 sec): 3 clusters Score: Raw -46880.853950 + Penalty 2904.115673 = -43976.738276 nChanged 4 SP:Iteration 4Q (15497.160000 sec): 3 clusters Score: Raw -46890.346481 + Penalty 2904.115673 = -43986.230807 nChanged 3 SP:Iteration 5Q (15497.320000 sec): 3 clusters Score: Raw -46899.523701 + Penalty 2904.115673 = -43995.408027 nChanged 2 SP:Iteration 6Q (15497.480000 sec): 3 clusters Score: Raw -46913.826653 + Penalty 2904.115673 = -44009.710980 nChanged 2 SP:Iteration 7Q (15497.670000 sec): 3 clusters Score: Raw -46921.864104 + Penalty 2904.115673 = -44017.748430 nChanged 1 SP:Iteration 8Q (15497.890000 sec): 3 clusters Score: Raw -46929.307769 + Penalty 2904.115673 = -44025.192095 nChanged 2 SP:Iteration 9Q (15498.060000 sec): 3 clusters Score: Raw -46934.807552 + Penalty 2904.115673 = -44030.691878 nChanged 2 SP:Iteration 10Q (15498.220000 sec): 3 clusters Score: Raw -46939.445112 + Penalty 2904.115673 = -44035.329439 nChanged 1 SP:Iteration 11Q (15498.380000 sec): 3 clusters Score: Raw -46941.922691 + Penalty 2904.115673 = -44037.807017 nChanged 0 SP:Iteration 12F (15498.540000 sec): 3 clusters Score: Raw -46941.922691 + Penalty 2904.115673 = -44037.807017 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15498.650000 sec): 2 clusters Score: Raw -382481.318298 + Penalty 1903.189924 = -380578.128373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15498.840000 sec): 3 clusters Score: Raw -381662.196048 + Penalty 3806.379849 = -377855.816199 nChanged 712 SP:Iteration 1F (15498.980000 sec): 3 clusters Score: Raw -382269.474009 + Penalty 3806.379849 = -378463.094160 nChanged 182 SP:Iteration 2F (15499.130000 sec): 3 clusters Score: Raw -382465.106302 + Penalty 3806.379849 = -378658.726453 nChanged 111 SP:Iteration 3F (15499.270000 sec): 3 clusters Score: Raw -382601.294743 + Penalty 3806.379849 = -378794.914894 nChanged 104 SP:Iteration 4Q (15499.370000 sec): 3 clusters Score: Raw -382725.964236 + Penalty 3806.379849 = -378919.584387 nChanged 84 SP:Iteration 5Q (15499.530000 sec): 3 clusters Score: Raw -382837.202203 + Penalty 3806.379849 = -379030.822354 nChanged 87 SP:Iteration 6Q (15499.690000 sec): 3 clusters Score: Raw -382948.705599 + Penalty 3806.379849 = -379142.325750 nChanged 82 SP:Iteration 7Q (15499.850000 sec): 3 clusters Score: Raw -383032.708690 + Penalty 3806.379849 = -379226.328841 nChanged 51 SP:Iteration 8Q (15500.010000 sec): 3 clusters Score: Raw -383091.345501 + Penalty 3806.379849 = -379284.965652 nChanged 56 SP:Iteration 9Q (15500.170000 sec): 3 clusters Score: Raw -383155.785322 + Penalty 3806.379849 = -379349.405473 nChanged 45 SP:Iteration 10Q (15500.350000 sec): 3 clusters Score: Raw -383197.093469 + Penalty 3806.379849 = -379390.713620 nChanged 26 SP:Iteration 11Q (15500.530000 sec): 3 clusters Score: Raw -383217.895933 + Penalty 3806.379849 = -379411.516084 nChanged 27 SP:Iteration 12Q (15500.710000 sec): 3 clusters Score: Raw -383243.556456 + Penalty 3806.379849 = -379437.176607 nChanged 27 SP:Iteration 13Q (15500.880000 sec): 3 clusters Score: Raw -383269.797032 + Penalty 3806.379849 = -379463.417183 nChanged 19 SP:Iteration 14Q (15501.050000 sec): 3 clusters Score: Raw -383290.510810 + Penalty 3806.379849 = -379484.130961 nChanged 29 SP:Iteration 15Q (15501.210000 sec): 3 clusters Score: Raw -383320.266619 + Penalty 3806.379849 = -379513.886770 nChanged 27 SP:Iteration 16Q (15501.370000 sec): 3 clusters Score: Raw -383346.359178 + Penalty 3806.379849 = -379539.979329 nChanged 26 SP:Iteration 17Q (15501.530000 sec): 3 clusters Score: Raw -383374.534521 + Penalty 3806.379849 = -379568.154673 nChanged 25 SP:Iteration 18Q (15501.690000 sec): 3 clusters Score: Raw -383395.969130 + Penalty 3806.379849 = -379589.589281 nChanged 19 SP:Iteration 19Q (15501.850000 sec): 3 clusters Score: Raw -383415.343051 + Penalty 3806.379849 = -379608.963202 nChanged 15 SP:Iteration 20F (15502.010000 sec): 3 clusters Score: Raw -383428.462824 + Penalty 3806.379849 = -379622.082975 nChanged 18 SP:Iteration 21Q (15502.180000 sec): 3 clusters Score: Raw -383442.657091 + Penalty 3806.379849 = -379636.277242 nChanged 9 SP:Iteration 22Q (15502.340000 sec): 3 clusters Score: Raw -383448.343945 + Penalty 3806.379849 = -379641.964096 nChanged 10 SP:Iteration 23Q (15502.510000 sec): 3 clusters Score: Raw -383458.213630 + Penalty 3806.379849 = -379651.833781 nChanged 7 SP:Iteration 24Q (15502.670000 sec): 3 clusters Score: Raw -383463.533276 + Penalty 3806.379849 = -379657.153427 nChanged 4 SP:Iteration 25Q (15502.830000 sec): 3 clusters Score: Raw -383466.033931 + Penalty 3806.379849 = -379659.654082 nChanged 3 SP:Iteration 26Q (15503.000000 sec): 3 clusters Score: Raw -383468.115724 + Penalty 3806.379849 = -379661.735875 nChanged 5 SP:Iteration 27Q (15503.160000 sec): 3 clusters Score: Raw -383471.763456 + Penalty 3806.379849 = -379665.383607 nChanged 2 SP:Iteration 28Q (15503.350000 sec): 3 clusters Score: Raw -383472.657475 + Penalty 3806.379849 = -379666.277626 nChanged 2 SP:Iteration 29Q (15503.550000 sec): 3 clusters Score: Raw -383474.395263 + Penalty 3806.379849 = -379668.015414 nChanged 5 SP:Iteration 30Q (15503.710000 sec): 3 clusters Score: Raw -383479.204238 + Penalty 3806.379849 = -379672.824389 nChanged 2 SP:Iteration 31Q (15503.810000 sec): 3 clusters Score: Raw -383481.189713 + Penalty 3806.379849 = -379674.809864 nChanged 1 SP:Iteration 32Q (15503.950000 sec): 3 clusters Score: Raw -383481.604570 + Penalty 3806.379849 = -379675.224721 nChanged 2 SP:Iteration 33Q (15504.070000 sec): 3 clusters Score: Raw -383482.917838 + Penalty 3806.379849 = -379676.537989 nChanged 2 SP:Iteration 34Q (15504.230000 sec): 3 clusters Score: Raw -383484.189597 + Penalty 3806.379849 = -379677.809748 nChanged 2 SP:Iteration 35Q (15504.390000 sec): 3 clusters Score: Raw -383486.783482 + Penalty 3806.379849 = -379680.403633 nChanged 1 SP:Iteration 36Q (15504.550000 sec): 3 clusters Score: Raw -383487.477458 + Penalty 3806.379849 = -379681.097609 nChanged 1 SP:Iteration 37Q (15504.710000 sec): 3 clusters Score: Raw -383488.011191 + Penalty 3806.379849 = -379681.631342 nChanged 3 SP:Iteration 38Q (15504.870000 sec): 3 clusters Score: Raw -383492.074766 + Penalty 3806.379849 = -379685.694917 nChanged 1 SP:Iteration 39Q (15505.030000 sec): 3 clusters Score: Raw -383493.009141 + Penalty 3806.379849 = -379686.629292 nChanged 1 SP:Iteration 40F (15505.200000 sec): 3 clusters Score: Raw -383493.366894 + Penalty 3806.379849 = -379686.987045 nChanged 1 SP:Iteration 41Q (15505.360000 sec): 3 clusters Score: Raw -383494.251293 + Penalty 3806.379849 = -379687.871444 nChanged 2 SP:Iteration 42Q (15505.530000 sec): 3 clusters Score: Raw -383495.805500 + Penalty 3806.379849 = -379689.425651 nChanged 0 SP:Iteration 43F (15505.690000 sec): 3 clusters Score: Raw -383495.805500 + Penalty 3806.379849 = -379689.425651 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15505.770000 sec): 2 clusters Score: Raw -96189.072341 + Penalty 1590.944046 = -94598.128296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15505.930000 sec): 3 clusters Score: Raw -96160.650381 + Penalty 3181.888092 = -92978.762289 nChanged 112 SP:Iteration 1F (15506.090000 sec): 3 clusters Score: Raw -96369.695823 + Penalty 3181.888092 = -93187.807732 nChanged 31 SP:Iteration 2F (15506.260000 sec): 3 clusters Score: Raw -96432.823388 + Penalty 3181.888092 = -93250.935296 nChanged 19 SP:Iteration 3Q (15506.410000 sec): 3 clusters Score: Raw -96497.411447 + Penalty 3181.888092 = -93315.523356 nChanged 15 SP:Iteration 4Q (15506.630000 sec): 3 clusters Score: Raw -96525.731854 + Penalty 3181.888092 = -93343.843762 nChanged 10 SP:Iteration 5Q (15506.730000 sec): 3 clusters Score: Raw -96545.414783 + Penalty 3181.888092 = -93363.526692 nChanged 7 SP:Iteration 6Q (15506.940000 sec): 3 clusters Score: Raw -96563.397987 + Penalty 3181.888092 = -93381.509895 nChanged 7 SP:Iteration 7Q (15507.090000 sec): 3 clusters Score: Raw -96576.896642 + Penalty 3181.888092 = -93395.008550 nChanged 4 SP:Iteration 8Q (15507.250000 sec): 3 clusters Score: Raw -96589.425078 + Penalty 3181.888092 = -93407.536987 nChanged 5 SP:Iteration 9Q (15507.400000 sec): 3 clusters Score: Raw -96607.731907 + Penalty 3181.888092 = -93425.843815 nChanged 7 SP:Iteration 10Q (15507.560000 sec): 3 clusters Score: Raw -96638.150736 + Penalty 3181.888092 = -93456.262644 nChanged 10 SP:Iteration 11Q (15507.680000 sec): 3 clusters Score: Raw -96673.921099 + Penalty 3181.888092 = -93492.033007 nChanged 11 SP:Iteration 12Q (15507.840000 sec): 3 clusters Score: Raw -96711.916613 + Penalty 3181.888092 = -93530.028521 nChanged 8 SP:Iteration 13Q (15508.000000 sec): 3 clusters Score: Raw -96738.014363 + Penalty 3181.888092 = -93556.126272 nChanged 3 SP:Iteration 14Q (15508.150000 sec): 3 clusters Score: Raw -96746.212707 + Penalty 3181.888092 = -93564.324615 nChanged 4 SP:Iteration 15Q (15508.310000 sec): 3 clusters Score: Raw -96752.803933 + Penalty 3181.888092 = -93570.915841 nChanged 3 SP:Iteration 16Q (15508.470000 sec): 3 clusters Score: Raw -96757.379160 + Penalty 3181.888092 = -93575.491068 nChanged 0 SP:Iteration 17F (15508.630000 sec): 3 clusters Score: Raw -96757.379160 + Penalty 3181.888092 = -93575.491068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15508.710000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15508.870000 sec): 3 clusters Score: Raw -27481.182225 + Penalty 2541.486134 = -24939.696091 nChanged 4 SP:Iteration 1Q (15509.030000 sec): 3 clusters Score: Raw -27510.406244 + Penalty 2541.486134 = -24968.920111 nChanged 1 SP:Iteration 2Q (15509.190000 sec): 3 clusters Score: Raw -27515.229963 + Penalty 2541.486134 = -24973.743829 nChanged 0 SP:Iteration 3F (15509.350000 sec): 3 clusters Score: Raw -27515.229963 + Penalty 2541.486134 = -24973.743829 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15509.450000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15509.630000 sec): 3 clusters Score: Raw -21827.074967 + Penalty 2558.891428 = -19268.183538 nChanged 15 SP:Iteration 1F (15509.800000 sec): 3 clusters Score: Raw -21900.254493 + Penalty 2558.891428 = -19341.363064 nChanged 6 SP:Iteration 2Q (15509.990000 sec): 3 clusters Score: Raw -21924.855692 + Penalty 2558.891428 = -19365.964264 nChanged 1 SP:Iteration 3Q (15510.100000 sec): 3 clusters Score: Raw -21927.084138 + Penalty 2558.891428 = -19368.192709 nChanged 0 SP:Iteration 4F (15510.250000 sec): 3 clusters Score: Raw -21927.084138 + Penalty 2558.891428 = -19368.192709 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15510.330000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15510.490000 sec): 3 clusters Score: Raw -33843.618437 + Penalty 2690.775209 = -31152.843228 nChanged 29 SP:Iteration 1F (15510.650000 sec): 3 clusters Score: Raw -34023.300858 + Penalty 2690.775209 = -31332.525649 nChanged 1 SP:Iteration 2Q (15510.810000 sec): 3 clusters Score: Raw -34033.334545 + Penalty 2690.775209 = -31342.559336 nChanged 2 SP:Iteration 3Q (15510.970000 sec): 3 clusters Score: Raw -34042.149391 + Penalty 2690.775209 = -31351.374182 nChanged 2 SP:Iteration 4Q (15511.170000 sec): 3 clusters Score: Raw -34053.024313 + Penalty 2690.775209 = -31362.249104 nChanged 0 SP:Iteration 5F (15511.330000 sec): 3 clusters Score: Raw -34053.024313 + Penalty 2690.775209 = -31362.249104 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15511.390000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15511.550000 sec): 3 clusters Score: Raw -73364.934082 + Penalty 3024.644844 = -70340.289238 nChanged 74 SP:Iteration 1F (15511.670000 sec): 3 clusters Score: Raw -73526.132257 + Penalty 3024.644844 = -70501.487413 nChanged 14 SP:Iteration 2Q (15511.830000 sec): 3 clusters Score: Raw -73564.625323 + Penalty 3024.644844 = -70539.980479 nChanged 13 SP:Iteration 3Q (15511.990000 sec): 3 clusters Score: Raw -73597.252938 + Penalty 3024.644844 = -70572.608094 nChanged 5 SP:Iteration 4Q (15512.150000 sec): 3 clusters Score: Raw -73607.847240 + Penalty 3024.644844 = -70583.202396 nChanged 2 SP:Iteration 5Q (15512.310000 sec): 3 clusters Score: Raw -73611.969288 + Penalty 3024.644844 = -70587.324444 nChanged 1 SP:Iteration 6Q (15512.490000 sec): 3 clusters Score: Raw -73612.808253 + Penalty 3024.644844 = -70588.163409 nChanged 0 SP:Iteration 7F (15512.680000 sec): 3 clusters Score: Raw -73612.808253 + Penalty 3024.644844 = -70588.163409 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15512.780000 sec): 2 clusters Score: Raw -229858.182300 + Penalty 1811.186173 = -228046.996127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15512.980000 sec): 3 clusters Score: Raw -229436.664148 + Penalty 3622.372345 = -225814.291802 nChanged 444 SP:Iteration 1F (15513.120000 sec): 3 clusters Score: Raw -229879.422804 + Penalty 3622.372345 = -226257.050459 nChanged 110 SP:Iteration 2F (15513.230000 sec): 3 clusters Score: Raw -230031.651397 + Penalty 3622.372345 = -226409.279052 nChanged 90 SP:Iteration 3F (15513.390000 sec): 3 clusters Score: Raw -230162.689155 + Penalty 3622.372345 = -226540.316809 nChanged 61 SP:Iteration 4Q (15513.550000 sec): 3 clusters Score: Raw -230254.168733 + Penalty 3622.372345 = -226631.796387 nChanged 49 SP:Iteration 5Q (15513.700000 sec): 3 clusters Score: Raw -230331.671638 + Penalty 3622.372345 = -226709.299293 nChanged 43 SP:Iteration 6Q (15513.850000 sec): 3 clusters Score: Raw -230399.398988 + Penalty 3622.372345 = -226777.026643 nChanged 34 SP:Iteration 7Q (15514.020000 sec): 3 clusters Score: Raw -230455.721091 + Penalty 3622.372345 = -226833.348745 nChanged 36 SP:Iteration 8Q (15514.180000 sec): 3 clusters Score: Raw -230524.256109 + Penalty 3622.372345 = -226901.883764 nChanged 32 SP:Iteration 9Q (15514.340000 sec): 3 clusters Score: Raw -230592.998131 + Penalty 3622.372345 = -226970.625785 nChanged 26 SP:Iteration 10Q (15514.510000 sec): 3 clusters Score: Raw -230644.331550 + Penalty 3622.372345 = -227021.959205 nChanged 21 SP:Iteration 11Q (15514.670000 sec): 3 clusters Score: Raw -230670.236784 + Penalty 3622.372345 = -227047.864438 nChanged 20 SP:Iteration 12Q (15514.840000 sec): 3 clusters Score: Raw -230688.254627 + Penalty 3622.372345 = -227065.882282 nChanged 11 SP:Iteration 13Q (15514.990000 sec): 3 clusters Score: Raw -230702.278088 + Penalty 3622.372345 = -227079.905743 nChanged 12 SP:Iteration 14Q (15515.150000 sec): 3 clusters Score: Raw -230714.927099 + Penalty 3622.372345 = -227092.554753 nChanged 12 SP:Iteration 15Q (15515.320000 sec): 3 clusters Score: Raw -230726.670794 + Penalty 3622.372345 = -227104.298448 nChanged 7 SP:Iteration 16Q (15515.480000 sec): 3 clusters Score: Raw -230730.356173 + Penalty 3622.372345 = -227107.983828 nChanged 3 SP:Iteration 17Q (15515.700000 sec): 3 clusters Score: Raw -230732.630117 + Penalty 3622.372345 = -227110.257772 nChanged 2 SP:Iteration 18Q (15515.850000 sec): 3 clusters Score: Raw -230734.570083 + Penalty 3622.372345 = -227112.197738 nChanged 1 SP:Iteration 19Q (15516.050000 sec): 3 clusters Score: Raw -230735.154422 + Penalty 3622.372345 = -227112.782076 nChanged 0 SP:Iteration 20F (15516.220000 sec): 3 clusters Score: Raw -230735.532527 + Penalty 3622.372345 = -227113.160181 nChanged 2 SP:Iteration 21Q (15516.340000 sec): 3 clusters Score: Raw -230738.557224 + Penalty 3622.372345 = -227116.184878 nChanged 3 SP:Iteration 22Q (15516.500000 sec): 3 clusters Score: Raw -230740.971741 + Penalty 3622.372345 = -227118.599396 nChanged 3 SP:Iteration 23Q (15516.660000 sec): 3 clusters Score: Raw -230743.012908 + Penalty 3622.372345 = -227120.640562 nChanged 2 SP:Iteration 24Q (15516.820000 sec): 3 clusters Score: Raw -230746.310713 + Penalty 3622.372345 = -227123.938368 nChanged 6 SP:Iteration 25Q (15516.980000 sec): 3 clusters Score: Raw -230753.736668 + Penalty 3622.372345 = -227131.364322 nChanged 0 SP:Iteration 26F (15517.140000 sec): 3 clusters Score: Raw -230753.736668 + Penalty 3622.372345 = -227131.364322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15517.220000 sec): 2 clusters Score: Raw -228015.199015 + Penalty 1796.568424 = -226218.630591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15517.380000 sec): 3 clusters Score: Raw -227626.244903 + Penalty 3593.136848 = -224033.108055 nChanged 431 SP:Iteration 1F (15517.540000 sec): 3 clusters Score: Raw -228342.647214 + Penalty 3593.136848 = -224749.510367 nChanged 164 SP:Iteration 2F (15517.700000 sec): 3 clusters Score: Raw -228721.108656 + Penalty 3593.136848 = -225127.971808 nChanged 110 SP:Iteration 3F (15517.860000 sec): 3 clusters Score: Raw -228962.303917 + Penalty 3593.136848 = -225369.167069 nChanged 85 SP:Iteration 4F (15518.020000 sec): 3 clusters Score: Raw -229132.806794 + Penalty 3593.136848 = -225539.669946 nChanged 56 SP:Iteration 5Q (15518.180000 sec): 3 clusters Score: Raw -229237.941966 + Penalty 3593.136848 = -225644.805119 nChanged 44 SP:Iteration 6Q (15518.380000 sec): 3 clusters Score: Raw -229320.321253 + Penalty 3593.136848 = -225727.184405 nChanged 34 SP:Iteration 7Q (15518.530000 sec): 3 clusters Score: Raw -229361.016836 + Penalty 3593.136848 = -225767.879988 nChanged 16 SP:Iteration 8Q (15518.650000 sec): 3 clusters Score: Raw -229388.450867 + Penalty 3593.136848 = -225795.314019 nChanged 15 SP:Iteration 9Q (15518.840000 sec): 3 clusters Score: Raw -229398.164892 + Penalty 3593.136848 = -225805.028044 nChanged 7 SP:Iteration 10Q (15519.020000 sec): 3 clusters Score: Raw -229406.153261 + Penalty 3593.136848 = -225813.016413 nChanged 2 SP:Iteration 11Q (15519.160000 sec): 3 clusters Score: Raw -229407.699783 + Penalty 3593.136848 = -225814.562935 nChanged 1 SP:Iteration 12Q (15519.320000 sec): 3 clusters Score: Raw -229408.168696 + Penalty 3593.136848 = -225815.031848 nChanged 0 SP:Iteration 13F (15519.490000 sec): 3 clusters Score: Raw -229408.168696 + Penalty 3593.136848 = -225815.031848 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15519.570000 sec): 2 clusters Score: Raw -22213.378109 + Penalty 1324.898894 = -20888.479215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15519.730000 sec): 3 clusters Score: Raw -22719.920126 + Penalty 2649.797789 = -20070.122337 nChanged 45 SP:Iteration 1F (15519.900000 sec): 3 clusters Score: Raw -23007.040665 + Penalty 2649.797789 = -20357.242876 nChanged 7 SP:Iteration 2Q (15520.060000 sec): 3 clusters Score: Raw -23051.208562 + Penalty 2649.797789 = -20401.410773 nChanged 0 SP:Iteration 3F (15520.260000 sec): 3 clusters Score: Raw -23052.233637 + Penalty 2649.797789 = -20402.435848 nChanged 1 SP:Iteration 4Q (15520.420000 sec): 3 clusters Score: Raw -23070.102155 + Penalty 2649.797789 = -20420.304366 nChanged 1 SP:Iteration 5Q (15520.580000 sec): 3 clusters Score: Raw -23126.556476 + Penalty 2649.797789 = -20476.758687 nChanged 0 SP:Iteration 6F (15520.740000 sec): 3 clusters Score: Raw -23126.556476 + Penalty 2649.797789 = -20476.758687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15520.820000 sec): 2 clusters Score: Raw -25813.860856 + Penalty 1283.685134 = -24530.175722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15520.980000 sec): 3 clusters Score: Raw -26051.244042 + Penalty 2567.370267 = -23483.873775 nChanged 14 SP:Iteration 1F (15521.140000 sec): 3 clusters Score: Raw -26170.368025 + Penalty 2567.370267 = -23602.997757 nChanged 5 SP:Iteration 2Q (15521.310000 sec): 3 clusters Score: Raw -26199.940634 + Penalty 2567.370267 = -23632.570367 nChanged 2 SP:Iteration 3Q (15521.470000 sec): 3 clusters Score: Raw -26209.967863 + Penalty 2567.370267 = -23642.597596 nChanged 0 SP:Iteration 4F (15521.600000 sec): 3 clusters Score: Raw -26209.967863 + Penalty 2567.370267 = -23642.597596 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15521.660000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15521.860000 sec): 3 clusters Score: Raw -106236.569182 + Penalty 3204.888215 = -103031.680966 nChanged 131 SP:Iteration 1F (15522.050000 sec): 3 clusters Score: Raw -106436.487613 + Penalty 3204.888215 = -103231.599397 nChanged 41 SP:Iteration 2F (15522.190000 sec): 3 clusters Score: Raw -106515.881019 + Penalty 3204.888215 = -103310.992804 nChanged 19 SP:Iteration 3Q (15522.340000 sec): 3 clusters Score: Raw -106568.555192 + Penalty 3204.888215 = -103363.666977 nChanged 14 SP:Iteration 4Q (15522.530000 sec): 3 clusters Score: Raw -106594.100474 + Penalty 3204.888215 = -103389.212258 nChanged 7 SP:Iteration 5Q (15522.680000 sec): 3 clusters Score: Raw -106608.503968 + Penalty 3204.888215 = -103403.615753 nChanged 7 SP:Iteration 6Q (15522.840000 sec): 3 clusters Score: Raw -106623.150878 + Penalty 3204.888215 = -103418.262663 nChanged 5 SP:Iteration 7Q (15522.990000 sec): 3 clusters Score: Raw -106628.120607 + Penalty 3204.888215 = -103423.232392 nChanged 2 SP:Iteration 8Q (15523.140000 sec): 3 clusters Score: Raw -106630.926973 + Penalty 3204.888215 = -103426.038757 nChanged 1 SP:Iteration 9Q (15523.300000 sec): 3 clusters Score: Raw -106632.000450 + Penalty 3204.888215 = -103427.112235 nChanged 0 SP:Iteration 10F (15523.460000 sec): 3 clusters Score: Raw -106632.000450 + Penalty 3204.888215 = -103427.112235 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15523.530000 sec): 2 clusters Score: Raw -73427.898892 + Penalty 1509.520132 = -71918.378760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15523.690000 sec): 3 clusters Score: Raw -73489.766550 + Penalty 3019.040265 = -70470.726286 nChanged 67 SP:Iteration 1F (15523.850000 sec): 3 clusters Score: Raw -73644.519475 + Penalty 3019.040265 = -70625.479210 nChanged 23 SP:Iteration 2F (15524.000000 sec): 3 clusters Score: Raw -73716.820830 + Penalty 3019.040265 = -70697.780566 nChanged 14 SP:Iteration 3Q (15524.160000 sec): 3 clusters Score: Raw -73767.309026 + Penalty 3019.040265 = -70748.268762 nChanged 5 SP:Iteration 4Q (15524.290000 sec): 3 clusters Score: Raw -73782.949108 + Penalty 3019.040265 = -70763.908844 nChanged 2 SP:Iteration 5Q (15524.460000 sec): 3 clusters Score: Raw -73789.906478 + Penalty 3019.040265 = -70770.866213 nChanged 4 SP:Iteration 6Q (15524.620000 sec): 3 clusters Score: Raw -73802.392223 + Penalty 3019.040265 = -70783.351959 nChanged 3 SP:Iteration 7Q (15524.760000 sec): 3 clusters Score: Raw -73808.109636 + Penalty 3019.040265 = -70789.069372 nChanged 2 SP:Iteration 8Q (15524.920000 sec): 3 clusters Score: Raw -73810.004053 + Penalty 3019.040265 = -70790.963788 nChanged 1 SP:Iteration 9Q (15525.100000 sec): 3 clusters Score: Raw -73810.923245 + Penalty 3019.040265 = -70791.882981 nChanged 0 SP:Iteration 10F (15525.270000 sec): 3 clusters Score: Raw -73810.923245 + Penalty 3019.040265 = -70791.882981 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15525.360000 sec): 2 clusters Score: Raw -317773.176389 + Penalty 1882.155284 = -315891.021105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15525.500000 sec): 3 clusters Score: Raw -317015.903008 + Penalty 3764.310568 = -313251.592439 nChanged 613 SP:Iteration 1F (15525.650000 sec): 3 clusters Score: Raw -317567.536421 + Penalty 3764.310568 = -313803.225853 nChanged 181 SP:Iteration 2F (15525.820000 sec): 3 clusters Score: Raw -317798.072915 + Penalty 3764.310568 = -314033.762346 nChanged 110 SP:Iteration 3F (15525.980000 sec): 3 clusters Score: Raw -317939.877061 + Penalty 3764.310568 = -314175.566493 nChanged 101 SP:Iteration 4F (15526.140000 sec): 3 clusters Score: Raw -318059.104392 + Penalty 3764.310568 = -314294.793824 nChanged 102 SP:Iteration 5F (15526.300000 sec): 3 clusters Score: Raw -318206.190335 + Penalty 3764.310568 = -314441.879767 nChanged 86 SP:Iteration 6Q (15526.470000 sec): 3 clusters Score: Raw -318343.110866 + Penalty 3764.310568 = -314578.800298 nChanged 75 SP:Iteration 7Q (15526.630000 sec): 3 clusters Score: Raw -318453.115968 + Penalty 3764.310568 = -314688.805400 nChanged 86 SP:Iteration 8Q (15526.800000 sec): 3 clusters Score: Raw -318560.963707 + Penalty 3764.310568 = -314796.653139 nChanged 66 SP:Iteration 9Q (15526.960000 sec): 3 clusters Score: Raw -318670.393100 + Penalty 3764.310568 = -314906.082531 nChanged 63 SP:Iteration 10Q (15527.120000 sec): 3 clusters Score: Raw -318771.408166 + Penalty 3764.310568 = -315007.097597 nChanged 56 SP:Iteration 11Q (15527.280000 sec): 3 clusters Score: Raw -318862.791197 + Penalty 3764.310568 = -315098.480629 nChanged 46 SP:Iteration 12Q (15527.440000 sec): 3 clusters Score: Raw -318949.100474 + Penalty 3764.310568 = -315184.789906 nChanged 40 SP:Iteration 13Q (15527.600000 sec): 3 clusters Score: Raw -319009.794711 + Penalty 3764.310568 = -315245.484143 nChanged 28 SP:Iteration 14Q (15527.760000 sec): 3 clusters Score: Raw -319036.691987 + Penalty 3764.310568 = -315272.381419 nChanged 22 SP:Iteration 15Q (15527.900000 sec): 3 clusters Score: Raw -319054.325913 + Penalty 3764.310568 = -315290.015344 nChanged 16 SP:Iteration 16Q (15528.110000 sec): 3 clusters Score: Raw -319067.978733 + Penalty 3764.310568 = -315303.668164 nChanged 19 SP:Iteration 17Q (15528.310000 sec): 3 clusters Score: Raw -319084.507920 + Penalty 3764.310568 = -315320.197352 nChanged 12 SP:Iteration 18Q (15528.520000 sec): 3 clusters Score: Raw -319094.229686 + Penalty 3764.310568 = -315329.919118 nChanged 1 SP:Iteration 19Q (15528.640000 sec): 3 clusters Score: Raw -319094.742771 + Penalty 3764.310568 = -315330.432203 nChanged 0 SP:Iteration 20F (15528.770000 sec): 3 clusters Score: Raw -319094.742771 + Penalty 3764.310568 = -315330.432203 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15528.900000 sec): 2 clusters Score: Raw -1891643.193029 + Penalty 2303.043998 = -1889340.149031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15529.120000 sec): 3 clusters Score: Raw -1885842.320790 + Penalty 4606.087995 = -1881236.232795 nChanged 4491 SP:Iteration 1F (15529.340000 sec): 3 clusters Score: Raw -1888287.442358 + Penalty 4606.087995 = -1883681.354363 nChanged 737 SP:Iteration 2F (15529.540000 sec): 3 clusters Score: Raw -1888686.657858 + Penalty 4606.087995 = -1884080.569863 nChanged 587 SP:Iteration 3F (15529.800000 sec): 3 clusters Score: Raw -1889015.742538 + Penalty 4606.087995 = -1884409.654543 nChanged 505 SP:Iteration 4Q (15530.050000 sec): 3 clusters Score: Raw -1889307.562082 + Penalty 4606.087995 = -1884701.474087 nChanged 495 SP:Iteration 5Q (15530.260000 sec): 3 clusters Score: Raw -1889605.587350 + Penalty 4606.087995 = -1884999.499354 nChanged 481 SP:Iteration 6Q (15530.480000 sec): 3 clusters Score: Raw -1889903.160361 + Penalty 4606.087995 = -1885297.072366 nChanged 489 SP:Iteration 7Q (15530.710000 sec): 3 clusters Score: Raw -1890185.030224 + Penalty 4606.087995 = -1885578.942229 nChanged 466 SP:Iteration 8Q (15530.980000 sec): 3 clusters Score: Raw -1890440.645241 + Penalty 4606.087995 = -1885834.557246 nChanged 420 SP:Iteration 9Q (15531.170000 sec): 3 clusters Score: Raw -1890629.237533 + Penalty 4606.087995 = -1886023.149537 nChanged 318 SP:Iteration 10Q (15531.430000 sec): 3 clusters Score: Raw -1890756.983683 + Penalty 4606.087995 = -1886150.895688 nChanged 254 SP:Iteration 11Q (15531.680000 sec): 3 clusters Score: Raw -1890855.787691 + Penalty 4606.087995 = -1886249.699696 nChanged 227 SP:Iteration 12Q (15531.900000 sec): 3 clusters Score: Raw -1890937.285924 + Penalty 4606.087995 = -1886331.197928 nChanged 180 SP:Iteration 13Q (15532.150000 sec): 3 clusters Score: Raw -1890999.152202 + Penalty 4606.087995 = -1886393.064207 nChanged 187 SP:Iteration 14Q (15532.370000 sec): 3 clusters Score: Raw -1891051.981247 + Penalty 4606.087995 = -1886445.893252 nChanged 157 SP:Iteration 15Q (15532.660000 sec): 3 clusters Score: Raw -1891093.385089 + Penalty 4606.087995 = -1886487.297094 nChanged 113 SP:Iteration 16Q (15532.880000 sec): 3 clusters Score: Raw -1891125.200402 + Penalty 4606.087995 = -1886519.112406 nChanged 116 SP:Iteration 17Q (15533.160000 sec): 3 clusters Score: Raw -1891158.583708 + Penalty 4606.087995 = -1886552.495713 nChanged 113 SP:Iteration 18Q (15533.420000 sec): 3 clusters Score: Raw -1891190.759652 + Penalty 4606.087995 = -1886584.671657 nChanged 111 SP:Iteration 19Q (15533.650000 sec): 3 clusters Score: Raw -1891217.261433 + Penalty 4606.087995 = -1886611.173438 nChanged 96 SP:Iteration 20F (15533.850000 sec): 3 clusters Score: Raw -1891242.661070 + Penalty 4606.087995 = -1886636.573074 nChanged 81 SP:Iteration 21Q (15534.100000 sec): 3 clusters Score: Raw -1891259.497623 + Penalty 4606.087995 = -1886653.409628 nChanged 68 SP:Iteration 22Q (15534.310000 sec): 3 clusters Score: Raw -1891273.759379 + Penalty 4606.087995 = -1886667.671384 nChanged 67 SP:Iteration 23Q (15534.520000 sec): 3 clusters Score: Raw -1891287.549932 + Penalty 4606.087995 = -1886681.461937 nChanged 72 SP:Iteration 24Q (15534.770000 sec): 3 clusters Score: Raw -1891303.299868 + Penalty 4606.087995 = -1886697.211873 nChanged 75 SP:Iteration 25Q (15535.060000 sec): 3 clusters Score: Raw -1891319.671399 + Penalty 4606.087995 = -1886713.583403 nChanged 71 SP:Iteration 26Q (15535.290000 sec): 3 clusters Score: Raw -1891335.401790 + Penalty 4606.087995 = -1886729.313795 nChanged 74 SP:Iteration 27Q (15535.540000 sec): 3 clusters Score: Raw -1891351.113159 + Penalty 4606.087995 = -1886745.025163 nChanged 81 SP:Iteration 28Q (15535.820000 sec): 3 clusters Score: Raw -1891368.493382 + Penalty 4606.087995 = -1886762.405387 nChanged 66 SP:Iteration 29Q (15536.170000 sec): 3 clusters Score: Raw -1891384.744682 + Penalty 4606.087995 = -1886778.656687 nChanged 74 SP:Iteration 30Q (15536.390000 sec): 3 clusters Score: Raw -1891400.270232 + Penalty 4606.087995 = -1886794.182236 nChanged 73 SP:Iteration 31Q (15536.580000 sec): 3 clusters Score: Raw -1891419.559154 + Penalty 4606.087995 = -1886813.471159 nChanged 91 SP:Iteration 32Q (15536.860000 sec): 3 clusters Score: Raw -1891445.605409 + Penalty 4606.087995 = -1886839.517414 nChanged 92 SP:Iteration 33Q (15537.060000 sec): 3 clusters Score: Raw -1891472.763034 + Penalty 4606.087995 = -1886866.675038 nChanged 90 SP:Iteration 34Q (15537.340000 sec): 3 clusters Score: Raw -1891496.586589 + Penalty 4606.087995 = -1886890.498594 nChanged 84 SP:Iteration 35Q (15537.600000 sec): 3 clusters Score: Raw -1891523.352159 + Penalty 4606.087995 = -1886917.264164 nChanged 101 SP:Iteration 36Q (15537.840000 sec): 3 clusters Score: Raw -1891558.471441 + Penalty 4606.087995 = -1886952.383445 nChanged 119 SP:Iteration 37Q (15538.040000 sec): 3 clusters Score: Raw -1891599.871036 + Penalty 4606.087995 = -1886993.783041 nChanged 134 SP:Iteration 38Q (15538.290000 sec): 3 clusters Score: Raw -1891644.423112 + Penalty 4606.087995 = -1887038.335117 nChanged 120 SP:Iteration 39Q (15538.510000 sec): 3 clusters Score: Raw -1891682.949806 + Penalty 4606.087995 = -1887076.861811 nChanged 126 SP:Iteration 40F (15538.780000 sec): 3 clusters Score: Raw -1891727.809369 + Penalty 4606.087995 = -1887121.721374 nChanged 125 SP:Iteration 41Q (15539.000000 sec): 3 clusters Score: Raw -1891772.570666 + Penalty 4606.087995 = -1887166.482671 nChanged 131 SP:Iteration 42Q (15539.220000 sec): 3 clusters Score: Raw -1891818.867243 + Penalty 4606.087995 = -1887212.779247 nChanged 104 SP:Iteration 43Q (15539.440000 sec): 3 clusters Score: Raw -1891856.839898 + Penalty 4606.087995 = -1887250.751903 nChanged 109 SP:Iteration 44Q (15539.690000 sec): 3 clusters Score: Raw -1891894.140950 + Penalty 4606.087995 = -1887288.052955 nChanged 101 SP:Iteration 45Q (15539.950000 sec): 3 clusters Score: Raw -1891928.238875 + Penalty 4606.087995 = -1887322.150880 nChanged 95 SP:Iteration 46Q (15540.170000 sec): 3 clusters Score: Raw -1891959.169042 + Penalty 4606.087995 = -1887353.081047 nChanged 88 SP:Iteration 47Q (15540.390000 sec): 3 clusters Score: Raw -1891986.271821 + Penalty 4606.087995 = -1887380.183826 nChanged 87 SP:Iteration 48Q (15540.670000 sec): 3 clusters Score: Raw -1892013.658376 + Penalty 4606.087995 = -1887407.570381 nChanged 88 SP:Iteration 49Q (15540.880000 sec): 3 clusters Score: Raw -1892041.139581 + Penalty 4606.087995 = -1887435.051586 nChanged 89 SP:Iteration 50Q (15541.160000 sec): 3 clusters Score: Raw -1892069.736297 + Penalty 4606.087995 = -1887463.648301 nChanged 68 SP:Iteration 51Q (15541.360000 sec): 3 clusters Score: Raw -1892092.473697 + Penalty 4606.087995 = -1887486.385702 nChanged 69 SP:Iteration 52Q (15541.600000 sec): 3 clusters Score: Raw -1892117.797484 + Penalty 4606.087995 = -1887511.709489 nChanged 62 SP:Iteration 53Q (15541.800000 sec): 3 clusters Score: Raw -1892139.337388 + Penalty 4606.087995 = -1887533.249392 nChanged 47 SP:Iteration 54Q (15542.070000 sec): 3 clusters Score: Raw -1892153.423759 + Penalty 4606.087995 = -1887547.335764 nChanged 46 SP:Iteration 55Q (15542.290000 sec): 3 clusters Score: Raw -1892166.205405 + Penalty 4606.087995 = -1887560.117410 nChanged 45 SP:Iteration 56Q (15542.540000 sec): 3 clusters Score: Raw -1892178.982658 + Penalty 4606.087995 = -1887572.894663 nChanged 38 SP:Iteration 57Q (15542.710000 sec): 3 clusters Score: Raw -1892188.336082 + Penalty 4606.087995 = -1887582.248086 nChanged 37 SP:Iteration 58Q (15542.950000 sec): 3 clusters Score: Raw -1892197.216056 + Penalty 4606.087995 = -1887591.128061 nChanged 35 SP:Iteration 59Q (15543.180000 sec): 3 clusters Score: Raw -1892206.056599 + Penalty 4606.087995 = -1887599.968603 nChanged 35 SP:Iteration 60F (15543.390000 sec): 3 clusters Score: Raw -1892214.558456 + Penalty 4606.087995 = -1887608.470460 nChanged 26 SP:Iteration 61Q (15543.590000 sec): 3 clusters Score: Raw -1892222.569013 + Penalty 4606.087995 = -1887616.481018 nChanged 32 SP:Iteration 62Q (15543.850000 sec): 3 clusters Score: Raw -1892230.941166 + Penalty 4606.087995 = -1887624.853171 nChanged 18 SP:Iteration 63Q (15544.060000 sec): 3 clusters Score: Raw -1892234.889880 + Penalty 4606.087995 = -1887628.801885 nChanged 18 SP:Iteration 64Q (15544.280000 sec): 3 clusters Score: Raw -1892238.819222 + Penalty 4606.087995 = -1887632.731227 nChanged 14 SP:Iteration 65Q (15544.490000 sec): 3 clusters Score: Raw -1892243.217386 + Penalty 4606.087995 = -1887637.129391 nChanged 10 SP:Iteration 66Q (15544.700000 sec): 3 clusters Score: Raw -1892245.648743 + Penalty 4606.087995 = -1887639.560747 nChanged 5 SP:Iteration 67Q (15544.970000 sec): 3 clusters Score: Raw -1892246.741510 + Penalty 4606.087995 = -1887640.653514 nChanged 4 SP:Iteration 68Q (15545.270000 sec): 3 clusters Score: Raw -1892247.596625 + Penalty 4606.087995 = -1887641.508630 nChanged 2 SP:Iteration 69Q (15545.490000 sec): 3 clusters Score: Raw -1892247.984571 + Penalty 4606.087995 = -1887641.896575 nChanged 0 SP:Iteration 70F (15545.700000 sec): 3 clusters Score: Raw -1892247.984571 + Penalty 4606.087995 = -1887641.896575 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15545.760000 sec): 2 clusters Score: Raw -81240.945678 + Penalty 1553.322769 = -79687.622909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15545.920000 sec): 3 clusters Score: Raw -81272.231293 + Penalty 3106.645538 = -78165.585754 nChanged 91 SP:Iteration 1F (15546.080000 sec): 3 clusters Score: Raw -81467.276077 + Penalty 3106.645538 = -78360.630539 nChanged 22 SP:Iteration 2Q (15546.240000 sec): 3 clusters Score: Raw -81530.069596 + Penalty 3106.645538 = -78423.424058 nChanged 12 SP:Iteration 3Q (15546.400000 sec): 3 clusters Score: Raw -81565.672749 + Penalty 3106.645538 = -78459.027211 nChanged 8 SP:Iteration 4Q (15546.570000 sec): 3 clusters Score: Raw -81598.014615 + Penalty 3106.645538 = -78491.369077 nChanged 6 SP:Iteration 5Q (15546.730000 sec): 3 clusters Score: Raw -81612.145017 + Penalty 3106.645538 = -78505.499479 nChanged 2 SP:Iteration 6Q (15546.890000 sec): 3 clusters Score: Raw -81616.044775 + Penalty 3106.645538 = -78509.399237 nChanged 3 SP:Iteration 7Q (15547.050000 sec): 3 clusters Score: Raw -81626.219957 + Penalty 3106.645538 = -78519.574419 nChanged 1 SP:Iteration 8Q (15547.210000 sec): 3 clusters Score: Raw -81629.381095 + Penalty 3106.645538 = -78522.735557 nChanged 2 SP:Iteration 9Q (15547.370000 sec): 3 clusters Score: Raw -81636.094243 + Penalty 3106.645538 = -78529.448705 nChanged 1 SP:Iteration 10Q (15547.530000 sec): 3 clusters Score: Raw -81640.899711 + Penalty 3106.645538 = -78534.254172 nChanged 1 SP:Iteration 11Q (15547.730000 sec): 3 clusters Score: Raw -81641.970760 + Penalty 3106.645538 = -78535.325222 nChanged 0 SP:Iteration 12F (15547.900000 sec): 3 clusters Score: Raw -81641.970760 + Penalty 3106.645538 = -78535.325222 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15548.040000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15548.180000 sec): 3 clusters Score: Raw -31113.996766 + Penalty 2610.294334 = -28503.702433 nChanged 17 SP:Iteration 1F (15548.350000 sec): 3 clusters Score: Raw -31249.405886 + Penalty 2610.294334 = -28639.111553 nChanged 3 SP:Iteration 2Q (15548.530000 sec): 3 clusters Score: Raw -31266.803062 + Penalty 2610.294334 = -28656.508728 nChanged 2 SP:Iteration 3Q (15548.710000 sec): 3 clusters Score: Raw -31276.244122 + Penalty 2610.294334 = -28665.949788 nChanged 2 SP:Iteration 4Q (15548.840000 sec): 3 clusters Score: Raw -31285.945153 + Penalty 2610.294334 = -28675.650819 nChanged 0 SP:Iteration 5F (15549.010000 sec): 3 clusters Score: Raw -31285.945153 + Penalty 2610.294334 = -28675.650819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15549.100000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15549.280000 sec): 3 clusters Score: Raw -39907.567999 + Penalty 2810.547637 = -37097.020362 nChanged 51 SP:Iteration 1F (15549.450000 sec): 3 clusters Score: Raw -40093.489050 + Penalty 2810.547637 = -37282.941412 nChanged 18 SP:Iteration 2F (15549.630000 sec): 3 clusters Score: Raw -40223.280782 + Penalty 2810.547637 = -37412.733145 nChanged 11 SP:Iteration 3Q (15549.810000 sec): 3 clusters Score: Raw -40302.539526 + Penalty 2810.547637 = -37491.991888 nChanged 6 SP:Iteration 4Q (15549.980000 sec): 3 clusters Score: Raw -40352.595152 + Penalty 2810.547637 = -37542.047515 nChanged 4 SP:Iteration 5Q (15550.160000 sec): 3 clusters Score: Raw -40383.932051 + Penalty 2810.547637 = -37573.384414 nChanged 3 SP:Iteration 6Q (15550.330000 sec): 3 clusters Score: Raw -40406.870964 + Penalty 2810.547637 = -37596.323326 nChanged 1 SP:Iteration 7Q (15550.510000 sec): 3 clusters Score: Raw -40408.169850 + Penalty 2810.547637 = -37597.622213 nChanged 0 SP:Iteration 8F (15550.670000 sec): 3 clusters Score: Raw -40408.169850 + Penalty 2810.547637 = -37597.622213 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15550.750000 sec): 2 clusters Score: Raw -152821.307279 + Penalty 1679.440018 = -151141.867261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15550.910000 sec): 3 clusters Score: Raw -152689.991999 + Penalty 3358.880036 = -149331.111963 nChanged 200 SP:Iteration 1F (15551.080000 sec): 3 clusters Score: Raw -153002.269156 + Penalty 3358.880036 = -149643.389120 nChanged 56 SP:Iteration 2F (15551.280000 sec): 3 clusters Score: Raw -153109.950020 + Penalty 3358.880036 = -149751.069984 nChanged 25 SP:Iteration 3Q (15551.440000 sec): 3 clusters Score: Raw -153171.064053 + Penalty 3358.880036 = -149812.184017 nChanged 21 SP:Iteration 4Q (15551.590000 sec): 3 clusters Score: Raw -153206.551823 + Penalty 3358.880036 = -149847.671787 nChanged 8 SP:Iteration 5Q (15551.750000 sec): 3 clusters Score: Raw -153218.920069 + Penalty 3358.880036 = -149860.040033 nChanged 9 SP:Iteration 6Q (15551.900000 sec): 3 clusters Score: Raw -153229.436019 + Penalty 3358.880036 = -149870.555984 nChanged 7 SP:Iteration 7Q (15552.060000 sec): 3 clusters Score: Raw -153247.662892 + Penalty 3358.880036 = -149888.782856 nChanged 8 SP:Iteration 8Q (15552.250000 sec): 3 clusters Score: Raw -153260.825010 + Penalty 3358.880036 = -149901.944975 nChanged 4 SP:Iteration 9Q (15552.450000 sec): 3 clusters Score: Raw -153266.920544 + Penalty 3358.880036 = -149908.040508 nChanged 3 SP:Iteration 10Q (15552.590000 sec): 3 clusters Score: Raw -153271.132371 + Penalty 3358.880036 = -149912.252336 nChanged 1 SP:Iteration 11Q (15552.750000 sec): 3 clusters Score: Raw -153272.189894 + Penalty 3358.880036 = -149913.309858 nChanged 1 SP:Iteration 12Q (15552.900000 sec): 3 clusters Score: Raw -153273.854999 + Penalty 3358.880036 = -149914.974964 nChanged 1 SP:Iteration 13Q (15553.060000 sec): 3 clusters Score: Raw -153275.347764 + Penalty 3358.880036 = -149916.467728 nChanged 1 SP:Iteration 14Q (15553.220000 sec): 3 clusters Score: Raw -153275.764685 + Penalty 3358.880036 = -149916.884649 nChanged 0 SP:Iteration 15F (15553.380000 sec): 3 clusters Score: Raw -153275.764685 + Penalty 3358.880036 = -149916.884649 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (17956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15553.600000 sec): 2 clusters Score: Raw -3113294.860288 + Penalty 2429.328541 = -3110865.531747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15553.900000 sec): 3 clusters Score: Raw -3102981.634866 + Penalty 4858.657082 = -3098122.977784 nChanged 7819 SP:Iteration 1F (15554.210000 sec): 3 clusters Score: Raw -3107219.039690 + Penalty 4858.657082 = -3102360.382608 nChanged 990 SP:Iteration 2F (15554.540000 sec): 3 clusters Score: Raw -3107619.456801 + Penalty 4858.657082 = -3102760.799720 nChanged 829 SP:Iteration 3Q (15554.790000 sec): 3 clusters Score: Raw -3107923.385369 + Penalty 4858.657082 = -3103064.728288 nChanged 709 SP:Iteration 4Q (15555.050000 sec): 3 clusters Score: Raw -3108161.772246 + Penalty 4858.657082 = -3103303.115165 nChanged 610 SP:Iteration 5Q (15555.320000 sec): 3 clusters Score: Raw -3108377.335760 + Penalty 4858.657082 = -3103518.678679 nChanged 560 SP:Iteration 6Q (15555.630000 sec): 3 clusters Score: Raw -3108590.015976 + Penalty 4858.657082 = -3103731.358894 nChanged 546 SP:Iteration 7Q (15555.940000 sec): 3 clusters Score: Raw -3108814.817156 + Penalty 4858.657082 = -3103956.160074 nChanged 566 SP:Iteration 8Q (15556.250000 sec): 3 clusters Score: Raw -3109054.771888 + Penalty 4858.657082 = -3104196.114806 nChanged 621 SP:Iteration 9Q (15556.530000 sec): 3 clusters Score: Raw -3109346.342302 + Penalty 4858.657082 = -3104487.685220 nChanged 708 SP:Iteration 10Q (15556.800000 sec): 3 clusters Score: Raw -3109712.121705 + Penalty 4858.657082 = -3104853.464623 nChanged 740 SP:Iteration 11Q (15557.060000 sec): 3 clusters Score: Raw -3110146.367505 + Penalty 4858.657082 = -3105287.710423 nChanged 868 SP:Iteration 12Q (15557.330000 sec): 3 clusters Score: Raw -3110715.812181 + Penalty 4858.657082 = -3105857.155099 nChanged 888 SP:Iteration 13Q (15557.590000 sec): 3 clusters Score: Raw -3111355.876142 + Penalty 4858.657082 = -3106497.219060 nChanged 815 SP:Iteration 14Q (15557.860000 sec): 3 clusters Score: Raw -3111973.538052 + Penalty 4858.657082 = -3107114.880970 nChanged 642 SP:Iteration 15Q (15558.180000 sec): 3 clusters Score: Raw -3112463.941421 + Penalty 4858.657082 = -3107605.284340 nChanged 467 SP:Iteration 16Q (15558.440000 sec): 3 clusters Score: Raw -3112851.207382 + Penalty 4858.657082 = -3107992.550300 nChanged 307 SP:Iteration 17Q (15558.750000 sec): 3 clusters Score: Raw -3113106.304685 + Penalty 4858.657082 = -3108247.647604 nChanged 173 SP:Iteration 18Q (15559.020000 sec): 3 clusters Score: Raw -3113266.952536 + Penalty 4858.657082 = -3108408.295454 nChanged 120 SP:Iteration 19Q (15559.290000 sec): 3 clusters Score: Raw -3113363.705376 + Penalty 4858.657082 = -3108505.048295 nChanged 78 SP:Iteration 20F (15559.560000 sec): 3 clusters Score: Raw -3113432.053977 + Penalty 4858.657082 = -3108573.396895 nChanged 53 SP:Iteration 21Q (15559.840000 sec): 3 clusters Score: Raw -3113470.337052 + Penalty 4858.657082 = -3108611.679971 nChanged 35 SP:Iteration 22Q (15560.140000 sec): 3 clusters Score: Raw -3113500.813697 + Penalty 4858.657082 = -3108642.156615 nChanged 22 SP:Iteration 23Q (15560.400000 sec): 3 clusters Score: Raw -3113523.063882 + Penalty 4858.657082 = -3108664.406800 nChanged 21 SP:Iteration 24Q (15560.630000 sec): 3 clusters Score: Raw -3113540.975287 + Penalty 4858.657082 = -3108682.318205 nChanged 14 SP:Iteration 25Q (15560.870000 sec): 3 clusters Score: Raw -3113555.827255 + Penalty 4858.657082 = -3108697.170174 nChanged 12 SP:Iteration 26Q (15561.130000 sec): 3 clusters Score: Raw -3113566.270391 + Penalty 4858.657082 = -3108707.613309 nChanged 8 SP:Iteration 27Q (15561.380000 sec): 3 clusters Score: Raw -3113572.212848 + Penalty 4858.657082 = -3108713.555766 nChanged 5 SP:Iteration 28Q (15561.670000 sec): 3 clusters Score: Raw -3113577.463432 + Penalty 4858.657082 = -3108718.806351 nChanged 5 SP:Iteration 29Q (15561.910000 sec): 3 clusters Score: Raw -3113582.197482 + Penalty 4858.657082 = -3108723.540400 nChanged 5 SP:Iteration 30Q (15562.190000 sec): 3 clusters Score: Raw -3113588.270271 + Penalty 4858.657082 = -3108729.613190 nChanged 5 SP:Iteration 31Q (15562.450000 sec): 3 clusters Score: Raw -3113593.745242 + Penalty 4858.657082 = -3108735.088160 nChanged 2 SP:Iteration 32Q (15562.760000 sec): 3 clusters Score: Raw -3113595.572387 + Penalty 4858.657082 = -3108736.915306 nChanged 1 SP:Iteration 33Q (15563.040000 sec): 3 clusters Score: Raw -3113596.564571 + Penalty 4858.657082 = -3108737.907489 nChanged 0 SP:Iteration 34F (15563.400000 sec): 3 clusters Score: Raw -3113596.564571 + Penalty 4858.657082 = -3108737.907489 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15563.520000 sec): 2 clusters Score: Raw -937146.689041 + Penalty 2129.182283 = -935017.506759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15563.720000 sec): 3 clusters Score: Raw -934541.331147 + Penalty 4258.364565 = -930282.966581 nChanged 2059 SP:Iteration 1F (15563.960000 sec): 3 clusters Score: Raw -935686.097889 + Penalty 4258.364565 = -931427.733323 nChanged 385 SP:Iteration 2F (15564.110000 sec): 3 clusters Score: Raw -935884.225379 + Penalty 4258.364565 = -931625.860814 nChanged 250 SP:Iteration 3Q (15564.310000 sec): 3 clusters Score: Raw -936002.108067 + Penalty 4258.364565 = -931743.743502 nChanged 167 SP:Iteration 4Q (15564.520000 sec): 3 clusters Score: Raw -936080.239160 + Penalty 4258.364565 = -931821.874595 nChanged 127 SP:Iteration 5Q (15564.710000 sec): 3 clusters Score: Raw -936135.953658 + Penalty 4258.364565 = -931877.589093 nChanged 99 SP:Iteration 6Q (15564.900000 sec): 3 clusters Score: Raw -936173.454220 + Penalty 4258.364565 = -931915.089655 nChanged 89 SP:Iteration 7Q (15565.080000 sec): 3 clusters Score: Raw -936207.728319 + Penalty 4258.364565 = -931949.363754 nChanged 90 SP:Iteration 8Q (15565.260000 sec): 3 clusters Score: Raw -936239.946160 + Penalty 4258.364565 = -931981.581595 nChanged 61 SP:Iteration 9Q (15565.450000 sec): 3 clusters Score: Raw -936259.156608 + Penalty 4258.364565 = -932000.792043 nChanged 50 SP:Iteration 10Q (15565.640000 sec): 3 clusters Score: Raw -936274.212003 + Penalty 4258.364565 = -932015.847437 nChanged 42 SP:Iteration 11Q (15565.840000 sec): 3 clusters Score: Raw -936286.907800 + Penalty 4258.364565 = -932028.543234 nChanged 37 SP:Iteration 12Q (15566.020000 sec): 3 clusters Score: Raw -936298.309286 + Penalty 4258.364565 = -932039.944721 nChanged 37 SP:Iteration 13Q (15566.260000 sec): 3 clusters Score: Raw -936309.803449 + Penalty 4258.364565 = -932051.438884 nChanged 40 SP:Iteration 14Q (15566.490000 sec): 3 clusters Score: Raw -936324.390673 + Penalty 4258.364565 = -932066.026108 nChanged 46 SP:Iteration 15Q (15566.650000 sec): 3 clusters Score: Raw -936339.202992 + Penalty 4258.364565 = -932080.838427 nChanged 49 SP:Iteration 16Q (15566.830000 sec): 3 clusters Score: Raw -936357.149350 + Penalty 4258.364565 = -932098.784784 nChanged 47 SP:Iteration 17Q (15567.070000 sec): 3 clusters Score: Raw -936372.316962 + Penalty 4258.364565 = -932113.952396 nChanged 48 SP:Iteration 18Q (15567.260000 sec): 3 clusters Score: Raw -936389.939107 + Penalty 4258.364565 = -932131.574541 nChanged 55 SP:Iteration 19Q (15567.440000 sec): 3 clusters Score: Raw -936412.403519 + Penalty 4258.364565 = -932154.038954 nChanged 68 SP:Iteration 20F (15567.630000 sec): 3 clusters Score: Raw -936440.739417 + Penalty 4258.364565 = -932182.374852 nChanged 71 SP:Iteration 21Q (15567.800000 sec): 3 clusters Score: Raw -936472.188202 + Penalty 4258.364565 = -932213.823637 nChanged 65 SP:Iteration 22Q (15567.980000 sec): 3 clusters Score: Raw -936498.357922 + Penalty 4258.364565 = -932239.993356 nChanged 64 SP:Iteration 23Q (15568.170000 sec): 3 clusters Score: Raw -936526.007012 + Penalty 4258.364565 = -932267.642447 nChanged 74 SP:Iteration 24Q (15568.340000 sec): 3 clusters Score: Raw -936562.569909 + Penalty 4258.364565 = -932304.205344 nChanged 80 SP:Iteration 25Q (15568.520000 sec): 3 clusters Score: Raw -936596.209052 + Penalty 4258.364565 = -932337.844487 nChanged 72 SP:Iteration 26Q (15568.780000 sec): 3 clusters Score: Raw -936638.059836 + Penalty 4258.364565 = -932379.695271 nChanged 94 SP:Iteration 27Q (15568.960000 sec): 3 clusters Score: Raw -936696.727096 + Penalty 4258.364565 = -932438.362531 nChanged 108 SP:Iteration 28Q (15569.150000 sec): 3 clusters Score: Raw -936757.655390 + Penalty 4258.364565 = -932499.290825 nChanged 105 SP:Iteration 29Q (15569.340000 sec): 3 clusters Score: Raw -936816.060061 + Penalty 4258.364565 = -932557.695496 nChanged 104 SP:Iteration 30Q (15569.540000 sec): 3 clusters Score: Raw -936875.728139 + Penalty 4258.364565 = -932617.363574 nChanged 95 SP:Iteration 31Q (15569.730000 sec): 3 clusters Score: Raw -936933.472176 + Penalty 4258.364565 = -932675.107610 nChanged 80 SP:Iteration 32Q (15569.920000 sec): 3 clusters Score: Raw -936982.448617 + Penalty 4258.364565 = -932724.084052 nChanged 79 SP:Iteration 33Q (15570.110000 sec): 3 clusters Score: Raw -937035.868937 + Penalty 4258.364565 = -932777.504372 nChanged 84 SP:Iteration 34Q (15570.290000 sec): 3 clusters Score: Raw -937099.012996 + Penalty 4258.364565 = -932840.648430 nChanged 73 SP:Iteration 35Q (15570.480000 sec): 3 clusters Score: Raw -937154.696827 + Penalty 4258.364565 = -932896.332261 nChanged 64 SP:Iteration 36Q (15570.660000 sec): 3 clusters Score: Raw -937210.919830 + Penalty 4258.364565 = -932952.555264 nChanged 64 SP:Iteration 37Q (15570.840000 sec): 3 clusters Score: Raw -937266.626383 + Penalty 4258.364565 = -933008.261818 nChanged 52 SP:Iteration 38Q (15571.030000 sec): 3 clusters Score: Raw -937314.500338 + Penalty 4258.364565 = -933056.135773 nChanged 32 SP:Iteration 39Q (15571.250000 sec): 3 clusters Score: Raw -937345.518546 + Penalty 4258.364565 = -933087.153980 nChanged 23 SP:Iteration 40F (15571.460000 sec): 3 clusters Score: Raw -937366.834619 + Penalty 4258.364565 = -933108.470053 nChanged 23 SP:Iteration 41Q (15571.640000 sec): 3 clusters Score: Raw -937387.449657 + Penalty 4258.364565 = -933129.085091 nChanged 14 SP:Iteration 42Q (15571.840000 sec): 3 clusters Score: Raw -937405.252835 + Penalty 4258.364565 = -933146.888270 nChanged 10 SP:Iteration 43Q (15572.000000 sec): 3 clusters Score: Raw -937413.013534 + Penalty 4258.364565 = -933154.648969 nChanged 6 SP:Iteration 44Q (15572.190000 sec): 3 clusters Score: Raw -937419.470636 + Penalty 4258.364565 = -933161.106071 nChanged 6 SP:Iteration 45Q (15572.380000 sec): 3 clusters Score: Raw -937423.552288 + Penalty 4258.364565 = -933165.187723 nChanged 2 SP:Iteration 46Q (15572.560000 sec): 3 clusters Score: Raw -937426.257947 + Penalty 4258.364565 = -933167.893382 nChanged 3 SP:Iteration 47Q (15572.760000 sec): 3 clusters Score: Raw -937430.108061 + Penalty 4258.364565 = -933171.743496 nChanged 6 SP:Iteration 48Q (15572.950000 sec): 3 clusters Score: Raw -937433.965711 + Penalty 4258.364565 = -933175.601146 nChanged 5 SP:Iteration 49Q (15573.140000 sec): 3 clusters Score: Raw -937439.432370 + Penalty 4258.364565 = -933181.067805 nChanged 3 SP:Iteration 50Q (15573.310000 sec): 3 clusters Score: Raw -937441.828675 + Penalty 4258.364565 = -933183.464110 nChanged 4 SP:Iteration 51Q (15573.500000 sec): 3 clusters Score: Raw -937445.115243 + Penalty 4258.364565 = -933186.750677 nChanged 5 SP:Iteration 52Q (15573.690000 sec): 3 clusters Score: Raw -937451.892430 + Penalty 4258.364565 = -933193.527864 nChanged 3 SP:Iteration 53Q (15573.870000 sec): 3 clusters Score: Raw -937455.553215 + Penalty 4258.364565 = -933197.188650 nChanged 3 SP:Iteration 54Q (15574.100000 sec): 3 clusters Score: Raw -937457.412496 + Penalty 4258.364565 = -933199.047931 nChanged 1 SP:Iteration 55Q (15574.290000 sec): 3 clusters Score: Raw -937458.559630 + Penalty 4258.364565 = -933200.195064 nChanged 1 SP:Iteration 56Q (15574.500000 sec): 3 clusters Score: Raw -937458.851873 + Penalty 4258.364565 = -933200.487308 nChanged 0 SP:Iteration 57F (15574.700000 sec): 3 clusters Score: Raw -937458.851873 + Penalty 4258.364565 = -933200.487308 nChanged 0 Deleting Class 54 (96 points): Lose 2765.132332 but Gain 3201.547851 Iteration 139Q (15617.780000 sec): 54 clusters Score: Raw -68029645.353727 + Penalty 169682.036122 = -67859963.317605 nChanged 147 Iteration 140F (15676.640000 sec): 54 clusters Score: Raw -68030505.515391 + Penalty 169682.036122 = -67860823.479269 nChanged 84 Iteration 141Q (15718.560000 sec): 54 clusters Score: Raw -68030667.932802 + Penalty 169682.036122 = -67860985.896681 nChanged 62 Iteration 142Q (15762.330000 sec): 54 clusters Score: Raw -68030707.820573 + Penalty 169682.036122 = -67861025.784451 nChanged 57 Iteration 143Q (15800.220000 sec): 54 clusters Score: Raw -68030738.880997 + Penalty 169682.036122 = -67861056.844875 nChanged 68 Iteration 144Q (15833.610000 sec): 54 clusters Score: Raw -68030775.328922 + Penalty 169682.036122 = -67861093.292801 nChanged 84 Iteration 145Q (15867.750000 sec): 54 clusters Score: Raw -68030805.193664 + Penalty 169682.036122 = -67861123.157543 nChanged 118 Iteration 146Q (15903.110000 sec): 54 clusters Score: Raw -68030832.565793 + Penalty 169682.036122 = -67861150.529672 nChanged 139 Iteration 147Q (15938.060000 sec): 54 clusters Score: Raw -68030869.932376 + Penalty 169682.036122 = -67861187.896254 nChanged 140 Iteration 148Q (15971.220000 sec): 54 clusters Score: Raw -68030917.906964 + Penalty 169682.036122 = -67861235.870843 nChanged 157 Iteration 149Q (16005.350000 sec): 54 clusters Score: Raw -68030967.456767 + Penalty 169682.036122 = -67861285.420646 nChanged 183 Iteration 150Q (16039.750000 sec): 54 clusters Score: Raw -68031011.445488 + Penalty 169682.036122 = -67861329.409366 nChanged 196 Iteration 151Q (16076.390000 sec): 54 clusters Score: Raw -68031042.139990 + Penalty 169682.036122 = -67861360.103868 nChanged 183 Iteration 152Q (16112.190000 sec): 54 clusters Score: Raw -68031064.921072 + Penalty 169682.036122 = -67861382.884950 nChanged 188 Iteration 153Q (16146.600000 sec): 54 clusters Score: Raw -68031088.178635 + Penalty 169682.036122 = -67861406.142514 nChanged 176 Iteration 154Q (16180.530000 sec): 54 clusters Score: Raw -68031105.858377 + Penalty 169682.036122 = -67861423.822255 nChanged 161 Iteration 155Q (16217.260000 sec): 54 clusters Score: Raw -68031122.566123 + Penalty 169682.036122 = -67861440.530001 nChanged 138 Iteration 156Q (16254.610000 sec): 54 clusters Score: Raw -68031137.496419 + Penalty 169682.036122 = -67861455.460297 nChanged 101 Iteration 157Q (16288.070000 sec): 54 clusters Score: Raw -68031145.372786 + Penalty 169682.036122 = -67861463.336664 nChanged 90 Iteration 158Q (16321.980000 sec): 54 clusters Score: Raw -68031151.349250 + Penalty 169682.036122 = -67861469.313129 nChanged 83 Iteration 159Q (16360.230000 sec): 54 clusters Score: Raw -68031157.407067 + Penalty 169682.036122 = -67861475.370946 nChanged 69 Iteration 160F (16411.170000 sec): 54 clusters Score: Raw -68031191.492032 + Penalty 169682.036122 = -67861509.455910 nChanged 64 Iteration 161Q (16448.870000 sec): 54 clusters Score: Raw -68031223.924406 + Penalty 169682.036122 = -67861541.888284 nChanged 62 Iteration 162Q (16483.720000 sec): 54 clusters Score: Raw -68031235.858654 + Penalty 169682.036122 = -67861553.822532 nChanged 46 Iteration 163Q (16516.980000 sec): 54 clusters Score: Raw -68031238.989998 + Penalty 169682.036122 = -67861556.953877 nChanged 34 Iteration 164Q (16553.120000 sec): 54 clusters Score: Raw -68031242.319034 + Penalty 169682.036122 = -67861560.282912 nChanged 35 Iteration 165Q (16589.940000 sec): 54 clusters Score: Raw -68031243.805263 + Penalty 169682.036122 = -67861561.769142 nChanged 36 Iteration 166Q (16623.730000 sec): 54 clusters Score: Raw -68031245.503207 + Penalty 169682.036122 = -67861563.467085 nChanged 41 Iteration 167Q (16656.760000 sec): 54 clusters Score: Raw -68031247.952358 + Penalty 169682.036122 = -67861565.916237 nChanged 45 Iteration 168Q (16693.460000 sec): 54 clusters Score: Raw -68031250.265742 + Penalty 169682.036122 = -67861568.229621 nChanged 37 Iteration 169Q (16728.990000 sec): 54 clusters Score: Raw -68031252.275452 + Penalty 169682.036122 = -67861570.239331 nChanged 33 Iteration 170Q (16763.780000 sec): 54 clusters Score: Raw -68031253.606929 + Penalty 169682.036122 = -67861571.570808 nChanged 29 Iteration 171Q (16799.390000 sec): 54 clusters Score: Raw -68031254.527565 + Penalty 169682.036122 = -67861572.491444 nChanged 20 Iteration 172Q (16841.980000 sec): 54 clusters Score: Raw -68031255.174548 + Penalty 169682.036122 = -67861573.138427 nChanged 19 Iteration 173Q (16883.310000 sec): 54 clusters Score: Raw -68031255.887420 + Penalty 169682.036122 = -67861573.851299 nChanged 13 Iteration 174Q (16916.450000 sec): 54 clusters Score: Raw -68031256.498146 + Penalty 169682.036122 = -67861574.462025 nChanged 14 Iteration 175Q (16949.720000 sec): 54 clusters Score: Raw -68031257.527454 + Penalty 169682.036122 = -67861575.491332 nChanged 10 Iteration 176Q (16983.600000 sec): 54 clusters Score: Raw -68031257.845874 + Penalty 169682.036122 = -67861575.809752 nChanged 10 Iteration 177Q (17017.580000 sec): 54 clusters Score: Raw -68031258.137828 + Penalty 169682.036122 = -67861576.101707 nChanged 9 Iteration 178Q (17052.690000 sec): 54 clusters Score: Raw -68031258.353034 + Penalty 169682.036122 = -67861576.316912 nChanged 7 Writing temp clu file Because OldScore, -67861576.101707, is greater than current (better) Score,-67861576.316912 Compute initial score before splitting: Score: Raw -68031258.353034 + Penalty 169682.036122 = -67861576.316912 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17052.830000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17052.960000 sec): 3 clusters Score: Raw -44396.349914 + Penalty 2778.650935 = -41617.698979 nChanged 25 SP:Iteration 1F (17053.110000 sec): 3 clusters Score: Raw -44478.451470 + Penalty 2778.650935 = -41699.800535 nChanged 4 SP:Iteration 2Q (17053.250000 sec): 3 clusters Score: Raw -44492.243223 + Penalty 2778.650935 = -41713.592287 nChanged 1 SP:Iteration 3Q (17053.390000 sec): 3 clusters Score: Raw -44496.464580 + Penalty 2778.650935 = -41717.813645 nChanged 0 SP:Iteration 4F (17053.530000 sec): 3 clusters Score: Raw -44496.464580 + Penalty 2778.650935 = -41717.813645 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17053.600000 sec): 2 clusters Score: Raw -108577.791410 + Penalty 1622.890138 = -106954.901272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17053.700000 sec): 3 clusters Score: Raw -108536.111340 + Penalty 3245.780275 = -105290.331064 nChanged 157 SP:Iteration 1F (17053.850000 sec): 3 clusters Score: Raw -108830.074446 + Penalty 3245.780275 = -105584.294171 nChanged 60 SP:Iteration 2F (17053.980000 sec): 3 clusters Score: Raw -108928.709439 + Penalty 3245.780275 = -105682.929164 nChanged 23 SP:Iteration 3Q (17054.100000 sec): 3 clusters Score: Raw -108984.172265 + Penalty 3245.780275 = -105738.391990 nChanged 13 SP:Iteration 4Q (17054.220000 sec): 3 clusters Score: Raw -109012.812626 + Penalty 3245.780275 = -105767.032351 nChanged 12 SP:Iteration 5Q (17054.400000 sec): 3 clusters Score: Raw -109039.893918 + Penalty 3245.780275 = -105794.113642 nChanged 12 SP:Iteration 6Q (17054.540000 sec): 3 clusters Score: Raw -109068.889501 + Penalty 3245.780275 = -105823.109225 nChanged 12 SP:Iteration 7Q (17054.640000 sec): 3 clusters Score: Raw -109099.786425 + Penalty 3245.780275 = -105854.006149 nChanged 8 SP:Iteration 8Q (17054.780000 sec): 3 clusters Score: Raw -109111.140501 + Penalty 3245.780275 = -105865.360226 nChanged 4 SP:Iteration 9Q (17054.920000 sec): 3 clusters Score: Raw -109118.358458 + Penalty 3245.780275 = -105872.578182 nChanged 6 SP:Iteration 10Q (17055.060000 sec): 3 clusters Score: Raw -109130.748853 + Penalty 3245.780275 = -105884.968577 nChanged 2 SP:Iteration 11Q (17055.200000 sec): 3 clusters Score: Raw -109136.279499 + Penalty 3245.780275 = -105890.499223 nChanged 4 SP:Iteration 12Q (17055.340000 sec): 3 clusters Score: Raw -109145.250393 + Penalty 3245.780275 = -105899.470117 nChanged 2 SP:Iteration 13Q (17055.520000 sec): 3 clusters Score: Raw -109147.535796 + Penalty 3245.780275 = -105901.755520 nChanged 1 SP:Iteration 14Q (17055.650000 sec): 3 clusters Score: Raw -109149.359703 + Penalty 3245.780275 = -105903.579428 nChanged 1 SP:Iteration 15Q (17055.730000 sec): 3 clusters Score: Raw -109150.656490 + Penalty 3245.780275 = -105904.876214 nChanged 1 SP:Iteration 16Q (17055.870000 sec): 3 clusters Score: Raw -109151.068786 + Penalty 3245.780275 = -105905.288511 nChanged 1 SP:Iteration 17Q (17055.970000 sec): 3 clusters Score: Raw -109151.699406 + Penalty 3245.780275 = -105905.919130 nChanged 0 SP:Iteration 18F (17056.110000 sec): 3 clusters Score: Raw -109151.699406 + Penalty 3245.780275 = -105905.919130 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17056.210000 sec): 2 clusters Score: Raw -1019974.650648 + Penalty 2165.451482 = -1017809.199166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17056.460000 sec): 3 clusters Score: Raw -1016889.071302 + Penalty 4330.902964 = -1012558.168338 nChanged 2408 SP:Iteration 1F (17056.640000 sec): 3 clusters Score: Raw -1018418.833070 + Penalty 4330.902964 = -1014087.930106 nChanged 586 SP:Iteration 2F (17056.770000 sec): 3 clusters Score: Raw -1019151.606640 + Penalty 4330.902964 = -1014820.703676 nChanged 563 SP:Iteration 3F (17056.930000 sec): 3 clusters Score: Raw -1019795.349995 + Penalty 4330.902964 = -1015464.447031 nChanged 514 SP:Iteration 4F (17057.140000 sec): 3 clusters Score: Raw -1020344.869490 + Penalty 4330.902964 = -1016013.966526 nChanged 425 SP:Iteration 5F (17057.350000 sec): 3 clusters Score: Raw -1020849.742888 + Penalty 4330.902964 = -1016518.839924 nChanged 356 SP:Iteration 6F (17057.500000 sec): 3 clusters Score: Raw -1021262.015484 + Penalty 4330.902964 = -1016931.112520 nChanged 275 SP:Iteration 7Q (17057.680000 sec): 3 clusters Score: Raw -1021531.726510 + Penalty 4330.902964 = -1017200.823546 nChanged 181 SP:Iteration 8Q (17057.830000 sec): 3 clusters Score: Raw -1021664.706968 + Penalty 4330.902964 = -1017333.804004 nChanged 127 SP:Iteration 9Q (17058.000000 sec): 3 clusters Score: Raw -1021734.522533 + Penalty 4330.902964 = -1017403.619569 nChanged 92 SP:Iteration 10Q (17058.200000 sec): 3 clusters Score: Raw -1021772.896684 + Penalty 4330.902964 = -1017441.993720 nChanged 63 SP:Iteration 11Q (17058.430000 sec): 3 clusters Score: Raw -1021793.576305 + Penalty 4330.902964 = -1017462.673341 nChanged 36 SP:Iteration 12Q (17058.590000 sec): 3 clusters Score: Raw -1021807.456760 + Penalty 4330.902964 = -1017476.553796 nChanged 31 SP:Iteration 13Q (17058.810000 sec): 3 clusters Score: Raw -1021817.201559 + Penalty 4330.902964 = -1017486.298595 nChanged 20 SP:Iteration 14Q (17058.950000 sec): 3 clusters Score: Raw -1021822.333922 + Penalty 4330.902964 = -1017491.430958 nChanged 20 SP:Iteration 15Q (17059.160000 sec): 3 clusters Score: Raw -1021828.002948 + Penalty 4330.902964 = -1017497.099984 nChanged 16 SP:Iteration 16Q (17059.310000 sec): 3 clusters Score: Raw -1021832.124241 + Penalty 4330.902964 = -1017501.221277 nChanged 9 SP:Iteration 17Q (17059.530000 sec): 3 clusters Score: Raw -1021834.651762 + Penalty 4330.902964 = -1017503.748798 nChanged 10 SP:Iteration 18Q (17059.660000 sec): 3 clusters Score: Raw -1021836.967189 + Penalty 4330.902964 = -1017506.064225 nChanged 5 SP:Iteration 19Q (17059.840000 sec): 3 clusters Score: Raw -1021837.981856 + Penalty 4330.902964 = -1017507.078892 nChanged 5 SP:Iteration 20F (17060.020000 sec): 3 clusters Score: Raw -1021839.624010 + Penalty 4330.902964 = -1017508.721046 nChanged 3 SP:Iteration 21Q (17060.200000 sec): 3 clusters Score: Raw -1021839.962835 + Penalty 4330.902964 = -1017509.059871 nChanged 2 SP:Iteration 22Q (17060.330000 sec): 3 clusters Score: Raw -1021840.209811 + Penalty 4330.902964 = -1017509.306847 nChanged 1 SP:Iteration 23Q (17060.470000 sec): 3 clusters Score: Raw -1021840.355887 + Penalty 4330.902964 = -1017509.452923 nChanged 1 SP:Iteration 24Q (17060.630000 sec): 3 clusters Score: Raw -1021840.399474 + Penalty 4330.902964 = -1017509.496510 nChanged 0 SP:Iteration 25F (17060.820000 sec): 3 clusters Score: Raw -1021840.399474 + Penalty 4330.902964 = -1017509.496510 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17060.900000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17061.030000 sec): 3 clusters Score: Raw -94347.801022 + Penalty 3179.446741 = -91168.354280 nChanged 119 SP:Iteration 1F (17061.120000 sec): 3 clusters Score: Raw -94638.310476 + Penalty 3179.446741 = -91458.863734 nChanged 43 SP:Iteration 2F (17061.230000 sec): 3 clusters Score: Raw -94850.800877 + Penalty 3179.446741 = -91671.354136 nChanged 30 SP:Iteration 3Q (17061.320000 sec): 3 clusters Score: Raw -94978.243081 + Penalty 3179.446741 = -91798.796340 nChanged 16 SP:Iteration 4Q (17061.420000 sec): 3 clusters Score: Raw -95035.210712 + Penalty 3179.446741 = -91855.763971 nChanged 14 SP:Iteration 5Q (17061.560000 sec): 3 clusters Score: Raw -95073.837503 + Penalty 3179.446741 = -91894.390762 nChanged 10 SP:Iteration 6Q (17061.650000 sec): 3 clusters Score: Raw -95099.718925 + Penalty 3179.446741 = -91920.272184 nChanged 11 SP:Iteration 7Q (17061.790000 sec): 3 clusters Score: Raw -95136.021902 + Penalty 3179.446741 = -91956.575161 nChanged 10 SP:Iteration 8Q (17061.940000 sec): 3 clusters Score: Raw -95177.974158 + Penalty 3179.446741 = -91998.527417 nChanged 8 SP:Iteration 9Q (17062.060000 sec): 3 clusters Score: Raw -95202.593201 + Penalty 3179.446741 = -92023.146460 nChanged 11 SP:Iteration 10Q (17062.260000 sec): 3 clusters Score: Raw -95231.450418 + Penalty 3179.446741 = -92052.003677 nChanged 6 SP:Iteration 11Q (17062.440000 sec): 3 clusters Score: Raw -95242.945734 + Penalty 3179.446741 = -92063.498993 nChanged 1 SP:Iteration 12Q (17062.590000 sec): 3 clusters Score: Raw -95244.663195 + Penalty 3179.446741 = -92065.216454 nChanged 0 SP:Iteration 13F (17062.770000 sec): 3 clusters Score: Raw -95244.663195 + Penalty 3179.446741 = -92065.216454 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17062.860000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17063.030000 sec): 3 clusters Score: Raw -92521.555967 + Penalty 3123.366223 = -89398.189744 nChanged 119 SP:Iteration 1F (17063.240000 sec): 3 clusters Score: Raw -92729.059891 + Penalty 3123.366223 = -89605.693668 nChanged 17 SP:Iteration 2Q (17063.380000 sec): 3 clusters Score: Raw -92761.399416 + Penalty 3123.366223 = -89638.033193 nChanged 11 SP:Iteration 3Q (17063.560000 sec): 3 clusters Score: Raw -92779.580386 + Penalty 3123.366223 = -89656.214164 nChanged 5 SP:Iteration 4Q (17063.770000 sec): 3 clusters Score: Raw -92792.952673 + Penalty 3123.366223 = -89669.586451 nChanged 5 SP:Iteration 5Q (17063.890000 sec): 3 clusters Score: Raw -92815.266218 + Penalty 3123.366223 = -89691.899996 nChanged 2 SP:Iteration 6Q (17064.060000 sec): 3 clusters Score: Raw -92819.181684 + Penalty 3123.366223 = -89695.815461 nChanged 0 SP:Iteration 7F (17064.220000 sec): 3 clusters Score: Raw -92819.181684 + Penalty 3123.366223 = -89695.815461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17064.340000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17064.450000 sec): 3 clusters Score: Raw -19483.510931 + Penalty 2454.584906 = -17028.926025 nChanged 10 SP:Iteration 1F (17064.620000 sec): 3 clusters Score: Raw -19598.014378 + Penalty 2454.584906 = -17143.429473 nChanged 3 SP:Iteration 2Q (17064.790000 sec): 3 clusters Score: Raw -19636.317975 + Penalty 2454.584906 = -17181.733069 nChanged 1 SP:Iteration 3Q (17064.950000 sec): 3 clusters Score: Raw -19638.902188 + Penalty 2454.584906 = -17184.317282 nChanged 1 SP:Iteration 4Q (17065.080000 sec): 3 clusters Score: Raw -19645.243571 + Penalty 2454.584906 = -17190.658666 nChanged 0 SP:Iteration 5F (17065.200000 sec): 3 clusters Score: Raw -19645.243571 + Penalty 2454.584906 = -17190.658666 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17065.250000 sec): 2 clusters Score: Raw -44959.070368 + Penalty 1441.162966 = -43517.907402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17065.330000 sec): 3 clusters Score: Raw -45117.684431 + Penalty 2882.325933 = -42235.358499 nChanged 62 SP:Iteration 1F (17065.480000 sec): 3 clusters Score: Raw -45421.201372 + Penalty 2882.325933 = -42538.875440 nChanged 20 SP:Iteration 2F (17065.630000 sec): 3 clusters Score: Raw -45575.985137 + Penalty 2882.325933 = -42693.659205 nChanged 17 SP:Iteration 3F (17065.800000 sec): 3 clusters Score: Raw -45674.468500 + Penalty 2882.325933 = -42792.142568 nChanged 11 SP:Iteration 4Q (17065.950000 sec): 3 clusters Score: Raw -45744.980523 + Penalty 2882.325933 = -42862.654591 nChanged 8 SP:Iteration 5Q (17066.120000 sec): 3 clusters Score: Raw -45797.844954 + Penalty 2882.325933 = -42915.519022 nChanged 10 SP:Iteration 6Q (17066.280000 sec): 3 clusters Score: Raw -45910.568481 + Penalty 2882.325933 = -43028.242549 nChanged 14 SP:Iteration 7Q (17066.470000 sec): 3 clusters Score: Raw -46058.173796 + Penalty 2882.325933 = -43175.847864 nChanged 7 SP:Iteration 8Q (17066.610000 sec): 3 clusters Score: Raw -46144.654190 + Penalty 2882.325933 = -43262.328258 nChanged 6 SP:Iteration 9Q (17066.780000 sec): 3 clusters Score: Raw -46222.937509 + Penalty 2882.325933 = -43340.611577 nChanged 3 SP:Iteration 10Q (17066.930000 sec): 3 clusters Score: Raw -46280.202672 + Penalty 2882.325933 = -43397.876740 nChanged 0 SP:Iteration 11F (17067.100000 sec): 3 clusters Score: Raw -46280.202672 + Penalty 2882.325933 = -43397.876740 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17067.190000 sec): 2 clusters Score: Raw -1021781.811159 + Penalty 2164.930600 = -1019616.880559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17067.410000 sec): 3 clusters Score: Raw -1018631.118579 + Penalty 4329.861199 = -1014301.257380 nChanged 2431 SP:Iteration 1F (17067.640000 sec): 3 clusters Score: Raw -1019963.146330 + Penalty 4329.861199 = -1015633.285130 nChanged 472 SP:Iteration 2F (17067.830000 sec): 3 clusters Score: Raw -1020297.332649 + Penalty 4329.861199 = -1015967.471450 nChanged 394 SP:Iteration 3F (17068.070000 sec): 3 clusters Score: Raw -1020598.616364 + Penalty 4329.861199 = -1016268.755164 nChanged 373 SP:Iteration 4F (17068.250000 sec): 3 clusters Score: Raw -1020926.913730 + Penalty 4329.861199 = -1016597.052530 nChanged 366 SP:Iteration 5F (17068.450000 sec): 3 clusters Score: Raw -1021233.165169 + Penalty 4329.861199 = -1016903.303969 nChanged 335 SP:Iteration 6F (17068.610000 sec): 3 clusters Score: Raw -1021523.697574 + Penalty 4329.861199 = -1017193.836375 nChanged 300 SP:Iteration 7Q (17068.780000 sec): 3 clusters Score: Raw -1021859.736052 + Penalty 4329.861199 = -1017529.874852 nChanged 287 SP:Iteration 8Q (17068.970000 sec): 3 clusters Score: Raw -1022242.546559 + Penalty 4329.861199 = -1017912.685360 nChanged 242 SP:Iteration 9Q (17069.130000 sec): 3 clusters Score: Raw -1022514.421523 + Penalty 4329.861199 = -1018184.560324 nChanged 182 SP:Iteration 10Q (17069.310000 sec): 3 clusters Score: Raw -1022698.951476 + Penalty 4329.861199 = -1018369.090277 nChanged 187 SP:Iteration 11Q (17069.440000 sec): 3 clusters Score: Raw -1022880.254370 + Penalty 4329.861199 = -1018550.393170 nChanged 173 SP:Iteration 12Q (17069.600000 sec): 3 clusters Score: Raw -1023034.789813 + Penalty 4329.861199 = -1018704.928614 nChanged 156 SP:Iteration 13Q (17069.770000 sec): 3 clusters Score: Raw -1023136.591691 + Penalty 4329.861199 = -1018806.730492 nChanged 128 SP:Iteration 14Q (17069.970000 sec): 3 clusters Score: Raw -1023192.178139 + Penalty 4329.861199 = -1018862.316940 nChanged 91 SP:Iteration 15Q (17070.150000 sec): 3 clusters Score: Raw -1023231.729872 + Penalty 4329.861199 = -1018901.868673 nChanged 89 SP:Iteration 16Q (17070.340000 sec): 3 clusters Score: Raw -1023264.705330 + Penalty 4329.861199 = -1018934.844131 nChanged 72 SP:Iteration 17Q (17070.510000 sec): 3 clusters Score: Raw -1023291.312205 + Penalty 4329.861199 = -1018961.451006 nChanged 62 SP:Iteration 18Q (17070.670000 sec): 3 clusters Score: Raw -1023313.989743 + Penalty 4329.861199 = -1018984.128544 nChanged 53 SP:Iteration 19Q (17070.830000 sec): 3 clusters Score: Raw -1023329.802423 + Penalty 4329.861199 = -1018999.941224 nChanged 48 SP:Iteration 20F (17070.980000 sec): 3 clusters Score: Raw -1023344.064737 + Penalty 4329.861199 = -1019014.203537 nChanged 43 SP:Iteration 21Q (17071.160000 sec): 3 clusters Score: Raw -1023355.021886 + Penalty 4329.861199 = -1019025.160686 nChanged 27 SP:Iteration 22Q (17071.390000 sec): 3 clusters Score: Raw -1023361.564820 + Penalty 4329.861199 = -1019031.703620 nChanged 31 SP:Iteration 23Q (17071.530000 sec): 3 clusters Score: Raw -1023370.840734 + Penalty 4329.861199 = -1019040.979535 nChanged 26 SP:Iteration 24Q (17071.710000 sec): 3 clusters Score: Raw -1023378.665491 + Penalty 4329.861199 = -1019048.804292 nChanged 29 SP:Iteration 25Q (17071.890000 sec): 3 clusters Score: Raw -1023388.182148 + Penalty 4329.861199 = -1019058.320949 nChanged 30 SP:Iteration 26Q (17072.090000 sec): 3 clusters Score: Raw -1023397.947152 + Penalty 4329.861199 = -1019068.085953 nChanged 28 SP:Iteration 27Q (17072.320000 sec): 3 clusters Score: Raw -1023403.362998 + Penalty 4329.861199 = -1019073.501799 nChanged 13 SP:Iteration 28Q (17072.500000 sec): 3 clusters Score: Raw -1023406.522000 + Penalty 4329.861199 = -1019076.660801 nChanged 11 SP:Iteration 29Q (17072.660000 sec): 3 clusters Score: Raw -1023408.765657 + Penalty 4329.861199 = -1019078.904458 nChanged 10 SP:Iteration 30Q (17072.830000 sec): 3 clusters Score: Raw -1023410.610788 + Penalty 4329.861199 = -1019080.749589 nChanged 8 SP:Iteration 31Q (17072.990000 sec): 3 clusters Score: Raw -1023412.143023 + Penalty 4329.861199 = -1019082.281824 nChanged 7 SP:Iteration 32Q (17073.140000 sec): 3 clusters Score: Raw -1023413.483553 + Penalty 4329.861199 = -1019083.622354 nChanged 8 SP:Iteration 33Q (17073.370000 sec): 3 clusters Score: Raw -1023415.210546 + Penalty 4329.861199 = -1019085.349347 nChanged 9 SP:Iteration 34Q (17073.530000 sec): 3 clusters Score: Raw -1023416.871612 + Penalty 4329.861199 = -1019087.010412 nChanged 11 SP:Iteration 35Q (17073.730000 sec): 3 clusters Score: Raw -1023419.036068 + Penalty 4329.861199 = -1019089.174868 nChanged 11 SP:Iteration 36Q (17073.910000 sec): 3 clusters Score: Raw -1023420.858677 + Penalty 4329.861199 = -1019090.997478 nChanged 8 SP:Iteration 37Q (17074.050000 sec): 3 clusters Score: Raw -1023422.531016 + Penalty 4329.861199 = -1019092.669817 nChanged 6 SP:Iteration 38Q (17074.150000 sec): 3 clusters Score: Raw -1023423.234281 + Penalty 4329.861199 = -1019093.373082 nChanged 4 SP:Iteration 39Q (17074.270000 sec): 3 clusters Score: Raw -1023423.814611 + Penalty 4329.861199 = -1019093.953411 nChanged 2 SP:Iteration 40F (17074.440000 sec): 3 clusters Score: Raw -1023424.412352 + Penalty 4329.861199 = -1019094.551153 nChanged 6 SP:Iteration 41Q (17074.670000 sec): 3 clusters Score: Raw -1023425.891557 + Penalty 4329.861199 = -1019096.030358 nChanged 4 SP:Iteration 42Q (17074.880000 sec): 3 clusters Score: Raw -1023426.652931 + Penalty 4329.861199 = -1019096.791731 nChanged 4 SP:Iteration 43Q (17075.050000 sec): 3 clusters Score: Raw -1023427.299515 + Penalty 4329.861199 = -1019097.438316 nChanged 2 SP:Iteration 44Q (17075.230000 sec): 3 clusters Score: Raw -1023427.526997 + Penalty 4329.861199 = -1019097.665798 nChanged 2 SP:Iteration 45Q (17075.440000 sec): 3 clusters Score: Raw -1023427.925481 + Penalty 4329.861199 = -1019098.064282 nChanged 1 SP:Iteration 46Q (17075.630000 sec): 3 clusters Score: Raw -1023428.162891 + Penalty 4329.861199 = -1019098.301692 nChanged 0 SP:Iteration 47F (17075.800000 sec): 3 clusters Score: Raw -1023428.162891 + Penalty 4329.861199 = -1019098.301692 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17075.880000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17075.990000 sec): 3 clusters Score: Raw -174035.255387 + Penalty 3419.756340 = -170615.499048 nChanged 254 SP:Iteration 1F (17076.190000 sec): 3 clusters Score: Raw -174338.068095 + Penalty 3419.756340 = -170918.311755 nChanged 63 SP:Iteration 2F (17076.320000 sec): 3 clusters Score: Raw -174425.085510 + Penalty 3419.756340 = -171005.329170 nChanged 27 SP:Iteration 3Q (17076.440000 sec): 3 clusters Score: Raw -174461.795505 + Penalty 3419.756340 = -171042.039165 nChanged 17 SP:Iteration 4Q (17076.620000 sec): 3 clusters Score: Raw -174490.027022 + Penalty 3419.756340 = -171070.270683 nChanged 11 SP:Iteration 5Q (17076.760000 sec): 3 clusters Score: Raw -174502.060003 + Penalty 3419.756340 = -171082.303663 nChanged 5 SP:Iteration 6Q (17076.880000 sec): 3 clusters Score: Raw -174507.617221 + Penalty 3419.756340 = -171087.860881 nChanged 5 SP:Iteration 7Q (17076.960000 sec): 3 clusters Score: Raw -174512.144550 + Penalty 3419.756340 = -171092.388210 nChanged 4 SP:Iteration 8Q (17077.100000 sec): 3 clusters Score: Raw -174517.788925 + Penalty 3419.756340 = -171098.032585 nChanged 2 SP:Iteration 9Q (17077.240000 sec): 3 clusters Score: Raw -174521.391365 + Penalty 3419.756340 = -171101.635025 nChanged 2 SP:Iteration 10Q (17077.370000 sec): 3 clusters Score: Raw -174523.893982 + Penalty 3419.756340 = -171104.137642 nChanged 0 SP:Iteration 11F (17077.500000 sec): 3 clusters Score: Raw -174523.893982 + Penalty 3419.756340 = -171104.137642 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17077.590000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17077.690000 sec): 3 clusters Score: Raw -93169.081350 + Penalty 3168.726457 = -90000.354893 nChanged 110 SP:Iteration 1F (17077.820000 sec): 3 clusters Score: Raw -93358.423399 + Penalty 3168.726457 = -90189.696942 nChanged 34 SP:Iteration 2F (17077.960000 sec): 3 clusters Score: Raw -93424.619762 + Penalty 3168.726457 = -90255.893305 nChanged 17 SP:Iteration 3Q (17078.130000 sec): 3 clusters Score: Raw -93464.637982 + Penalty 3168.726457 = -90295.911525 nChanged 14 SP:Iteration 4Q (17078.280000 sec): 3 clusters Score: Raw -93487.168490 + Penalty 3168.726457 = -90318.442033 nChanged 3 SP:Iteration 5Q (17078.460000 sec): 3 clusters Score: Raw -93492.084397 + Penalty 3168.726457 = -90323.357940 nChanged 1 SP:Iteration 6Q (17078.670000 sec): 3 clusters Score: Raw -93496.773550 + Penalty 3168.726457 = -90328.047093 nChanged 4 SP:Iteration 7Q (17078.820000 sec): 3 clusters Score: Raw -93502.062066 + Penalty 3168.726457 = -90333.335608 nChanged 3 SP:Iteration 8Q (17079.030000 sec): 3 clusters Score: Raw -93506.380450 + Penalty 3168.726457 = -90337.653993 nChanged 1 SP:Iteration 9Q (17079.220000 sec): 3 clusters Score: Raw -93507.232409 + Penalty 3168.726457 = -90338.505952 nChanged 0 SP:Iteration 10F (17079.310000 sec): 3 clusters Score: Raw -93507.232409 + Penalty 3168.726457 = -90338.505952 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17079.740000 sec): 2 clusters Score: Raw -11820846.492007 + Penalty 2746.483198 = -11818100.008809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17080.250000 sec): 3 clusters Score: Raw -11780136.927906 + Penalty 5492.966396 = -11774643.961510 nChanged 30079 SP:Iteration 1F (17080.790000 sec): 3 clusters Score: Raw -11797191.139276 + Penalty 5492.966396 = -11791698.172880 nChanged 2508 SP:Iteration 2Q (17081.380000 sec): 3 clusters Score: Raw -11797947.153887 + Penalty 5492.966396 = -11792454.187491 nChanged 2712 SP:Iteration 3Q (17081.990000 sec): 3 clusters Score: Raw -11798907.764811 + Penalty 5492.966396 = -11793414.798415 nChanged 2978 SP:Iteration 4Q (17082.580000 sec): 3 clusters Score: Raw -11800163.821348 + Penalty 5492.966396 = -11794670.854952 nChanged 3574 SP:Iteration 5F (17083.110000 sec): 3 clusters Score: Raw -11802044.937848 + Penalty 5492.966396 = -11796551.971452 nChanged 4306 SP:Iteration 6F (17083.760000 sec): 3 clusters Score: Raw -11804928.473110 + Penalty 5492.966396 = -11799435.506714 nChanged 5037 SP:Iteration 7F (17084.350000 sec): 3 clusters Score: Raw -11808987.244781 + Penalty 5492.966396 = -11803494.278385 nChanged 4988 SP:Iteration 8F (17084.960000 sec): 3 clusters Score: Raw -11813530.544561 + Penalty 5492.966396 = -11808037.578165 nChanged 3981 SP:Iteration 9F (17085.510000 sec): 3 clusters Score: Raw -11817334.601922 + Penalty 5492.966396 = -11811841.635526 nChanged 2312 SP:Iteration 10Q (17086.090000 sec): 3 clusters Score: Raw -11819557.616723 + Penalty 5492.966396 = -11814064.650327 nChanged 971 SP:Iteration 11Q (17086.650000 sec): 3 clusters Score: Raw -11820556.256437 + Penalty 5492.966396 = -11815063.290041 nChanged 380 SP:Iteration 12Q (17087.230000 sec): 3 clusters Score: Raw -11821032.225340 + Penalty 5492.966396 = -11815539.258944 nChanged 203 SP:Iteration 13Q (17087.810000 sec): 3 clusters Score: Raw -11821304.060396 + Penalty 5492.966396 = -11815811.094000 nChanged 123 SP:Iteration 14Q (17088.310000 sec): 3 clusters Score: Raw -11821436.906722 + Penalty 5492.966396 = -11815943.940327 nChanged 82 SP:Iteration 15Q (17088.840000 sec): 3 clusters Score: Raw -11821509.001314 + Penalty 5492.966396 = -11816016.034919 nChanged 55 SP:Iteration 16Q (17089.440000 sec): 3 clusters Score: Raw -11821548.197443 + Penalty 5492.966396 = -11816055.231047 nChanged 38 SP:Iteration 17Q (17090.030000 sec): 3 clusters Score: Raw -11821573.550434 + Penalty 5492.966396 = -11816080.584038 nChanged 25 SP:Iteration 18Q (17090.610000 sec): 3 clusters Score: Raw -11821588.395474 + Penalty 5492.966396 = -11816095.429078 nChanged 15 SP:Iteration 19Q (17091.220000 sec): 3 clusters Score: Raw -11821596.366707 + Penalty 5492.966396 = -11816103.400311 nChanged 14 SP:Iteration 20F (17091.760000 sec): 3 clusters Score: Raw -11821604.065515 + Penalty 5492.966396 = -11816111.099119 nChanged 19 SP:Iteration 21Q (17092.340000 sec): 3 clusters Score: Raw -11821616.308938 + Penalty 5492.966396 = -11816123.342542 nChanged 19 SP:Iteration 22Q (17092.920000 sec): 3 clusters Score: Raw -11821627.270421 + Penalty 5492.966396 = -11816134.304025 nChanged 11 SP:Iteration 23Q (17093.480000 sec): 3 clusters Score: Raw -11821632.354727 + Penalty 5492.966396 = -11816139.388331 nChanged 11 SP:Iteration 24Q (17094.030000 sec): 3 clusters Score: Raw -11821637.608873 + Penalty 5492.966396 = -11816144.642477 nChanged 6 SP:Iteration 25Q (17094.690000 sec): 3 clusters Score: Raw -11821640.082285 + Penalty 5492.966396 = -11816147.115889 nChanged 3 SP:Iteration 26Q (17095.250000 sec): 3 clusters Score: Raw -11821641.269510 + Penalty 5492.966396 = -11816148.303114 nChanged 2 SP:Iteration 27Q (17095.820000 sec): 3 clusters Score: Raw -11821641.788263 + Penalty 5492.966396 = -11816148.821867 nChanged 1 SP:Iteration 28Q (17096.450000 sec): 3 clusters Score: Raw -11821641.920061 + Penalty 5492.966396 = -11816148.953665 nChanged 0 SP:Iteration 29F (17097.050000 sec): 3 clusters Score: Raw -11821641.920061 + Penalty 5492.966396 = -11816148.953665 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17097.140000 sec): 2 clusters Score: Raw -694394.144850 + Penalty 2067.127513 = -692327.017338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17097.310000 sec): 3 clusters Score: Raw -692468.371083 + Penalty 4134.255025 = -688334.116057 nChanged 1553 SP:Iteration 1F (17097.480000 sec): 3 clusters Score: Raw -693397.111820 + Penalty 4134.255025 = -689262.856795 nChanged 322 SP:Iteration 2F (17097.610000 sec): 3 clusters Score: Raw -693571.674631 + Penalty 4134.255025 = -689437.419606 nChanged 199 SP:Iteration 3Q (17097.790000 sec): 3 clusters Score: Raw -693688.092272 + Penalty 4134.255025 = -689553.837246 nChanged 136 SP:Iteration 4Q (17097.930000 sec): 3 clusters Score: Raw -693755.545672 + Penalty 4134.255025 = -689621.290647 nChanged 133 SP:Iteration 5Q (17098.130000 sec): 3 clusters Score: Raw -693847.132222 + Penalty 4134.255025 = -689712.877197 nChanged 135 SP:Iteration 6Q (17098.320000 sec): 3 clusters Score: Raw -693949.824055 + Penalty 4134.255025 = -689815.569030 nChanged 162 SP:Iteration 7Q (17098.480000 sec): 3 clusters Score: Raw -694065.757250 + Penalty 4134.255025 = -689931.502225 nChanged 154 SP:Iteration 8Q (17098.640000 sec): 3 clusters Score: Raw -694205.750823 + Penalty 4134.255025 = -690071.495798 nChanged 171 SP:Iteration 9Q (17098.860000 sec): 3 clusters Score: Raw -694373.812875 + Penalty 4134.255025 = -690239.557850 nChanged 187 SP:Iteration 10Q (17099.060000 sec): 3 clusters Score: Raw -694586.069079 + Penalty 4134.255025 = -690451.814054 nChanged 195 SP:Iteration 11Q (17099.200000 sec): 3 clusters Score: Raw -694820.566144 + Penalty 4134.255025 = -690686.311119 nChanged 195 SP:Iteration 12Q (17099.380000 sec): 3 clusters Score: Raw -695025.858000 + Penalty 4134.255025 = -690891.602974 nChanged 151 SP:Iteration 13Q (17099.520000 sec): 3 clusters Score: Raw -695139.409601 + Penalty 4134.255025 = -691005.154576 nChanged 84 SP:Iteration 14Q (17099.660000 sec): 3 clusters Score: Raw -695193.928800 + Penalty 4134.255025 = -691059.673775 nChanged 48 SP:Iteration 15Q (17099.830000 sec): 3 clusters Score: Raw -695228.747333 + Penalty 4134.255025 = -691094.492307 nChanged 52 SP:Iteration 16Q (17100.030000 sec): 3 clusters Score: Raw -695260.859856 + Penalty 4134.255025 = -691126.604830 nChanged 45 SP:Iteration 17Q (17100.220000 sec): 3 clusters Score: Raw -695290.572385 + Penalty 4134.255025 = -691156.317359 nChanged 28 SP:Iteration 18Q (17100.360000 sec): 3 clusters Score: Raw -695308.730902 + Penalty 4134.255025 = -691174.475876 nChanged 17 SP:Iteration 19Q (17100.570000 sec): 3 clusters Score: Raw -695316.960237 + Penalty 4134.255025 = -691182.705212 nChanged 14 SP:Iteration 20F (17100.740000 sec): 3 clusters Score: Raw -695322.164654 + Penalty 4134.255025 = -691187.909629 nChanged 7 SP:Iteration 21Q (17100.960000 sec): 3 clusters Score: Raw -695325.325010 + Penalty 4134.255025 = -691191.069985 nChanged 1 SP:Iteration 22Q (17101.130000 sec): 3 clusters Score: Raw -695325.519043 + Penalty 4134.255025 = -691191.264018 nChanged 0 SP:Iteration 23F (17101.330000 sec): 3 clusters Score: Raw -695325.519043 + Penalty 4134.255025 = -691191.264018 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17101.430000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17101.600000 sec): 3 clusters Score: Raw -19178.996052 + Penalty 2374.595904 = -16804.400148 nChanged 4 SP:Iteration 1Q (17101.740000 sec): 3 clusters Score: Raw -19209.070628 + Penalty 2374.595904 = -16834.474723 nChanged 1 SP:Iteration 2Q (17101.920000 sec): 3 clusters Score: Raw -19221.161502 + Penalty 2374.595904 = -16846.565598 nChanged 1 SP:Iteration 3Q (17102.120000 sec): 3 clusters Score: Raw -19233.455675 + Penalty 2374.595904 = -16858.859770 nChanged 1 SP:Iteration 4Q (17102.310000 sec): 3 clusters Score: Raw -19255.667392 + Penalty 2374.595904 = -16881.071488 nChanged 3 SP:Iteration 5Q (17102.490000 sec): 3 clusters Score: Raw -19283.059909 + Penalty 2374.595904 = -16908.464004 nChanged 1 SP:Iteration 6Q (17102.670000 sec): 3 clusters Score: Raw -19289.704047 + Penalty 2374.595904 = -16915.108142 nChanged 0 SP:Iteration 7F (17102.870000 sec): 3 clusters Score: Raw -19289.704047 + Penalty 2374.595904 = -16915.108142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17102.920000 sec): 2 clusters Score: Raw -106499.714486 + Penalty 1594.970108 = -104904.744378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17103.120000 sec): 3 clusters Score: Raw -106467.280238 + Penalty 3189.940217 = -103277.340021 nChanged 120 SP:Iteration 1F (17103.260000 sec): 3 clusters Score: Raw -106687.318299 + Penalty 3189.940217 = -103497.378082 nChanged 33 SP:Iteration 2F (17103.450000 sec): 3 clusters Score: Raw -106753.797477 + Penalty 3189.940217 = -103563.857260 nChanged 11 SP:Iteration 3Q (17103.670000 sec): 3 clusters Score: Raw -106783.003518 + Penalty 3189.940217 = -103593.063302 nChanged 8 SP:Iteration 4Q (17103.790000 sec): 3 clusters Score: Raw -106799.895435 + Penalty 3189.940217 = -103609.955218 nChanged 3 SP:Iteration 5Q (17103.980000 sec): 3 clusters Score: Raw -106803.093581 + Penalty 3189.940217 = -103613.153365 nChanged 1 SP:Iteration 6Q (17104.170000 sec): 3 clusters Score: Raw -106804.898991 + Penalty 3189.940217 = -103614.958774 nChanged 1 SP:Iteration 7Q (17104.300000 sec): 3 clusters Score: Raw -106807.099110 + Penalty 3189.940217 = -103617.158893 nChanged 3 SP:Iteration 8Q (17104.500000 sec): 3 clusters Score: Raw -106809.908130 + Penalty 3189.940217 = -103619.967914 nChanged 1 SP:Iteration 9Q (17104.660000 sec): 3 clusters Score: Raw -106811.254451 + Penalty 3189.940217 = -103621.314234 nChanged 0 SP:Iteration 10F (17104.780000 sec): 3 clusters Score: Raw -106811.254451 + Penalty 3189.940217 = -103621.314234 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17104.950000 sec): 2 clusters Score: Raw -1998614.558900 + Penalty 2319.579010 = -1996294.979890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17105.160000 sec): 3 clusters Score: Raw -1992355.755524 + Penalty 4639.158021 = -1987716.597503 nChanged 4779 SP:Iteration 1F (17105.380000 sec): 3 clusters Score: Raw -1994882.709949 + Penalty 4639.158021 = -1990243.551929 nChanged 715 SP:Iteration 2F (17105.570000 sec): 3 clusters Score: Raw -1995185.483872 + Penalty 4639.158021 = -1990546.325851 nChanged 572 SP:Iteration 3Q (17105.850000 sec): 3 clusters Score: Raw -1995412.366871 + Penalty 4639.158021 = -1990773.208851 nChanged 432 SP:Iteration 4Q (17106.080000 sec): 3 clusters Score: Raw -1995581.520799 + Penalty 4639.158021 = -1990942.362778 nChanged 420 SP:Iteration 5Q (17106.360000 sec): 3 clusters Score: Raw -1995749.955425 + Penalty 4639.158021 = -1991110.797405 nChanged 410 SP:Iteration 6Q (17106.630000 sec): 3 clusters Score: Raw -1995932.455229 + Penalty 4639.158021 = -1991293.297208 nChanged 443 SP:Iteration 7Q (17106.820000 sec): 3 clusters Score: Raw -1996183.836100 + Penalty 4639.158021 = -1991544.678079 nChanged 514 SP:Iteration 8Q (17107.030000 sec): 3 clusters Score: Raw -1996526.165297 + Penalty 4639.158021 = -1991887.007276 nChanged 620 SP:Iteration 9F (17107.260000 sec): 3 clusters Score: Raw -1996978.492704 + Penalty 4639.158021 = -1992339.334684 nChanged 652 SP:Iteration 10F (17107.430000 sec): 3 clusters Score: Raw -1997482.226940 + Penalty 4639.158021 = -1992843.068919 nChanged 663 SP:Iteration 11F (17107.610000 sec): 3 clusters Score: Raw -1997992.581927 + Penalty 4639.158021 = -1993353.423906 nChanged 614 SP:Iteration 12F (17107.830000 sec): 3 clusters Score: Raw -1998453.957116 + Penalty 4639.158021 = -1993814.799095 nChanged 535 SP:Iteration 13Q (17108.070000 sec): 3 clusters Score: Raw -1998811.965202 + Penalty 4639.158021 = -1994172.807181 nChanged 419 SP:Iteration 14Q (17108.280000 sec): 3 clusters Score: Raw -1999077.148944 + Penalty 4639.158021 = -1994437.990924 nChanged 293 SP:Iteration 15Q (17108.540000 sec): 3 clusters Score: Raw -1999250.751969 + Penalty 4639.158021 = -1994611.593949 nChanged 221 SP:Iteration 16Q (17108.720000 sec): 3 clusters Score: Raw -1999379.207757 + Penalty 4639.158021 = -1994740.049736 nChanged 181 SP:Iteration 17Q (17108.930000 sec): 3 clusters Score: Raw -1999471.870597 + Penalty 4639.158021 = -1994832.712576 nChanged 159 SP:Iteration 18Q (17109.170000 sec): 3 clusters Score: Raw -1999547.265086 + Penalty 4639.158021 = -1994908.107065 nChanged 110 SP:Iteration 19Q (17109.380000 sec): 3 clusters Score: Raw -1999587.570908 + Penalty 4639.158021 = -1994948.412888 nChanged 74 SP:Iteration 20F (17109.640000 sec): 3 clusters Score: Raw -1999614.470182 + Penalty 4639.158021 = -1994975.312161 nChanged 56 SP:Iteration 21Q (17109.860000 sec): 3 clusters Score: Raw -1999633.436889 + Penalty 4639.158021 = -1994994.278869 nChanged 52 SP:Iteration 22Q (17110.100000 sec): 3 clusters Score: Raw -1999651.837359 + Penalty 4639.158021 = -1995012.679339 nChanged 55 SP:Iteration 23Q (17110.300000 sec): 3 clusters Score: Raw -1999668.797996 + Penalty 4639.158021 = -1995029.639975 nChanged 50 SP:Iteration 24Q (17110.540000 sec): 3 clusters Score: Raw -1999685.627031 + Penalty 4639.158021 = -1995046.469011 nChanged 46 SP:Iteration 25Q (17110.790000 sec): 3 clusters Score: Raw -1999699.406214 + Penalty 4639.158021 = -1995060.248194 nChanged 33 SP:Iteration 26Q (17110.980000 sec): 3 clusters Score: Raw -1999708.627489 + Penalty 4639.158021 = -1995069.469469 nChanged 29 SP:Iteration 27Q (17111.210000 sec): 3 clusters Score: Raw -1999717.299162 + Penalty 4639.158021 = -1995078.141142 nChanged 27 SP:Iteration 28Q (17111.430000 sec): 3 clusters Score: Raw -1999725.235925 + Penalty 4639.158021 = -1995086.077904 nChanged 26 SP:Iteration 29Q (17111.640000 sec): 3 clusters Score: Raw -1999732.224222 + Penalty 4639.158021 = -1995093.066201 nChanged 27 SP:Iteration 30Q (17111.850000 sec): 3 clusters Score: Raw -1999738.340803 + Penalty 4639.158021 = -1995099.182782 nChanged 23 SP:Iteration 31Q (17112.030000 sec): 3 clusters Score: Raw -1999743.762093 + Penalty 4639.158021 = -1995104.604073 nChanged 19 SP:Iteration 32Q (17112.240000 sec): 3 clusters Score: Raw -1999747.990328 + Penalty 4639.158021 = -1995108.832308 nChanged 13 SP:Iteration 33Q (17112.430000 sec): 3 clusters Score: Raw -1999750.640447 + Penalty 4639.158021 = -1995111.482426 nChanged 8 SP:Iteration 34Q (17112.700000 sec): 3 clusters Score: Raw -1999751.930418 + Penalty 4639.158021 = -1995112.772397 nChanged 7 SP:Iteration 35Q (17112.910000 sec): 3 clusters Score: Raw -1999752.752067 + Penalty 4639.158021 = -1995113.594046 nChanged 6 SP:Iteration 36Q (17113.100000 sec): 3 clusters Score: Raw -1999753.723531 + Penalty 4639.158021 = -1995114.565511 nChanged 5 SP:Iteration 37Q (17113.290000 sec): 3 clusters Score: Raw -1999754.206310 + Penalty 4639.158021 = -1995115.048289 nChanged 2 SP:Iteration 38Q (17113.530000 sec): 3 clusters Score: Raw -1999754.481766 + Penalty 4639.158021 = -1995115.323745 nChanged 3 SP:Iteration 39Q (17113.740000 sec): 3 clusters Score: Raw -1999754.993214 + Penalty 4639.158021 = -1995115.835193 nChanged 6 SP:Iteration 40F (17113.930000 sec): 3 clusters Score: Raw -1999755.495386 + Penalty 4639.158021 = -1995116.337365 nChanged 1 SP:Iteration 41Q (17114.150000 sec): 3 clusters Score: Raw -1999755.673378 + Penalty 4639.158021 = -1995116.515357 nChanged 0 SP:Iteration 42F (17114.290000 sec): 3 clusters Score: Raw -1999755.673378 + Penalty 4639.158021 = -1995116.515357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (3234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17114.390000 sec): 2 clusters Score: Raw -513481.638047 + Penalty 2004.205810 = -511477.432237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17114.550000 sec): 3 clusters Score: Raw -512086.015055 + Penalty 4008.411620 = -508077.603435 nChanged 1180 SP:Iteration 1F (17114.700000 sec): 3 clusters Score: Raw -512925.827238 + Penalty 4008.411620 = -508917.415619 nChanged 281 SP:Iteration 2F (17114.870000 sec): 3 clusters Score: Raw -513188.276726 + Penalty 4008.411620 = -509179.865106 nChanged 207 SP:Iteration 3F (17115.040000 sec): 3 clusters Score: Raw -513415.114628 + Penalty 4008.411620 = -509406.703008 nChanged 180 SP:Iteration 4F (17115.170000 sec): 3 clusters Score: Raw -513583.242029 + Penalty 4008.411620 = -509574.830409 nChanged 146 SP:Iteration 5Q (17115.360000 sec): 3 clusters Score: Raw -513703.189859 + Penalty 4008.411620 = -509694.778239 nChanged 115 SP:Iteration 6Q (17115.510000 sec): 3 clusters Score: Raw -513790.432793 + Penalty 4008.411620 = -509782.021173 nChanged 85 SP:Iteration 7Q (17115.660000 sec): 3 clusters Score: Raw -513862.208558 + Penalty 4008.411620 = -509853.796938 nChanged 88 SP:Iteration 8Q (17115.890000 sec): 3 clusters Score: Raw -513926.654723 + Penalty 4008.411620 = -509918.243103 nChanged 64 SP:Iteration 9Q (17116.070000 sec): 3 clusters Score: Raw -513974.219395 + Penalty 4008.411620 = -509965.807775 nChanged 48 SP:Iteration 10Q (17116.220000 sec): 3 clusters Score: Raw -514004.365851 + Penalty 4008.411620 = -509995.954231 nChanged 46 SP:Iteration 11Q (17116.370000 sec): 3 clusters Score: Raw -514033.079918 + Penalty 4008.411620 = -510024.668298 nChanged 43 SP:Iteration 12Q (17116.560000 sec): 3 clusters Score: Raw -514050.683785 + Penalty 4008.411620 = -510042.272165 nChanged 26 SP:Iteration 13Q (17116.770000 sec): 3 clusters Score: Raw -514067.238458 + Penalty 4008.411620 = -510058.826839 nChanged 24 SP:Iteration 14Q (17116.910000 sec): 3 clusters Score: Raw -514081.415132 + Penalty 4008.411620 = -510073.003512 nChanged 26 SP:Iteration 15Q (17117.080000 sec): 3 clusters Score: Raw -514098.546876 + Penalty 4008.411620 = -510090.135256 nChanged 27 SP:Iteration 16Q (17117.240000 sec): 3 clusters Score: Raw -514114.560216 + Penalty 4008.411620 = -510106.148596 nChanged 27 SP:Iteration 17Q (17117.400000 sec): 3 clusters Score: Raw -514128.033469 + Penalty 4008.411620 = -510119.621849 nChanged 21 SP:Iteration 18Q (17117.570000 sec): 3 clusters Score: Raw -514137.806906 + Penalty 4008.411620 = -510129.395286 nChanged 15 SP:Iteration 19Q (17117.730000 sec): 3 clusters Score: Raw -514145.590171 + Penalty 4008.411620 = -510137.178551 nChanged 20 SP:Iteration 20F (17117.890000 sec): 3 clusters Score: Raw -514155.998457 + Penalty 4008.411620 = -510147.586838 nChanged 18 SP:Iteration 21Q (17118.050000 sec): 3 clusters Score: Raw -514162.253685 + Penalty 4008.411620 = -510153.842065 nChanged 10 SP:Iteration 22Q (17118.210000 sec): 3 clusters Score: Raw -514166.031731 + Penalty 4008.411620 = -510157.620111 nChanged 6 SP:Iteration 23Q (17118.380000 sec): 3 clusters Score: Raw -514167.460361 + Penalty 4008.411620 = -510159.048741 nChanged 6 SP:Iteration 24Q (17118.540000 sec): 3 clusters Score: Raw -514169.532911 + Penalty 4008.411620 = -510161.121291 nChanged 5 SP:Iteration 25Q (17118.700000 sec): 3 clusters Score: Raw -514170.582159 + Penalty 4008.411620 = -510162.170539 nChanged 1 SP:Iteration 26Q (17118.860000 sec): 3 clusters Score: Raw -514170.708110 + Penalty 4008.411620 = -510162.296490 nChanged 2 SP:Iteration 27Q (17119.020000 sec): 3 clusters Score: Raw -514171.682259 + Penalty 4008.411620 = -510163.270639 nChanged 5 SP:Iteration 28Q (17119.180000 sec): 3 clusters Score: Raw -514173.607242 + Penalty 4008.411620 = -510165.195622 nChanged 9 SP:Iteration 29Q (17119.340000 sec): 3 clusters Score: Raw -514176.893823 + Penalty 4008.411620 = -510168.482203 nChanged 5 SP:Iteration 30Q (17119.500000 sec): 3 clusters Score: Raw -514178.575663 + Penalty 4008.411620 = -510170.164043 nChanged 4 SP:Iteration 31Q (17119.660000 sec): 3 clusters Score: Raw -514181.661132 + Penalty 4008.411620 = -510173.249512 nChanged 7 SP:Iteration 32Q (17119.820000 sec): 3 clusters Score: Raw -514184.651674 + Penalty 4008.411620 = -510176.240055 nChanged 6 SP:Iteration 33Q (17119.980000 sec): 3 clusters Score: Raw -514187.249138 + Penalty 4008.411620 = -510178.837518 nChanged 10 SP:Iteration 34Q (17120.140000 sec): 3 clusters Score: Raw -514191.092249 + Penalty 4008.411620 = -510182.680629 nChanged 12 SP:Iteration 35Q (17120.290000 sec): 3 clusters Score: Raw -514196.883865 + Penalty 4008.411620 = -510188.472245 nChanged 8 SP:Iteration 36Q (17120.440000 sec): 3 clusters Score: Raw -514201.564506 + Penalty 4008.411620 = -510193.152886 nChanged 14 SP:Iteration 37Q (17120.590000 sec): 3 clusters Score: Raw -514206.265378 + Penalty 4008.411620 = -510197.853758 nChanged 10 SP:Iteration 38Q (17120.740000 sec): 3 clusters Score: Raw -514209.413762 + Penalty 4008.411620 = -510201.002142 nChanged 5 SP:Iteration 39Q (17120.900000 sec): 3 clusters Score: Raw -514210.971664 + Penalty 4008.411620 = -510202.560044 nChanged 5 SP:Iteration 40F (17121.060000 sec): 3 clusters Score: Raw -514212.877302 + Penalty 4008.411620 = -510204.465682 nChanged 3 SP:Iteration 41Q (17121.220000 sec): 3 clusters Score: Raw -514215.322801 + Penalty 4008.411620 = -510206.911181 nChanged 1 SP:Iteration 42Q (17121.380000 sec): 3 clusters Score: Raw -514216.414689 + Penalty 4008.411620 = -510208.003069 nChanged 2 SP:Iteration 43Q (17121.540000 sec): 3 clusters Score: Raw -514216.928965 + Penalty 4008.411620 = -510208.517345 nChanged 1 SP:Iteration 44Q (17121.700000 sec): 3 clusters Score: Raw -514217.014483 + Penalty 4008.411620 = -510208.602863 nChanged 0 SP:Iteration 45F (17121.860000 sec): 3 clusters Score: Raw -514217.014483 + Penalty 4008.411620 = -510208.602863 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (35272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17122.160000 sec): 2 clusters Score: Raw -5805104.397100 + Penalty 2596.769492 = -5802507.627607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17122.610000 sec): 3 clusters Score: Raw -5783662.198393 + Penalty 5193.538985 = -5778468.659409 nChanged 16088 SP:Iteration 1F (17123.000000 sec): 3 clusters Score: Raw -5792356.942852 + Penalty 5193.538985 = -5787163.403867 nChanged 1547 SP:Iteration 2Q (17123.420000 sec): 3 clusters Score: Raw -5792870.864282 + Penalty 5193.538985 = -5787677.325297 nChanged 1495 SP:Iteration 3Q (17123.870000 sec): 3 clusters Score: Raw -5793411.603407 + Penalty 5193.538985 = -5788218.064422 nChanged 1471 SP:Iteration 4Q (17124.280000 sec): 3 clusters Score: Raw -5793997.776511 + Penalty 5193.538985 = -5788804.237526 nChanged 1560 SP:Iteration 5Q (17124.660000 sec): 3 clusters Score: Raw -5794714.296215 + Penalty 5193.538985 = -5789520.757231 nChanged 1589 SP:Iteration 6Q (17125.070000 sec): 3 clusters Score: Raw -5795494.185788 + Penalty 5193.538985 = -5790300.646804 nChanged 1676 SP:Iteration 7Q (17125.530000 sec): 3 clusters Score: Raw -5796276.891148 + Penalty 5193.538985 = -5791083.352163 nChanged 1589 SP:Iteration 8Q (17125.960000 sec): 3 clusters Score: Raw -5797027.195626 + Penalty 5193.538985 = -5791833.656642 nChanged 1553 SP:Iteration 9Q (17126.410000 sec): 3 clusters Score: Raw -5797768.282955 + Penalty 5193.538985 = -5792574.743971 nChanged 1528 SP:Iteration 10Q (17126.840000 sec): 3 clusters Score: Raw -5798582.826287 + Penalty 5193.538985 = -5793389.287302 nChanged 1569 SP:Iteration 11Q (17127.290000 sec): 3 clusters Score: Raw -5799395.365919 + Penalty 5193.538985 = -5794201.826934 nChanged 1411 SP:Iteration 12Q (17127.830000 sec): 3 clusters Score: Raw -5800064.193663 + Penalty 5193.538985 = -5794870.654679 nChanged 1187 SP:Iteration 13Q (17128.340000 sec): 3 clusters Score: Raw -5800517.566821 + Penalty 5193.538985 = -5795324.027836 nChanged 907 SP:Iteration 14Q (17128.780000 sec): 3 clusters Score: Raw -5800819.012531 + Penalty 5193.538985 = -5795625.473546 nChanged 756 SP:Iteration 15Q (17129.180000 sec): 3 clusters Score: Raw -5801045.993225 + Penalty 5193.538985 = -5795852.454241 nChanged 649 SP:Iteration 16Q (17129.620000 sec): 3 clusters Score: Raw -5801233.053788 + Penalty 5193.538985 = -5796039.514804 nChanged 558 SP:Iteration 17Q (17130.020000 sec): 3 clusters Score: Raw -5801393.896819 + Penalty 5193.538985 = -5796200.357835 nChanged 532 SP:Iteration 18Q (17130.440000 sec): 3 clusters Score: Raw -5801562.786553 + Penalty 5193.538985 = -5796369.247569 nChanged 542 SP:Iteration 19Q (17130.830000 sec): 3 clusters Score: Raw -5801763.103970 + Penalty 5193.538985 = -5796569.564985 nChanged 617 SP:Iteration 20F (17131.280000 sec): 3 clusters Score: Raw -5802008.686124 + Penalty 5193.538985 = -5796815.147139 nChanged 610 SP:Iteration 21Q (17131.710000 sec): 3 clusters Score: Raw -5802261.754471 + Penalty 5193.538985 = -5797068.215486 nChanged 632 SP:Iteration 22Q (17132.160000 sec): 3 clusters Score: Raw -5802539.282663 + Penalty 5193.538985 = -5797345.743678 nChanged 649 SP:Iteration 23Q (17132.610000 sec): 3 clusters Score: Raw -5802875.733987 + Penalty 5193.538985 = -5797682.195002 nChanged 734 SP:Iteration 24Q (17133.070000 sec): 3 clusters Score: Raw -5803290.603401 + Penalty 5193.538985 = -5798097.064417 nChanged 734 SP:Iteration 25Q (17133.510000 sec): 3 clusters Score: Raw -5803711.050942 + Penalty 5193.538985 = -5798517.511958 nChanged 626 SP:Iteration 26Q (17133.990000 sec): 3 clusters Score: Raw -5804053.026114 + Penalty 5193.538985 = -5798859.487130 nChanged 576 SP:Iteration 27Q (17134.430000 sec): 3 clusters Score: Raw -5804333.990757 + Penalty 5193.538985 = -5799140.451773 nChanged 482 SP:Iteration 28Q (17134.850000 sec): 3 clusters Score: Raw -5804549.940736 + Penalty 5193.538985 = -5799356.401751 nChanged 403 SP:Iteration 29Q (17135.230000 sec): 3 clusters Score: Raw -5804701.891770 + Penalty 5193.538985 = -5799508.352786 nChanged 379 SP:Iteration 30Q (17135.570000 sec): 3 clusters Score: Raw -5804836.068633 + Penalty 5193.538985 = -5799642.529648 nChanged 348 SP:Iteration 31Q (17135.930000 sec): 3 clusters Score: Raw -5804957.032990 + Penalty 5193.538985 = -5799763.494005 nChanged 318 SP:Iteration 32Q (17136.310000 sec): 3 clusters Score: Raw -5805064.137245 + Penalty 5193.538985 = -5799870.598261 nChanged 259 SP:Iteration 33Q (17136.720000 sec): 3 clusters Score: Raw -5805144.907153 + Penalty 5193.538985 = -5799951.368169 nChanged 253 SP:Iteration 34Q (17137.140000 sec): 3 clusters Score: Raw -5805223.524583 + Penalty 5193.538985 = -5800029.985598 nChanged 230 SP:Iteration 35Q (17137.580000 sec): 3 clusters Score: Raw -5805291.311507 + Penalty 5193.538985 = -5800097.772522 nChanged 219 SP:Iteration 36Q (17138.030000 sec): 3 clusters Score: Raw -5805356.272859 + Penalty 5193.538985 = -5800162.733874 nChanged 205 SP:Iteration 37Q (17138.420000 sec): 3 clusters Score: Raw -5805415.023072 + Penalty 5193.538985 = -5800221.484087 nChanged 199 SP:Iteration 38Q (17138.790000 sec): 3 clusters Score: Raw -5805476.391489 + Penalty 5193.538985 = -5800282.852504 nChanged 177 SP:Iteration 39Q (17139.190000 sec): 3 clusters Score: Raw -5805529.639353 + Penalty 5193.538985 = -5800336.100369 nChanged 151 SP:Iteration 40F (17139.660000 sec): 3 clusters Score: Raw -5805575.797903 + Penalty 5193.538985 = -5800382.258918 nChanged 160 SP:Iteration 41Q (17140.060000 sec): 3 clusters Score: Raw -5805622.457172 + Penalty 5193.538985 = -5800428.918188 nChanged 150 SP:Iteration 42Q (17140.470000 sec): 3 clusters Score: Raw -5805666.242045 + Penalty 5193.538985 = -5800472.703061 nChanged 137 SP:Iteration 43Q (17140.820000 sec): 3 clusters Score: Raw -5805709.436405 + Penalty 5193.538985 = -5800515.897420 nChanged 141 SP:Iteration 44Q (17141.210000 sec): 3 clusters Score: Raw -5805754.514993 + Penalty 5193.538985 = -5800560.976008 nChanged 130 SP:Iteration 45Q (17141.600000 sec): 3 clusters Score: Raw -5805795.605864 + Penalty 5193.538985 = -5800602.066879 nChanged 118 SP:Iteration 46Q (17142.000000 sec): 3 clusters Score: Raw -5805830.028617 + Penalty 5193.538985 = -5800636.489632 nChanged 89 SP:Iteration 47Q (17142.390000 sec): 3 clusters Score: Raw -5805851.180641 + Penalty 5193.538985 = -5800657.641656 nChanged 87 SP:Iteration 48Q (17142.780000 sec): 3 clusters Score: Raw -5805874.459047 + Penalty 5193.538985 = -5800680.920062 nChanged 71 SP:Iteration 49Q (17143.210000 sec): 3 clusters Score: Raw -5805894.109024 + Penalty 5193.538985 = -5800700.570040 nChanged 79 SP:Iteration 50Q (17143.640000 sec): 3 clusters Score: Raw -5805915.788101 + Penalty 5193.538985 = -5800722.249117 nChanged 83 SP:Iteration 51Q (17144.050000 sec): 3 clusters Score: Raw -5805940.593834 + Penalty 5193.538985 = -5800747.054849 nChanged 77 SP:Iteration 52Q (17144.440000 sec): 3 clusters Score: Raw -5805961.698789 + Penalty 5193.538985 = -5800768.159805 nChanged 70 SP:Iteration 53Q (17144.880000 sec): 3 clusters Score: Raw -5805978.794732 + Penalty 5193.538985 = -5800785.255747 nChanged 57 SP:Iteration 54Q (17145.300000 sec): 3 clusters Score: Raw -5805995.577473 + Penalty 5193.538985 = -5800802.038489 nChanged 63 SP:Iteration 55Q (17145.720000 sec): 3 clusters Score: Raw -5806013.727992 + Penalty 5193.538985 = -5800820.189008 nChanged 64 SP:Iteration 56Q (17146.120000 sec): 3 clusters Score: Raw -5806032.960363 + Penalty 5193.538985 = -5800839.421378 nChanged 50 SP:Iteration 57Q (17146.530000 sec): 3 clusters Score: Raw -5806047.383012 + Penalty 5193.538985 = -5800853.844027 nChanged 50 SP:Iteration 58Q (17146.990000 sec): 3 clusters Score: Raw -5806062.316038 + Penalty 5193.538985 = -5800868.777053 nChanged 56 SP:Iteration 59Q (17147.400000 sec): 3 clusters Score: Raw -5806077.646112 + Penalty 5193.538985 = -5800884.107127 nChanged 39 SP:Iteration 60F (17147.820000 sec): 3 clusters Score: Raw -5806086.126105 + Penalty 5193.538985 = -5800892.587120 nChanged 23 SP:Iteration 61Q (17148.240000 sec): 3 clusters Score: Raw -5806091.075889 + Penalty 5193.538985 = -5800897.536904 nChanged 28 SP:Iteration 62Q (17148.610000 sec): 3 clusters Score: Raw -5806099.667567 + Penalty 5193.538985 = -5800906.128582 nChanged 37 SP:Iteration 63Q (17149.010000 sec): 3 clusters Score: Raw -5806109.526296 + Penalty 5193.538985 = -5800915.987312 nChanged 39 SP:Iteration 64Q (17149.400000 sec): 3 clusters Score: Raw -5806119.728948 + Penalty 5193.538985 = -5800926.189964 nChanged 29 SP:Iteration 65Q (17149.800000 sec): 3 clusters Score: Raw -5806126.765516 + Penalty 5193.538985 = -5800933.226531 nChanged 26 SP:Iteration 66Q (17150.220000 sec): 3 clusters Score: Raw -5806131.943478 + Penalty 5193.538985 = -5800938.404494 nChanged 28 SP:Iteration 67Q (17150.590000 sec): 3 clusters Score: Raw -5806138.336918 + Penalty 5193.538985 = -5800944.797934 nChanged 32 SP:Iteration 68Q (17150.960000 sec): 3 clusters Score: Raw -5806146.762556 + Penalty 5193.538985 = -5800953.223571 nChanged 23 SP:Iteration 69Q (17151.340000 sec): 3 clusters Score: Raw -5806152.830467 + Penalty 5193.538985 = -5800959.291483 nChanged 19 SP:Iteration 70Q (17151.760000 sec): 3 clusters Score: Raw -5806157.038308 + Penalty 5193.538985 = -5800963.499323 nChanged 16 SP:Iteration 71Q (17152.120000 sec): 3 clusters Score: Raw -5806160.949163 + Penalty 5193.538985 = -5800967.410179 nChanged 8 SP:Iteration 72Q (17152.510000 sec): 3 clusters Score: Raw -5806162.205366 + Penalty 5193.538985 = -5800968.666382 nChanged 4 SP:Iteration 73Q (17152.880000 sec): 3 clusters Score: Raw -5806162.897613 + Penalty 5193.538985 = -5800969.358629 nChanged 4 SP:Iteration 74Q (17153.300000 sec): 3 clusters Score: Raw -5806163.583667 + Penalty 5193.538985 = -5800970.044682 nChanged 6 SP:Iteration 75Q (17153.730000 sec): 3 clusters Score: Raw -5806164.679017 + Penalty 5193.538985 = -5800971.140033 nChanged 6 SP:Iteration 76Q (17154.110000 sec): 3 clusters Score: Raw -5806165.831002 + Penalty 5193.538985 = -5800972.292017 nChanged 3 SP:Iteration 77Q (17154.460000 sec): 3 clusters Score: Raw -5806166.361638 + Penalty 5193.538985 = -5800972.822653 nChanged 2 SP:Iteration 78Q (17154.880000 sec): 3 clusters Score: Raw -5806166.736607 + Penalty 5193.538985 = -5800973.197622 nChanged 2 SP:Iteration 79Q (17155.280000 sec): 3 clusters Score: Raw -5806167.264407 + Penalty 5193.538985 = -5800973.725422 nChanged 7 SP:Iteration 80F (17155.680000 sec): 3 clusters Score: Raw -5806168.843665 + Penalty 5193.538985 = -5800975.304680 nChanged 8 SP:Iteration 81Q (17156.120000 sec): 3 clusters Score: Raw -5806170.843012 + Penalty 5193.538985 = -5800977.304028 nChanged 6 SP:Iteration 82Q (17156.530000 sec): 3 clusters Score: Raw -5806172.131424 + Penalty 5193.538985 = -5800978.592440 nChanged 5 SP:Iteration 83Q (17156.880000 sec): 3 clusters Score: Raw -5806173.200701 + Penalty 5193.538985 = -5800979.661716 nChanged 4 SP:Iteration 84Q (17157.260000 sec): 3 clusters Score: Raw -5806173.763752 + Penalty 5193.538985 = -5800980.224767 nChanged 5 SP:Iteration 85Q (17157.690000 sec): 3 clusters Score: Raw -5806174.556001 + Penalty 5193.538985 = -5800981.017016 nChanged 4 SP:Iteration 86Q (17158.100000 sec): 3 clusters Score: Raw -5806175.116878 + Penalty 5193.538985 = -5800981.577893 nChanged 2 SP:Iteration 87Q (17158.510000 sec): 3 clusters Score: Raw -5806175.550118 + Penalty 5193.538985 = -5800982.011133 nChanged 1 SP:Iteration 88Q (17158.900000 sec): 3 clusters Score: Raw -5806175.679258 + Penalty 5193.538985 = -5800982.140273 nChanged 0 SP:Iteration 89F (17159.340000 sec): 3 clusters Score: Raw -5806175.679258 + Penalty 5193.538985 = -5800982.140273 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17159.430000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17159.590000 sec): 3 clusters Score: Raw -153162.327381 + Penalty 3389.183739 = -149773.143641 nChanged 248 SP:Iteration 1F (17159.750000 sec): 3 clusters Score: Raw -153561.891467 + Penalty 3389.183739 = -150172.707727 nChanged 72 SP:Iteration 2F (17159.910000 sec): 3 clusters Score: Raw -153821.003907 + Penalty 3389.183739 = -150431.820167 nChanged 69 SP:Iteration 3F (17160.070000 sec): 3 clusters Score: Raw -154101.352531 + Penalty 3389.183739 = -150712.168791 nChanged 61 SP:Iteration 4F (17160.230000 sec): 3 clusters Score: Raw -154273.491012 + Penalty 3389.183739 = -150884.307272 nChanged 43 SP:Iteration 5Q (17160.390000 sec): 3 clusters Score: Raw -154428.362686 + Penalty 3389.183739 = -151039.178947 nChanged 39 SP:Iteration 6Q (17160.550000 sec): 3 clusters Score: Raw -154571.706708 + Penalty 3389.183739 = -151182.522968 nChanged 33 SP:Iteration 7Q (17160.710000 sec): 3 clusters Score: Raw -154662.943702 + Penalty 3389.183739 = -151273.759963 nChanged 19 SP:Iteration 8Q (17160.870000 sec): 3 clusters Score: Raw -154713.690029 + Penalty 3389.183739 = -151324.506289 nChanged 16 SP:Iteration 9Q (17161.030000 sec): 3 clusters Score: Raw -154750.503302 + Penalty 3389.183739 = -151361.319562 nChanged 7 SP:Iteration 10Q (17161.190000 sec): 3 clusters Score: Raw -154769.666336 + Penalty 3389.183739 = -151380.482596 nChanged 4 SP:Iteration 11Q (17161.350000 sec): 3 clusters Score: Raw -154777.290755 + Penalty 3389.183739 = -151388.107016 nChanged 0 SP:Iteration 12F (17161.510000 sec): 3 clusters Score: Raw -154777.290755 + Penalty 3389.183739 = -151388.107016 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17161.590000 sec): 2 clusters Score: Raw -34515.758465 + Penalty 1351.857536 = -33163.900929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17161.750000 sec): 3 clusters Score: Raw -34668.156192 + Penalty 2703.715073 = -31964.441119 nChanged 14 SP:Iteration 1F (17161.910000 sec): 3 clusters Score: Raw -34729.114238 + Penalty 2703.715073 = -32025.399165 nChanged 6 SP:Iteration 2Q (17162.060000 sec): 3 clusters Score: Raw -34765.779822 + Penalty 2703.715073 = -32062.064749 nChanged 2 SP:Iteration 3Q (17162.220000 sec): 3 clusters Score: Raw -34774.784548 + Penalty 2703.715073 = -32071.069475 nChanged 0 SP:Iteration 4F (17162.380000 sec): 3 clusters Score: Raw -34774.784548 + Penalty 2703.715073 = -32071.069475 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17162.460000 sec): 2 clusters Score: Raw -71457.605723 + Penalty 1528.502071 = -69929.103651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17162.650000 sec): 3 clusters Score: Raw -71506.498966 + Penalty 3057.004143 = -68449.494823 nChanged 74 SP:Iteration 1F (17162.800000 sec): 3 clusters Score: Raw -71691.559606 + Penalty 3057.004143 = -68634.555463 nChanged 29 SP:Iteration 2F (17162.960000 sec): 3 clusters Score: Raw -71783.179290 + Penalty 3057.004143 = -68726.175147 nChanged 12 SP:Iteration 3Q (17163.080000 sec): 3 clusters Score: Raw -71821.687755 + Penalty 3057.004143 = -68764.683613 nChanged 10 SP:Iteration 4Q (17163.250000 sec): 3 clusters Score: Raw -71874.589106 + Penalty 3057.004143 = -68817.584963 nChanged 12 SP:Iteration 5Q (17163.420000 sec): 3 clusters Score: Raw -71908.725544 + Penalty 3057.004143 = -68851.721401 nChanged 5 SP:Iteration 6Q (17163.590000 sec): 3 clusters Score: Raw -71924.773083 + Penalty 3057.004143 = -68867.768940 nChanged 1 SP:Iteration 7Q (17163.760000 sec): 3 clusters Score: Raw -71928.532140 + Penalty 3057.004143 = -68871.527997 nChanged 1 SP:Iteration 8Q (17163.920000 sec): 3 clusters Score: Raw -71929.385522 + Penalty 3057.004143 = -68872.381379 nChanged 1 SP:Iteration 9Q (17164.050000 sec): 3 clusters Score: Raw -71935.497902 + Penalty 3057.004143 = -68878.493759 nChanged 3 SP:Iteration 10Q (17164.220000 sec): 3 clusters Score: Raw -71945.166896 + Penalty 3057.004143 = -68888.162753 nChanged 4 SP:Iteration 11Q (17164.340000 sec): 3 clusters Score: Raw -71952.542847 + Penalty 3057.004143 = -68895.538704 nChanged 2 SP:Iteration 12Q (17164.530000 sec): 3 clusters Score: Raw -71956.076893 + Penalty 3057.004143 = -68899.072750 nChanged 1 SP:Iteration 13Q (17164.680000 sec): 3 clusters Score: Raw -71961.917389 + Penalty 3057.004143 = -68904.913246 nChanged 0 SP:Iteration 14F (17164.850000 sec): 3 clusters Score: Raw -71961.917389 + Penalty 3057.004143 = -68904.913246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (16602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17165.090000 sec): 2 clusters Score: Raw -2804307.917014 + Penalty 2409.885055 = -2801898.031958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17165.360000 sec): 3 clusters Score: Raw -2794808.069180 + Penalty 4819.770111 = -2789988.299069 nChanged 7252 SP:Iteration 1F (17165.680000 sec): 3 clusters Score: Raw -2798582.144398 + Penalty 4819.770111 = -2793762.374287 nChanged 920 SP:Iteration 2F (17165.940000 sec): 3 clusters Score: Raw -2798960.491451 + Penalty 4819.770111 = -2794140.721341 nChanged 857 SP:Iteration 3F (17166.170000 sec): 3 clusters Score: Raw -2799360.096279 + Penalty 4819.770111 = -2794540.326169 nChanged 850 SP:Iteration 4F (17166.420000 sec): 3 clusters Score: Raw -2799800.118936 + Penalty 4819.770111 = -2794980.348826 nChanged 934 SP:Iteration 5F (17166.630000 sec): 3 clusters Score: Raw -2800400.731864 + Penalty 4819.770111 = -2795580.961753 nChanged 1062 SP:Iteration 6F (17166.930000 sec): 3 clusters Score: Raw -2801194.382160 + Penalty 4819.770111 = -2796374.612049 nChanged 1109 SP:Iteration 7F (17167.200000 sec): 3 clusters Score: Raw -2802082.477779 + Penalty 4819.770111 = -2797262.707668 nChanged 948 SP:Iteration 8F (17167.550000 sec): 3 clusters Score: Raw -2802861.154614 + Penalty 4819.770111 = -2798041.384503 nChanged 698 SP:Iteration 9Q (17167.870000 sec): 3 clusters Score: Raw -2803508.441409 + Penalty 4819.770111 = -2798688.671298 nChanged 504 SP:Iteration 10Q (17168.130000 sec): 3 clusters Score: Raw -2804006.931381 + Penalty 4819.770111 = -2799187.161270 nChanged 315 SP:Iteration 11Q (17168.390000 sec): 3 clusters Score: Raw -2804277.437587 + Penalty 4819.770111 = -2799457.667477 nChanged 218 SP:Iteration 12Q (17168.670000 sec): 3 clusters Score: Raw -2804425.386116 + Penalty 4819.770111 = -2799605.616005 nChanged 156 SP:Iteration 13Q (17168.940000 sec): 3 clusters Score: Raw -2804522.982115 + Penalty 4819.770111 = -2799703.212004 nChanged 108 SP:Iteration 14Q (17169.250000 sec): 3 clusters Score: Raw -2804576.295776 + Penalty 4819.770111 = -2799756.525665 nChanged 79 SP:Iteration 15Q (17169.510000 sec): 3 clusters Score: Raw -2804616.236896 + Penalty 4819.770111 = -2799796.466786 nChanged 56 SP:Iteration 16Q (17169.770000 sec): 3 clusters Score: Raw -2804642.386570 + Penalty 4819.770111 = -2799822.616459 nChanged 42 SP:Iteration 17Q (17170.070000 sec): 3 clusters Score: Raw -2804658.701619 + Penalty 4819.770111 = -2799838.931509 nChanged 35 SP:Iteration 18Q (17170.310000 sec): 3 clusters Score: Raw -2804671.200039 + Penalty 4819.770111 = -2799851.429929 nChanged 29 SP:Iteration 19Q (17170.630000 sec): 3 clusters Score: Raw -2804681.811287 + Penalty 4819.770111 = -2799862.041177 nChanged 30 SP:Iteration 20F (17170.940000 sec): 3 clusters Score: Raw -2804694.562391 + Penalty 4819.770111 = -2799874.792280 nChanged 26 SP:Iteration 21Q (17171.200000 sec): 3 clusters Score: Raw -2804702.978402 + Penalty 4819.770111 = -2799883.208291 nChanged 24 SP:Iteration 22Q (17171.440000 sec): 3 clusters Score: Raw -2804710.839602 + Penalty 4819.770111 = -2799891.069491 nChanged 17 SP:Iteration 23Q (17171.670000 sec): 3 clusters Score: Raw -2804717.597154 + Penalty 4819.770111 = -2799897.827043 nChanged 13 SP:Iteration 24Q (17171.930000 sec): 3 clusters Score: Raw -2804721.956174 + Penalty 4819.770111 = -2799902.186063 nChanged 12 SP:Iteration 25Q (17172.170000 sec): 3 clusters Score: Raw -2804726.154607 + Penalty 4819.770111 = -2799906.384497 nChanged 9 SP:Iteration 26Q (17172.440000 sec): 3 clusters Score: Raw -2804729.578159 + Penalty 4819.770111 = -2799909.808048 nChanged 9 SP:Iteration 27Q (17172.650000 sec): 3 clusters Score: Raw -2804733.029025 + Penalty 4819.770111 = -2799913.258914 nChanged 5 SP:Iteration 28Q (17172.920000 sec): 3 clusters Score: Raw -2804734.665670 + Penalty 4819.770111 = -2799914.895559 nChanged 8 SP:Iteration 29Q (17173.180000 sec): 3 clusters Score: Raw -2804738.240637 + Penalty 4819.770111 = -2799918.470526 nChanged 8 SP:Iteration 30Q (17173.420000 sec): 3 clusters Score: Raw -2804740.804834 + Penalty 4819.770111 = -2799921.034723 nChanged 6 SP:Iteration 31Q (17173.640000 sec): 3 clusters Score: Raw -2804742.588519 + Penalty 4819.770111 = -2799922.818408 nChanged 4 SP:Iteration 32Q (17173.930000 sec): 3 clusters Score: Raw -2804743.142333 + Penalty 4819.770111 = -2799923.372223 nChanged 1 SP:Iteration 33Q (17174.220000 sec): 3 clusters Score: Raw -2804743.519559 + Penalty 4819.770111 = -2799923.749448 nChanged 0 SP:Iteration 34F (17174.480000 sec): 3 clusters Score: Raw -2804743.519559 + Penalty 4819.770111 = -2799923.749448 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17174.560000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17174.720000 sec): 3 clusters Score: Raw -46464.481373 + Penalty 2851.698921 = -43612.782452 nChanged 49 SP:Iteration 1F (17174.880000 sec): 3 clusters Score: Raw -46690.529607 + Penalty 2851.698921 = -43838.830686 nChanged 12 SP:Iteration 2Q (17175.040000 sec): 3 clusters Score: Raw -46943.342735 + Penalty 2851.698921 = -44091.643814 nChanged 9 SP:Iteration 3Q (17175.200000 sec): 3 clusters Score: Raw -47000.904697 + Penalty 2851.698921 = -44149.205776 nChanged 6 SP:Iteration 4Q (17175.360000 sec): 3 clusters Score: Raw -47059.938588 + Penalty 2851.698921 = -44208.239667 nChanged 3 SP:Iteration 5Q (17175.520000 sec): 3 clusters Score: Raw -47166.262075 + Penalty 2851.698921 = -44314.563154 nChanged 4 SP:Iteration 6Q (17175.680000 sec): 3 clusters Score: Raw -47217.826001 + Penalty 2851.698921 = -44366.127080 nChanged 3 SP:Iteration 7Q (17175.840000 sec): 3 clusters Score: Raw -47330.781856 + Penalty 2851.698921 = -44479.082935 nChanged 1 SP:Iteration 8Q (17176.000000 sec): 3 clusters Score: Raw -47334.196278 + Penalty 2851.698921 = -44482.497357 nChanged 1 SP:Iteration 9Q (17176.160000 sec): 3 clusters Score: Raw -47336.802521 + Penalty 2851.698921 = -44485.103600 nChanged 0 SP:Iteration 10F (17176.320000 sec): 3 clusters Score: Raw -47336.802521 + Penalty 2851.698921 = -44485.103600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17176.420000 sec): 2 clusters Score: Raw -685949.480227 + Penalty 2045.635223 = -683903.845004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17176.580000 sec): 3 clusters Score: Raw -684243.119992 + Penalty 4091.270446 = -680151.849546 nChanged 1383 SP:Iteration 1F (17176.730000 sec): 3 clusters Score: Raw -685117.894576 + Penalty 4091.270446 = -681026.624131 nChanged 292 SP:Iteration 2F (17176.890000 sec): 3 clusters Score: Raw -685351.856279 + Penalty 4091.270446 = -681260.585833 nChanged 192 SP:Iteration 3F (17177.050000 sec): 3 clusters Score: Raw -685507.027441 + Penalty 4091.270446 = -681415.756995 nChanged 157 SP:Iteration 4Q (17177.210000 sec): 3 clusters Score: Raw -685652.197182 + Penalty 4091.270446 = -681560.926736 nChanged 172 SP:Iteration 5Q (17177.370000 sec): 3 clusters Score: Raw -685804.226861 + Penalty 4091.270446 = -681712.956415 nChanged 158 SP:Iteration 6Q (17177.530000 sec): 3 clusters Score: Raw -685962.332839 + Penalty 4091.270446 = -681871.062393 nChanged 193 SP:Iteration 7F (17177.680000 sec): 3 clusters Score: Raw -686142.945049 + Penalty 4091.270446 = -682051.674603 nChanged 195 SP:Iteration 8F (17177.840000 sec): 3 clusters Score: Raw -686341.251825 + Penalty 4091.270446 = -682249.981379 nChanged 191 SP:Iteration 9Q (17178.000000 sec): 3 clusters Score: Raw -686526.150951 + Penalty 4091.270446 = -682434.880505 nChanged 170 SP:Iteration 10Q (17178.160000 sec): 3 clusters Score: Raw -686677.275830 + Penalty 4091.270446 = -682586.005384 nChanged 122 SP:Iteration 11Q (17178.320000 sec): 3 clusters Score: Raw -686774.134182 + Penalty 4091.270446 = -682682.863736 nChanged 94 SP:Iteration 12Q (17178.480000 sec): 3 clusters Score: Raw -686840.443730 + Penalty 4091.270446 = -682749.173284 nChanged 69 SP:Iteration 13Q (17178.630000 sec): 3 clusters Score: Raw -686886.464273 + Penalty 4091.270446 = -682795.193827 nChanged 51 SP:Iteration 14Q (17178.790000 sec): 3 clusters Score: Raw -686911.046867 + Penalty 4091.270446 = -682819.776422 nChanged 21 SP:Iteration 15Q (17178.940000 sec): 3 clusters Score: Raw -686924.310631 + Penalty 4091.270446 = -682833.040185 nChanged 25 SP:Iteration 16Q (17179.100000 sec): 3 clusters Score: Raw -686940.934622 + Penalty 4091.270446 = -682849.664176 nChanged 24 SP:Iteration 17Q (17179.260000 sec): 3 clusters Score: Raw -686953.379045 + Penalty 4091.270446 = -682862.108599 nChanged 18 SP:Iteration 18Q (17179.420000 sec): 3 clusters Score: Raw -686962.188711 + Penalty 4091.270446 = -682870.918266 nChanged 13 SP:Iteration 19Q (17179.580000 sec): 3 clusters Score: Raw -686967.217208 + Penalty 4091.270446 = -682875.946762 nChanged 8 SP:Iteration 20F (17179.730000 sec): 3 clusters Score: Raw -686970.594408 + Penalty 4091.270446 = -682879.323962 nChanged 2 SP:Iteration 21Q (17179.890000 sec): 3 clusters Score: Raw -686971.399072 + Penalty 4091.270446 = -682880.128626 nChanged 2 SP:Iteration 22Q (17180.050000 sec): 3 clusters Score: Raw -686972.230339 + Penalty 4091.270446 = -682880.959893 nChanged 1 SP:Iteration 23Q (17180.260000 sec): 3 clusters Score: Raw -686972.375705 + Penalty 4091.270446 = -682881.105259 nChanged 0 SP:Iteration 24F (17180.490000 sec): 3 clusters Score: Raw -686972.375705 + Penalty 4091.270446 = -682881.105259 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17180.590000 sec): 2 clusters Score: Raw -14550.789512 + Penalty 1239.308644 = -13311.480868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17180.710000 sec): 3 clusters Score: Raw -15109.465812 + Penalty 2478.617288 = -12630.848524 nChanged 23 SP:Iteration 1F (17180.890000 sec): 3 clusters Score: Raw -15260.978992 + Penalty 2478.617288 = -12782.361704 nChanged 5 SP:Iteration 2Q (17181.070000 sec): 3 clusters Score: Raw -15298.402712 + Penalty 2478.617288 = -12819.785424 nChanged 3 SP:Iteration 3Q (17181.220000 sec): 3 clusters Score: Raw -15323.675740 + Penalty 2478.617288 = -12845.058452 nChanged 1 SP:Iteration 4Q (17181.360000 sec): 3 clusters Score: Raw -15328.318312 + Penalty 2478.617288 = -12849.701024 nChanged 0 SP:Iteration 5F (17181.540000 sec): 3 clusters Score: Raw -15328.318312 + Penalty 2478.617288 = -12849.701024 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17181.650000 sec): 2 clusters Score: Raw -31947.905477 + Penalty 1327.260817 = -30620.644660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17181.800000 sec): 3 clusters Score: Raw -32129.197262 + Penalty 2654.521634 = -29474.675628 nChanged 17 SP:Iteration 1F (17181.940000 sec): 3 clusters Score: Raw -32227.532206 + Penalty 2654.521634 = -29573.010572 nChanged 7 SP:Iteration 2Q (17182.090000 sec): 3 clusters Score: Raw -32393.654828 + Penalty 2654.521634 = -29739.133194 nChanged 7 SP:Iteration 3Q (17182.270000 sec): 3 clusters Score: Raw -32423.171455 + Penalty 2654.521634 = -29768.649820 nChanged 4 SP:Iteration 4Q (17182.420000 sec): 3 clusters Score: Raw -32436.115632 + Penalty 2654.521634 = -29781.593997 nChanged 2 SP:Iteration 5Q (17182.590000 sec): 3 clusters Score: Raw -32441.726439 + Penalty 2654.521634 = -29787.204805 nChanged 0 SP:Iteration 6F (17182.780000 sec): 3 clusters Score: Raw -32441.726439 + Penalty 2654.521634 = -29787.204805 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17182.860000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17182.940000 sec): 3 clusters Score: Raw -54165.707321 + Penalty 2894.066126 = -51271.641196 nChanged 40 SP:Iteration 1F (17183.070000 sec): 3 clusters Score: Raw -54272.215967 + Penalty 2894.066126 = -51378.149841 nChanged 9 SP:Iteration 2Q (17183.190000 sec): 3 clusters Score: Raw -54296.208905 + Penalty 2894.066126 = -51402.142779 nChanged 5 SP:Iteration 3Q (17183.360000 sec): 3 clusters Score: Raw -54305.335312 + Penalty 2894.066126 = -51411.269186 nChanged 1 SP:Iteration 4Q (17183.510000 sec): 3 clusters Score: Raw -54307.543307 + Penalty 2894.066126 = -51413.477181 nChanged 2 SP:Iteration 5Q (17183.660000 sec): 3 clusters Score: Raw -54317.875975 + Penalty 2894.066126 = -51423.809850 nChanged 2 SP:Iteration 6Q (17183.790000 sec): 3 clusters Score: Raw -54325.165436 + Penalty 2894.066126 = -51431.099311 nChanged 0 SP:Iteration 7F (17183.930000 sec): 3 clusters Score: Raw -54325.165436 + Penalty 2894.066126 = -51431.099311 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17184.030000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17184.150000 sec): 3 clusters Score: Raw -23163.468585 + Penalty 2495.097209 = -20668.371376 nChanged 14 SP:Iteration 1F (17184.270000 sec): 3 clusters Score: Raw -23255.967370 + Penalty 2495.097209 = -20760.870161 nChanged 2 SP:Iteration 2Q (17184.370000 sec): 3 clusters Score: Raw -23262.797626 + Penalty 2495.097209 = -20767.700417 nChanged 0 SP:Iteration 3F (17184.490000 sec): 3 clusters Score: Raw -23262.797626 + Penalty 2495.097209 = -20767.700417 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17185.210000 sec): 2 clusters Score: Raw -17748202.853861 + Penalty 2861.580785 = -17745341.273077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17186.210000 sec): 3 clusters Score: Raw -17682354.771203 + Penalty 5723.161570 = -17676631.609633 nChanged 48666 SP:Iteration 1F (17187.070000 sec): 3 clusters Score: Raw -17710444.167809 + Penalty 5723.161570 = -17704721.006239 nChanged 3626 SP:Iteration 2Q (17188.080000 sec): 3 clusters Score: Raw -17711488.420298 + Penalty 5723.161570 = -17705765.258728 nChanged 3857 SP:Iteration 3Q (17189.020000 sec): 3 clusters Score: Raw -17712837.697781 + Penalty 5723.161570 = -17707114.536211 nChanged 4482 SP:Iteration 4Q (17190.150000 sec): 3 clusters Score: Raw -17714896.245898 + Penalty 5723.161570 = -17709173.084328 nChanged 5322 SP:Iteration 5F (17191.140000 sec): 3 clusters Score: Raw -17718057.336622 + Penalty 5723.161570 = -17712334.175052 nChanged 6335 SP:Iteration 6F (17192.070000 sec): 3 clusters Score: Raw -17722518.925730 + Penalty 5723.161570 = -17716795.764160 nChanged 7086 SP:Iteration 7F (17192.880000 sec): 3 clusters Score: Raw -17728156.237411 + Penalty 5723.161570 = -17722433.075841 nChanged 7094 SP:Iteration 8F (17193.850000 sec): 3 clusters Score: Raw -17734300.735795 + Penalty 5723.161570 = -17728577.574225 nChanged 6129 SP:Iteration 9F (17194.790000 sec): 3 clusters Score: Raw -17739653.422883 + Penalty 5723.161570 = -17733930.261313 nChanged 4509 SP:Iteration 10Q (17195.640000 sec): 3 clusters Score: Raw -17743573.456082 + Penalty 5723.161570 = -17737850.294512 nChanged 2849 SP:Iteration 11Q (17196.470000 sec): 3 clusters Score: Raw -17745942.545776 + Penalty 5723.161570 = -17740219.384206 nChanged 1548 SP:Iteration 12Q (17197.290000 sec): 3 clusters Score: Raw -17747189.603687 + Penalty 5723.161570 = -17741466.442117 nChanged 798 SP:Iteration 13Q (17198.100000 sec): 3 clusters Score: Raw -17747804.041180 + Penalty 5723.161570 = -17742080.879610 nChanged 401 SP:Iteration 14Q (17198.880000 sec): 3 clusters Score: Raw -17748112.822292 + Penalty 5723.161570 = -17742389.660722 nChanged 213 SP:Iteration 15Q (17199.710000 sec): 3 clusters Score: Raw -17748294.562620 + Penalty 5723.161570 = -17742571.401050 nChanged 137 SP:Iteration 16Q (17200.580000 sec): 3 clusters Score: Raw -17748413.458460 + Penalty 5723.161570 = -17742690.296890 nChanged 90 SP:Iteration 17Q (17201.440000 sec): 3 clusters Score: Raw -17748494.700264 + Penalty 5723.161570 = -17742771.538695 nChanged 70 SP:Iteration 18Q (17202.310000 sec): 3 clusters Score: Raw -17748548.486081 + Penalty 5723.161570 = -17742825.324511 nChanged 36 SP:Iteration 19Q (17203.220000 sec): 3 clusters Score: Raw -17748574.705333 + Penalty 5723.161570 = -17742851.543763 nChanged 29 SP:Iteration 20F (17204.050000 sec): 3 clusters Score: Raw -17748596.580805 + Penalty 5723.161570 = -17742873.419235 nChanged 29 SP:Iteration 21Q (17204.920000 sec): 3 clusters Score: Raw -17748617.125214 + Penalty 5723.161570 = -17742893.963644 nChanged 26 SP:Iteration 22Q (17205.690000 sec): 3 clusters Score: Raw -17748636.258104 + Penalty 5723.161570 = -17742913.096534 nChanged 22 SP:Iteration 23Q (17206.460000 sec): 3 clusters Score: Raw -17748656.748012 + Penalty 5723.161570 = -17742933.586442 nChanged 23 SP:Iteration 24Q (17207.240000 sec): 3 clusters Score: Raw -17748678.382007 + Penalty 5723.161570 = -17742955.220437 nChanged 29 SP:Iteration 25Q (17208.010000 sec): 3 clusters Score: Raw -17748706.004175 + Penalty 5723.161570 = -17742982.842605 nChanged 31 SP:Iteration 26Q (17208.760000 sec): 3 clusters Score: Raw -17748731.655473 + Penalty 5723.161570 = -17743008.493903 nChanged 19 SP:Iteration 27Q (17209.490000 sec): 3 clusters Score: Raw -17748748.917258 + Penalty 5723.161570 = -17743025.755689 nChanged 20 SP:Iteration 28Q (17210.290000 sec): 3 clusters Score: Raw -17748764.714062 + Penalty 5723.161570 = -17743041.552492 nChanged 15 SP:Iteration 29Q (17211.130000 sec): 3 clusters Score: Raw -17748775.946088 + Penalty 5723.161570 = -17743052.784518 nChanged 10 SP:Iteration 30Q (17211.920000 sec): 3 clusters Score: Raw -17748781.930614 + Penalty 5723.161570 = -17743058.769045 nChanged 7 SP:Iteration 31Q (17212.850000 sec): 3 clusters Score: Raw -17748784.861639 + Penalty 5723.161570 = -17743061.700069 nChanged 5 SP:Iteration 32Q (17213.710000 sec): 3 clusters Score: Raw -17748788.277696 + Penalty 5723.161570 = -17743065.116126 nChanged 2 SP:Iteration 33Q (17214.550000 sec): 3 clusters Score: Raw -17748790.594639 + Penalty 5723.161570 = -17743067.433069 nChanged 3 SP:Iteration 34Q (17215.250000 sec): 3 clusters Score: Raw -17748792.657959 + Penalty 5723.161570 = -17743069.496390 nChanged 1 SP:Iteration 35Q (17216.070000 sec): 3 clusters Score: Raw -17748793.659294 + Penalty 5723.161570 = -17743070.497724 nChanged 2 SP:Iteration 36Q (17216.900000 sec): 3 clusters Score: Raw -17748794.847957 + Penalty 5723.161570 = -17743071.686387 nChanged 4 SP:Iteration 37Q (17217.660000 sec): 3 clusters Score: Raw -17748797.376278 + Penalty 5723.161570 = -17743074.214708 nChanged 4 SP:Iteration 38Q (17218.480000 sec): 3 clusters Score: Raw -17748800.157358 + Penalty 5723.161570 = -17743076.995788 nChanged 6 SP:Iteration 39Q (17219.260000 sec): 3 clusters Score: Raw -17748805.532683 + Penalty 5723.161570 = -17743082.371113 nChanged 5 SP:Iteration 40F (17220.140000 sec): 3 clusters Score: Raw -17748808.632617 + Penalty 5723.161570 = -17743085.471048 nChanged 4 SP:Iteration 41Q (17220.960000 sec): 3 clusters Score: Raw -17748811.217233 + Penalty 5723.161570 = -17743088.055663 nChanged 0 SP:Iteration 42F (17221.900000 sec): 3 clusters Score: Raw -17748811.217233 + Penalty 5723.161570 = -17743088.055663 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17222.090000 sec): 2 clusters Score: Raw -1684096.874646 + Penalty 2283.170423 = -1681813.704223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17222.360000 sec): 3 clusters Score: Raw -1678758.127282 + Penalty 4566.340846 = -1674191.786436 nChanged 4052 SP:Iteration 1F (17222.660000 sec): 3 clusters Score: Raw -1680939.111312 + Penalty 4566.340846 = -1676372.770466 nChanged 695 SP:Iteration 2F (17222.890000 sec): 3 clusters Score: Raw -1681332.838469 + Penalty 4566.340846 = -1676766.497623 nChanged 555 SP:Iteration 3F (17223.130000 sec): 3 clusters Score: Raw -1681678.661502 + Penalty 4566.340846 = -1677112.320656 nChanged 500 SP:Iteration 4F (17223.360000 sec): 3 clusters Score: Raw -1682026.639148 + Penalty 4566.340846 = -1677460.298302 nChanged 502 SP:Iteration 5F (17223.560000 sec): 3 clusters Score: Raw -1682445.809567 + Penalty 4566.340846 = -1677879.468721 nChanged 582 SP:Iteration 6F (17223.780000 sec): 3 clusters Score: Raw -1682925.245239 + Penalty 4566.340846 = -1678358.904393 nChanged 631 SP:Iteration 7F (17224.000000 sec): 3 clusters Score: Raw -1683446.446196 + Penalty 4566.340846 = -1678880.105350 nChanged 657 SP:Iteration 8F (17224.220000 sec): 3 clusters Score: Raw -1683955.825699 + Penalty 4566.340846 = -1679389.484853 nChanged 607 SP:Iteration 9F (17224.440000 sec): 3 clusters Score: Raw -1684406.394972 + Penalty 4566.340846 = -1679840.054126 nChanged 505 SP:Iteration 10F (17224.660000 sec): 3 clusters Score: Raw -1684770.408360 + Penalty 4566.340846 = -1680204.067514 nChanged 387 SP:Iteration 11Q (17224.840000 sec): 3 clusters Score: Raw -1685007.761024 + Penalty 4566.340846 = -1680441.420178 nChanged 283 SP:Iteration 12Q (17225.020000 sec): 3 clusters Score: Raw -1685155.667767 + Penalty 4566.340846 = -1680589.326922 nChanged 182 SP:Iteration 13Q (17225.200000 sec): 3 clusters Score: Raw -1685232.808152 + Penalty 4566.340846 = -1680666.467306 nChanged 131 SP:Iteration 14Q (17225.430000 sec): 3 clusters Score: Raw -1685289.735695 + Penalty 4566.340846 = -1680723.394849 nChanged 115 SP:Iteration 15Q (17225.650000 sec): 3 clusters Score: Raw -1685333.653584 + Penalty 4566.340846 = -1680767.312738 nChanged 86 SP:Iteration 16Q (17225.930000 sec): 3 clusters Score: Raw -1685361.422993 + Penalty 4566.340846 = -1680795.082147 nChanged 75 SP:Iteration 17Q (17226.110000 sec): 3 clusters Score: Raw -1685384.665167 + Penalty 4566.340846 = -1680818.324321 nChanged 59 SP:Iteration 18Q (17226.340000 sec): 3 clusters Score: Raw -1685401.741379 + Penalty 4566.340846 = -1680835.400533 nChanged 42 SP:Iteration 19Q (17226.520000 sec): 3 clusters Score: Raw -1685414.097564 + Penalty 4566.340846 = -1680847.756718 nChanged 51 SP:Iteration 20F (17226.760000 sec): 3 clusters Score: Raw -1685427.717273 + Penalty 4566.340846 = -1680861.376427 nChanged 43 SP:Iteration 21Q (17227.020000 sec): 3 clusters Score: Raw -1685439.103262 + Penalty 4566.340846 = -1680872.762416 nChanged 37 SP:Iteration 22Q (17227.220000 sec): 3 clusters Score: Raw -1685448.485633 + Penalty 4566.340846 = -1680882.144788 nChanged 36 SP:Iteration 23Q (17227.430000 sec): 3 clusters Score: Raw -1685458.960042 + Penalty 4566.340846 = -1680892.619196 nChanged 30 SP:Iteration 24Q (17227.650000 sec): 3 clusters Score: Raw -1685466.015667 + Penalty 4566.340846 = -1680899.674821 nChanged 20 SP:Iteration 25Q (17227.840000 sec): 3 clusters Score: Raw -1685471.827003 + Penalty 4566.340846 = -1680905.486157 nChanged 26 SP:Iteration 26Q (17228.080000 sec): 3 clusters Score: Raw -1685477.945027 + Penalty 4566.340846 = -1680911.604181 nChanged 32 SP:Iteration 27Q (17228.280000 sec): 3 clusters Score: Raw -1685485.806421 + Penalty 4566.340846 = -1680919.465575 nChanged 30 SP:Iteration 28Q (17228.550000 sec): 3 clusters Score: Raw -1685495.405794 + Penalty 4566.340846 = -1680929.064948 nChanged 37 SP:Iteration 29Q (17228.780000 sec): 3 clusters Score: Raw -1685506.689462 + Penalty 4566.340846 = -1680940.348616 nChanged 31 SP:Iteration 30Q (17229.110000 sec): 3 clusters Score: Raw -1685515.522239 + Penalty 4566.340846 = -1680949.181393 nChanged 32 SP:Iteration 31Q (17229.280000 sec): 3 clusters Score: Raw -1685524.801480 + Penalty 4566.340846 = -1680958.460634 nChanged 34 SP:Iteration 32Q (17229.540000 sec): 3 clusters Score: Raw -1685535.086750 + Penalty 4566.340846 = -1680968.745904 nChanged 34 SP:Iteration 33Q (17229.750000 sec): 3 clusters Score: Raw -1685545.431447 + Penalty 4566.340846 = -1680979.090601 nChanged 34 SP:Iteration 34Q (17230.000000 sec): 3 clusters Score: Raw -1685555.604863 + Penalty 4566.340846 = -1680989.264018 nChanged 30 SP:Iteration 35Q (17230.220000 sec): 3 clusters Score: Raw -1685564.765628 + Penalty 4566.340846 = -1680998.424783 nChanged 38 SP:Iteration 36Q (17230.490000 sec): 3 clusters Score: Raw -1685577.149557 + Penalty 4566.340846 = -1681010.808711 nChanged 35 SP:Iteration 37Q (17230.740000 sec): 3 clusters Score: Raw -1685591.763064 + Penalty 4566.340846 = -1681025.422218 nChanged 37 SP:Iteration 38Q (17230.890000 sec): 3 clusters Score: Raw -1685605.987213 + Penalty 4566.340846 = -1681039.646367 nChanged 33 SP:Iteration 39Q (17231.100000 sec): 3 clusters Score: Raw -1685616.327177 + Penalty 4566.340846 = -1681049.986331 nChanged 30 SP:Iteration 40F (17231.330000 sec): 3 clusters Score: Raw -1685625.348135 + Penalty 4566.340846 = -1681059.007289 nChanged 34 SP:Iteration 41Q (17231.660000 sec): 3 clusters Score: Raw -1685635.662538 + Penalty 4566.340846 = -1681069.321692 nChanged 36 SP:Iteration 42Q (17231.900000 sec): 3 clusters Score: Raw -1685647.908067 + Penalty 4566.340846 = -1681081.567222 nChanged 33 SP:Iteration 43Q (17232.100000 sec): 3 clusters Score: Raw -1685658.490363 + Penalty 4566.340846 = -1681092.149517 nChanged 25 SP:Iteration 44Q (17232.410000 sec): 3 clusters Score: Raw -1685666.820553 + Penalty 4566.340846 = -1681100.479707 nChanged 20 SP:Iteration 45Q (17232.680000 sec): 3 clusters Score: Raw -1685672.997134 + Penalty 4566.340846 = -1681106.656288 nChanged 14 SP:Iteration 46Q (17232.920000 sec): 3 clusters Score: Raw -1685677.977509 + Penalty 4566.340846 = -1681111.636663 nChanged 8 SP:Iteration 47Q (17233.140000 sec): 3 clusters Score: Raw -1685680.195210 + Penalty 4566.340846 = -1681113.854365 nChanged 6 SP:Iteration 48Q (17233.390000 sec): 3 clusters Score: Raw -1685681.363712 + Penalty 4566.340846 = -1681115.022866 nChanged 6 SP:Iteration 49Q (17233.630000 sec): 3 clusters Score: Raw -1685683.550736 + Penalty 4566.340846 = -1681117.209890 nChanged 8 SP:Iteration 50Q (17233.910000 sec): 3 clusters Score: Raw -1685685.748126 + Penalty 4566.340846 = -1681119.407280 nChanged 6 SP:Iteration 51Q (17234.130000 sec): 3 clusters Score: Raw -1685687.216119 + Penalty 4566.340846 = -1681120.875273 nChanged 3 SP:Iteration 52Q (17234.380000 sec): 3 clusters Score: Raw -1685687.917785 + Penalty 4566.340846 = -1681121.576939 nChanged 0 SP:Iteration 53F (17234.600000 sec): 3 clusters Score: Raw -1685687.917785 + Penalty 4566.340846 = -1681121.576939 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17234.720000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17234.870000 sec): 3 clusters Score: Raw -41366.567191 + Penalty 2771.275335 = -38595.291856 nChanged 28 SP:Iteration 1F (17234.980000 sec): 3 clusters Score: Raw -41473.653595 + Penalty 2771.275335 = -38702.378261 nChanged 12 SP:Iteration 2Q (17235.120000 sec): 3 clusters Score: Raw -41654.160812 + Penalty 2771.275335 = -38882.885478 nChanged 8 SP:Iteration 3Q (17235.340000 sec): 3 clusters Score: Raw -42075.153273 + Penalty 2771.275335 = -39303.877938 nChanged 24 SP:Iteration 4F (17235.460000 sec): 3 clusters Score: Raw -42201.548346 + Penalty 2771.275335 = -39430.273011 nChanged 11 SP:Iteration 5Q (17235.630000 sec): 3 clusters Score: Raw -42259.351468 + Penalty 2771.275335 = -39488.076134 nChanged 8 SP:Iteration 6Q (17235.840000 sec): 3 clusters Score: Raw -42296.339316 + Penalty 2771.275335 = -39525.063981 nChanged 5 SP:Iteration 7Q (17236.010000 sec): 3 clusters Score: Raw -42327.471304 + Penalty 2771.275335 = -39556.195969 nChanged 3 SP:Iteration 8Q (17236.140000 sec): 3 clusters Score: Raw -42344.636185 + Penalty 2771.275335 = -39573.360851 nChanged 2 SP:Iteration 9Q (17236.270000 sec): 3 clusters Score: Raw -42359.568303 + Penalty 2771.275335 = -39588.292969 nChanged 4 SP:Iteration 10Q (17236.400000 sec): 3 clusters Score: Raw -42382.700209 + Penalty 2771.275335 = -39611.424874 nChanged 2 SP:Iteration 11Q (17236.540000 sec): 3 clusters Score: Raw -42395.275493 + Penalty 2771.275335 = -39624.000159 nChanged 2 SP:Iteration 12Q (17236.670000 sec): 3 clusters Score: Raw -42410.932944 + Penalty 2771.275335 = -39639.657609 nChanged 1 SP:Iteration 13Q (17236.840000 sec): 3 clusters Score: Raw -42420.655767 + Penalty 2771.275335 = -39649.380432 nChanged 0 SP:Iteration 14F (17237.030000 sec): 3 clusters Score: Raw -42420.655767 + Penalty 2771.275335 = -39649.380432 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17237.160000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17237.310000 sec): 3 clusters Score: Raw -94965.987589 + Penalty 3166.219291 = -91799.768298 nChanged 108 SP:Iteration 1F (17237.480000 sec): 3 clusters Score: Raw -95160.983869 + Penalty 3166.219291 = -91994.764578 nChanged 33 SP:Iteration 2F (17237.730000 sec): 3 clusters Score: Raw -95230.593859 + Penalty 3166.219291 = -92064.374569 nChanged 8 SP:Iteration 3Q (17237.930000 sec): 3 clusters Score: Raw -95247.001478 + Penalty 3166.219291 = -92080.782187 nChanged 1 SP:Iteration 4Q (17238.020000 sec): 3 clusters Score: Raw -95247.698575 + Penalty 3166.219291 = -92081.479284 nChanged 2 SP:Iteration 5Q (17238.190000 sec): 3 clusters Score: Raw -95251.276426 + Penalty 3166.219291 = -92085.057135 nChanged 0 SP:Iteration 6F (17238.310000 sec): 3 clusters Score: Raw -95251.276426 + Penalty 3166.219291 = -92085.057135 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (81476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17238.910000 sec): 2 clusters Score: Raw -13851672.856410 + Penalty 2804.399817 = -13848868.456593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17239.580000 sec): 3 clusters Score: Raw -13800046.281781 + Penalty 5608.799634 = -13794437.482148 nChanged 38287 SP:Iteration 1F (17240.300000 sec): 3 clusters Score: Raw -13821645.810408 + Penalty 5608.799634 = -13816037.010775 nChanged 2918 SP:Iteration 2Q (17241.070000 sec): 3 clusters Score: Raw -13822473.712156 + Penalty 5608.799634 = -13816864.912522 nChanged 3250 SP:Iteration 3Q (17241.740000 sec): 3 clusters Score: Raw -13823591.179461 + Penalty 5608.799634 = -13817982.379828 nChanged 4035 SP:Iteration 4Q (17242.440000 sec): 3 clusters Score: Raw -13825391.635500 + Penalty 5608.799634 = -13819782.835867 nChanged 5067 SP:Iteration 5F (17243.100000 sec): 3 clusters Score: Raw -13828354.812528 + Penalty 5608.799634 = -13822746.012894 nChanged 6294 SP:Iteration 6F (17243.800000 sec): 3 clusters Score: Raw -13833063.099302 + Penalty 5608.799634 = -13827454.299668 nChanged 6989 SP:Iteration 7F (17244.510000 sec): 3 clusters Score: Raw -13839426.994153 + Penalty 5608.799634 = -13833818.194520 nChanged 6112 SP:Iteration 8F (17245.190000 sec): 3 clusters Score: Raw -13845532.531346 + Penalty 5608.799634 = -13839923.731712 nChanged 3943 SP:Iteration 9Q (17245.900000 sec): 3 clusters Score: Raw -13849459.778588 + Penalty 5608.799634 = -13843850.978954 nChanged 1787 SP:Iteration 10Q (17246.610000 sec): 3 clusters Score: Raw -13851195.214314 + Penalty 5608.799634 = -13845586.414681 nChanged 632 SP:Iteration 11Q (17247.290000 sec): 3 clusters Score: Raw -13851949.060469 + Penalty 5608.799634 = -13846340.260835 nChanged 275 SP:Iteration 12Q (17247.860000 sec): 3 clusters Score: Raw -13852312.039776 + Penalty 5608.799634 = -13846703.240142 nChanged 170 SP:Iteration 13Q (17248.560000 sec): 3 clusters Score: Raw -13852481.724876 + Penalty 5608.799634 = -13846872.925243 nChanged 147 SP:Iteration 14Q (17249.210000 sec): 3 clusters Score: Raw -13852573.840102 + Penalty 5608.799634 = -13846965.040469 nChanged 92 SP:Iteration 15Q (17249.970000 sec): 3 clusters Score: Raw -13852621.450646 + Penalty 5608.799634 = -13847012.651012 nChanged 54 SP:Iteration 16Q (17250.660000 sec): 3 clusters Score: Raw -13852639.391155 + Penalty 5608.799634 = -13847030.591521 nChanged 26 SP:Iteration 17Q (17251.350000 sec): 3 clusters Score: Raw -13852649.543749 + Penalty 5608.799634 = -13847040.744115 nChanged 23 SP:Iteration 18Q (17251.920000 sec): 3 clusters Score: Raw -13852657.854708 + Penalty 5608.799634 = -13847049.055074 nChanged 10 SP:Iteration 19Q (17252.530000 sec): 3 clusters Score: Raw -13852661.382775 + Penalty 5608.799634 = -13847052.583142 nChanged 12 SP:Iteration 20F (17253.270000 sec): 3 clusters Score: Raw -13852665.423065 + Penalty 5608.799634 = -13847056.623431 nChanged 9 SP:Iteration 21Q (17253.930000 sec): 3 clusters Score: Raw -13852669.280418 + Penalty 5608.799634 = -13847060.480784 nChanged 13 SP:Iteration 22Q (17254.620000 sec): 3 clusters Score: Raw -13852674.381205 + Penalty 5608.799634 = -13847065.581572 nChanged 15 SP:Iteration 23Q (17255.220000 sec): 3 clusters Score: Raw -13852679.375767 + Penalty 5608.799634 = -13847070.576133 nChanged 5 SP:Iteration 24Q (17255.850000 sec): 3 clusters Score: Raw -13852680.649437 + Penalty 5608.799634 = -13847071.849803 nChanged 5 SP:Iteration 25Q (17256.630000 sec): 3 clusters Score: Raw -13852682.723666 + Penalty 5608.799634 = -13847073.924033 nChanged 4 SP:Iteration 26Q (17257.230000 sec): 3 clusters Score: Raw -13852683.916033 + Penalty 5608.799634 = -13847075.116400 nChanged 4 SP:Iteration 27Q (17257.850000 sec): 3 clusters Score: Raw -13852685.474060 + Penalty 5608.799634 = -13847076.674426 nChanged 2 SP:Iteration 28Q (17258.500000 sec): 3 clusters Score: Raw -13852686.308243 + Penalty 5608.799634 = -13847077.508609 nChanged 1 SP:Iteration 29Q (17259.130000 sec): 3 clusters Score: Raw -13852686.554477 + Penalty 5608.799634 = -13847077.754844 nChanged 2 SP:Iteration 30Q (17259.750000 sec): 3 clusters Score: Raw -13852686.939309 + Penalty 5608.799634 = -13847078.139675 nChanged 0 SP:Iteration 31F (17260.410000 sec): 3 clusters Score: Raw -13852686.939309 + Penalty 5608.799634 = -13847078.139675 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17260.470000 sec): 2 clusters Score: Raw -49160.291107 + Penalty 1464.529738 = -47695.761369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17260.630000 sec): 3 clusters Score: Raw -49259.804526 + Penalty 2929.059477 = -46330.745050 nChanged 70 SP:Iteration 1F (17260.790000 sec): 3 clusters Score: Raw -49478.762679 + Penalty 2929.059477 = -46549.703202 nChanged 29 SP:Iteration 2F (17260.950000 sec): 3 clusters Score: Raw -49600.530711 + Penalty 2929.059477 = -46671.471234 nChanged 16 SP:Iteration 3Q (17261.110000 sec): 3 clusters Score: Raw -49673.380116 + Penalty 2929.059477 = -46744.320639 nChanged 15 SP:Iteration 4Q (17261.270000 sec): 3 clusters Score: Raw -49727.668215 + Penalty 2929.059477 = -46798.608738 nChanged 5 SP:Iteration 5Q (17261.430000 sec): 3 clusters Score: Raw -49759.916119 + Penalty 2929.059477 = -46830.856642 nChanged 5 SP:Iteration 6Q (17261.590000 sec): 3 clusters Score: Raw -49815.317239 + Penalty 2929.059477 = -46886.257762 nChanged 8 SP:Iteration 7Q (17261.750000 sec): 3 clusters Score: Raw -49884.894332 + Penalty 2929.059477 = -46955.834855 nChanged 5 SP:Iteration 8Q (17261.910000 sec): 3 clusters Score: Raw -49923.832913 + Penalty 2929.059477 = -46994.773436 nChanged 3 SP:Iteration 9Q (17262.070000 sec): 3 clusters Score: Raw -49935.082584 + Penalty 2929.059477 = -47006.023107 nChanged 2 SP:Iteration 10Q (17262.240000 sec): 3 clusters Score: Raw -49941.576500 + Penalty 2929.059477 = -47012.517023 nChanged 3 SP:Iteration 11Q (17262.420000 sec): 3 clusters Score: Raw -49970.613776 + Penalty 2929.059477 = -47041.554300 nChanged 4 SP:Iteration 12Q (17262.580000 sec): 3 clusters Score: Raw -50009.750034 + Penalty 2929.059477 = -47080.690557 nChanged 9 SP:Iteration 13Q (17262.740000 sec): 3 clusters Score: Raw -50167.226794 + Penalty 2929.059477 = -47238.167317 nChanged 8 SP:Iteration 14Q (17262.900000 sec): 3 clusters Score: Raw -50442.171217 + Penalty 2929.059477 = -47513.111740 nChanged 22 SP:Iteration 15F (17263.100000 sec): 3 clusters Score: Raw -50528.642966 + Penalty 2929.059477 = -47599.583489 nChanged 15 SP:Iteration 16Q (17263.260000 sec): 3 clusters Score: Raw -50622.101794 + Penalty 2929.059477 = -47693.042318 nChanged 12 SP:Iteration 17Q (17263.420000 sec): 3 clusters Score: Raw -50674.074806 + Penalty 2929.059477 = -47745.015329 nChanged 6 SP:Iteration 18Q (17263.580000 sec): 3 clusters Score: Raw -50695.512573 + Penalty 2929.059477 = -47766.453097 nChanged 5 SP:Iteration 19Q (17263.730000 sec): 3 clusters Score: Raw -50723.758869 + Penalty 2929.059477 = -47794.699392 nChanged 4 SP:Iteration 20F (17263.890000 sec): 3 clusters Score: Raw -50753.216126 + Penalty 2929.059477 = -47824.156650 nChanged 2 SP:Iteration 21Q (17264.050000 sec): 3 clusters Score: Raw -50796.400180 + Penalty 2929.059477 = -47867.340704 nChanged 4 SP:Iteration 22Q (17264.210000 sec): 3 clusters Score: Raw -50876.114283 + Penalty 2929.059477 = -47947.054806 nChanged 3 SP:Iteration 23Q (17264.350000 sec): 3 clusters Score: Raw -50940.052758 + Penalty 2929.059477 = -48010.993282 nChanged 2 SP:Iteration 24Q (17264.500000 sec): 3 clusters Score: Raw -50959.636438 + Penalty 2929.059477 = -48030.576962 nChanged 2 SP:Iteration 25Q (17264.640000 sec): 3 clusters Score: Raw -50971.967252 + Penalty 2929.059477 = -48042.907775 nChanged 0 SP:Iteration 26F (17264.780000 sec): 3 clusters Score: Raw -50971.967252 + Penalty 2929.059477 = -48042.907775 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17264.840000 sec): 2 clusters Score: Raw -382481.318298 + Penalty 1903.189924 = -380578.128373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17265.070000 sec): 3 clusters Score: Raw -381651.677821 + Penalty 3806.379849 = -377845.297972 nChanged 702 SP:Iteration 1F (17265.280000 sec): 3 clusters Score: Raw -382172.337650 + Penalty 3806.379849 = -378365.957801 nChanged 163 SP:Iteration 2F (17265.460000 sec): 3 clusters Score: Raw -382381.625475 + Penalty 3806.379849 = -378575.245626 nChanged 130 SP:Iteration 3F (17265.650000 sec): 3 clusters Score: Raw -382586.360549 + Penalty 3806.379849 = -378779.980701 nChanged 134 SP:Iteration 4F (17265.830000 sec): 3 clusters Score: Raw -382777.403933 + Penalty 3806.379849 = -378971.024084 nChanged 131 SP:Iteration 5F (17266.020000 sec): 3 clusters Score: Raw -382960.940269 + Penalty 3806.379849 = -379154.560420 nChanged 105 SP:Iteration 6Q (17266.220000 sec): 3 clusters Score: Raw -383108.366483 + Penalty 3806.379849 = -379301.986634 nChanged 87 SP:Iteration 7Q (17266.350000 sec): 3 clusters Score: Raw -383234.936529 + Penalty 3806.379849 = -379428.556680 nChanged 60 SP:Iteration 8Q (17266.470000 sec): 3 clusters Score: Raw -383311.037281 + Penalty 3806.379849 = -379504.657432 nChanged 48 SP:Iteration 9Q (17266.650000 sec): 3 clusters Score: Raw -383365.306213 + Penalty 3806.379849 = -379558.926365 nChanged 35 SP:Iteration 10Q (17266.770000 sec): 3 clusters Score: Raw -383403.499909 + Penalty 3806.379849 = -379597.120060 nChanged 26 SP:Iteration 11Q (17266.930000 sec): 3 clusters Score: Raw -383432.898931 + Penalty 3806.379849 = -379626.519082 nChanged 22 SP:Iteration 12Q (17267.110000 sec): 3 clusters Score: Raw -383458.596984 + Penalty 3806.379849 = -379652.217135 nChanged 22 SP:Iteration 13Q (17267.300000 sec): 3 clusters Score: Raw -383481.883822 + Penalty 3806.379849 = -379675.503973 nChanged 13 SP:Iteration 14Q (17267.470000 sec): 3 clusters Score: Raw -383495.441361 + Penalty 3806.379849 = -379689.061512 nChanged 10 SP:Iteration 15Q (17267.660000 sec): 3 clusters Score: Raw -383505.827785 + Penalty 3806.379849 = -379699.447936 nChanged 6 SP:Iteration 16Q (17267.880000 sec): 3 clusters Score: Raw -383511.304003 + Penalty 3806.379849 = -379704.924154 nChanged 7 SP:Iteration 17Q (17268.030000 sec): 3 clusters Score: Raw -383517.666995 + Penalty 3806.379849 = -379711.287146 nChanged 5 SP:Iteration 18Q (17268.200000 sec): 3 clusters Score: Raw -383521.707076 + Penalty 3806.379849 = -379715.327227 nChanged 1 SP:Iteration 19Q (17268.340000 sec): 3 clusters Score: Raw -383523.094202 + Penalty 3806.379849 = -379716.714353 nChanged 2 SP:Iteration 20F (17268.520000 sec): 3 clusters Score: Raw -383524.532887 + Penalty 3806.379849 = -379718.153038 nChanged 1 SP:Iteration 21Q (17268.670000 sec): 3 clusters Score: Raw -383524.955444 + Penalty 3806.379849 = -379718.575595 nChanged 1 SP:Iteration 22Q (17268.830000 sec): 3 clusters Score: Raw -383525.332078 + Penalty 3806.379849 = -379718.952229 nChanged 0 SP:Iteration 23F (17268.950000 sec): 3 clusters Score: Raw -383525.332078 + Penalty 3806.379849 = -379718.952229 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17269.040000 sec): 2 clusters Score: Raw -96036.505810 + Penalty 1590.537821 = -94445.967989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17269.210000 sec): 3 clusters Score: Raw -95987.437062 + Penalty 3181.075643 = -92806.361420 nChanged 123 SP:Iteration 1F (17269.340000 sec): 3 clusters Score: Raw -96248.434261 + Penalty 3181.075643 = -93067.358618 nChanged 38 SP:Iteration 2F (17269.480000 sec): 3 clusters Score: Raw -96347.530724 + Penalty 3181.075643 = -93166.455081 nChanged 28 SP:Iteration 3Q (17269.600000 sec): 3 clusters Score: Raw -96434.294376 + Penalty 3181.075643 = -93253.218733 nChanged 21 SP:Iteration 4Q (17269.730000 sec): 3 clusters Score: Raw -96496.632971 + Penalty 3181.075643 = -93315.557328 nChanged 20 SP:Iteration 5Q (17269.890000 sec): 3 clusters Score: Raw -96576.177687 + Penalty 3181.075643 = -93395.102044 nChanged 21 SP:Iteration 6Q (17270.020000 sec): 3 clusters Score: Raw -96657.091736 + Penalty 3181.075643 = -93476.016093 nChanged 15 SP:Iteration 7Q (17270.130000 sec): 3 clusters Score: Raw -96694.614482 + Penalty 3181.075643 = -93513.538839 nChanged 17 SP:Iteration 8Q (17270.280000 sec): 3 clusters Score: Raw -96751.608321 + Penalty 3181.075643 = -93570.532679 nChanged 9 SP:Iteration 9Q (17270.460000 sec): 3 clusters Score: Raw -96773.990796 + Penalty 3181.075643 = -93592.915153 nChanged 8 SP:Iteration 10Q (17270.640000 sec): 3 clusters Score: Raw -96800.539422 + Penalty 3181.075643 = -93619.463780 nChanged 10 SP:Iteration 11Q (17270.770000 sec): 3 clusters Score: Raw -96829.517009 + Penalty 3181.075643 = -93648.441366 nChanged 9 SP:Iteration 12Q (17270.910000 sec): 3 clusters Score: Raw -96847.165095 + Penalty 3181.075643 = -93666.089452 nChanged 4 SP:Iteration 13Q (17271.090000 sec): 3 clusters Score: Raw -96852.835732 + Penalty 3181.075643 = -93671.760090 nChanged 6 SP:Iteration 14Q (17271.210000 sec): 3 clusters Score: Raw -96867.118860 + Penalty 3181.075643 = -93686.043217 nChanged 2 SP:Iteration 15Q (17271.390000 sec): 3 clusters Score: Raw -96869.966656 + Penalty 3181.075643 = -93688.891013 nChanged 2 SP:Iteration 16Q (17271.520000 sec): 3 clusters Score: Raw -96874.764026 + Penalty 3181.075643 = -93693.688384 nChanged 3 SP:Iteration 17Q (17271.670000 sec): 3 clusters Score: Raw -96883.962911 + Penalty 3181.075643 = -93702.887268 nChanged 2 SP:Iteration 18Q (17271.800000 sec): 3 clusters Score: Raw -96894.183188 + Penalty 3181.075643 = -93713.107545 nChanged 2 SP:Iteration 19Q (17271.930000 sec): 3 clusters Score: Raw -96897.853840 + Penalty 3181.075643 = -93716.778197 nChanged 0 SP:Iteration 20F (17272.110000 sec): 3 clusters Score: Raw -96899.475173 + Penalty 3181.075643 = -93718.399530 nChanged 1 SP:Iteration 21Q (17272.210000 sec): 3 clusters Score: Raw -96906.287975 + Penalty 3181.075643 = -93725.212333 nChanged 1 SP:Iteration 22Q (17272.420000 sec): 3 clusters Score: Raw -96907.665231 + Penalty 3181.075643 = -93726.589589 nChanged 1 SP:Iteration 23Q (17272.600000 sec): 3 clusters Score: Raw -96909.454220 + Penalty 3181.075643 = -93728.378578 nChanged 1 SP:Iteration 24Q (17272.710000 sec): 3 clusters Score: Raw -96915.901551 + Penalty 3181.075643 = -93734.825909 nChanged 2 SP:Iteration 25Q (17272.870000 sec): 3 clusters Score: Raw -96921.686518 + Penalty 3181.075643 = -93740.610875 nChanged 1 SP:Iteration 26Q (17273.010000 sec): 3 clusters Score: Raw -96923.637968 + Penalty 3181.075643 = -93742.562325 nChanged 1 SP:Iteration 27Q (17273.180000 sec): 3 clusters Score: Raw -96925.293909 + Penalty 3181.075643 = -93744.218266 nChanged 0 SP:Iteration 28F (17273.350000 sec): 3 clusters Score: Raw -96925.293909 + Penalty 3181.075643 = -93744.218266 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17273.470000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17273.670000 sec): 3 clusters Score: Raw -27498.049771 + Penalty 2541.486134 = -24956.563637 nChanged 12 SP:Iteration 1F (17273.770000 sec): 3 clusters Score: Raw -27593.082140 + Penalty 2541.486134 = -25051.596006 nChanged 5 SP:Iteration 2Q (17273.950000 sec): 3 clusters Score: Raw -27617.128317 + Penalty 2541.486134 = -25075.642183 nChanged 3 SP:Iteration 3Q (17274.080000 sec): 3 clusters Score: Raw -27633.779103 + Penalty 2541.486134 = -25092.292969 nChanged 0 SP:Iteration 4F (17274.220000 sec): 3 clusters Score: Raw -27633.779103 + Penalty 2541.486134 = -25092.292969 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17274.270000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17274.390000 sec): 3 clusters Score: Raw -21789.682011 + Penalty 2558.891428 = -19230.790582 nChanged 14 SP:Iteration 1F (17274.580000 sec): 3 clusters Score: Raw -21853.607259 + Penalty 2558.891428 = -19294.715831 nChanged 3 SP:Iteration 2Q (17274.730000 sec): 3 clusters Score: Raw -21868.223130 + Penalty 2558.891428 = -19309.331702 nChanged 0 SP:Iteration 3F (17274.900000 sec): 3 clusters Score: Raw -21868.223130 + Penalty 2558.891428 = -19309.331702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17274.950000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17275.080000 sec): 3 clusters Score: Raw -33795.078490 + Penalty 2690.775209 = -31104.303281 nChanged 23 SP:Iteration 1F (17275.210000 sec): 3 clusters Score: Raw -33956.991512 + Penalty 2690.775209 = -31266.216304 nChanged 7 SP:Iteration 2Q (17275.330000 sec): 3 clusters Score: Raw -34000.403276 + Penalty 2690.775209 = -31309.628067 nChanged 3 SP:Iteration 3Q (17275.460000 sec): 3 clusters Score: Raw -34017.346751 + Penalty 2690.775209 = -31326.571543 nChanged 3 SP:Iteration 4Q (17275.610000 sec): 3 clusters Score: Raw -34034.886982 + Penalty 2690.775209 = -31344.111773 nChanged 1 SP:Iteration 5Q (17275.730000 sec): 3 clusters Score: Raw -34045.206858 + Penalty 2690.775209 = -31354.431650 nChanged 1 SP:Iteration 6Q (17275.870000 sec): 3 clusters Score: Raw -34050.327539 + Penalty 2690.775209 = -31359.552330 nChanged 0 SP:Iteration 7F (17276.010000 sec): 3 clusters Score: Raw -34050.327539 + Penalty 2690.775209 = -31359.552330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17276.130000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17276.260000 sec): 3 clusters Score: Raw -73333.859205 + Penalty 3024.644844 = -70309.214361 nChanged 68 SP:Iteration 1F (17276.450000 sec): 3 clusters Score: Raw -73478.244545 + Penalty 3024.644844 = -70453.599701 nChanged 21 SP:Iteration 2Q (17276.570000 sec): 3 clusters Score: Raw -73522.182691 + Penalty 3024.644844 = -70497.537848 nChanged 5 SP:Iteration 3Q (17276.720000 sec): 3 clusters Score: Raw -73540.957680 + Penalty 3024.644844 = -70516.312836 nChanged 3 SP:Iteration 4Q (17276.850000 sec): 3 clusters Score: Raw -73544.924662 + Penalty 3024.644844 = -70520.279818 nChanged 0 SP:Iteration 5F (17276.990000 sec): 3 clusters Score: Raw -73544.924662 + Penalty 3024.644844 = -70520.279818 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17277.090000 sec): 2 clusters Score: Raw -229051.699285 + Penalty 1810.349747 = -227241.349538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17277.210000 sec): 3 clusters Score: Raw -228673.207908 + Penalty 3620.699494 = -225052.508414 nChanged 443 SP:Iteration 1F (17277.350000 sec): 3 clusters Score: Raw -229418.125769 + Penalty 3620.699494 = -225797.426275 nChanged 142 SP:Iteration 2F (17277.530000 sec): 3 clusters Score: Raw -229673.596619 + Penalty 3620.699494 = -226052.897125 nChanged 78 SP:Iteration 3F (17277.730000 sec): 3 clusters Score: Raw -229790.576091 + Penalty 3620.699494 = -226169.876597 nChanged 61 SP:Iteration 4Q (17277.850000 sec): 3 clusters Score: Raw -229877.528807 + Penalty 3620.699494 = -226256.829313 nChanged 45 SP:Iteration 5Q (17278.010000 sec): 3 clusters Score: Raw -229949.535737 + Penalty 3620.699494 = -226328.836243 nChanged 35 SP:Iteration 6Q (17278.180000 sec): 3 clusters Score: Raw -229996.154196 + Penalty 3620.699494 = -226375.454702 nChanged 26 SP:Iteration 7Q (17278.370000 sec): 3 clusters Score: Raw -230027.714588 + Penalty 3620.699494 = -226407.015094 nChanged 12 SP:Iteration 8Q (17278.550000 sec): 3 clusters Score: Raw -230045.615549 + Penalty 3620.699494 = -226424.916055 nChanged 15 SP:Iteration 9Q (17278.680000 sec): 3 clusters Score: Raw -230072.236437 + Penalty 3620.699494 = -226451.536943 nChanged 16 SP:Iteration 10Q (17278.810000 sec): 3 clusters Score: Raw -230102.420034 + Penalty 3620.699494 = -226481.720541 nChanged 13 SP:Iteration 11Q (17278.970000 sec): 3 clusters Score: Raw -230134.455867 + Penalty 3620.699494 = -226513.756373 nChanged 8 SP:Iteration 12Q (17279.150000 sec): 3 clusters Score: Raw -230145.831493 + Penalty 3620.699494 = -226525.131999 nChanged 4 SP:Iteration 13Q (17279.350000 sec): 3 clusters Score: Raw -230153.289336 + Penalty 3620.699494 = -226532.589842 nChanged 4 SP:Iteration 14Q (17279.460000 sec): 3 clusters Score: Raw -230158.433161 + Penalty 3620.699494 = -226537.733667 nChanged 3 SP:Iteration 15Q (17279.620000 sec): 3 clusters Score: Raw -230163.216283 + Penalty 3620.699494 = -226542.516789 nChanged 3 SP:Iteration 16Q (17279.780000 sec): 3 clusters Score: Raw -230166.903521 + Penalty 3620.699494 = -226546.204028 nChanged 2 SP:Iteration 17Q (17279.940000 sec): 3 clusters Score: Raw -230169.865794 + Penalty 3620.699494 = -226549.166300 nChanged 1 SP:Iteration 18Q (17280.100000 sec): 3 clusters Score: Raw -230170.863767 + Penalty 3620.699494 = -226550.164273 nChanged 1 SP:Iteration 19Q (17280.260000 sec): 3 clusters Score: Raw -230171.451670 + Penalty 3620.699494 = -226550.752176 nChanged 0 SP:Iteration 20F (17280.420000 sec): 3 clusters Score: Raw -230171.451670 + Penalty 3620.699494 = -226550.752176 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17280.520000 sec): 2 clusters Score: Raw -228876.925764 + Penalty 1797.805334 = -227079.120430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17280.710000 sec): 3 clusters Score: Raw -228498.058089 + Penalty 3595.610668 = -224902.447421 nChanged 444 SP:Iteration 1F (17280.850000 sec): 3 clusters Score: Raw -229040.847716 + Penalty 3595.610668 = -225445.237047 nChanged 148 SP:Iteration 2F (17281.010000 sec): 3 clusters Score: Raw -229333.367220 + Penalty 3595.610668 = -225737.756551 nChanged 112 SP:Iteration 3F (17281.170000 sec): 3 clusters Score: Raw -229572.227337 + Penalty 3595.610668 = -225976.616669 nChanged 87 SP:Iteration 4F (17281.330000 sec): 3 clusters Score: Raw -229795.831691 + Penalty 3595.610668 = -226200.221022 nChanged 75 SP:Iteration 5F (17281.490000 sec): 3 clusters Score: Raw -230000.922808 + Penalty 3595.610668 = -226405.312139 nChanged 59 SP:Iteration 6Q (17281.650000 sec): 3 clusters Score: Raw -230105.130236 + Penalty 3595.610668 = -226509.519567 nChanged 41 SP:Iteration 7Q (17281.810000 sec): 3 clusters Score: Raw -230175.691235 + Penalty 3595.610668 = -226580.080567 nChanged 28 SP:Iteration 8Q (17281.970000 sec): 3 clusters Score: Raw -230224.024342 + Penalty 3595.610668 = -226628.413674 nChanged 15 SP:Iteration 9Q (17282.130000 sec): 3 clusters Score: Raw -230254.284566 + Penalty 3595.610668 = -226658.673897 nChanged 12 SP:Iteration 10Q (17282.290000 sec): 3 clusters Score: Raw -230270.961212 + Penalty 3595.610668 = -226675.350544 nChanged 5 SP:Iteration 11Q (17282.450000 sec): 3 clusters Score: Raw -230278.621895 + Penalty 3595.610668 = -226683.011227 nChanged 5 SP:Iteration 12Q (17282.610000 sec): 3 clusters Score: Raw -230285.684993 + Penalty 3595.610668 = -226690.074324 nChanged 8 SP:Iteration 13Q (17282.770000 sec): 3 clusters Score: Raw -230295.385344 + Penalty 3595.610668 = -226699.774676 nChanged 3 SP:Iteration 14Q (17282.930000 sec): 3 clusters Score: Raw -230299.173390 + Penalty 3595.610668 = -226703.562721 nChanged 3 SP:Iteration 15Q (17283.090000 sec): 3 clusters Score: Raw -230300.541816 + Penalty 3595.610668 = -226704.931148 nChanged 0 SP:Iteration 16F (17283.250000 sec): 3 clusters Score: Raw -230300.541816 + Penalty 3595.610668 = -226704.931148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17283.330000 sec): 2 clusters Score: Raw -24211.535018 + Penalty 1345.387604 = -22866.147414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17283.490000 sec): 3 clusters Score: Raw -24686.661396 + Penalty 2690.775209 = -21995.886187 nChanged 49 SP:Iteration 1F (17283.650000 sec): 3 clusters Score: Raw -25002.166548 + Penalty 2690.775209 = -22311.391340 nChanged 16 SP:Iteration 2F (17283.810000 sec): 3 clusters Score: Raw -25113.976554 + Penalty 2690.775209 = -22423.201345 nChanged 6 SP:Iteration 3Q (17283.970000 sec): 3 clusters Score: Raw -25140.618304 + Penalty 2690.775209 = -22449.843096 nChanged 2 SP:Iteration 4Q (17284.130000 sec): 3 clusters Score: Raw -25152.181306 + Penalty 2690.775209 = -22461.406097 nChanged 1 SP:Iteration 5Q (17284.290000 sec): 3 clusters Score: Raw -25155.847355 + Penalty 2690.775209 = -22465.072146 nChanged 0 SP:Iteration 6F (17284.470000 sec): 3 clusters Score: Raw -25155.847355 + Penalty 2690.775209 = -22465.072146 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17284.560000 sec): 2 clusters Score: Raw -25813.860856 + Penalty 1283.685134 = -24530.175722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17284.730000 sec): 3 clusters Score: Raw -26036.547626 + Penalty 2567.370267 = -23469.177358 nChanged 11 SP:Iteration 1F (17284.880000 sec): 3 clusters Score: Raw -26078.582830 + Penalty 2567.370267 = -23511.212562 nChanged 2 SP:Iteration 2Q (17285.020000 sec): 3 clusters Score: Raw -26097.692144 + Penalty 2567.370267 = -23530.321877 nChanged 1 SP:Iteration 3Q (17285.160000 sec): 3 clusters Score: Raw -26112.962745 + Penalty 2567.370267 = -23545.592478 nChanged 0 SP:Iteration 4F (17285.290000 sec): 3 clusters Score: Raw -26112.962745 + Penalty 2567.370267 = -23545.592478 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17285.330000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17285.470000 sec): 3 clusters Score: Raw -106258.271568 + Penalty 3204.888215 = -103053.383352 nChanged 144 SP:Iteration 1F (17285.610000 sec): 3 clusters Score: Raw -106480.700907 + Penalty 3204.888215 = -103275.812691 nChanged 34 SP:Iteration 2F (17285.740000 sec): 3 clusters Score: Raw -106563.194947 + Penalty 3204.888215 = -103358.306732 nChanged 25 SP:Iteration 3Q (17285.920000 sec): 3 clusters Score: Raw -106614.854488 + Penalty 3204.888215 = -103409.966273 nChanged 15 SP:Iteration 4Q (17286.130000 sec): 3 clusters Score: Raw -106640.628704 + Penalty 3204.888215 = -103435.740489 nChanged 10 SP:Iteration 5Q (17286.300000 sec): 3 clusters Score: Raw -106652.686870 + Penalty 3204.888215 = -103447.798655 nChanged 6 SP:Iteration 6Q (17286.430000 sec): 3 clusters Score: Raw -106668.382897 + Penalty 3204.888215 = -103463.494682 nChanged 6 SP:Iteration 7Q (17286.570000 sec): 3 clusters Score: Raw -106685.617427 + Penalty 3204.888215 = -103480.729211 nChanged 6 SP:Iteration 8Q (17286.700000 sec): 3 clusters Score: Raw -106697.660067 + Penalty 3204.888215 = -103492.771852 nChanged 2 SP:Iteration 9Q (17286.830000 sec): 3 clusters Score: Raw -106701.114630 + Penalty 3204.888215 = -103496.226415 nChanged 3 SP:Iteration 10Q (17286.970000 sec): 3 clusters Score: Raw -106704.870246 + Penalty 3204.888215 = -103499.982031 nChanged 1 SP:Iteration 11Q (17287.140000 sec): 3 clusters Score: Raw -106708.409897 + Penalty 3204.888215 = -103503.521681 nChanged 1 SP:Iteration 12Q (17287.270000 sec): 3 clusters Score: Raw -106715.801191 + Penalty 3204.888215 = -103510.912975 nChanged 2 SP:Iteration 13Q (17287.470000 sec): 3 clusters Score: Raw -106730.935351 + Penalty 3204.888215 = -103526.047136 nChanged 3 SP:Iteration 14Q (17287.550000 sec): 3 clusters Score: Raw -106733.586730 + Penalty 3204.888215 = -103528.698515 nChanged 2 SP:Iteration 15Q (17287.680000 sec): 3 clusters Score: Raw -106737.552838 + Penalty 3204.888215 = -103532.664623 nChanged 2 SP:Iteration 16Q (17287.810000 sec): 3 clusters Score: Raw -106740.087066 + Penalty 3204.888215 = -103535.198850 nChanged 1 SP:Iteration 17Q (17287.950000 sec): 3 clusters Score: Raw -106742.337306 + Penalty 3204.888215 = -103537.449090 nChanged 0 SP:Iteration 18F (17288.070000 sec): 3 clusters Score: Raw -106742.337306 + Penalty 3204.888215 = -103537.449090 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17288.150000 sec): 2 clusters Score: Raw -73590.889702 + Penalty 1510.083129 = -72080.806573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17288.280000 sec): 3 clusters Score: Raw -73637.305556 + Penalty 3020.166258 = -70617.139298 nChanged 59 SP:Iteration 1F (17288.410000 sec): 3 clusters Score: Raw -73814.264069 + Penalty 3020.166258 = -70794.097811 nChanged 30 SP:Iteration 2F (17288.610000 sec): 3 clusters Score: Raw -73888.971951 + Penalty 3020.166258 = -70868.805693 nChanged 7 SP:Iteration 3Q (17288.780000 sec): 3 clusters Score: Raw -73908.282952 + Penalty 3020.166258 = -70888.116694 nChanged 2 SP:Iteration 4Q (17288.960000 sec): 3 clusters Score: Raw -73914.237129 + Penalty 3020.166258 = -70894.070871 nChanged 3 SP:Iteration 5Q (17289.100000 sec): 3 clusters Score: Raw -73918.740950 + Penalty 3020.166258 = -70898.574692 nChanged 0 SP:Iteration 6F (17289.310000 sec): 3 clusters Score: Raw -73918.740950 + Penalty 3020.166258 = -70898.574692 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17289.430000 sec): 2 clusters Score: Raw -330366.711477 + Penalty 1891.751719 = -328474.959758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17289.660000 sec): 3 clusters Score: Raw -329628.103019 + Penalty 3783.503439 = -325844.599580 nChanged 673 SP:Iteration 1F (17289.860000 sec): 3 clusters Score: Raw -330324.127152 + Penalty 3783.503439 = -326540.623713 nChanged 224 SP:Iteration 2F (17289.990000 sec): 3 clusters Score: Raw -330695.381297 + Penalty 3783.503439 = -326911.877858 nChanged 163 SP:Iteration 3F (17290.270000 sec): 3 clusters Score: Raw -330964.322968 + Penalty 3783.503439 = -327180.819529 nChanged 124 SP:Iteration 4F (17290.430000 sec): 3 clusters Score: Raw -331157.697934 + Penalty 3783.503439 = -327374.194495 nChanged 90 SP:Iteration 5Q (17290.710000 sec): 3 clusters Score: Raw -331315.268010 + Penalty 3783.503439 = -327531.764571 nChanged 71 SP:Iteration 6Q (17290.940000 sec): 3 clusters Score: Raw -331440.428832 + Penalty 3783.503439 = -327656.925393 nChanged 49 SP:Iteration 7Q (17291.150000 sec): 3 clusters Score: Raw -331486.830539 + Penalty 3783.503439 = -327703.327100 nChanged 21 SP:Iteration 8Q (17291.320000 sec): 3 clusters Score: Raw -331511.643805 + Penalty 3783.503439 = -327728.140366 nChanged 16 SP:Iteration 9Q (17291.440000 sec): 3 clusters Score: Raw -331523.676189 + Penalty 3783.503439 = -327740.172750 nChanged 13 SP:Iteration 10Q (17291.570000 sec): 3 clusters Score: Raw -331536.623112 + Penalty 3783.503439 = -327753.119673 nChanged 13 SP:Iteration 11Q (17291.740000 sec): 3 clusters Score: Raw -331554.936293 + Penalty 3783.503439 = -327771.432854 nChanged 17 SP:Iteration 12Q (17291.910000 sec): 3 clusters Score: Raw -331579.762780 + Penalty 3783.503439 = -327796.259341 nChanged 21 SP:Iteration 13Q (17292.090000 sec): 3 clusters Score: Raw -331601.956048 + Penalty 3783.503439 = -327818.452610 nChanged 21 SP:Iteration 14Q (17292.270000 sec): 3 clusters Score: Raw -331628.524077 + Penalty 3783.503439 = -327845.020638 nChanged 18 SP:Iteration 15Q (17292.450000 sec): 3 clusters Score: Raw -331652.606582 + Penalty 3783.503439 = -327869.103143 nChanged 18 SP:Iteration 16Q (17292.570000 sec): 3 clusters Score: Raw -331681.585516 + Penalty 3783.503439 = -327898.082077 nChanged 18 SP:Iteration 17Q (17292.750000 sec): 3 clusters Score: Raw -331716.143625 + Penalty 3783.503439 = -327932.640186 nChanged 15 SP:Iteration 18Q (17292.950000 sec): 3 clusters Score: Raw -331729.075499 + Penalty 3783.503439 = -327945.572060 nChanged 8 SP:Iteration 19Q (17293.140000 sec): 3 clusters Score: Raw -331734.181307 + Penalty 3783.503439 = -327950.677868 nChanged 1 SP:Iteration 20F (17293.330000 sec): 3 clusters Score: Raw -331735.273300 + Penalty 3783.503439 = -327951.769861 nChanged 1 SP:Iteration 21Q (17293.460000 sec): 3 clusters Score: Raw -331735.950452 + Penalty 3783.503439 = -327952.447014 nChanged 0 SP:Iteration 22F (17293.630000 sec): 3 clusters Score: Raw -331735.950452 + Penalty 3783.503439 = -327952.447014 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17293.810000 sec): 2 clusters Score: Raw -1893819.423306 + Penalty 2303.342585 = -1891516.080721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17294.010000 sec): 3 clusters Score: Raw -1887883.727884 + Penalty 4606.685171 = -1883277.042714 nChanged 4564 SP:Iteration 1F (17294.230000 sec): 3 clusters Score: Raw -1890358.060057 + Penalty 4606.685171 = -1885751.374886 nChanged 697 SP:Iteration 2F (17294.440000 sec): 3 clusters Score: Raw -1890696.747672 + Penalty 4606.685171 = -1886090.062502 nChanged 559 SP:Iteration 3F (17294.670000 sec): 3 clusters Score: Raw -1890995.587868 + Penalty 4606.685171 = -1886388.902697 nChanged 536 SP:Iteration 4Q (17294.970000 sec): 3 clusters Score: Raw -1891277.656950 + Penalty 4606.685171 = -1886670.971779 nChanged 543 SP:Iteration 5F (17295.180000 sec): 3 clusters Score: Raw -1891612.568790 + Penalty 4606.685171 = -1887005.883620 nChanged 578 SP:Iteration 6F (17295.440000 sec): 3 clusters Score: Raw -1891958.713034 + Penalty 4606.685171 = -1887352.027863 nChanged 588 SP:Iteration 7F (17295.660000 sec): 3 clusters Score: Raw -1892311.046651 + Penalty 4606.685171 = -1887704.361480 nChanged 533 SP:Iteration 8Q (17295.920000 sec): 3 clusters Score: Raw -1892639.743959 + Penalty 4606.685171 = -1888033.058789 nChanged 493 SP:Iteration 9Q (17296.120000 sec): 3 clusters Score: Raw -1892901.336383 + Penalty 4606.685171 = -1888294.651212 nChanged 376 SP:Iteration 10Q (17296.340000 sec): 3 clusters Score: Raw -1893064.172485 + Penalty 4606.685171 = -1888457.487315 nChanged 303 SP:Iteration 11Q (17296.580000 sec): 3 clusters Score: Raw -1893182.766150 + Penalty 4606.685171 = -1888576.080979 nChanged 242 SP:Iteration 12Q (17296.810000 sec): 3 clusters Score: Raw -1893271.840525 + Penalty 4606.685171 = -1888665.155354 nChanged 220 SP:Iteration 13Q (17296.990000 sec): 3 clusters Score: Raw -1893359.374650 + Penalty 4606.685171 = -1888752.689479 nChanged 225 SP:Iteration 14Q (17297.290000 sec): 3 clusters Score: Raw -1893451.640979 + Penalty 4606.685171 = -1888844.955809 nChanged 209 SP:Iteration 15Q (17297.550000 sec): 3 clusters Score: Raw -1893536.240082 + Penalty 4606.685171 = -1888929.554912 nChanged 196 SP:Iteration 16Q (17297.770000 sec): 3 clusters Score: Raw -1893613.635382 + Penalty 4606.685171 = -1889006.950212 nChanged 178 SP:Iteration 17Q (17297.990000 sec): 3 clusters Score: Raw -1893678.503697 + Penalty 4606.685171 = -1889071.818526 nChanged 154 SP:Iteration 18Q (17298.240000 sec): 3 clusters Score: Raw -1893738.149291 + Penalty 4606.685171 = -1889131.464121 nChanged 142 SP:Iteration 19Q (17298.460000 sec): 3 clusters Score: Raw -1893796.059196 + Penalty 4606.685171 = -1889189.374025 nChanged 133 SP:Iteration 20F (17298.710000 sec): 3 clusters Score: Raw -1893847.588800 + Penalty 4606.685171 = -1889240.903629 nChanged 115 SP:Iteration 21Q (17298.930000 sec): 3 clusters Score: Raw -1893889.395249 + Penalty 4606.685171 = -1889282.710078 nChanged 88 SP:Iteration 22Q (17299.220000 sec): 3 clusters Score: Raw -1893920.634872 + Penalty 4606.685171 = -1889313.949702 nChanged 84 SP:Iteration 23Q (17299.440000 sec): 3 clusters Score: Raw -1893949.646243 + Penalty 4606.685171 = -1889342.961072 nChanged 64 SP:Iteration 24Q (17299.690000 sec): 3 clusters Score: Raw -1893970.887803 + Penalty 4606.685171 = -1889364.202633 nChanged 52 SP:Iteration 25Q (17299.910000 sec): 3 clusters Score: Raw -1893987.849917 + Penalty 4606.685171 = -1889381.164747 nChanged 57 SP:Iteration 26Q (17300.090000 sec): 3 clusters Score: Raw -1894008.225815 + Penalty 4606.685171 = -1889401.540644 nChanged 66 SP:Iteration 27Q (17300.270000 sec): 3 clusters Score: Raw -1894037.170017 + Penalty 4606.685171 = -1889430.484846 nChanged 62 SP:Iteration 28Q (17300.450000 sec): 3 clusters Score: Raw -1894061.616871 + Penalty 4606.685171 = -1889454.931700 nChanged 49 SP:Iteration 29Q (17300.630000 sec): 3 clusters Score: Raw -1894080.861384 + Penalty 4606.685171 = -1889474.176213 nChanged 48 SP:Iteration 30Q (17300.800000 sec): 3 clusters Score: Raw -1894102.509564 + Penalty 4606.685171 = -1889495.824393 nChanged 42 SP:Iteration 31Q (17300.980000 sec): 3 clusters Score: Raw -1894125.445717 + Penalty 4606.685171 = -1889518.760546 nChanged 51 SP:Iteration 32Q (17301.170000 sec): 3 clusters Score: Raw -1894155.411351 + Penalty 4606.685171 = -1889548.726181 nChanged 54 SP:Iteration 33Q (17301.350000 sec): 3 clusters Score: Raw -1894180.670837 + Penalty 4606.685171 = -1889573.985667 nChanged 35 SP:Iteration 34Q (17301.530000 sec): 3 clusters Score: Raw -1894196.087352 + Penalty 4606.685171 = -1889589.402182 nChanged 24 SP:Iteration 35Q (17301.710000 sec): 3 clusters Score: Raw -1894207.312366 + Penalty 4606.685171 = -1889600.627195 nChanged 24 SP:Iteration 36Q (17301.890000 sec): 3 clusters Score: Raw -1894215.835010 + Penalty 4606.685171 = -1889609.149840 nChanged 18 SP:Iteration 37Q (17302.110000 sec): 3 clusters Score: Raw -1894222.716941 + Penalty 4606.685171 = -1889616.031770 nChanged 15 SP:Iteration 38Q (17302.320000 sec): 3 clusters Score: Raw -1894228.263964 + Penalty 4606.685171 = -1889621.578793 nChanged 10 SP:Iteration 39Q (17302.590000 sec): 3 clusters Score: Raw -1894232.983651 + Penalty 4606.685171 = -1889626.298480 nChanged 14 SP:Iteration 40F (17302.790000 sec): 3 clusters Score: Raw -1894239.694195 + Penalty 4606.685171 = -1889633.009025 nChanged 12 SP:Iteration 41Q (17303.000000 sec): 3 clusters Score: Raw -1894246.187522 + Penalty 4606.685171 = -1889639.502352 nChanged 14 SP:Iteration 42Q (17303.230000 sec): 3 clusters Score: Raw -1894251.351009 + Penalty 4606.685171 = -1889644.665839 nChanged 10 SP:Iteration 43Q (17303.480000 sec): 3 clusters Score: Raw -1894256.162666 + Penalty 4606.685171 = -1889649.477495 nChanged 16 SP:Iteration 44Q (17303.640000 sec): 3 clusters Score: Raw -1894266.787865 + Penalty 4606.685171 = -1889660.102695 nChanged 17 SP:Iteration 45Q (17303.830000 sec): 3 clusters Score: Raw -1894273.937762 + Penalty 4606.685171 = -1889667.252592 nChanged 17 SP:Iteration 46Q (17304.100000 sec): 3 clusters Score: Raw -1894280.971941 + Penalty 4606.685171 = -1889674.286771 nChanged 14 SP:Iteration 47Q (17304.370000 sec): 3 clusters Score: Raw -1894287.622765 + Penalty 4606.685171 = -1889680.937594 nChanged 6 SP:Iteration 48Q (17304.640000 sec): 3 clusters Score: Raw -1894289.687021 + Penalty 4606.685171 = -1889683.001850 nChanged 4 SP:Iteration 49Q (17304.880000 sec): 3 clusters Score: Raw -1894290.948051 + Penalty 4606.685171 = -1889684.262881 nChanged 3 SP:Iteration 50Q (17305.100000 sec): 3 clusters Score: Raw -1894291.912782 + Penalty 4606.685171 = -1889685.227612 nChanged 0 SP:Iteration 51F (17305.330000 sec): 3 clusters Score: Raw -1894291.912782 + Penalty 4606.685171 = -1889685.227612 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17305.490000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17305.630000 sec): 3 clusters Score: Raw -80687.167423 + Penalty 3102.852021 = -77584.315403 nChanged 94 SP:Iteration 1F (17305.780000 sec): 3 clusters Score: Raw -80880.908105 + Penalty 3102.852021 = -77778.056085 nChanged 19 SP:Iteration 2Q (17305.910000 sec): 3 clusters Score: Raw -80936.772622 + Penalty 3102.852021 = -77833.920601 nChanged 7 SP:Iteration 3Q (17306.080000 sec): 3 clusters Score: Raw -80954.812512 + Penalty 3102.852021 = -77851.960491 nChanged 6 SP:Iteration 4Q (17306.220000 sec): 3 clusters Score: Raw -80969.083979 + Penalty 3102.852021 = -77866.231958 nChanged 5 SP:Iteration 5Q (17306.360000 sec): 3 clusters Score: Raw -80976.494710 + Penalty 3102.852021 = -77873.642690 nChanged 1 SP:Iteration 6Q (17306.500000 sec): 3 clusters Score: Raw -80979.731242 + Penalty 3102.852021 = -77876.879221 nChanged 2 SP:Iteration 7Q (17306.660000 sec): 3 clusters Score: Raw -80983.433943 + Penalty 3102.852021 = -77880.581922 nChanged 1 SP:Iteration 8Q (17306.790000 sec): 3 clusters Score: Raw -80985.417691 + Penalty 3102.852021 = -77882.565670 nChanged 2 SP:Iteration 9Q (17306.960000 sec): 3 clusters Score: Raw -80989.864951 + Penalty 3102.852021 = -77887.012930 nChanged 3 SP:Iteration 10Q (17307.100000 sec): 3 clusters Score: Raw -81004.608068 + Penalty 3102.852021 = -77901.756047 nChanged 5 SP:Iteration 11Q (17307.280000 sec): 3 clusters Score: Raw -81020.687461 + Penalty 3102.852021 = -77917.835440 nChanged 3 SP:Iteration 12Q (17307.410000 sec): 3 clusters Score: Raw -81030.418095 + Penalty 3102.852021 = -77927.566074 nChanged 2 SP:Iteration 13Q (17307.620000 sec): 3 clusters Score: Raw -81037.618918 + Penalty 3102.852021 = -77934.766897 nChanged 2 SP:Iteration 14Q (17307.740000 sec): 3 clusters Score: Raw -81041.853793 + Penalty 3102.852021 = -77939.001773 nChanged 2 SP:Iteration 15Q (17307.880000 sec): 3 clusters Score: Raw -81050.450520 + Penalty 3102.852021 = -77947.598500 nChanged 1 SP:Iteration 16Q (17308.050000 sec): 3 clusters Score: Raw -81051.764410 + Penalty 3102.852021 = -77948.912389 nChanged 2 SP:Iteration 17Q (17308.190000 sec): 3 clusters Score: Raw -81060.656644 + Penalty 3102.852021 = -77957.804623 nChanged 2 SP:Iteration 18Q (17308.370000 sec): 3 clusters Score: Raw -81065.024203 + Penalty 3102.852021 = -77962.172182 nChanged 0 SP:Iteration 19F (17308.570000 sec): 3 clusters Score: Raw -81065.024203 + Penalty 3102.852021 = -77962.172182 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17308.650000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17308.810000 sec): 3 clusters Score: Raw -31144.057551 + Penalty 2610.294334 = -28533.763217 nChanged 14 SP:Iteration 1F (17308.980000 sec): 3 clusters Score: Raw -31266.047915 + Penalty 2610.294334 = -28655.753581 nChanged 10 SP:Iteration 2F (17309.150000 sec): 3 clusters Score: Raw -31320.316455 + Penalty 2610.294334 = -28710.022122 nChanged 1 SP:Iteration 3Q (17309.330000 sec): 3 clusters Score: Raw -31325.272181 + Penalty 2610.294334 = -28714.977848 nChanged 0 SP:Iteration 4F (17309.480000 sec): 3 clusters Score: Raw -31325.272181 + Penalty 2610.294334 = -28714.977848 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17309.520000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17309.650000 sec): 3 clusters Score: Raw -39924.141343 + Penalty 2810.547637 = -37113.593705 nChanged 39 SP:Iteration 1F (17309.880000 sec): 3 clusters Score: Raw -40052.168806 + Penalty 2810.547637 = -37241.621169 nChanged 10 SP:Iteration 2Q (17310.090000 sec): 3 clusters Score: Raw -40118.320568 + Penalty 2810.547637 = -37307.772930 nChanged 5 SP:Iteration 3Q (17310.270000 sec): 3 clusters Score: Raw -40133.516544 + Penalty 2810.547637 = -37322.968906 nChanged 1 SP:Iteration 4Q (17310.450000 sec): 3 clusters Score: Raw -40137.967060 + Penalty 2810.547637 = -37327.419423 nChanged 1 SP:Iteration 5Q (17310.580000 sec): 3 clusters Score: Raw -40144.940825 + Penalty 2810.547637 = -37334.393188 nChanged 1 SP:Iteration 6Q (17310.750000 sec): 3 clusters Score: Raw -40147.685363 + Penalty 2810.547637 = -37337.137726 nChanged 2 SP:Iteration 7Q (17310.910000 sec): 3 clusters Score: Raw -40152.562045 + Penalty 2810.547637 = -37342.014408 nChanged 1 SP:Iteration 8Q (17311.070000 sec): 3 clusters Score: Raw -40159.722552 + Penalty 2810.547637 = -37349.174915 nChanged 1 SP:Iteration 9Q (17311.240000 sec): 3 clusters Score: Raw -40166.930005 + Penalty 2810.547637 = -37356.382368 nChanged 0 SP:Iteration 10F (17311.440000 sec): 3 clusters Score: Raw -40166.930005 + Penalty 2810.547637 = -37356.382368 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17311.500000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17311.710000 sec): 3 clusters Score: Raw -152831.499334 + Penalty 3359.447866 = -149472.051468 nChanged 202 SP:Iteration 1F (17311.870000 sec): 3 clusters Score: Raw -153106.188272 + Penalty 3359.447866 = -149746.740406 nChanged 59 SP:Iteration 2F (17311.980000 sec): 3 clusters Score: Raw -153185.712233 + Penalty 3359.447866 = -149826.264367 nChanged 26 SP:Iteration 3Q (17312.100000 sec): 3 clusters Score: Raw -153218.947415 + Penalty 3359.447866 = -149859.499549 nChanged 14 SP:Iteration 4Q (17312.230000 sec): 3 clusters Score: Raw -153240.319869 + Penalty 3359.447866 = -149880.872003 nChanged 14 SP:Iteration 5Q (17312.400000 sec): 3 clusters Score: Raw -153259.893405 + Penalty 3359.447866 = -149900.445539 nChanged 9 SP:Iteration 6Q (17312.560000 sec): 3 clusters Score: Raw -153271.252629 + Penalty 3359.447866 = -149911.804762 nChanged 4 SP:Iteration 7Q (17312.660000 sec): 3 clusters Score: Raw -153276.505149 + Penalty 3359.447866 = -149917.057283 nChanged 4 SP:Iteration 8Q (17312.800000 sec): 3 clusters Score: Raw -153281.997531 + Penalty 3359.447866 = -149922.549665 nChanged 3 SP:Iteration 9Q (17312.960000 sec): 3 clusters Score: Raw -153287.628734 + Penalty 3359.447866 = -149928.180867 nChanged 5 SP:Iteration 10Q (17313.120000 sec): 3 clusters Score: Raw -153296.768433 + Penalty 3359.447866 = -149937.320567 nChanged 7 SP:Iteration 11Q (17313.280000 sec): 3 clusters Score: Raw -153304.958941 + Penalty 3359.447866 = -149945.511074 nChanged 3 SP:Iteration 12Q (17313.480000 sec): 3 clusters Score: Raw -153310.261512 + Penalty 3359.447866 = -149950.813646 nChanged 4 SP:Iteration 13Q (17313.640000 sec): 3 clusters Score: Raw -153319.309762 + Penalty 3359.447866 = -149959.861896 nChanged 2 SP:Iteration 14Q (17313.860000 sec): 3 clusters Score: Raw -153324.186431 + Penalty 3359.447866 = -149964.738564 nChanged 0 SP:Iteration 15F (17314.010000 sec): 3 clusters Score: Raw -153324.186431 + Penalty 3359.447866 = -149964.738564 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17314.230000 sec): 2 clusters Score: Raw -3157923.327371 + Penalty 2432.907405 = -3155490.419967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17314.630000 sec): 3 clusters Score: Raw -3147484.234307 + Penalty 4865.814810 = -3142618.419497 nChanged 7924 SP:Iteration 1F (17314.940000 sec): 3 clusters Score: Raw -3151628.336784 + Penalty 4865.814810 = -3146762.521974 nChanged 948 SP:Iteration 2F (17315.260000 sec): 3 clusters Score: Raw -3151919.437503 + Penalty 4865.814810 = -3147053.622694 nChanged 717 SP:Iteration 3Q (17315.520000 sec): 3 clusters Score: Raw -3152124.155758 + Penalty 4865.814810 = -3147258.340948 nChanged 623 SP:Iteration 4Q (17315.820000 sec): 3 clusters Score: Raw -3152292.547900 + Penalty 4865.814810 = -3147426.733090 nChanged 514 SP:Iteration 5Q (17316.120000 sec): 3 clusters Score: Raw -3152421.887614 + Penalty 4865.814810 = -3147556.072805 nChanged 448 SP:Iteration 6Q (17316.430000 sec): 3 clusters Score: Raw -3152530.513326 + Penalty 4865.814810 = -3147664.698516 nChanged 390 SP:Iteration 7Q (17316.730000 sec): 3 clusters Score: Raw -3152615.498753 + Penalty 4865.814810 = -3147749.683944 nChanged 334 SP:Iteration 8Q (17317.030000 sec): 3 clusters Score: Raw -3152688.104114 + Penalty 4865.814810 = -3147822.289304 nChanged 322 SP:Iteration 9Q (17317.370000 sec): 3 clusters Score: Raw -3152756.502988 + Penalty 4865.814810 = -3147890.688178 nChanged 350 SP:Iteration 10Q (17317.680000 sec): 3 clusters Score: Raw -3152845.181391 + Penalty 4865.814810 = -3147979.366582 nChanged 434 SP:Iteration 11Q (17318.000000 sec): 3 clusters Score: Raw -3152979.380131 + Penalty 4865.814810 = -3148113.565322 nChanged 512 SP:Iteration 12Q (17318.290000 sec): 3 clusters Score: Raw -3153170.503548 + Penalty 4865.814810 = -3148304.688739 nChanged 653 SP:Iteration 13Q (17318.580000 sec): 3 clusters Score: Raw -3153476.266439 + Penalty 4865.814810 = -3148610.451630 nChanged 820 SP:Iteration 14Q (17318.880000 sec): 3 clusters Score: Raw -3153929.562563 + Penalty 4865.814810 = -3149063.747754 nChanged 985 SP:Iteration 15F (17319.220000 sec): 3 clusters Score: Raw -3154580.801861 + Penalty 4865.814810 = -3149714.987051 nChanged 1080 SP:Iteration 16F (17319.470000 sec): 3 clusters Score: Raw -3155414.104894 + Penalty 4865.814810 = -3150548.290085 nChanged 1030 SP:Iteration 17F (17319.710000 sec): 3 clusters Score: Raw -3156293.866488 + Penalty 4865.814810 = -3151428.051679 nChanged 851 SP:Iteration 18Q (17320.020000 sec): 3 clusters Score: Raw -3157086.428547 + Penalty 4865.814810 = -3152220.613738 nChanged 539 SP:Iteration 19Q (17320.340000 sec): 3 clusters Score: Raw -3157609.111991 + Penalty 4865.814810 = -3152743.297181 nChanged 293 SP:Iteration 20F (17320.670000 sec): 3 clusters Score: Raw -3157885.498004 + Penalty 4865.814810 = -3153019.683194 nChanged 160 SP:Iteration 21Q (17320.920000 sec): 3 clusters Score: Raw -3158049.964497 + Penalty 4865.814810 = -3153184.149687 nChanged 81 SP:Iteration 22Q (17321.150000 sec): 3 clusters Score: Raw -3158140.679491 + Penalty 4865.814810 = -3153274.864682 nChanged 33 SP:Iteration 23Q (17321.380000 sec): 3 clusters Score: Raw -3158179.887080 + Penalty 4865.814810 = -3153314.072271 nChanged 24 SP:Iteration 24Q (17321.760000 sec): 3 clusters Score: Raw -3158206.639888 + Penalty 4865.814810 = -3153340.825078 nChanged 10 SP:Iteration 25Q (17322.000000 sec): 3 clusters Score: Raw -3158219.208202 + Penalty 4865.814810 = -3153353.393393 nChanged 3 SP:Iteration 26Q (17322.260000 sec): 3 clusters Score: Raw -3158222.987087 + Penalty 4865.814810 = -3153357.172277 nChanged 4 SP:Iteration 27Q (17322.540000 sec): 3 clusters Score: Raw -3158227.865291 + Penalty 4865.814810 = -3153362.050481 nChanged 2 SP:Iteration 28Q (17322.810000 sec): 3 clusters Score: Raw -3158231.539188 + Penalty 4865.814810 = -3153365.724378 nChanged 3 SP:Iteration 29Q (17323.060000 sec): 3 clusters Score: Raw -3158235.065457 + Penalty 4865.814810 = -3153369.250648 nChanged 2 SP:Iteration 30Q (17323.290000 sec): 3 clusters Score: Raw -3158237.061059 + Penalty 4865.814810 = -3153371.246249 nChanged 1 SP:Iteration 31Q (17323.560000 sec): 3 clusters Score: Raw -3158237.742680 + Penalty 4865.814810 = -3153371.927870 nChanged 0 SP:Iteration 32F (17323.860000 sec): 3 clusters Score: Raw -3158237.742680 + Penalty 4865.814810 = -3153371.927870 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17323.970000 sec): 2 clusters Score: Raw -940426.742190 + Penalty 2130.060978 = -938296.681211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17324.180000 sec): 3 clusters Score: Raw -937785.599183 + Penalty 4260.121957 = -933525.477227 nChanged 2053 SP:Iteration 1F (17324.370000 sec): 3 clusters Score: Raw -938895.932364 + Penalty 4260.121957 = -934635.810408 nChanged 402 SP:Iteration 2F (17324.570000 sec): 3 clusters Score: Raw -939108.027323 + Penalty 4260.121957 = -934847.905366 nChanged 281 SP:Iteration 3F (17324.800000 sec): 3 clusters Score: Raw -939244.179822 + Penalty 4260.121957 = -934984.057865 nChanged 204 SP:Iteration 4Q (17324.960000 sec): 3 clusters Score: Raw -939355.421013 + Penalty 4260.121957 = -935095.299056 nChanged 173 SP:Iteration 5Q (17325.130000 sec): 3 clusters Score: Raw -939437.052265 + Penalty 4260.121957 = -935176.930308 nChanged 139 SP:Iteration 6Q (17325.300000 sec): 3 clusters Score: Raw -939506.561116 + Penalty 4260.121957 = -935246.439160 nChanged 142 SP:Iteration 7Q (17325.490000 sec): 3 clusters Score: Raw -939575.426491 + Penalty 4260.121957 = -935315.304534 nChanged 146 SP:Iteration 8Q (17325.730000 sec): 3 clusters Score: Raw -939649.809892 + Penalty 4260.121957 = -935389.687936 nChanged 147 SP:Iteration 9Q (17325.890000 sec): 3 clusters Score: Raw -939734.737144 + Penalty 4260.121957 = -935474.615188 nChanged 136 SP:Iteration 10Q (17326.070000 sec): 3 clusters Score: Raw -939812.988031 + Penalty 4260.121957 = -935552.866074 nChanged 146 SP:Iteration 11Q (17326.240000 sec): 3 clusters Score: Raw -939899.618464 + Penalty 4260.121957 = -935639.496508 nChanged 152 SP:Iteration 12Q (17326.450000 sec): 3 clusters Score: Raw -939990.445570 + Penalty 4260.121957 = -935730.323613 nChanged 135 SP:Iteration 13Q (17326.660000 sec): 3 clusters Score: Raw -940067.634507 + Penalty 4260.121957 = -935807.512550 nChanged 129 SP:Iteration 14Q (17326.910000 sec): 3 clusters Score: Raw -940164.700011 + Penalty 4260.121957 = -935904.578054 nChanged 132 SP:Iteration 15Q (17327.120000 sec): 3 clusters Score: Raw -940258.659372 + Penalty 4260.121957 = -935998.537415 nChanged 104 SP:Iteration 16Q (17327.280000 sec): 3 clusters Score: Raw -940336.046965 + Penalty 4260.121957 = -936075.925008 nChanged 85 SP:Iteration 17Q (17327.430000 sec): 3 clusters Score: Raw -940400.267919 + Penalty 4260.121957 = -936140.145962 nChanged 69 SP:Iteration 18Q (17327.660000 sec): 3 clusters Score: Raw -940454.596085 + Penalty 4260.121957 = -936194.474128 nChanged 62 SP:Iteration 19Q (17327.870000 sec): 3 clusters Score: Raw -940507.732563 + Penalty 4260.121957 = -936247.610606 nChanged 55 SP:Iteration 20F (17328.110000 sec): 3 clusters Score: Raw -940551.482801 + Penalty 4260.121957 = -936291.360844 nChanged 42 SP:Iteration 21Q (17328.390000 sec): 3 clusters Score: Raw -940580.864354 + Penalty 4260.121957 = -936320.742397 nChanged 25 SP:Iteration 22Q (17328.610000 sec): 3 clusters Score: Raw -940597.930636 + Penalty 4260.121957 = -936337.808679 nChanged 19 SP:Iteration 23Q (17328.860000 sec): 3 clusters Score: Raw -940615.741883 + Penalty 4260.121957 = -936355.619926 nChanged 15 SP:Iteration 24Q (17329.110000 sec): 3 clusters Score: Raw -940627.158744 + Penalty 4260.121957 = -936367.036787 nChanged 10 SP:Iteration 25Q (17329.370000 sec): 3 clusters Score: Raw -940640.338571 + Penalty 4260.121957 = -936380.216614 nChanged 8 SP:Iteration 26Q (17329.570000 sec): 3 clusters Score: Raw -940647.407409 + Penalty 4260.121957 = -936387.285452 nChanged 7 SP:Iteration 27Q (17329.760000 sec): 3 clusters Score: Raw -940651.383928 + Penalty 4260.121957 = -936391.261971 nChanged 6 SP:Iteration 28Q (17329.970000 sec): 3 clusters Score: Raw -940655.320802 + Penalty 4260.121957 = -936395.198845 nChanged 8 SP:Iteration 29Q (17330.140000 sec): 3 clusters Score: Raw -940662.615714 + Penalty 4260.121957 = -936402.493757 nChanged 5 SP:Iteration 30Q (17330.400000 sec): 3 clusters Score: Raw -940669.020225 + Penalty 4260.121957 = -936408.898268 nChanged 6 SP:Iteration 31Q (17330.640000 sec): 3 clusters Score: Raw -940675.426786 + Penalty 4260.121957 = -936415.304830 nChanged 5 SP:Iteration 32Q (17330.880000 sec): 3 clusters Score: Raw -940679.583371 + Penalty 4260.121957 = -936419.461414 nChanged 4 SP:Iteration 33Q (17331.090000 sec): 3 clusters Score: Raw -940683.432583 + Penalty 4260.121957 = -936423.310626 nChanged 7 SP:Iteration 34Q (17331.330000 sec): 3 clusters Score: Raw -940690.410098 + Penalty 4260.121957 = -936430.288141 nChanged 8 SP:Iteration 35Q (17331.530000 sec): 3 clusters Score: Raw -940698.476013 + Penalty 4260.121957 = -936438.354056 nChanged 2 SP:Iteration 36Q (17331.720000 sec): 3 clusters Score: Raw -940699.935078 + Penalty 4260.121957 = -936439.813122 nChanged 1 SP:Iteration 37Q (17331.900000 sec): 3 clusters Score: Raw -940700.709542 + Penalty 4260.121957 = -936440.587585 nChanged 1 SP:Iteration 38Q (17332.090000 sec): 3 clusters Score: Raw -940701.513297 + Penalty 4260.121957 = -936441.391341 nChanged 1 SP:Iteration 39Q (17332.310000 sec): 3 clusters Score: Raw -940702.192351 + Penalty 4260.121957 = -936442.070395 nChanged 1 SP:Iteration 40F (17332.460000 sec): 3 clusters Score: Raw -940703.532293 + Penalty 4260.121957 = -936443.410336 nChanged 2 SP:Iteration 41Q (17332.650000 sec): 3 clusters Score: Raw -940704.552269 + Penalty 4260.121957 = -936444.430313 nChanged 1 SP:Iteration 42Q (17332.840000 sec): 3 clusters Score: Raw -940704.967192 + Penalty 4260.121957 = -936444.845236 nChanged 0 SP:Iteration 43F (17333.030000 sec): 3 clusters Score: Raw -940704.967192 + Penalty 4260.121957 = -936444.845236 nChanged 0 Iteration 179Q (17367.370000 sec): 55 clusters Score: Raw -68033070.276365 + Penalty 172883.583973 = -67860186.692392 nChanged 10 Iteration 180F (17421.340000 sec): 55 clusters Score: Raw -68033219.212434 + Penalty 172883.583973 = -67860335.628461 nChanged 88 Iteration 181Q (17455.600000 sec): 55 clusters Score: Raw -68033448.821037 + Penalty 172883.583973 = -67860565.237064 nChanged 141 Iteration 182Q (17490.310000 sec): 55 clusters Score: Raw -68033621.465148 + Penalty 172883.583973 = -67860737.881176 nChanged 165 Iteration 183Q (17523.690000 sec): 55 clusters Score: Raw -68033757.271877 + Penalty 172883.583973 = -67860873.687904 nChanged 195 Iteration 184Q (17561.180000 sec): 55 clusters Score: Raw -68033836.821761 + Penalty 172883.583973 = -67860953.237788 nChanged 174 Iteration 185Q (17595.980000 sec): 55 clusters Score: Raw -68033877.440736 + Penalty 172883.583973 = -67860993.856763 nChanged 201 Iteration 186Q (17629.330000 sec): 55 clusters Score: Raw -68033917.352280 + Penalty 172883.583973 = -67861033.768307 nChanged 203 Iteration 187Q (17665.900000 sec): 55 clusters Score: Raw -68033952.952204 + Penalty 172883.583973 = -67861069.368231 nChanged 189 Iteration 188Q (17701.450000 sec): 55 clusters Score: Raw -68033983.200676 + Penalty 172883.583973 = -67861099.616703 nChanged 191 Iteration 189Q (17735.590000 sec): 55 clusters Score: Raw -68034027.515798 + Penalty 172883.583973 = -67861143.931825 nChanged 213 Iteration 190Q (17774.090000 sec): 55 clusters Score: Raw -68034080.499784 + Penalty 172883.583973 = -67861196.915811 nChanged 185 Iteration 191Q (17808.950000 sec): 55 clusters Score: Raw -68034112.253844 + Penalty 172883.583973 = -67861228.669871 nChanged 183 Iteration 192Q (17843.710000 sec): 55 clusters Score: Raw -68034141.243963 + Penalty 172883.583973 = -67861257.659990 nChanged 172 Iteration 193Q (17885.920000 sec): 55 clusters Score: Raw -68034164.788894 + Penalty 172883.583973 = -67861281.204921 nChanged 168 Iteration 194Q (17929.930000 sec): 55 clusters Score: Raw -68034185.491464 + Penalty 172883.583973 = -67861301.907491 nChanged 165 Iteration 195Q (17966.880000 sec): 55 clusters Score: Raw -68034203.936575 + Penalty 172883.583973 = -67861320.352602 nChanged 156 Iteration 196Q (18000.440000 sec): 55 clusters Score: Raw -68034220.267741 + Penalty 172883.583973 = -67861336.683768 nChanged 125 Iteration 197Q (18036.580000 sec): 55 clusters Score: Raw -68034238.901199 + Penalty 172883.583973 = -67861355.317226 nChanged 114 Iteration 198Q (18069.990000 sec): 55 clusters Score: Raw -68034259.177117 + Penalty 172883.583973 = -67861375.593144 nChanged 105 Iteration 199Q (18103.280000 sec): 55 clusters Score: Raw -68034283.348522 + Penalty 172883.583973 = -67861399.764549 nChanged 103 Iteration 200F (18159.270000 sec): 55 clusters Score: Raw -68034297.193942 + Penalty 172883.583973 = -67861413.609969 nChanged 96 Iteration 201Q (18192.280000 sec): 55 clusters Score: Raw -68034310.075328 + Penalty 172883.583973 = -67861426.491355 nChanged 97 Iteration 202Q (18224.480000 sec): 55 clusters Score: Raw -68034328.436725 + Penalty 172883.583973 = -67861444.852752 nChanged 85 Iteration 203Q (18261.140000 sec): 55 clusters Score: Raw -68034338.041653 + Penalty 172883.583973 = -67861454.457680 nChanged 83 Iteration 204Q (18292.940000 sec): 55 clusters Score: Raw -68034347.789778 + Penalty 172883.583973 = -67861464.205805 nChanged 81 Iteration 205Q (18326.770000 sec): 55 clusters Score: Raw -68034357.643608 + Penalty 172883.583973 = -67861474.059635 nChanged 75 Iteration 206Q (18361.540000 sec): 55 clusters Score: Raw -68034368.798817 + Penalty 172883.583973 = -67861485.214844 nChanged 71 Iteration 207Q (18396.940000 sec): 55 clusters Score: Raw -68034384.299016 + Penalty 172883.583973 = -67861500.715043 nChanged 83 Iteration 208Q (18431.570000 sec): 55 clusters Score: Raw -68034403.486662 + Penalty 172883.583973 = -67861519.902689 nChanged 75 Iteration 209Q (18468.090000 sec): 55 clusters Score: Raw -68034425.098759 + Penalty 172883.583973 = -67861541.514786 nChanged 85 Iteration 210Q (18502.350000 sec): 55 clusters Score: Raw -68034443.661684 + Penalty 172883.583973 = -67861560.077711 nChanged 99 Iteration 211Q (18538.120000 sec): 55 clusters Score: Raw -68034458.951325 + Penalty 172883.583973 = -67861575.367352 nChanged 104 Iteration 212Q (18572.810000 sec): 55 clusters Score: Raw -68034473.753481 + Penalty 172883.583973 = -67861590.169508 nChanged 91 Iteration 213Q (18609.300000 sec): 55 clusters Score: Raw -68034482.971939 + Penalty 172883.583973 = -67861599.387966 nChanged 85 Iteration 214Q (18643.560000 sec): 55 clusters Score: Raw -68034491.248278 + Penalty 172883.583973 = -67861607.664305 nChanged 71 Iteration 215Q (18678.480000 sec): 55 clusters Score: Raw -68034498.438994 + Penalty 172883.583973 = -67861614.855021 nChanged 84 Iteration 216Q (18713.680000 sec): 55 clusters Score: Raw -68034508.247063 + Penalty 172883.583973 = -67861624.663090 nChanged 66 Iteration 217Q (18743.450000 sec): 55 clusters Score: Raw -68034515.304262 + Penalty 172883.583973 = -67861631.720289 nChanged 83 Iteration 218Q (18778.390000 sec): 55 clusters Score: Raw -68034522.114168 + Penalty 172883.583973 = -67861638.530195 nChanged 80 Writing temp clu file Because OldScore, -67861631.720289, is greater than current (better) Score,-67861638.530195 Compute initial score before splitting: Score: Raw -68034522.114168 + Penalty 172883.583973 = -67861638.530195 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18778.550000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18778.680000 sec): 3 clusters Score: Raw -44383.562069 + Penalty 2778.650935 = -41604.911134 nChanged 26 SP:Iteration 1F (18778.850000 sec): 3 clusters Score: Raw -44486.627163 + Penalty 2778.650935 = -41707.976228 nChanged 5 SP:Iteration 2Q (18779.030000 sec): 3 clusters Score: Raw -44509.146095 + Penalty 2778.650935 = -41730.495160 nChanged 1 SP:Iteration 3Q (18779.150000 sec): 3 clusters Score: Raw -44514.925759 + Penalty 2778.650935 = -41736.274824 nChanged 1 SP:Iteration 4Q (18779.290000 sec): 3 clusters Score: Raw -44516.909445 + Penalty 2778.650935 = -41738.258510 nChanged 0 SP:Iteration 5F (18779.450000 sec): 3 clusters Score: Raw -44516.909445 + Penalty 2778.650935 = -41738.258510 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18779.550000 sec): 2 clusters Score: Raw -108719.677678 + Penalty 1623.246716 = -107096.430962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18779.690000 sec): 3 clusters Score: Raw -108726.891866 + Penalty 3246.493432 = -105480.398435 nChanged 151 SP:Iteration 1F (18779.880000 sec): 3 clusters Score: Raw -109013.053308 + Penalty 3246.493432 = -105766.559876 nChanged 58 SP:Iteration 2F (18780.030000 sec): 3 clusters Score: Raw -109153.608518 + Penalty 3246.493432 = -105907.115086 nChanged 28 SP:Iteration 3Q (18780.210000 sec): 3 clusters Score: Raw -109203.557501 + Penalty 3246.493432 = -105957.064069 nChanged 16 SP:Iteration 4Q (18780.350000 sec): 3 clusters Score: Raw -109251.184600 + Penalty 3246.493432 = -106004.691168 nChanged 13 SP:Iteration 5Q (18780.490000 sec): 3 clusters Score: Raw -109279.080590 + Penalty 3246.493432 = -106032.587158 nChanged 8 SP:Iteration 6Q (18780.690000 sec): 3 clusters Score: Raw -109304.059933 + Penalty 3246.493432 = -106057.566502 nChanged 8 SP:Iteration 7Q (18780.890000 sec): 3 clusters Score: Raw -109332.743183 + Penalty 3246.493432 = -106086.249752 nChanged 7 SP:Iteration 8Q (18781.090000 sec): 3 clusters Score: Raw -109347.023338 + Penalty 3246.493432 = -106100.529907 nChanged 6 SP:Iteration 9Q (18781.270000 sec): 3 clusters Score: Raw -109362.338220 + Penalty 3246.493432 = -106115.844788 nChanged 4 SP:Iteration 10Q (18781.470000 sec): 3 clusters Score: Raw -109370.268452 + Penalty 3246.493432 = -106123.775021 nChanged 2 SP:Iteration 11Q (18781.630000 sec): 3 clusters Score: Raw -109372.220337 + Penalty 3246.493432 = -106125.726906 nChanged 0 SP:Iteration 12F (18781.750000 sec): 3 clusters Score: Raw -109372.220337 + Penalty 3246.493432 = -106125.726906 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18781.920000 sec): 2 clusters Score: Raw -1018643.999234 + Penalty 2165.090988 = -1016478.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18782.120000 sec): 3 clusters Score: Raw -1015563.069909 + Penalty 4330.181975 = -1011232.887933 nChanged 2447 SP:Iteration 1F (18782.360000 sec): 3 clusters Score: Raw -1017053.871531 + Penalty 4330.181975 = -1012723.689555 nChanged 521 SP:Iteration 2F (18782.550000 sec): 3 clusters Score: Raw -1017575.640015 + Penalty 4330.181975 = -1013245.458039 nChanged 485 SP:Iteration 3F (18782.800000 sec): 3 clusters Score: Raw -1018123.415905 + Penalty 4330.181975 = -1013793.233929 nChanged 470 SP:Iteration 4F (18782.970000 sec): 3 clusters Score: Raw -1018558.134013 + Penalty 4330.181975 = -1014227.952038 nChanged 368 SP:Iteration 5F (18783.220000 sec): 3 clusters Score: Raw -1018859.876485 + Penalty 4330.181975 = -1014529.694509 nChanged 286 SP:Iteration 6Q (18783.460000 sec): 3 clusters Score: Raw -1019051.972294 + Penalty 4330.181975 = -1014721.790318 nChanged 237 SP:Iteration 7Q (18783.680000 sec): 3 clusters Score: Raw -1019206.273076 + Penalty 4330.181975 = -1014876.091101 nChanged 190 SP:Iteration 8Q (18783.980000 sec): 3 clusters Score: Raw -1019332.752341 + Penalty 4330.181975 = -1015002.570366 nChanged 160 SP:Iteration 9Q (18784.140000 sec): 3 clusters Score: Raw -1019489.249953 + Penalty 4330.181975 = -1015159.067977 nChanged 160 SP:Iteration 10Q (18784.400000 sec): 3 clusters Score: Raw -1019688.110841 + Penalty 4330.181975 = -1015357.928866 nChanged 168 SP:Iteration 11Q (18784.610000 sec): 3 clusters Score: Raw -1019866.029777 + Penalty 4330.181975 = -1015535.847802 nChanged 133 SP:Iteration 12Q (18784.810000 sec): 3 clusters Score: Raw -1019952.320636 + Penalty 4330.181975 = -1015622.138660 nChanged 114 SP:Iteration 13Q (18785.000000 sec): 3 clusters Score: Raw -1020009.734399 + Penalty 4330.181975 = -1015679.552424 nChanged 89 SP:Iteration 14Q (18785.230000 sec): 3 clusters Score: Raw -1020049.302383 + Penalty 4330.181975 = -1015719.120408 nChanged 78 SP:Iteration 15Q (18785.450000 sec): 3 clusters Score: Raw -1020086.947548 + Penalty 4330.181975 = -1015756.765572 nChanged 60 SP:Iteration 16Q (18785.710000 sec): 3 clusters Score: Raw -1020117.382787 + Penalty 4330.181975 = -1015787.200811 nChanged 67 SP:Iteration 17Q (18785.900000 sec): 3 clusters Score: Raw -1020145.651234 + Penalty 4330.181975 = -1015815.469259 nChanged 61 SP:Iteration 18Q (18786.140000 sec): 3 clusters Score: Raw -1020168.323674 + Penalty 4330.181975 = -1015838.141699 nChanged 46 SP:Iteration 19Q (18786.350000 sec): 3 clusters Score: Raw -1020182.079388 + Penalty 4330.181975 = -1015851.897413 nChanged 31 SP:Iteration 20F (18786.530000 sec): 3 clusters Score: Raw -1020195.384368 + Penalty 4330.181975 = -1015865.202392 nChanged 33 SP:Iteration 21Q (18786.710000 sec): 3 clusters Score: Raw -1020208.060452 + Penalty 4330.181975 = -1015877.878477 nChanged 20 SP:Iteration 22Q (18786.890000 sec): 3 clusters Score: Raw -1020217.769926 + Penalty 4330.181975 = -1015887.587950 nChanged 24 SP:Iteration 23Q (18787.080000 sec): 3 clusters Score: Raw -1020229.217532 + Penalty 4330.181975 = -1015899.035557 nChanged 32 SP:Iteration 24Q (18787.260000 sec): 3 clusters Score: Raw -1020245.640489 + Penalty 4330.181975 = -1015915.458514 nChanged 39 SP:Iteration 25Q (18787.440000 sec): 3 clusters Score: Raw -1020258.353006 + Penalty 4330.181975 = -1015928.171030 nChanged 28 SP:Iteration 26Q (18787.620000 sec): 3 clusters Score: Raw -1020267.478350 + Penalty 4330.181975 = -1015937.296375 nChanged 24 SP:Iteration 27Q (18787.810000 sec): 3 clusters Score: Raw -1020276.452579 + Penalty 4330.181975 = -1015946.270604 nChanged 26 SP:Iteration 28Q (18787.990000 sec): 3 clusters Score: Raw -1020285.502058 + Penalty 4330.181975 = -1015955.320083 nChanged 24 SP:Iteration 29Q (18788.170000 sec): 3 clusters Score: Raw -1020292.603566 + Penalty 4330.181975 = -1015962.421591 nChanged 16 SP:Iteration 30Q (18788.430000 sec): 3 clusters Score: Raw -1020297.488201 + Penalty 4330.181975 = -1015967.306225 nChanged 15 SP:Iteration 31Q (18788.570000 sec): 3 clusters Score: Raw -1020300.375849 + Penalty 4330.181975 = -1015970.193874 nChanged 8 SP:Iteration 32Q (18788.770000 sec): 3 clusters Score: Raw -1020302.985672 + Penalty 4330.181975 = -1015972.803696 nChanged 10 SP:Iteration 33Q (18788.950000 sec): 3 clusters Score: Raw -1020304.874510 + Penalty 4330.181975 = -1015974.692535 nChanged 3 SP:Iteration 34Q (18789.140000 sec): 3 clusters Score: Raw -1020305.536780 + Penalty 4330.181975 = -1015975.354805 nChanged 5 SP:Iteration 35Q (18789.410000 sec): 3 clusters Score: Raw -1020306.669574 + Penalty 4330.181975 = -1015976.487599 nChanged 4 SP:Iteration 36Q (18789.550000 sec): 3 clusters Score: Raw -1020307.928743 + Penalty 4330.181975 = -1015977.746767 nChanged 6 SP:Iteration 37Q (18789.730000 sec): 3 clusters Score: Raw -1020309.462766 + Penalty 4330.181975 = -1015979.280790 nChanged 6 SP:Iteration 38Q (18789.920000 sec): 3 clusters Score: Raw -1020310.966483 + Penalty 4330.181975 = -1015980.784508 nChanged 7 SP:Iteration 39Q (18790.100000 sec): 3 clusters Score: Raw -1020313.472394 + Penalty 4330.181975 = -1015983.290419 nChanged 7 SP:Iteration 40F (18790.280000 sec): 3 clusters Score: Raw -1020314.870084 + Penalty 4330.181975 = -1015984.688108 nChanged 7 SP:Iteration 41Q (18790.460000 sec): 3 clusters Score: Raw -1020316.807265 + Penalty 4330.181975 = -1015986.625290 nChanged 5 SP:Iteration 42Q (18790.640000 sec): 3 clusters Score: Raw -1020318.147372 + Penalty 4330.181975 = -1015987.965397 nChanged 5 SP:Iteration 43Q (18790.860000 sec): 3 clusters Score: Raw -1020319.306851 + Penalty 4330.181975 = -1015989.124875 nChanged 3 SP:Iteration 44Q (18791.060000 sec): 3 clusters Score: Raw -1020320.016976 + Penalty 4330.181975 = -1015989.835001 nChanged 2 SP:Iteration 45Q (18791.250000 sec): 3 clusters Score: Raw -1020320.953027 + Penalty 4330.181975 = -1015990.771051 nChanged 4 SP:Iteration 46Q (18791.500000 sec): 3 clusters Score: Raw -1020321.932928 + Penalty 4330.181975 = -1015991.750953 nChanged 5 SP:Iteration 47Q (18791.710000 sec): 3 clusters Score: Raw -1020323.314621 + Penalty 4330.181975 = -1015993.132646 nChanged 5 SP:Iteration 48Q (18791.920000 sec): 3 clusters Score: Raw -1020324.139264 + Penalty 4330.181975 = -1015993.957289 nChanged 1 SP:Iteration 49Q (18792.100000 sec): 3 clusters Score: Raw -1020324.362956 + Penalty 4330.181975 = -1015994.180981 nChanged 1 SP:Iteration 50Q (18792.330000 sec): 3 clusters Score: Raw -1020324.467901 + Penalty 4330.181975 = -1015994.285926 nChanged 2 SP:Iteration 51Q (18792.530000 sec): 3 clusters Score: Raw -1020324.982961 + Penalty 4330.181975 = -1015994.800986 nChanged 3 SP:Iteration 52Q (18792.750000 sec): 3 clusters Score: Raw -1020326.061231 + Penalty 4330.181975 = -1015995.879256 nChanged 6 SP:Iteration 53Q (18792.950000 sec): 3 clusters Score: Raw -1020327.437166 + Penalty 4330.181975 = -1015997.255190 nChanged 7 SP:Iteration 54Q (18793.140000 sec): 3 clusters Score: Raw -1020329.315822 + Penalty 4330.181975 = -1015999.133847 nChanged 3 SP:Iteration 55Q (18793.420000 sec): 3 clusters Score: Raw -1020330.021704 + Penalty 4330.181975 = -1015999.839729 nChanged 6 SP:Iteration 56Q (18793.640000 sec): 3 clusters Score: Raw -1020331.343772 + Penalty 4330.181975 = -1016001.161797 nChanged 3 SP:Iteration 57Q (18793.800000 sec): 3 clusters Score: Raw -1020331.934754 + Penalty 4330.181975 = -1016001.752778 nChanged 2 SP:Iteration 58Q (18794.000000 sec): 3 clusters Score: Raw -1020332.169573 + Penalty 4330.181975 = -1016001.987598 nChanged 2 SP:Iteration 59Q (18794.240000 sec): 3 clusters Score: Raw -1020332.501657 + Penalty 4330.181975 = -1016002.319682 nChanged 1 SP:Iteration 60F (18794.490000 sec): 3 clusters Score: Raw -1020332.799990 + Penalty 4330.181975 = -1016002.618015 nChanged 3 SP:Iteration 61Q (18794.700000 sec): 3 clusters Score: Raw -1020333.972558 + Penalty 4330.181975 = -1016003.790582 nChanged 5 SP:Iteration 62Q (18794.930000 sec): 3 clusters Score: Raw -1020335.016452 + Penalty 4330.181975 = -1016004.834477 nChanged 4 SP:Iteration 63Q (18795.120000 sec): 3 clusters Score: Raw -1020335.813290 + Penalty 4330.181975 = -1016005.631315 nChanged 3 SP:Iteration 64Q (18795.330000 sec): 3 clusters Score: Raw -1020337.497712 + Penalty 4330.181975 = -1016007.315737 nChanged 7 SP:Iteration 65Q (18795.500000 sec): 3 clusters Score: Raw -1020339.064942 + Penalty 4330.181975 = -1016008.882966 nChanged 6 SP:Iteration 66Q (18795.700000 sec): 3 clusters Score: Raw -1020340.385545 + Penalty 4330.181975 = -1016010.203570 nChanged 8 SP:Iteration 67Q (18795.960000 sec): 3 clusters Score: Raw -1020341.972362 + Penalty 4330.181975 = -1016011.790387 nChanged 6 SP:Iteration 68Q (18796.200000 sec): 3 clusters Score: Raw -1020343.140509 + Penalty 4330.181975 = -1016012.958534 nChanged 5 SP:Iteration 69Q (18796.450000 sec): 3 clusters Score: Raw -1020344.041088 + Penalty 4330.181975 = -1016013.859113 nChanged 2 SP:Iteration 70Q (18796.650000 sec): 3 clusters Score: Raw -1020344.284433 + Penalty 4330.181975 = -1016014.102458 nChanged 2 SP:Iteration 71Q (18796.820000 sec): 3 clusters Score: Raw -1020344.737353 + Penalty 4330.181975 = -1016014.555378 nChanged 5 SP:Iteration 72Q (18796.980000 sec): 3 clusters Score: Raw -1020345.524888 + Penalty 4330.181975 = -1016015.342912 nChanged 3 SP:Iteration 73Q (18797.160000 sec): 3 clusters Score: Raw -1020345.952078 + Penalty 4330.181975 = -1016015.770103 nChanged 2 SP:Iteration 74Q (18797.320000 sec): 3 clusters Score: Raw -1020346.189414 + Penalty 4330.181975 = -1016016.007439 nChanged 2 SP:Iteration 75Q (18797.500000 sec): 3 clusters Score: Raw -1020346.441483 + Penalty 4330.181975 = -1016016.259508 nChanged 0 SP:Iteration 76F (18797.690000 sec): 3 clusters Score: Raw -1020346.441483 + Penalty 4330.181975 = -1016016.259508 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18797.780000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18797.930000 sec): 3 clusters Score: Raw -94364.021920 + Penalty 3179.446741 = -91184.575179 nChanged 126 SP:Iteration 1F (18798.100000 sec): 3 clusters Score: Raw -94588.037119 + Penalty 3179.446741 = -91408.590378 nChanged 32 SP:Iteration 2F (18798.310000 sec): 3 clusters Score: Raw -94663.330709 + Penalty 3179.446741 = -91483.883967 nChanged 21 SP:Iteration 3Q (18798.490000 sec): 3 clusters Score: Raw -94725.241928 + Penalty 3179.446741 = -91545.795186 nChanged 14 SP:Iteration 4Q (18798.710000 sec): 3 clusters Score: Raw -94766.936789 + Penalty 3179.446741 = -91587.490047 nChanged 7 SP:Iteration 5Q (18798.910000 sec): 3 clusters Score: Raw -94784.822393 + Penalty 3179.446741 = -91605.375652 nChanged 4 SP:Iteration 6Q (18799.090000 sec): 3 clusters Score: Raw -94806.659502 + Penalty 3179.446741 = -91627.212761 nChanged 8 SP:Iteration 7Q (18799.270000 sec): 3 clusters Score: Raw -94864.771420 + Penalty 3179.446741 = -91685.324679 nChanged 10 SP:Iteration 8Q (18799.430000 sec): 3 clusters Score: Raw -94893.440027 + Penalty 3179.446741 = -91713.993285 nChanged 10 SP:Iteration 9Q (18799.600000 sec): 3 clusters Score: Raw -94929.658798 + Penalty 3179.446741 = -91750.212057 nChanged 12 SP:Iteration 10Q (18799.730000 sec): 3 clusters Score: Raw -94964.981515 + Penalty 3179.446741 = -91785.534773 nChanged 13 SP:Iteration 11Q (18799.860000 sec): 3 clusters Score: Raw -95002.943875 + Penalty 3179.446741 = -91823.497133 nChanged 12 SP:Iteration 12Q (18799.980000 sec): 3 clusters Score: Raw -95033.350984 + Penalty 3179.446741 = -91853.904242 nChanged 5 SP:Iteration 13Q (18800.110000 sec): 3 clusters Score: Raw -95051.110180 + Penalty 3179.446741 = -91871.663438 nChanged 7 SP:Iteration 14Q (18800.240000 sec): 3 clusters Score: Raw -95068.101753 + Penalty 3179.446741 = -91888.655012 nChanged 6 SP:Iteration 15Q (18800.420000 sec): 3 clusters Score: Raw -95089.012678 + Penalty 3179.446741 = -91909.565937 nChanged 9 SP:Iteration 16Q (18800.560000 sec): 3 clusters Score: Raw -95112.462223 + Penalty 3179.446741 = -91933.015482 nChanged 10 SP:Iteration 17Q (18800.660000 sec): 3 clusters Score: Raw -95135.804463 + Penalty 3179.446741 = -91956.357722 nChanged 8 SP:Iteration 18Q (18800.790000 sec): 3 clusters Score: Raw -95162.476319 + Penalty 3179.446741 = -91983.029577 nChanged 12 SP:Iteration 19Q (18800.900000 sec): 3 clusters Score: Raw -95192.784943 + Penalty 3179.446741 = -92013.338202 nChanged 5 SP:Iteration 20F (18801.050000 sec): 3 clusters Score: Raw -95203.447773 + Penalty 3179.446741 = -92024.001032 nChanged 4 SP:Iteration 21Q (18801.180000 sec): 3 clusters Score: Raw -95213.748957 + Penalty 3179.446741 = -92034.302215 nChanged 3 SP:Iteration 22Q (18801.290000 sec): 3 clusters Score: Raw -95230.173317 + Penalty 3179.446741 = -92050.726575 nChanged 9 SP:Iteration 23Q (18801.440000 sec): 3 clusters Score: Raw -95258.149567 + Penalty 3179.446741 = -92078.702826 nChanged 7 SP:Iteration 24Q (18801.640000 sec): 3 clusters Score: Raw -95271.967366 + Penalty 3179.446741 = -92092.520624 nChanged 5 SP:Iteration 25Q (18801.760000 sec): 3 clusters Score: Raw -95282.520078 + Penalty 3179.446741 = -92103.073337 nChanged 3 SP:Iteration 26Q (18801.860000 sec): 3 clusters Score: Raw -95293.776484 + Penalty 3179.446741 = -92114.329743 nChanged 6 SP:Iteration 27Q (18802.030000 sec): 3 clusters Score: Raw -95314.489133 + Penalty 3179.446741 = -92135.042391 nChanged 6 SP:Iteration 28Q (18802.190000 sec): 3 clusters Score: Raw -95331.162801 + Penalty 3179.446741 = -92151.716060 nChanged 7 SP:Iteration 29Q (18802.320000 sec): 3 clusters Score: Raw -95354.751364 + Penalty 3179.446741 = -92175.304623 nChanged 8 SP:Iteration 30Q (18802.450000 sec): 3 clusters Score: Raw -95386.202904 + Penalty 3179.446741 = -92206.756162 nChanged 7 SP:Iteration 31Q (18802.620000 sec): 3 clusters Score: Raw -95432.587012 + Penalty 3179.446741 = -92253.140271 nChanged 9 SP:Iteration 32Q (18802.790000 sec): 3 clusters Score: Raw -95475.758881 + Penalty 3179.446741 = -92296.312140 nChanged 12 SP:Iteration 33Q (18802.980000 sec): 3 clusters Score: Raw -95517.135099 + Penalty 3179.446741 = -92337.688357 nChanged 8 SP:Iteration 34Q (18803.100000 sec): 3 clusters Score: Raw -95566.425182 + Penalty 3179.446741 = -92386.978440 nChanged 8 SP:Iteration 35Q (18803.210000 sec): 3 clusters Score: Raw -95622.220727 + Penalty 3179.446741 = -92442.773985 nChanged 5 SP:Iteration 36Q (18803.420000 sec): 3 clusters Score: Raw -95645.979815 + Penalty 3179.446741 = -92466.533073 nChanged 4 SP:Iteration 37Q (18803.640000 sec): 3 clusters Score: Raw -95663.345518 + Penalty 3179.446741 = -92483.898776 nChanged 4 SP:Iteration 38Q (18803.780000 sec): 3 clusters Score: Raw -95674.994939 + Penalty 3179.446741 = -92495.548198 nChanged 3 SP:Iteration 39Q (18803.960000 sec): 3 clusters Score: Raw -95682.834491 + Penalty 3179.446741 = -92503.387749 nChanged 1 SP:Iteration 40F (18804.170000 sec): 3 clusters Score: Raw -95684.842605 + Penalty 3179.446741 = -92505.395863 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18804.270000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18804.390000 sec): 3 clusters Score: Raw -92527.388891 + Penalty 3123.366223 = -89404.022668 nChanged 91 SP:Iteration 1F (18804.510000 sec): 3 clusters Score: Raw -92700.301447 + Penalty 3123.366223 = -89576.935224 nChanged 24 SP:Iteration 2Q (18804.600000 sec): 3 clusters Score: Raw -92756.839201 + Penalty 3123.366223 = -89633.472978 nChanged 9 SP:Iteration 3Q (18804.690000 sec): 3 clusters Score: Raw -92772.621677 + Penalty 3123.366223 = -89649.255454 nChanged 4 SP:Iteration 4Q (18804.820000 sec): 3 clusters Score: Raw -92781.966688 + Penalty 3123.366223 = -89658.600465 nChanged 3 SP:Iteration 5Q (18804.940000 sec): 3 clusters Score: Raw -92787.278636 + Penalty 3123.366223 = -89663.912413 nChanged 1 SP:Iteration 6Q (18805.190000 sec): 3 clusters Score: Raw -92788.185697 + Penalty 3123.366223 = -89664.819475 nChanged 2 SP:Iteration 7Q (18805.380000 sec): 3 clusters Score: Raw -92793.179461 + Penalty 3123.366223 = -89669.813239 nChanged 1 SP:Iteration 8Q (18805.560000 sec): 3 clusters Score: Raw -92796.280468 + Penalty 3123.366223 = -89672.914245 nChanged 1 SP:Iteration 9Q (18805.720000 sec): 3 clusters Score: Raw -92798.476520 + Penalty 3123.366223 = -89675.110298 nChanged 2 SP:Iteration 10Q (18805.830000 sec): 3 clusters Score: Raw -92800.161692 + Penalty 3123.366223 = -89676.795470 nChanged 1 SP:Iteration 11Q (18805.990000 sec): 3 clusters Score: Raw -92800.936044 + Penalty 3123.366223 = -89677.569822 nChanged 0 SP:Iteration 12F (18806.140000 sec): 3 clusters Score: Raw -92800.936044 + Penalty 3123.366223 = -89677.569822 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18806.210000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18806.350000 sec): 3 clusters Score: Raw -19504.260169 + Penalty 2454.584906 = -17049.675263 nChanged 12 SP:Iteration 1F (18806.500000 sec): 3 clusters Score: Raw -19621.300645 + Penalty 2454.584906 = -17166.715739 nChanged 3 SP:Iteration 2Q (18806.640000 sec): 3 clusters Score: Raw -19647.613927 + Penalty 2454.584906 = -17193.029021 nChanged 1 SP:Iteration 3Q (18806.780000 sec): 3 clusters Score: Raw -19660.114517 + Penalty 2454.584906 = -17205.529611 nChanged 1 SP:Iteration 4Q (18806.930000 sec): 3 clusters Score: Raw -19664.005359 + Penalty 2454.584906 = -17209.420454 nChanged 0 SP:Iteration 5F (18807.080000 sec): 3 clusters Score: Raw -19664.005359 + Penalty 2454.584906 = -17209.420454 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18807.160000 sec): 2 clusters Score: Raw -44970.262699 + Penalty 1441.162966 = -43529.099732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18807.320000 sec): 3 clusters Score: Raw -45142.442882 + Penalty 2882.325933 = -42260.116949 nChanged 58 SP:Iteration 1F (18807.480000 sec): 3 clusters Score: Raw -45435.042606 + Penalty 2882.325933 = -42552.716674 nChanged 23 SP:Iteration 2F (18807.640000 sec): 3 clusters Score: Raw -45587.286129 + Penalty 2882.325933 = -42704.960196 nChanged 15 SP:Iteration 3Q (18807.800000 sec): 3 clusters Score: Raw -45706.063655 + Penalty 2882.325933 = -42823.737722 nChanged 19 SP:Iteration 4F (18807.960000 sec): 3 clusters Score: Raw -45825.990942 + Penalty 2882.325933 = -42943.665010 nChanged 12 SP:Iteration 5Q (18808.120000 sec): 3 clusters Score: Raw -45916.805819 + Penalty 2882.325933 = -43034.479887 nChanged 7 SP:Iteration 6Q (18808.280000 sec): 3 clusters Score: Raw -45984.064781 + Penalty 2882.325933 = -43101.738849 nChanged 6 SP:Iteration 7Q (18808.440000 sec): 3 clusters Score: Raw -46012.926870 + Penalty 2882.325933 = -43130.600937 nChanged 6 SP:Iteration 8Q (18808.600000 sec): 3 clusters Score: Raw -46047.320330 + Penalty 2882.325933 = -43164.994398 nChanged 4 SP:Iteration 9Q (18808.760000 sec): 3 clusters Score: Raw -46080.504781 + Penalty 2882.325933 = -43198.178849 nChanged 4 SP:Iteration 10Q (18808.920000 sec): 3 clusters Score: Raw -46107.829798 + Penalty 2882.325933 = -43225.503866 nChanged 5 SP:Iteration 11Q (18809.080000 sec): 3 clusters Score: Raw -46144.755554 + Penalty 2882.325933 = -43262.429621 nChanged 5 SP:Iteration 12Q (18809.250000 sec): 3 clusters Score: Raw -46175.833567 + Penalty 2882.325933 = -43293.507635 nChanged 3 SP:Iteration 13Q (18809.410000 sec): 3 clusters Score: Raw -46190.517309 + Penalty 2882.325933 = -43308.191377 nChanged 2 SP:Iteration 14Q (18809.580000 sec): 3 clusters Score: Raw -46204.202781 + Penalty 2882.325933 = -43321.876848 nChanged 1 SP:Iteration 15Q (18809.740000 sec): 3 clusters Score: Raw -46217.765215 + Penalty 2882.325933 = -43335.439282 nChanged 3 SP:Iteration 16Q (18809.870000 sec): 3 clusters Score: Raw -46261.960921 + Penalty 2882.325933 = -43379.634989 nChanged 6 SP:Iteration 17Q (18810.020000 sec): 3 clusters Score: Raw -46320.279811 + Penalty 2882.325933 = -43437.953878 nChanged 2 SP:Iteration 18Q (18810.160000 sec): 3 clusters Score: Raw -46332.559911 + Penalty 2882.325933 = -43450.233979 nChanged 1 SP:Iteration 19Q (18810.320000 sec): 3 clusters Score: Raw -46335.776655 + Penalty 2882.325933 = -43453.450723 nChanged 1 SP:Iteration 20F (18810.480000 sec): 3 clusters Score: Raw -46345.650127 + Penalty 2882.325933 = -43463.324195 nChanged 2 SP:Iteration 21Q (18810.640000 sec): 3 clusters Score: Raw -46363.155823 + Penalty 2882.325933 = -43480.829891 nChanged 1 SP:Iteration 22Q (18810.790000 sec): 3 clusters Score: Raw -46374.267066 + Penalty 2882.325933 = -43491.941134 nChanged 1 SP:Iteration 23Q (18810.940000 sec): 3 clusters Score: Raw -46381.476938 + Penalty 2882.325933 = -43499.151005 nChanged 1 SP:Iteration 24Q (18811.130000 sec): 3 clusters Score: Raw -46386.970849 + Penalty 2882.325933 = -43504.644916 nChanged 1 SP:Iteration 25Q (18811.290000 sec): 3 clusters Score: Raw -46389.593554 + Penalty 2882.325933 = -43507.267621 nChanged 0 SP:Iteration 26F (18811.480000 sec): 3 clusters Score: Raw -46389.593554 + Penalty 2882.325933 = -43507.267621 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18811.620000 sec): 2 clusters Score: Raw -1015815.599987 + Penalty 2163.442072 = -1013652.157915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18811.900000 sec): 3 clusters Score: Raw -1012818.656967 + Penalty 4326.884144 = -1008491.772823 nChanged 2403 SP:Iteration 1F (18812.190000 sec): 3 clusters Score: Raw -1014324.249591 + Penalty 4326.884144 = -1009997.365446 nChanged 542 SP:Iteration 2F (18812.400000 sec): 3 clusters Score: Raw -1014988.174495 + Penalty 4326.884144 = -1010661.290351 nChanged 485 SP:Iteration 3F (18812.630000 sec): 3 clusters Score: Raw -1015581.829120 + Penalty 4326.884144 = -1011254.944976 nChanged 442 SP:Iteration 4F (18812.840000 sec): 3 clusters Score: Raw -1016056.774764 + Penalty 4326.884144 = -1011729.890619 nChanged 403 SP:Iteration 5F (18813.040000 sec): 3 clusters Score: Raw -1016533.510430 + Penalty 4326.884144 = -1012206.626286 nChanged 396 SP:Iteration 6F (18813.230000 sec): 3 clusters Score: Raw -1016926.859338 + Penalty 4326.884144 = -1012599.975193 nChanged 320 SP:Iteration 7F (18813.480000 sec): 3 clusters Score: Raw -1017191.013271 + Penalty 4326.884144 = -1012864.129127 nChanged 255 SP:Iteration 8Q (18813.680000 sec): 3 clusters Score: Raw -1017365.514936 + Penalty 4326.884144 = -1013038.630792 nChanged 174 SP:Iteration 9Q (18813.880000 sec): 3 clusters Score: Raw -1017450.674027 + Penalty 4326.884144 = -1013123.789882 nChanged 117 SP:Iteration 10Q (18814.100000 sec): 3 clusters Score: Raw -1017504.018523 + Penalty 4326.884144 = -1013177.134379 nChanged 82 SP:Iteration 11Q (18814.310000 sec): 3 clusters Score: Raw -1017537.503887 + Penalty 4326.884144 = -1013210.619743 nChanged 55 SP:Iteration 12Q (18814.550000 sec): 3 clusters Score: Raw -1017555.095484 + Penalty 4326.884144 = -1013228.211340 nChanged 32 SP:Iteration 13Q (18814.760000 sec): 3 clusters Score: Raw -1017563.135687 + Penalty 4326.884144 = -1013236.251543 nChanged 28 SP:Iteration 14Q (18814.930000 sec): 3 clusters Score: Raw -1017568.444004 + Penalty 4326.884144 = -1013241.559860 nChanged 16 SP:Iteration 15Q (18815.170000 sec): 3 clusters Score: Raw -1017571.363954 + Penalty 4326.884144 = -1013244.479810 nChanged 12 SP:Iteration 16Q (18815.360000 sec): 3 clusters Score: Raw -1017574.169015 + Penalty 4326.884144 = -1013247.284870 nChanged 12 SP:Iteration 17Q (18815.580000 sec): 3 clusters Score: Raw -1017577.165054 + Penalty 4326.884144 = -1013250.280910 nChanged 15 SP:Iteration 18Q (18815.810000 sec): 3 clusters Score: Raw -1017580.171525 + Penalty 4326.884144 = -1013253.287380 nChanged 7 SP:Iteration 19Q (18816.030000 sec): 3 clusters Score: Raw -1017581.302371 + Penalty 4326.884144 = -1013254.418227 nChanged 3 SP:Iteration 20F (18816.290000 sec): 3 clusters Score: Raw -1017581.855957 + Penalty 4326.884144 = -1013254.971812 nChanged 2 SP:Iteration 21Q (18816.530000 sec): 3 clusters Score: Raw -1017582.458616 + Penalty 4326.884144 = -1013255.574472 nChanged 5 SP:Iteration 22Q (18816.780000 sec): 3 clusters Score: Raw -1017583.571840 + Penalty 4326.884144 = -1013256.687695 nChanged 1 SP:Iteration 23Q (18816.950000 sec): 3 clusters Score: Raw -1017583.975615 + Penalty 4326.884144 = -1013257.091471 nChanged 1 SP:Iteration 24Q (18817.140000 sec): 3 clusters Score: Raw -1017584.273475 + Penalty 4326.884144 = -1013257.389331 nChanged 2 SP:Iteration 25Q (18817.390000 sec): 3 clusters Score: Raw -1017584.466822 + Penalty 4326.884144 = -1013257.582677 nChanged 0 SP:Iteration 26F (18817.530000 sec): 3 clusters Score: Raw -1017584.466822 + Penalty 4326.884144 = -1013257.582677 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18817.610000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18817.750000 sec): 3 clusters Score: Raw -173983.746930 + Penalty 3419.756340 = -170563.990591 nChanged 264 SP:Iteration 1F (18817.920000 sec): 3 clusters Score: Raw -174275.317603 + Penalty 3419.756340 = -170855.561263 nChanged 71 SP:Iteration 2F (18818.130000 sec): 3 clusters Score: Raw -174354.860196 + Penalty 3419.756340 = -170935.103856 nChanged 37 SP:Iteration 3Q (18818.240000 sec): 3 clusters Score: Raw -174412.427325 + Penalty 3419.756340 = -170992.670985 nChanged 22 SP:Iteration 4Q (18818.370000 sec): 3 clusters Score: Raw -174444.145192 + Penalty 3419.756340 = -171024.388852 nChanged 12 SP:Iteration 5Q (18818.560000 sec): 3 clusters Score: Raw -174464.643602 + Penalty 3419.756340 = -171044.887263 nChanged 10 SP:Iteration 6Q (18818.700000 sec): 3 clusters Score: Raw -174480.421004 + Penalty 3419.756340 = -171060.664665 nChanged 7 SP:Iteration 7Q (18818.830000 sec): 3 clusters Score: Raw -174486.319528 + Penalty 3419.756340 = -171066.563188 nChanged 4 SP:Iteration 8Q (18818.970000 sec): 3 clusters Score: Raw -174491.484784 + Penalty 3419.756340 = -171071.728444 nChanged 5 SP:Iteration 9Q (18819.160000 sec): 3 clusters Score: Raw -174498.891542 + Penalty 3419.756340 = -171079.135203 nChanged 7 SP:Iteration 10Q (18819.310000 sec): 3 clusters Score: Raw -174507.093139 + Penalty 3419.756340 = -171087.336800 nChanged 7 SP:Iteration 11Q (18819.500000 sec): 3 clusters Score: Raw -174513.897282 + Penalty 3419.756340 = -171094.140942 nChanged 5 SP:Iteration 12Q (18819.690000 sec): 3 clusters Score: Raw -174516.863595 + Penalty 3419.756340 = -171097.107255 nChanged 3 SP:Iteration 13Q (18819.810000 sec): 3 clusters Score: Raw -174520.242811 + Penalty 3419.756340 = -171100.486471 nChanged 2 SP:Iteration 14Q (18819.970000 sec): 3 clusters Score: Raw -174522.792679 + Penalty 3419.756340 = -171103.036339 nChanged 2 SP:Iteration 15Q (18820.070000 sec): 3 clusters Score: Raw -174524.826399 + Penalty 3419.756340 = -171105.070059 nChanged 1 SP:Iteration 16Q (18820.190000 sec): 3 clusters Score: Raw -174525.552593 + Penalty 3419.756340 = -171105.796254 nChanged 1 SP:Iteration 17Q (18820.330000 sec): 3 clusters Score: Raw -174526.571966 + Penalty 3419.756340 = -171106.815626 nChanged 1 SP:Iteration 18Q (18820.470000 sec): 3 clusters Score: Raw -174531.729874 + Penalty 3419.756340 = -171111.973535 nChanged 2 SP:Iteration 19Q (18820.680000 sec): 3 clusters Score: Raw -174533.266702 + Penalty 3419.756340 = -171113.510363 nChanged 2 SP:Iteration 20F (18820.840000 sec): 3 clusters Score: Raw -174534.207416 + Penalty 3419.756340 = -171114.451077 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18820.910000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18821.070000 sec): 3 clusters Score: Raw -93204.388801 + Penalty 3168.726457 = -90035.662343 nChanged 105 SP:Iteration 1F (18821.230000 sec): 3 clusters Score: Raw -93403.884716 + Penalty 3168.726457 = -90235.158259 nChanged 36 SP:Iteration 2F (18821.390000 sec): 3 clusters Score: Raw -93494.195787 + Penalty 3168.726457 = -90325.469330 nChanged 20 SP:Iteration 3Q (18821.590000 sec): 3 clusters Score: Raw -93554.874955 + Penalty 3168.726457 = -90386.148498 nChanged 15 SP:Iteration 4Q (18821.730000 sec): 3 clusters Score: Raw -93596.407633 + Penalty 3168.726457 = -90427.681176 nChanged 11 SP:Iteration 5Q (18821.910000 sec): 3 clusters Score: Raw -93621.519855 + Penalty 3168.726457 = -90452.793398 nChanged 6 SP:Iteration 6Q (18822.050000 sec): 3 clusters Score: Raw -93632.044424 + Penalty 3168.726457 = -90463.317967 nChanged 3 SP:Iteration 7Q (18822.170000 sec): 3 clusters Score: Raw -93639.691665 + Penalty 3168.726457 = -90470.965208 nChanged 4 SP:Iteration 8Q (18822.350000 sec): 3 clusters Score: Raw -93646.740002 + Penalty 3168.726457 = -90478.013545 nChanged 3 SP:Iteration 9Q (18822.490000 sec): 3 clusters Score: Raw -93657.816825 + Penalty 3168.726457 = -90489.090368 nChanged 3 SP:Iteration 10Q (18822.620000 sec): 3 clusters Score: Raw -93665.059017 + Penalty 3168.726457 = -90496.332560 nChanged 3 SP:Iteration 11Q (18822.760000 sec): 3 clusters Score: Raw -93675.133890 + Penalty 3168.726457 = -90506.407433 nChanged 3 SP:Iteration 12Q (18822.890000 sec): 3 clusters Score: Raw -93700.563194 + Penalty 3168.726457 = -90531.836737 nChanged 6 SP:Iteration 13Q (18823.020000 sec): 3 clusters Score: Raw -93813.848386 + Penalty 3168.726457 = -90645.121929 nChanged 10 SP:Iteration 14Q (18823.150000 sec): 3 clusters Score: Raw -93951.335898 + Penalty 3168.726457 = -90782.609441 nChanged 18 SP:Iteration 15Q (18823.330000 sec): 3 clusters Score: Raw -93986.673734 + Penalty 3168.726457 = -90817.947277 nChanged 8 SP:Iteration 16Q (18823.490000 sec): 3 clusters Score: Raw -94005.822646 + Penalty 3168.726457 = -90837.096189 nChanged 7 SP:Iteration 17Q (18823.620000 sec): 3 clusters Score: Raw -94022.093932 + Penalty 3168.726457 = -90853.367475 nChanged 8 SP:Iteration 18Q (18823.750000 sec): 3 clusters Score: Raw -94037.248271 + Penalty 3168.726457 = -90868.521813 nChanged 6 SP:Iteration 19Q (18823.850000 sec): 3 clusters Score: Raw -94048.823047 + Penalty 3168.726457 = -90880.096590 nChanged 2 SP:Iteration 20F (18824.030000 sec): 3 clusters Score: Raw -94053.703747 + Penalty 3168.726457 = -90884.977290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18824.560000 sec): 2 clusters Score: Raw -11816847.292853 + Penalty 2746.398604 = -11814100.894250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18825.130000 sec): 3 clusters Score: Raw -11776428.265715 + Penalty 5492.797207 = -11770935.468508 nChanged 29951 SP:Iteration 1F (18825.760000 sec): 3 clusters Score: Raw -11793075.573362 + Penalty 5492.797207 = -11787582.776154 nChanged 2188 SP:Iteration 2Q (18826.380000 sec): 3 clusters Score: Raw -11793561.181627 + Penalty 5492.797207 = -11788068.384420 nChanged 2088 SP:Iteration 3Q (18827.040000 sec): 3 clusters Score: Raw -11794032.154242 + Penalty 5492.797207 = -11788539.357035 nChanged 1972 SP:Iteration 4Q (18827.590000 sec): 3 clusters Score: Raw -11794501.986814 + Penalty 5492.797207 = -11789009.189607 nChanged 1988 SP:Iteration 5Q (18828.200000 sec): 3 clusters Score: Raw -11795030.852123 + Penalty 5492.797207 = -11789538.054916 nChanged 2196 SP:Iteration 6Q (18828.860000 sec): 3 clusters Score: Raw -11795743.305607 + Penalty 5492.797207 = -11790250.508400 nChanged 2613 SP:Iteration 7Q (18829.500000 sec): 3 clusters Score: Raw -11796769.815666 + Penalty 5492.797207 = -11791277.018459 nChanged 3173 SP:Iteration 8Q (18830.140000 sec): 3 clusters Score: Raw -11798296.251685 + Penalty 5492.797207 = -11792803.454478 nChanged 3739 SP:Iteration 9F (18830.680000 sec): 3 clusters Score: Raw -11800535.140841 + Penalty 5492.797207 = -11795042.343633 nChanged 4322 SP:Iteration 10F (18831.260000 sec): 3 clusters Score: Raw -11803627.022547 + Penalty 5492.797207 = -11798134.225340 nChanged 4272 SP:Iteration 11F (18831.810000 sec): 3 clusters Score: Raw -11807193.797754 + Penalty 5492.797207 = -11801701.000547 nChanged 3577 SP:Iteration 12F (18832.400000 sec): 3 clusters Score: Raw -11810454.071655 + Penalty 5492.797207 = -11804961.274448 nChanged 2513 SP:Iteration 13Q (18833.040000 sec): 3 clusters Score: Raw -11812776.570000 + Penalty 5492.797207 = -11807283.772792 nChanged 1673 SP:Iteration 14Q (18833.670000 sec): 3 clusters Score: Raw -11814038.297489 + Penalty 5492.797207 = -11808545.500282 nChanged 1174 SP:Iteration 15Q (18834.310000 sec): 3 clusters Score: Raw -11814729.429111 + Penalty 5492.797207 = -11809236.631904 nChanged 792 SP:Iteration 16Q (18834.810000 sec): 3 clusters Score: Raw -11815074.102627 + Penalty 5492.797207 = -11809581.305420 nChanged 572 SP:Iteration 17Q (18835.380000 sec): 3 clusters Score: Raw -11815302.446726 + Penalty 5492.797207 = -11809809.649518 nChanged 521 SP:Iteration 18Q (18836.000000 sec): 3 clusters Score: Raw -11815498.667083 + Penalty 5492.797207 = -11810005.869876 nChanged 477 SP:Iteration 19Q (18836.670000 sec): 3 clusters Score: Raw -11815662.269296 + Penalty 5492.797207 = -11810169.472088 nChanged 416 SP:Iteration 20F (18837.270000 sec): 3 clusters Score: Raw -11815807.613118 + Penalty 5492.797207 = -11810314.815911 nChanged 370 SP:Iteration 21Q (18837.860000 sec): 3 clusters Score: Raw -11815941.042166 + Penalty 5492.797207 = -11810448.244959 nChanged 337 SP:Iteration 22Q (18838.440000 sec): 3 clusters Score: Raw -11816061.206717 + Penalty 5492.797207 = -11810568.409510 nChanged 309 SP:Iteration 23Q (18839.030000 sec): 3 clusters Score: Raw -11816174.449541 + Penalty 5492.797207 = -11810681.652334 nChanged 317 SP:Iteration 24Q (18839.630000 sec): 3 clusters Score: Raw -11816290.117617 + Penalty 5492.797207 = -11810797.320410 nChanged 281 SP:Iteration 25Q (18840.170000 sec): 3 clusters Score: Raw -11816406.233292 + Penalty 5492.797207 = -11810913.436085 nChanged 269 SP:Iteration 26Q (18840.740000 sec): 3 clusters Score: Raw -11816521.903273 + Penalty 5492.797207 = -11811029.106066 nChanged 271 SP:Iteration 27Q (18841.320000 sec): 3 clusters Score: Raw -11816641.579422 + Penalty 5492.797207 = -11811148.782214 nChanged 265 SP:Iteration 28Q (18841.900000 sec): 3 clusters Score: Raw -11816770.284140 + Penalty 5492.797207 = -11811277.486933 nChanged 248 SP:Iteration 29Q (18842.410000 sec): 3 clusters Score: Raw -11816876.702686 + Penalty 5492.797207 = -11811383.905479 nChanged 195 SP:Iteration 30Q (18842.980000 sec): 3 clusters Score: Raw -11816950.067893 + Penalty 5492.797207 = -11811457.270686 nChanged 166 SP:Iteration 31Q (18843.540000 sec): 3 clusters Score: Raw -11817009.065104 + Penalty 5492.797207 = -11811516.267896 nChanged 163 SP:Iteration 32Q (18844.060000 sec): 3 clusters Score: Raw -11817080.361974 + Penalty 5492.797207 = -11811587.564766 nChanged 156 SP:Iteration 33Q (18844.580000 sec): 3 clusters Score: Raw -11817148.996407 + Penalty 5492.797207 = -11811656.199200 nChanged 147 SP:Iteration 34Q (18845.130000 sec): 3 clusters Score: Raw -11817208.551234 + Penalty 5492.797207 = -11811715.754027 nChanged 117 SP:Iteration 35Q (18845.700000 sec): 3 clusters Score: Raw -11817253.507090 + Penalty 5492.797207 = -11811760.709883 nChanged 108 SP:Iteration 36Q (18846.300000 sec): 3 clusters Score: Raw -11817294.708383 + Penalty 5492.797207 = -11811801.911176 nChanged 92 SP:Iteration 37Q (18846.830000 sec): 3 clusters Score: Raw -11817325.286822 + Penalty 5492.797207 = -11811832.489615 nChanged 80 SP:Iteration 38Q (18847.400000 sec): 3 clusters Score: Raw -11817352.548338 + Penalty 5492.797207 = -11811859.751131 nChanged 67 SP:Iteration 39Q (18847.910000 sec): 3 clusters Score: Raw -11817374.825691 + Penalty 5492.797207 = -11811882.028484 nChanged 52 SP:Iteration 40F (18848.550000 sec): 3 clusters Score: Raw -11817390.318567 + Penalty 5492.797207 = -11811897.521360 nChanged 50 SP:Iteration 41Q (18849.200000 sec): 3 clusters Score: Raw -11817405.364819 + Penalty 5492.797207 = -11811912.567612 nChanged 40 SP:Iteration 42Q (18849.720000 sec): 3 clusters Score: Raw -11817417.730431 + Penalty 5492.797207 = -11811924.933223 nChanged 45 SP:Iteration 43Q (18850.300000 sec): 3 clusters Score: Raw -11817431.331993 + Penalty 5492.797207 = -11811938.534786 nChanged 35 SP:Iteration 44Q (18850.960000 sec): 3 clusters Score: Raw -11817441.130199 + Penalty 5492.797207 = -11811948.332992 nChanged 25 SP:Iteration 45Q (18851.440000 sec): 3 clusters Score: Raw -11817447.989215 + Penalty 5492.797207 = -11811955.192008 nChanged 30 SP:Iteration 46Q (18851.950000 sec): 3 clusters Score: Raw -11817456.061767 + Penalty 5492.797207 = -11811963.264560 nChanged 23 SP:Iteration 47Q (18852.520000 sec): 3 clusters Score: Raw -11817462.930671 + Penalty 5492.797207 = -11811970.133463 nChanged 25 SP:Iteration 48Q (18853.070000 sec): 3 clusters Score: Raw -11817470.573653 + Penalty 5492.797207 = -11811977.776446 nChanged 15 SP:Iteration 49Q (18853.600000 sec): 3 clusters Score: Raw -11817473.975526 + Penalty 5492.797207 = -11811981.178319 nChanged 10 SP:Iteration 50Q (18854.130000 sec): 3 clusters Score: Raw -11817476.029664 + Penalty 5492.797207 = -11811983.232457 nChanged 9 SP:Iteration 51Q (18854.640000 sec): 3 clusters Score: Raw -11817478.200852 + Penalty 5492.797207 = -11811985.403645 nChanged 11 SP:Iteration 52Q (18855.180000 sec): 3 clusters Score: Raw -11817481.449679 + Penalty 5492.797207 = -11811988.652472 nChanged 7 SP:Iteration 53Q (18855.730000 sec): 3 clusters Score: Raw -11817483.089123 + Penalty 5492.797207 = -11811990.291916 nChanged 9 SP:Iteration 54Q (18856.300000 sec): 3 clusters Score: Raw -11817484.959320 + Penalty 5492.797207 = -11811992.162113 nChanged 7 SP:Iteration 55Q (18856.830000 sec): 3 clusters Score: Raw -11817486.094727 + Penalty 5492.797207 = -11811993.297520 nChanged 4 SP:Iteration 56Q (18857.380000 sec): 3 clusters Score: Raw -11817487.191598 + Penalty 5492.797207 = -11811994.394391 nChanged 6 SP:Iteration 57Q (18857.920000 sec): 3 clusters Score: Raw -11817488.515621 + Penalty 5492.797207 = -11811995.718414 nChanged 2 SP:Iteration 58Q (18858.520000 sec): 3 clusters Score: Raw -11817488.778129 + Penalty 5492.797207 = -11811995.980922 nChanged 5 SP:Iteration 59Q (18859.020000 sec): 3 clusters Score: Raw -11817489.882839 + Penalty 5492.797207 = -11811997.085632 nChanged 5 SP:Iteration 60F (18859.690000 sec): 3 clusters Score: Raw -11817491.430474 + Penalty 5492.797207 = -11811998.633267 nChanged 5 SP:Iteration 61Q (18860.300000 sec): 3 clusters Score: Raw -11817492.843334 + Penalty 5492.797207 = -11812000.046127 nChanged 3 SP:Iteration 62Q (18860.900000 sec): 3 clusters Score: Raw -11817493.278283 + Penalty 5492.797207 = -11812000.481076 nChanged 2 SP:Iteration 63Q (18861.520000 sec): 3 clusters Score: Raw -11817493.641485 + Penalty 5492.797207 = -11812000.844278 nChanged 1 SP:Iteration 64Q (18862.110000 sec): 3 clusters Score: Raw -11817493.838899 + Penalty 5492.797207 = -11812001.041692 nChanged 3 SP:Iteration 65Q (18862.730000 sec): 3 clusters Score: Raw -11817494.556515 + Penalty 5492.797207 = -11812001.759307 nChanged 4 SP:Iteration 66Q (18863.310000 sec): 3 clusters Score: Raw -11817495.402010 + Penalty 5492.797207 = -11812002.604803 nChanged 4 SP:Iteration 67Q (18863.840000 sec): 3 clusters Score: Raw -11817496.209838 + Penalty 5492.797207 = -11812003.412631 nChanged 2 SP:Iteration 68Q (18864.330000 sec): 3 clusters Score: Raw -11817496.399789 + Penalty 5492.797207 = -11812003.602582 nChanged 0 SP:Iteration 69F (18864.930000 sec): 3 clusters Score: Raw -11817496.399789 + Penalty 5492.797207 = -11812003.602582 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18865.060000 sec): 2 clusters Score: Raw -692622.167251 + Penalty 2066.352791 = -690555.814460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18865.250000 sec): 3 clusters Score: Raw -690769.483138 + Penalty 4132.705583 = -686636.777555 nChanged 1522 SP:Iteration 1F (18865.490000 sec): 3 clusters Score: Raw -691740.919013 + Penalty 4132.705583 = -687608.213430 nChanged 357 SP:Iteration 2F (18865.710000 sec): 3 clusters Score: Raw -692089.337308 + Penalty 4132.705583 = -687956.631725 nChanged 302 SP:Iteration 3F (18865.950000 sec): 3 clusters Score: Raw -692430.005028 + Penalty 4132.705583 = -688297.299445 nChanged 292 SP:Iteration 4F (18866.130000 sec): 3 clusters Score: Raw -692737.790457 + Penalty 4132.705583 = -688605.084874 nChanged 242 SP:Iteration 5F (18866.390000 sec): 3 clusters Score: Raw -693020.410228 + Penalty 4132.705583 = -688887.704645 nChanged 217 SP:Iteration 6F (18866.610000 sec): 3 clusters Score: Raw -693240.634031 + Penalty 4132.705583 = -689107.928449 nChanged 164 SP:Iteration 7Q (18866.790000 sec): 3 clusters Score: Raw -693380.675474 + Penalty 4132.705583 = -689247.969892 nChanged 118 SP:Iteration 8Q (18867.030000 sec): 3 clusters Score: Raw -693459.418287 + Penalty 4132.705583 = -689326.712705 nChanged 84 SP:Iteration 9Q (18867.220000 sec): 3 clusters Score: Raw -693510.969087 + Penalty 4132.705583 = -689378.263504 nChanged 56 SP:Iteration 10Q (18867.360000 sec): 3 clusters Score: Raw -693543.813996 + Penalty 4132.705583 = -689411.108413 nChanged 42 SP:Iteration 11Q (18867.550000 sec): 3 clusters Score: Raw -693561.125265 + Penalty 4132.705583 = -689428.419682 nChanged 28 SP:Iteration 12Q (18867.750000 sec): 3 clusters Score: Raw -693573.515577 + Penalty 4132.705583 = -689440.809994 nChanged 25 SP:Iteration 13Q (18867.900000 sec): 3 clusters Score: Raw -693585.787759 + Penalty 4132.705583 = -689453.082176 nChanged 24 SP:Iteration 14Q (18868.030000 sec): 3 clusters Score: Raw -693596.969062 + Penalty 4132.705583 = -689464.263479 nChanged 19 SP:Iteration 15Q (18868.210000 sec): 3 clusters Score: Raw -693603.466212 + Penalty 4132.705583 = -689470.760629 nChanged 8 SP:Iteration 16Q (18868.430000 sec): 3 clusters Score: Raw -693607.488082 + Penalty 4132.705583 = -689474.782499 nChanged 6 SP:Iteration 17Q (18868.660000 sec): 3 clusters Score: Raw -693609.329356 + Penalty 4132.705583 = -689476.623773 nChanged 6 SP:Iteration 18Q (18868.820000 sec): 3 clusters Score: Raw -693611.686978 + Penalty 4132.705583 = -689478.981395 nChanged 3 SP:Iteration 19Q (18869.020000 sec): 3 clusters Score: Raw -693612.187604 + Penalty 4132.705583 = -689479.482021 nChanged 1 SP:Iteration 20F (18869.250000 sec): 3 clusters Score: Raw -693612.431086 + Penalty 4132.705583 = -689479.725503 nChanged 1 SP:Iteration 21Q (18869.440000 sec): 3 clusters Score: Raw -693612.563156 + Penalty 4132.705583 = -689479.857573 nChanged 0 SP:Iteration 22F (18869.630000 sec): 3 clusters Score: Raw -693612.563156 + Penalty 4132.705583 = -689479.857573 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18869.710000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18869.870000 sec): 3 clusters Score: Raw -19190.854639 + Penalty 2374.595904 = -16816.258735 nChanged 6 SP:Iteration 1Q (18870.050000 sec): 3 clusters Score: Raw -19226.665748 + Penalty 2374.595904 = -16852.069843 nChanged 0 SP:Iteration 2F (18870.220000 sec): 3 clusters Score: Raw -19226.665748 + Penalty 2374.595904 = -16852.069843 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18870.320000 sec): 2 clusters Score: Raw -106499.714486 + Penalty 1594.970108 = -104904.744378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18870.490000 sec): 3 clusters Score: Raw -106470.678884 + Penalty 3189.940217 = -103280.738668 nChanged 123 SP:Iteration 1F (18870.690000 sec): 3 clusters Score: Raw -106698.312495 + Penalty 3189.940217 = -103508.372278 nChanged 29 SP:Iteration 2Q (18870.890000 sec): 3 clusters Score: Raw -106774.246403 + Penalty 3189.940217 = -103584.306186 nChanged 20 SP:Iteration 3Q (18871.070000 sec): 3 clusters Score: Raw -106869.273547 + Penalty 3189.940217 = -103679.333330 nChanged 12 SP:Iteration 4Q (18871.270000 sec): 3 clusters Score: Raw -106901.835379 + Penalty 3189.940217 = -103711.895162 nChanged 10 SP:Iteration 5Q (18871.390000 sec): 3 clusters Score: Raw -106922.560117 + Penalty 3189.940217 = -103732.619900 nChanged 10 SP:Iteration 6Q (18871.570000 sec): 3 clusters Score: Raw -106944.566450 + Penalty 3189.940217 = -103754.626233 nChanged 4 SP:Iteration 7Q (18871.770000 sec): 3 clusters Score: Raw -106953.829696 + Penalty 3189.940217 = -103763.889479 nChanged 6 SP:Iteration 8Q (18871.890000 sec): 3 clusters Score: Raw -106966.277001 + Penalty 3189.940217 = -103776.336785 nChanged 3 SP:Iteration 9Q (18872.070000 sec): 3 clusters Score: Raw -106973.457547 + Penalty 3189.940217 = -103783.517330 nChanged 7 SP:Iteration 10Q (18872.260000 sec): 3 clusters Score: Raw -106987.105532 + Penalty 3189.940217 = -103797.165316 nChanged 4 SP:Iteration 11Q (18872.390000 sec): 3 clusters Score: Raw -106993.080219 + Penalty 3189.940217 = -103803.140002 nChanged 1 SP:Iteration 12Q (18872.580000 sec): 3 clusters Score: Raw -106996.557073 + Penalty 3189.940217 = -103806.616856 nChanged 2 SP:Iteration 13Q (18872.780000 sec): 3 clusters Score: Raw -107004.105335 + Penalty 3189.940217 = -103814.165119 nChanged 4 SP:Iteration 14Q (18872.910000 sec): 3 clusters Score: Raw -107011.544657 + Penalty 3189.940217 = -103821.604440 nChanged 7 SP:Iteration 15Q (18873.090000 sec): 3 clusters Score: Raw -107020.093764 + Penalty 3189.940217 = -103830.153548 nChanged 2 SP:Iteration 16Q (18873.290000 sec): 3 clusters Score: Raw -107021.872347 + Penalty 3189.940217 = -103831.932130 nChanged 1 SP:Iteration 17Q (18873.410000 sec): 3 clusters Score: Raw -107024.856883 + Penalty 3189.940217 = -103834.916666 nChanged 1 SP:Iteration 18Q (18873.590000 sec): 3 clusters Score: Raw -107026.920025 + Penalty 3189.940217 = -103836.979809 nChanged 2 SP:Iteration 19Q (18873.780000 sec): 3 clusters Score: Raw -107029.985754 + Penalty 3189.940217 = -103840.045537 nChanged 1 SP:Iteration 20F (18873.910000 sec): 3 clusters Score: Raw -107032.009384 + Penalty 3189.940217 = -103842.069168 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18874.070000 sec): 2 clusters Score: Raw -1998258.486357 + Penalty 2319.536007 = -1995938.950350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18874.330000 sec): 3 clusters Score: Raw -1991969.443257 + Penalty 4639.072014 = -1987330.371243 nChanged 4855 SP:Iteration 1F (18874.500000 sec): 3 clusters Score: Raw -1994681.276236 + Penalty 4639.072014 = -1990042.204222 nChanged 776 SP:Iteration 2F (18874.770000 sec): 3 clusters Score: Raw -1995099.813616 + Penalty 4639.072014 = -1990460.741602 nChanged 695 SP:Iteration 3F (18874.980000 sec): 3 clusters Score: Raw -1995493.661849 + Penalty 4639.072014 = -1990854.589835 nChanged 661 SP:Iteration 4F (18875.250000 sec): 3 clusters Score: Raw -1995972.422051 + Penalty 4639.072014 = -1991333.350037 nChanged 705 SP:Iteration 5F (18875.460000 sec): 3 clusters Score: Raw -1996547.304876 + Penalty 4639.072014 = -1991908.232862 nChanged 743 SP:Iteration 6F (18875.690000 sec): 3 clusters Score: Raw -1997145.556884 + Penalty 4639.072014 = -1992506.484870 nChanged 674 SP:Iteration 7F (18875.920000 sec): 3 clusters Score: Raw -1997656.432479 + Penalty 4639.072014 = -1993017.360465 nChanged 581 SP:Iteration 8F (18876.130000 sec): 3 clusters Score: Raw -1998083.281698 + Penalty 4639.072014 = -1993444.209684 nChanged 476 SP:Iteration 9Q (18876.360000 sec): 3 clusters Score: Raw -1998397.827191 + Penalty 4639.072014 = -1993758.755177 nChanged 373 SP:Iteration 10Q (18876.580000 sec): 3 clusters Score: Raw -1998633.219412 + Penalty 4639.072014 = -1993994.147398 nChanged 299 SP:Iteration 11Q (18876.880000 sec): 3 clusters Score: Raw -1998828.500545 + Penalty 4639.072014 = -1994189.428531 nChanged 224 SP:Iteration 12Q (18877.110000 sec): 3 clusters Score: Raw -1998947.752340 + Penalty 4639.072014 = -1994308.680326 nChanged 180 SP:Iteration 13Q (18877.320000 sec): 3 clusters Score: Raw -1999042.284085 + Penalty 4639.072014 = -1994403.212071 nChanged 139 SP:Iteration 14Q (18877.590000 sec): 3 clusters Score: Raw -1999114.558995 + Penalty 4639.072014 = -1994475.486981 nChanged 121 SP:Iteration 15Q (18877.790000 sec): 3 clusters Score: Raw -1999164.080494 + Penalty 4639.072014 = -1994525.008480 nChanged 96 SP:Iteration 16Q (18877.970000 sec): 3 clusters Score: Raw -1999206.940739 + Penalty 4639.072014 = -1994567.868725 nChanged 84 SP:Iteration 17Q (18878.210000 sec): 3 clusters Score: Raw -1999240.461072 + Penalty 4639.072014 = -1994601.389058 nChanged 78 SP:Iteration 18Q (18878.410000 sec): 3 clusters Score: Raw -1999269.903122 + Penalty 4639.072014 = -1994630.831108 nChanged 78 SP:Iteration 19Q (18878.610000 sec): 3 clusters Score: Raw -1999299.304939 + Penalty 4639.072014 = -1994660.232925 nChanged 74 SP:Iteration 20F (18878.860000 sec): 3 clusters Score: Raw -1999326.168263 + Penalty 4639.072014 = -1994687.096249 nChanged 60 SP:Iteration 21Q (18879.140000 sec): 3 clusters Score: Raw -1999343.322530 + Penalty 4639.072014 = -1994704.250516 nChanged 49 SP:Iteration 22Q (18879.310000 sec): 3 clusters Score: Raw -1999358.314439 + Penalty 4639.072014 = -1994719.242425 nChanged 35 SP:Iteration 23Q (18879.530000 sec): 3 clusters Score: Raw -1999371.317539 + Penalty 4639.072014 = -1994732.245525 nChanged 38 SP:Iteration 24Q (18879.740000 sec): 3 clusters Score: Raw -1999383.941443 + Penalty 4639.072014 = -1994744.869429 nChanged 31 SP:Iteration 25Q (18879.980000 sec): 3 clusters Score: Raw -1999392.563664 + Penalty 4639.072014 = -1994753.491650 nChanged 27 SP:Iteration 26Q (18880.190000 sec): 3 clusters Score: Raw -1999399.295499 + Penalty 4639.072014 = -1994760.223485 nChanged 16 SP:Iteration 27Q (18880.410000 sec): 3 clusters Score: Raw -1999402.031703 + Penalty 4639.072014 = -1994762.959689 nChanged 6 SP:Iteration 28Q (18880.660000 sec): 3 clusters Score: Raw -1999402.824578 + Penalty 4639.072014 = -1994763.752564 nChanged 6 SP:Iteration 29Q (18880.870000 sec): 3 clusters Score: Raw -1999403.884470 + Penalty 4639.072014 = -1994764.812456 nChanged 8 SP:Iteration 30Q (18881.120000 sec): 3 clusters Score: Raw -1999405.462552 + Penalty 4639.072014 = -1994766.390537 nChanged 9 SP:Iteration 31Q (18881.330000 sec): 3 clusters Score: Raw -1999407.825167 + Penalty 4639.072014 = -1994768.753153 nChanged 12 SP:Iteration 32Q (18881.570000 sec): 3 clusters Score: Raw -1999410.168623 + Penalty 4639.072014 = -1994771.096609 nChanged 6 SP:Iteration 33Q (18881.800000 sec): 3 clusters Score: Raw -1999410.871189 + Penalty 4639.072014 = -1994771.799175 nChanged 4 SP:Iteration 34Q (18882.030000 sec): 3 clusters Score: Raw -1999411.553977 + Penalty 4639.072014 = -1994772.481963 nChanged 4 SP:Iteration 35Q (18882.280000 sec): 3 clusters Score: Raw -1999411.872743 + Penalty 4639.072014 = -1994772.800729 nChanged 2 SP:Iteration 36Q (18882.490000 sec): 3 clusters Score: Raw -1999412.252253 + Penalty 4639.072014 = -1994773.180239 nChanged 3 SP:Iteration 37Q (18882.790000 sec): 3 clusters Score: Raw -1999412.742111 + Penalty 4639.072014 = -1994773.670097 nChanged 2 SP:Iteration 38Q (18883.080000 sec): 3 clusters Score: Raw -1999413.070492 + Penalty 4639.072014 = -1994773.998478 nChanged 3 SP:Iteration 39Q (18883.340000 sec): 3 clusters Score: Raw -1999413.765528 + Penalty 4639.072014 = -1994774.693514 nChanged 4 SP:Iteration 40F (18883.710000 sec): 3 clusters Score: Raw -1999414.549822 + Penalty 4639.072014 = -1994775.477808 nChanged 3 SP:Iteration 41Q (18883.990000 sec): 3 clusters Score: Raw -1999414.887316 + Penalty 4639.072014 = -1994775.815302 nChanged 4 SP:Iteration 42Q (18884.200000 sec): 3 clusters Score: Raw -1999415.475264 + Penalty 4639.072014 = -1994776.403250 nChanged 1 SP:Iteration 43Q (18884.400000 sec): 3 clusters Score: Raw -1999415.590351 + Penalty 4639.072014 = -1994776.518337 nChanged 0 SP:Iteration 44F (18884.610000 sec): 3 clusters Score: Raw -1999415.590351 + Penalty 4639.072014 = -1994776.518337 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18884.720000 sec): 2 clusters Score: Raw -652009.926919 + Penalty 2060.860901 = -649949.066018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18884.930000 sec): 3 clusters Score: Raw -650106.077373 + Penalty 4121.721803 = -645984.355570 nChanged 1508 SP:Iteration 1F (18885.120000 sec): 3 clusters Score: Raw -651055.411660 + Penalty 4121.721803 = -646933.689858 nChanged 327 SP:Iteration 2F (18885.290000 sec): 3 clusters Score: Raw -651309.169583 + Penalty 4121.721803 = -647187.447780 nChanged 222 SP:Iteration 3F (18885.450000 sec): 3 clusters Score: Raw -651503.380744 + Penalty 4121.721803 = -647381.658942 nChanged 198 SP:Iteration 4Q (18885.660000 sec): 3 clusters Score: Raw -651682.834690 + Penalty 4121.721803 = -647561.112887 nChanged 181 SP:Iteration 5Q (18885.880000 sec): 3 clusters Score: Raw -651829.478844 + Penalty 4121.721803 = -647707.757042 nChanged 167 SP:Iteration 6Q (18886.070000 sec): 3 clusters Score: Raw -651926.632082 + Penalty 4121.721803 = -647804.910279 nChanged 112 SP:Iteration 7Q (18886.300000 sec): 3 clusters Score: Raw -651994.271187 + Penalty 4121.721803 = -647872.549384 nChanged 96 SP:Iteration 8Q (18886.530000 sec): 3 clusters Score: Raw -652054.378214 + Penalty 4121.721803 = -647932.656411 nChanged 85 SP:Iteration 9Q (18886.750000 sec): 3 clusters Score: Raw -652103.784839 + Penalty 4121.721803 = -647982.063036 nChanged 67 SP:Iteration 10Q (18886.970000 sec): 3 clusters Score: Raw -652137.517740 + Penalty 4121.721803 = -648015.795937 nChanged 73 SP:Iteration 11Q (18887.170000 sec): 3 clusters Score: Raw -652179.291638 + Penalty 4121.721803 = -648057.569836 nChanged 67 SP:Iteration 12Q (18887.370000 sec): 3 clusters Score: Raw -652214.479667 + Penalty 4121.721803 = -648092.757865 nChanged 54 SP:Iteration 13Q (18887.560000 sec): 3 clusters Score: Raw -652245.464994 + Penalty 4121.721803 = -648123.743191 nChanged 60 SP:Iteration 14Q (18887.700000 sec): 3 clusters Score: Raw -652284.501123 + Penalty 4121.721803 = -648162.779321 nChanged 65 SP:Iteration 15Q (18887.910000 sec): 3 clusters Score: Raw -652323.485994 + Penalty 4121.721803 = -648201.764191 nChanged 63 SP:Iteration 16Q (18888.090000 sec): 3 clusters Score: Raw -652358.749330 + Penalty 4121.721803 = -648237.027528 nChanged 60 SP:Iteration 17Q (18888.310000 sec): 3 clusters Score: Raw -652391.037940 + Penalty 4121.721803 = -648269.316137 nChanged 49 SP:Iteration 18Q (18888.540000 sec): 3 clusters Score: Raw -652420.420526 + Penalty 4121.721803 = -648298.698723 nChanged 56 SP:Iteration 19Q (18888.750000 sec): 3 clusters Score: Raw -652458.633068 + Penalty 4121.721803 = -648336.911265 nChanged 66 SP:Iteration 20F (18888.970000 sec): 3 clusters Score: Raw -652500.714093 + Penalty 4121.721803 = -648378.992291 nChanged 57 SP:Iteration 21Q (18889.200000 sec): 3 clusters Score: Raw -652533.538652 + Penalty 4121.721803 = -648411.816849 nChanged 47 SP:Iteration 22Q (18889.430000 sec): 3 clusters Score: Raw -652561.883825 + Penalty 4121.721803 = -648440.162022 nChanged 48 SP:Iteration 23Q (18889.630000 sec): 3 clusters Score: Raw -652587.607089 + Penalty 4121.721803 = -648465.885286 nChanged 43 SP:Iteration 24Q (18889.850000 sec): 3 clusters Score: Raw -652611.167536 + Penalty 4121.721803 = -648489.445734 nChanged 47 SP:Iteration 25Q (18890.030000 sec): 3 clusters Score: Raw -652634.605291 + Penalty 4121.721803 = -648512.883488 nChanged 43 SP:Iteration 26Q (18890.190000 sec): 3 clusters Score: Raw -652659.116604 + Penalty 4121.721803 = -648537.394801 nChanged 56 SP:Iteration 27Q (18890.390000 sec): 3 clusters Score: Raw -652700.138790 + Penalty 4121.721803 = -648578.416987 nChanged 47 SP:Iteration 28Q (18890.560000 sec): 3 clusters Score: Raw -652727.382775 + Penalty 4121.721803 = -648605.660973 nChanged 49 SP:Iteration 29Q (18890.750000 sec): 3 clusters Score: Raw -652757.079644 + Penalty 4121.721803 = -648635.357842 nChanged 42 SP:Iteration 30Q (18890.920000 sec): 3 clusters Score: Raw -652782.065292 + Penalty 4121.721803 = -648660.343490 nChanged 33 SP:Iteration 31Q (18891.100000 sec): 3 clusters Score: Raw -652803.404755 + Penalty 4121.721803 = -648681.682953 nChanged 23 SP:Iteration 32Q (18891.300000 sec): 3 clusters Score: Raw -652814.817458 + Penalty 4121.721803 = -648693.095655 nChanged 20 SP:Iteration 33Q (18891.510000 sec): 3 clusters Score: Raw -652826.427824 + Penalty 4121.721803 = -648704.706021 nChanged 23 SP:Iteration 34Q (18891.630000 sec): 3 clusters Score: Raw -652842.084513 + Penalty 4121.721803 = -648720.362710 nChanged 26 SP:Iteration 35Q (18891.840000 sec): 3 clusters Score: Raw -652857.218612 + Penalty 4121.721803 = -648735.496809 nChanged 20 SP:Iteration 36Q (18892.060000 sec): 3 clusters Score: Raw -652869.018524 + Penalty 4121.721803 = -648747.296721 nChanged 17 SP:Iteration 37Q (18892.290000 sec): 3 clusters Score: Raw -652880.255401 + Penalty 4121.721803 = -648758.533598 nChanged 20 SP:Iteration 38Q (18892.510000 sec): 3 clusters Score: Raw -652894.038697 + Penalty 4121.721803 = -648772.316895 nChanged 18 SP:Iteration 39Q (18892.740000 sec): 3 clusters Score: Raw -652902.829474 + Penalty 4121.721803 = -648781.107671 nChanged 15 SP:Iteration 40F (18892.860000 sec): 3 clusters Score: Raw -652911.711042 + Penalty 4121.721803 = -648789.989239 nChanged 12 SP:Iteration 41Q (18893.030000 sec): 3 clusters Score: Raw -652918.545573 + Penalty 4121.721803 = -648796.823770 nChanged 9 SP:Iteration 42Q (18893.280000 sec): 3 clusters Score: Raw -652923.164024 + Penalty 4121.721803 = -648801.442221 nChanged 10 SP:Iteration 43Q (18893.480000 sec): 3 clusters Score: Raw -652927.521757 + Penalty 4121.721803 = -648805.799955 nChanged 6 SP:Iteration 44Q (18893.700000 sec): 3 clusters Score: Raw -652929.455050 + Penalty 4121.721803 = -648807.733247 nChanged 2 SP:Iteration 45Q (18893.850000 sec): 3 clusters Score: Raw -652929.951467 + Penalty 4121.721803 = -648808.229664 nChanged 3 SP:Iteration 46Q (18894.080000 sec): 3 clusters Score: Raw -652930.807777 + Penalty 4121.721803 = -648809.085974 nChanged 3 SP:Iteration 47Q (18894.280000 sec): 3 clusters Score: Raw -652931.601517 + Penalty 4121.721803 = -648809.879715 nChanged 2 SP:Iteration 48Q (18894.500000 sec): 3 clusters Score: Raw -652932.176971 + Penalty 4121.721803 = -648810.455168 nChanged 2 SP:Iteration 49Q (18894.750000 sec): 3 clusters Score: Raw -652932.677264 + Penalty 4121.721803 = -648810.955461 nChanged 0 SP:Iteration 50F (18894.930000 sec): 3 clusters Score: Raw -652932.677264 + Penalty 4121.721803 = -648810.955461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (35591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18895.300000 sec): 2 clusters Score: Raw -5858827.503350 + Penalty 2599.002323 = -5856228.501027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18895.730000 sec): 3 clusters Score: Raw -5837207.265018 + Penalty 5198.004646 = -5832009.260373 nChanged 16226 SP:Iteration 1F (18896.210000 sec): 3 clusters Score: Raw -5846020.841299 + Penalty 5198.004646 = -5840822.836653 nChanged 1525 SP:Iteration 2Q (18896.620000 sec): 3 clusters Score: Raw -5846456.362346 + Penalty 5198.004646 = -5841258.357700 nChanged 1288 SP:Iteration 3Q (18897.090000 sec): 3 clusters Score: Raw -5846843.201631 + Penalty 5198.004646 = -5841645.196986 nChanged 1249 SP:Iteration 4Q (18897.540000 sec): 3 clusters Score: Raw -5847234.670896 + Penalty 5198.004646 = -5842036.666250 nChanged 1309 SP:Iteration 5Q (18897.990000 sec): 3 clusters Score: Raw -5847726.453758 + Penalty 5198.004646 = -5842528.449112 nChanged 1525 SP:Iteration 6Q (18898.410000 sec): 3 clusters Score: Raw -5848399.217245 + Penalty 5198.004646 = -5843201.212599 nChanged 1794 SP:Iteration 7F (18898.820000 sec): 3 clusters Score: Raw -5849320.002489 + Penalty 5198.004646 = -5844121.997844 nChanged 2113 SP:Iteration 8F (18899.280000 sec): 3 clusters Score: Raw -5850607.830040 + Penalty 5198.004646 = -5845409.825395 nChanged 2404 SP:Iteration 9F (18899.740000 sec): 3 clusters Score: Raw -5852435.087778 + Penalty 5198.004646 = -5847237.083133 nChanged 2486 SP:Iteration 10F (18900.210000 sec): 3 clusters Score: Raw -5854651.513013 + Penalty 5198.004646 = -5849453.508367 nChanged 2040 SP:Iteration 11F (18900.700000 sec): 3 clusters Score: Raw -5856764.942478 + Penalty 5198.004646 = -5851566.937832 nChanged 1257 SP:Iteration 12Q (18901.110000 sec): 3 clusters Score: Raw -5858391.551918 + Penalty 5198.004646 = -5853193.547273 nChanged 690 SP:Iteration 13Q (18901.560000 sec): 3 clusters Score: Raw -5859253.664811 + Penalty 5198.004646 = -5854055.660166 nChanged 420 SP:Iteration 14Q (18901.960000 sec): 3 clusters Score: Raw -5859557.899852 + Penalty 5198.004646 = -5854359.895206 nChanged 241 SP:Iteration 15Q (18902.370000 sec): 3 clusters Score: Raw -5859686.582797 + Penalty 5198.004646 = -5854488.578152 nChanged 142 SP:Iteration 16Q (18902.790000 sec): 3 clusters Score: Raw -5859748.892049 + Penalty 5198.004646 = -5854550.887403 nChanged 103 SP:Iteration 17Q (18903.220000 sec): 3 clusters Score: Raw -5859789.002958 + Penalty 5198.004646 = -5854590.998312 nChanged 78 SP:Iteration 18Q (18903.690000 sec): 3 clusters Score: Raw -5859815.675541 + Penalty 5198.004646 = -5854617.670895 nChanged 56 SP:Iteration 19Q (18904.070000 sec): 3 clusters Score: Raw -5859833.683633 + Penalty 5198.004646 = -5854635.678987 nChanged 52 SP:Iteration 20F (18904.520000 sec): 3 clusters Score: Raw -5859849.295767 + Penalty 5198.004646 = -5854651.291121 nChanged 42 SP:Iteration 21Q (18904.880000 sec): 3 clusters Score: Raw -5859859.662982 + Penalty 5198.004646 = -5854661.658336 nChanged 31 SP:Iteration 22Q (18905.290000 sec): 3 clusters Score: Raw -5859867.733966 + Penalty 5198.004646 = -5854669.729320 nChanged 25 SP:Iteration 23Q (18905.700000 sec): 3 clusters Score: Raw -5859874.047054 + Penalty 5198.004646 = -5854676.042408 nChanged 23 SP:Iteration 24Q (18906.060000 sec): 3 clusters Score: Raw -5859881.029846 + Penalty 5198.004646 = -5854683.025200 nChanged 24 SP:Iteration 25Q (18906.520000 sec): 3 clusters Score: Raw -5859887.249824 + Penalty 5198.004646 = -5854689.245178 nChanged 19 SP:Iteration 26Q (18906.960000 sec): 3 clusters Score: Raw -5859890.862628 + Penalty 5198.004646 = -5854692.857982 nChanged 12 SP:Iteration 27Q (18907.300000 sec): 3 clusters Score: Raw -5859893.537842 + Penalty 5198.004646 = -5854695.533197 nChanged 9 SP:Iteration 28Q (18907.750000 sec): 3 clusters Score: Raw -5859895.521977 + Penalty 5198.004646 = -5854697.517331 nChanged 10 SP:Iteration 29Q (18908.150000 sec): 3 clusters Score: Raw -5859897.573256 + Penalty 5198.004646 = -5854699.568611 nChanged 7 SP:Iteration 30Q (18908.570000 sec): 3 clusters Score: Raw -5859899.326827 + Penalty 5198.004646 = -5854701.322181 nChanged 9 SP:Iteration 31Q (18908.930000 sec): 3 clusters Score: Raw -5859901.152586 + Penalty 5198.004646 = -5854703.147941 nChanged 3 SP:Iteration 32Q (18909.380000 sec): 3 clusters Score: Raw -5859901.984144 + Penalty 5198.004646 = -5854703.979498 nChanged 4 SP:Iteration 33Q (18909.780000 sec): 3 clusters Score: Raw -5859902.866645 + Penalty 5198.004646 = -5854704.862000 nChanged 3 SP:Iteration 34Q (18910.200000 sec): 3 clusters Score: Raw -5859903.313569 + Penalty 5198.004646 = -5854705.308924 nChanged 3 SP:Iteration 35Q (18910.620000 sec): 3 clusters Score: Raw -5859904.144621 + Penalty 5198.004646 = -5854706.139976 nChanged 2 SP:Iteration 36Q (18911.030000 sec): 3 clusters Score: Raw -5859904.437636 + Penalty 5198.004646 = -5854706.432990 nChanged 0 SP:Iteration 37F (18911.490000 sec): 3 clusters Score: Raw -5859904.437636 + Penalty 5198.004646 = -5854706.432990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18911.570000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18911.730000 sec): 3 clusters Score: Raw -153145.835017 + Penalty 3389.183739 = -149756.651277 nChanged 223 SP:Iteration 1F (18911.890000 sec): 3 clusters Score: Raw -153420.657593 + Penalty 3389.183739 = -150031.473853 nChanged 62 SP:Iteration 2F (18912.050000 sec): 3 clusters Score: Raw -153523.456475 + Penalty 3389.183739 = -150134.272735 nChanged 36 SP:Iteration 3Q (18912.210000 sec): 3 clusters Score: Raw -153625.950856 + Penalty 3389.183739 = -150236.767116 nChanged 33 SP:Iteration 4Q (18912.370000 sec): 3 clusters Score: Raw -153762.166253 + Penalty 3389.183739 = -150372.982514 nChanged 35 SP:Iteration 5Q (18912.530000 sec): 3 clusters Score: Raw -153877.732441 + Penalty 3389.183739 = -150488.548701 nChanged 38 SP:Iteration 6Q (18912.690000 sec): 3 clusters Score: Raw -153974.710033 + Penalty 3389.183739 = -150585.526294 nChanged 45 SP:Iteration 7Q (18912.850000 sec): 3 clusters Score: Raw -154080.577751 + Penalty 3389.183739 = -150691.394011 nChanged 45 SP:Iteration 8Q (18913.010000 sec): 3 clusters Score: Raw -154208.080633 + Penalty 3389.183739 = -150818.896893 nChanged 36 SP:Iteration 9Q (18913.170000 sec): 3 clusters Score: Raw -154340.892073 + Penalty 3389.183739 = -150951.708333 nChanged 39 SP:Iteration 10Q (18913.330000 sec): 3 clusters Score: Raw -154452.064508 + Penalty 3389.183739 = -151062.880768 nChanged 29 SP:Iteration 11Q (18913.490000 sec): 3 clusters Score: Raw -154532.802833 + Penalty 3389.183739 = -151143.619093 nChanged 29 SP:Iteration 12Q (18913.650000 sec): 3 clusters Score: Raw -154607.685539 + Penalty 3389.183739 = -151218.501800 nChanged 19 SP:Iteration 13Q (18913.810000 sec): 3 clusters Score: Raw -154661.143285 + Penalty 3389.183739 = -151271.959545 nChanged 10 SP:Iteration 14Q (18913.980000 sec): 3 clusters Score: Raw -154690.924158 + Penalty 3389.183739 = -151301.740419 nChanged 8 SP:Iteration 15Q (18914.100000 sec): 3 clusters Score: Raw -154709.162889 + Penalty 3389.183739 = -151319.979150 nChanged 7 SP:Iteration 16Q (18914.260000 sec): 3 clusters Score: Raw -154722.756379 + Penalty 3389.183739 = -151333.572640 nChanged 6 SP:Iteration 17Q (18914.380000 sec): 3 clusters Score: Raw -154734.533099 + Penalty 3389.183739 = -151345.349359 nChanged 6 SP:Iteration 18Q (18914.510000 sec): 3 clusters Score: Raw -154750.765696 + Penalty 3389.183739 = -151361.581956 nChanged 4 SP:Iteration 19Q (18914.650000 sec): 3 clusters Score: Raw -154757.464376 + Penalty 3389.183739 = -151368.280636 nChanged 0 SP:Iteration 20F (18914.780000 sec): 3 clusters Score: Raw -154757.464376 + Penalty 3389.183739 = -151368.280636 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18914.860000 sec): 2 clusters Score: Raw -34515.758465 + Penalty 1351.857536 = -33163.900929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18914.960000 sec): 3 clusters Score: Raw -34628.115179 + Penalty 2703.715073 = -31924.400106 nChanged 14 SP:Iteration 1F (18915.140000 sec): 3 clusters Score: Raw -34732.169104 + Penalty 2703.715073 = -32028.454031 nChanged 4 SP:Iteration 2Q (18915.270000 sec): 3 clusters Score: Raw -34752.612080 + Penalty 2703.715073 = -32048.897007 nChanged 0 SP:Iteration 3F (18915.480000 sec): 3 clusters Score: Raw -34752.612080 + Penalty 2703.715073 = -32048.897007 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18915.600000 sec): 2 clusters Score: Raw -71971.488721 + Penalty 1530.063462 = -70441.425260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18915.800000 sec): 3 clusters Score: Raw -72033.076273 + Penalty 3060.126923 = -68972.949350 nChanged 92 SP:Iteration 1F (18915.970000 sec): 3 clusters Score: Raw -72252.602718 + Penalty 3060.126923 = -69192.475795 nChanged 30 SP:Iteration 2F (18916.160000 sec): 3 clusters Score: Raw -72372.864405 + Penalty 3060.126923 = -69312.737482 nChanged 18 SP:Iteration 3Q (18916.330000 sec): 3 clusters Score: Raw -72467.196240 + Penalty 3060.126923 = -69407.069317 nChanged 19 SP:Iteration 4Q (18916.500000 sec): 3 clusters Score: Raw -72579.219833 + Penalty 3060.126923 = -69519.092910 nChanged 16 SP:Iteration 5Q (18916.690000 sec): 3 clusters Score: Raw -72661.832607 + Penalty 3060.126923 = -69601.705684 nChanged 13 SP:Iteration 6Q (18916.860000 sec): 3 clusters Score: Raw -72723.480799 + Penalty 3060.126923 = -69663.353876 nChanged 6 SP:Iteration 7Q (18917.030000 sec): 3 clusters Score: Raw -72746.468541 + Penalty 3060.126923 = -69686.341618 nChanged 9 SP:Iteration 8Q (18917.190000 sec): 3 clusters Score: Raw -72790.999940 + Penalty 3060.126923 = -69730.873017 nChanged 5 SP:Iteration 9Q (18917.350000 sec): 3 clusters Score: Raw -72803.998351 + Penalty 3060.126923 = -69743.871428 nChanged 3 SP:Iteration 10Q (18917.490000 sec): 3 clusters Score: Raw -72808.523225 + Penalty 3060.126923 = -69748.396302 nChanged 0 SP:Iteration 11F (18917.640000 sec): 3 clusters Score: Raw -72808.523225 + Penalty 3060.126923 = -69748.396302 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18917.890000 sec): 2 clusters Score: Raw -2708740.214757 + Penalty 2400.616789 = -2706339.597969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18918.180000 sec): 3 clusters Score: Raw -2699695.426485 + Penalty 4801.233577 = -2694894.192908 nChanged 6945 SP:Iteration 1F (18918.480000 sec): 3 clusters Score: Raw -2703432.327271 + Penalty 4801.233577 = -2698631.093694 nChanged 881 SP:Iteration 2F (18918.770000 sec): 3 clusters Score: Raw -2703778.080910 + Penalty 4801.233577 = -2698976.847333 nChanged 752 SP:Iteration 3Q (18919.060000 sec): 3 clusters Score: Raw -2704069.889948 + Penalty 4801.233577 = -2699268.656370 nChanged 660 SP:Iteration 4Q (18919.360000 sec): 3 clusters Score: Raw -2704347.266274 + Penalty 4801.233577 = -2699546.032697 nChanged 636 SP:Iteration 5Q (18919.650000 sec): 3 clusters Score: Raw -2704630.706604 + Penalty 4801.233577 = -2699829.473027 nChanged 656 SP:Iteration 6Q (18919.990000 sec): 3 clusters Score: Raw -2704942.571488 + Penalty 4801.233577 = -2700141.337911 nChanged 668 SP:Iteration 7Q (18920.230000 sec): 3 clusters Score: Raw -2705272.741400 + Penalty 4801.233577 = -2700471.507823 nChanged 658 SP:Iteration 8Q (18920.520000 sec): 3 clusters Score: Raw -2705580.303692 + Penalty 4801.233577 = -2700779.070114 nChanged 646 SP:Iteration 9Q (18920.790000 sec): 3 clusters Score: Raw -2705919.564386 + Penalty 4801.233577 = -2701118.330809 nChanged 626 SP:Iteration 10Q (18921.110000 sec): 3 clusters Score: Raw -2706250.169911 + Penalty 4801.233577 = -2701448.936334 nChanged 576 SP:Iteration 11Q (18921.420000 sec): 3 clusters Score: Raw -2706585.814642 + Penalty 4801.233577 = -2701784.581065 nChanged 564 SP:Iteration 12Q (18921.720000 sec): 3 clusters Score: Raw -2706920.818360 + Penalty 4801.233577 = -2702119.584783 nChanged 484 SP:Iteration 13Q (18922.000000 sec): 3 clusters Score: Raw -2707180.386551 + Penalty 4801.233577 = -2702379.152974 nChanged 440 SP:Iteration 14Q (18922.300000 sec): 3 clusters Score: Raw -2707421.308119 + Penalty 4801.233577 = -2702620.074541 nChanged 356 SP:Iteration 15Q (18922.540000 sec): 3 clusters Score: Raw -2707622.154009 + Penalty 4801.233577 = -2702820.920432 nChanged 338 SP:Iteration 16Q (18922.850000 sec): 3 clusters Score: Raw -2707812.960714 + Penalty 4801.233577 = -2703011.727137 nChanged 282 SP:Iteration 17Q (18923.130000 sec): 3 clusters Score: Raw -2707987.531667 + Penalty 4801.233577 = -2703186.298090 nChanged 256 SP:Iteration 18Q (18923.410000 sec): 3 clusters Score: Raw -2708131.875812 + Penalty 4801.233577 = -2703330.642235 nChanged 217 SP:Iteration 19Q (18923.680000 sec): 3 clusters Score: Raw -2708251.646234 + Penalty 4801.233577 = -2703450.412657 nChanged 191 SP:Iteration 20F (18923.990000 sec): 3 clusters Score: Raw -2708366.379546 + Penalty 4801.233577 = -2703565.145969 nChanged 176 SP:Iteration 21Q (18924.270000 sec): 3 clusters Score: Raw -2708457.156816 + Penalty 4801.233577 = -2703655.923239 nChanged 153 SP:Iteration 22Q (18924.470000 sec): 3 clusters Score: Raw -2708541.833853 + Penalty 4801.233577 = -2703740.600276 nChanged 147 SP:Iteration 23Q (18924.730000 sec): 3 clusters Score: Raw -2708623.271081 + Penalty 4801.233577 = -2703822.037504 nChanged 122 SP:Iteration 24Q (18925.050000 sec): 3 clusters Score: Raw -2708684.873730 + Penalty 4801.233577 = -2703883.640153 nChanged 96 SP:Iteration 25Q (18925.330000 sec): 3 clusters Score: Raw -2708730.207208 + Penalty 4801.233577 = -2703928.973631 nChanged 85 SP:Iteration 26Q (18925.630000 sec): 3 clusters Score: Raw -2708776.587362 + Penalty 4801.233577 = -2703975.353785 nChanged 74 SP:Iteration 27Q (18925.910000 sec): 3 clusters Score: Raw -2708821.716420 + Penalty 4801.233577 = -2704020.482843 nChanged 77 SP:Iteration 28Q (18926.250000 sec): 3 clusters Score: Raw -2708863.638196 + Penalty 4801.233577 = -2704062.404619 nChanged 53 SP:Iteration 29Q (18926.500000 sec): 3 clusters Score: Raw -2708890.953536 + Penalty 4801.233577 = -2704089.719959 nChanged 49 SP:Iteration 30Q (18926.730000 sec): 3 clusters Score: Raw -2708918.837334 + Penalty 4801.233577 = -2704117.603757 nChanged 47 SP:Iteration 31Q (18926.990000 sec): 3 clusters Score: Raw -2708943.624026 + Penalty 4801.233577 = -2704142.390449 nChanged 39 SP:Iteration 32Q (18927.290000 sec): 3 clusters Score: Raw -2708962.561426 + Penalty 4801.233577 = -2704161.327849 nChanged 29 SP:Iteration 33Q (18927.520000 sec): 3 clusters Score: Raw -2708977.543260 + Penalty 4801.233577 = -2704176.309683 nChanged 32 SP:Iteration 34Q (18927.780000 sec): 3 clusters Score: Raw -2708994.628746 + Penalty 4801.233577 = -2704193.395169 nChanged 18 SP:Iteration 35Q (18928.020000 sec): 3 clusters Score: Raw -2709004.249917 + Penalty 4801.233577 = -2704203.016340 nChanged 13 SP:Iteration 36Q (18928.270000 sec): 3 clusters Score: Raw -2709010.289299 + Penalty 4801.233577 = -2704209.055722 nChanged 13 SP:Iteration 37Q (18928.510000 sec): 3 clusters Score: Raw -2709017.180606 + Penalty 4801.233577 = -2704215.947029 nChanged 16 SP:Iteration 38Q (18928.800000 sec): 3 clusters Score: Raw -2709025.282350 + Penalty 4801.233577 = -2704224.048773 nChanged 12 SP:Iteration 39Q (18929.020000 sec): 3 clusters Score: Raw -2709029.568730 + Penalty 4801.233577 = -2704228.335153 nChanged 8 SP:Iteration 40F (18929.310000 sec): 3 clusters Score: Raw -2709033.849648 + Penalty 4801.233577 = -2704232.616071 nChanged 9 SP:Iteration 41Q (18929.580000 sec): 3 clusters Score: Raw -2709037.762414 + Penalty 4801.233577 = -2704236.528837 nChanged 8 SP:Iteration 42Q (18929.860000 sec): 3 clusters Score: Raw -2709041.122613 + Penalty 4801.233577 = -2704239.889036 nChanged 9 SP:Iteration 43Q (18930.130000 sec): 3 clusters Score: Raw -2709045.603987 + Penalty 4801.233577 = -2704244.370410 nChanged 6 SP:Iteration 44Q (18930.410000 sec): 3 clusters Score: Raw -2709050.346420 + Penalty 4801.233577 = -2704249.112843 nChanged 14 SP:Iteration 45Q (18930.680000 sec): 3 clusters Score: Raw -2709056.928828 + Penalty 4801.233577 = -2704255.695251 nChanged 15 SP:Iteration 46Q (18930.960000 sec): 3 clusters Score: Raw -2709064.497641 + Penalty 4801.233577 = -2704263.264063 nChanged 11 SP:Iteration 47Q (18931.240000 sec): 3 clusters Score: Raw -2709068.139525 + Penalty 4801.233577 = -2704266.905947 nChanged 5 SP:Iteration 48Q (18931.500000 sec): 3 clusters Score: Raw -2709070.064797 + Penalty 4801.233577 = -2704268.831220 nChanged 7 SP:Iteration 49Q (18931.740000 sec): 3 clusters Score: Raw -2709072.960389 + Penalty 4801.233577 = -2704271.726812 nChanged 6 SP:Iteration 50Q (18932.020000 sec): 3 clusters Score: Raw -2709074.525755 + Penalty 4801.233577 = -2704273.292178 nChanged 5 SP:Iteration 51Q (18932.300000 sec): 3 clusters Score: Raw -2709076.581691 + Penalty 4801.233577 = -2704275.348113 nChanged 4 SP:Iteration 52Q (18932.510000 sec): 3 clusters Score: Raw -2709077.863811 + Penalty 4801.233577 = -2704276.630233 nChanged 5 SP:Iteration 53Q (18932.820000 sec): 3 clusters Score: Raw -2709079.401104 + Penalty 4801.233577 = -2704278.167527 nChanged 2 SP:Iteration 54Q (18933.080000 sec): 3 clusters Score: Raw -2709080.834410 + Penalty 4801.233577 = -2704279.600833 nChanged 4 SP:Iteration 55Q (18933.390000 sec): 3 clusters Score: Raw -2709082.488180 + Penalty 4801.233577 = -2704281.254603 nChanged 4 SP:Iteration 56Q (18933.620000 sec): 3 clusters Score: Raw -2709084.434285 + Penalty 4801.233577 = -2704283.200708 nChanged 3 SP:Iteration 57Q (18933.840000 sec): 3 clusters Score: Raw -2709085.486374 + Penalty 4801.233577 = -2704284.252797 nChanged 3 SP:Iteration 58Q (18934.120000 sec): 3 clusters Score: Raw -2709086.340904 + Penalty 4801.233577 = -2704285.107327 nChanged 2 SP:Iteration 59Q (18934.380000 sec): 3 clusters Score: Raw -2709086.880569 + Penalty 4801.233577 = -2704285.646992 nChanged 0 SP:Iteration 60F (18934.710000 sec): 3 clusters Score: Raw -2709086.880569 + Penalty 4801.233577 = -2704285.646992 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18934.840000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18934.990000 sec): 3 clusters Score: Raw -46457.922397 + Penalty 2851.698921 = -43606.223476 nChanged 39 SP:Iteration 1F (18935.130000 sec): 3 clusters Score: Raw -46662.854643 + Penalty 2851.698921 = -43811.155722 nChanged 14 SP:Iteration 2Q (18935.300000 sec): 3 clusters Score: Raw -46856.017985 + Penalty 2851.698921 = -44004.319064 nChanged 13 SP:Iteration 3Q (18935.410000 sec): 3 clusters Score: Raw -46894.770705 + Penalty 2851.698921 = -44043.071784 nChanged 7 SP:Iteration 4Q (18935.560000 sec): 3 clusters Score: Raw -46929.644104 + Penalty 2851.698921 = -44077.945183 nChanged 3 SP:Iteration 5Q (18935.730000 sec): 3 clusters Score: Raw -46944.712234 + Penalty 2851.698921 = -44093.013313 nChanged 2 SP:Iteration 6Q (18935.860000 sec): 3 clusters Score: Raw -46954.095275 + Penalty 2851.698921 = -44102.396354 nChanged 1 SP:Iteration 7Q (18935.990000 sec): 3 clusters Score: Raw -46958.373916 + Penalty 2851.698921 = -44106.674995 nChanged 2 SP:Iteration 8Q (18936.150000 sec): 3 clusters Score: Raw -46970.173408 + Penalty 2851.698921 = -44118.474487 nChanged 3 SP:Iteration 9Q (18936.360000 sec): 3 clusters Score: Raw -46979.831646 + Penalty 2851.698921 = -44128.132725 nChanged 2 SP:Iteration 10Q (18936.560000 sec): 3 clusters Score: Raw -46987.073906 + Penalty 2851.698921 = -44135.374985 nChanged 0 SP:Iteration 11F (18936.700000 sec): 3 clusters Score: Raw -46987.073906 + Penalty 2851.698921 = -44135.374985 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18936.820000 sec): 2 clusters Score: Raw -685938.919108 + Penalty 2045.635223 = -683893.283885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18937.040000 sec): 3 clusters Score: Raw -684212.532122 + Penalty 4091.270446 = -680121.261676 nChanged 1389 SP:Iteration 1F (18937.240000 sec): 3 clusters Score: Raw -685059.606014 + Penalty 4091.270446 = -680968.335568 nChanged 297 SP:Iteration 2F (18937.430000 sec): 3 clusters Score: Raw -685255.669020 + Penalty 4091.270446 = -681164.398574 nChanged 180 SP:Iteration 3Q (18937.630000 sec): 3 clusters Score: Raw -685356.120313 + Penalty 4091.270446 = -681264.849867 nChanged 116 SP:Iteration 4Q (18937.830000 sec): 3 clusters Score: Raw -685420.356196 + Penalty 4091.270446 = -681329.085750 nChanged 90 SP:Iteration 5Q (18937.990000 sec): 3 clusters Score: Raw -685472.601427 + Penalty 4091.270446 = -681381.330981 nChanged 83 SP:Iteration 6Q (18938.200000 sec): 3 clusters Score: Raw -685520.839192 + Penalty 4091.270446 = -681429.568746 nChanged 71 SP:Iteration 7Q (18938.380000 sec): 3 clusters Score: Raw -685562.363877 + Penalty 4091.270446 = -681471.093432 nChanged 70 SP:Iteration 8Q (18938.570000 sec): 3 clusters Score: Raw -685618.116944 + Penalty 4091.270446 = -681526.846498 nChanged 100 SP:Iteration 9Q (18938.740000 sec): 3 clusters Score: Raw -685700.461156 + Penalty 4091.270446 = -681609.190710 nChanged 110 SP:Iteration 10Q (18938.960000 sec): 3 clusters Score: Raw -685807.239635 + Penalty 4091.270446 = -681715.969189 nChanged 112 SP:Iteration 11Q (18939.140000 sec): 3 clusters Score: Raw -685918.879679 + Penalty 4091.270446 = -681827.609233 nChanged 126 SP:Iteration 12Q (18939.350000 sec): 3 clusters Score: Raw -686020.959485 + Penalty 4091.270446 = -681929.689040 nChanged 130 SP:Iteration 13Q (18939.560000 sec): 3 clusters Score: Raw -686137.222105 + Penalty 4091.270446 = -682045.951659 nChanged 125 SP:Iteration 14Q (18939.740000 sec): 3 clusters Score: Raw -686229.835885 + Penalty 4091.270446 = -682138.565440 nChanged 120 SP:Iteration 15Q (18939.910000 sec): 3 clusters Score: Raw -686325.470736 + Penalty 4091.270446 = -682234.200291 nChanged 112 SP:Iteration 16Q (18940.140000 sec): 3 clusters Score: Raw -686417.141146 + Penalty 4091.270446 = -682325.870700 nChanged 113 SP:Iteration 17Q (18940.310000 sec): 3 clusters Score: Raw -686511.840665 + Penalty 4091.270446 = -682420.570220 nChanged 100 SP:Iteration 18Q (18940.490000 sec): 3 clusters Score: Raw -686602.870057 + Penalty 4091.270446 = -682511.599611 nChanged 100 SP:Iteration 19Q (18940.670000 sec): 3 clusters Score: Raw -686683.873665 + Penalty 4091.270446 = -682592.603219 nChanged 86 SP:Iteration 20F (18940.990000 sec): 3 clusters Score: Raw -686751.544804 + Penalty 4091.270446 = -682660.274358 nChanged 77 SP:Iteration 21Q (18941.230000 sec): 3 clusters Score: Raw -686806.697260 + Penalty 4091.270446 = -682715.426814 nChanged 62 SP:Iteration 22Q (18941.440000 sec): 3 clusters Score: Raw -686842.150338 + Penalty 4091.270446 = -682750.879892 nChanged 39 SP:Iteration 23Q (18941.610000 sec): 3 clusters Score: Raw -686865.804536 + Penalty 4091.270446 = -682774.534090 nChanged 32 SP:Iteration 24Q (18941.810000 sec): 3 clusters Score: Raw -686882.037342 + Penalty 4091.270446 = -682790.766896 nChanged 16 SP:Iteration 25Q (18942.020000 sec): 3 clusters Score: Raw -686889.726302 + Penalty 4091.270446 = -682798.455856 nChanged 14 SP:Iteration 26Q (18942.190000 sec): 3 clusters Score: Raw -686895.017026 + Penalty 4091.270446 = -682803.746580 nChanged 11 SP:Iteration 27Q (18942.370000 sec): 3 clusters Score: Raw -686899.818013 + Penalty 4091.270446 = -682808.547567 nChanged 6 SP:Iteration 28Q (18942.520000 sec): 3 clusters Score: Raw -686901.931390 + Penalty 4091.270446 = -682810.660944 nChanged 4 SP:Iteration 29Q (18942.690000 sec): 3 clusters Score: Raw -686903.294900 + Penalty 4091.270446 = -682812.024454 nChanged 4 SP:Iteration 30Q (18942.890000 sec): 3 clusters Score: Raw -686904.999953 + Penalty 4091.270446 = -682813.729507 nChanged 3 SP:Iteration 31Q (18943.130000 sec): 3 clusters Score: Raw -686906.106101 + Penalty 4091.270446 = -682814.835656 nChanged 4 SP:Iteration 32Q (18943.310000 sec): 3 clusters Score: Raw -686907.478616 + Penalty 4091.270446 = -682816.208170 nChanged 0 SP:Iteration 33F (18943.530000 sec): 3 clusters Score: Raw -686907.478616 + Penalty 4091.270446 = -682816.208170 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18943.630000 sec): 2 clusters Score: Raw -14538.685604 + Penalty 1237.627282 = -13301.058322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18943.800000 sec): 3 clusters Score: Raw -14996.781775 + Penalty 2475.254563 = -12521.527212 nChanged 21 SP:Iteration 1F (18944.010000 sec): 3 clusters Score: Raw -15132.214566 + Penalty 2475.254563 = -12656.960003 nChanged 4 SP:Iteration 2Q (18944.150000 sec): 3 clusters Score: Raw -15157.679132 + Penalty 2475.254563 = -12682.424569 nChanged 3 SP:Iteration 3Q (18944.380000 sec): 3 clusters Score: Raw -15179.178747 + Penalty 2475.254563 = -12703.924184 nChanged 0 SP:Iteration 4F (18944.590000 sec): 3 clusters Score: Raw -15179.178747 + Penalty 2475.254563 = -12703.924184 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18944.710000 sec): 2 clusters Score: Raw -31947.905477 + Penalty 1327.260817 = -30620.644660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18944.860000 sec): 3 clusters Score: Raw -32172.887403 + Penalty 2654.521634 = -29518.365769 nChanged 19 SP:Iteration 1F (18945.020000 sec): 3 clusters Score: Raw -32293.004615 + Penalty 2654.521634 = -29638.482981 nChanged 8 SP:Iteration 2Q (18945.210000 sec): 3 clusters Score: Raw -32493.534652 + Penalty 2654.521634 = -29839.013017 nChanged 14 SP:Iteration 3F (18945.400000 sec): 3 clusters Score: Raw -32584.896525 + Penalty 2654.521634 = -29930.374890 nChanged 4 SP:Iteration 4Q (18945.570000 sec): 3 clusters Score: Raw -32642.884419 + Penalty 2654.521634 = -29988.362785 nChanged 5 SP:Iteration 5Q (18945.700000 sec): 3 clusters Score: Raw -32709.056566 + Penalty 2654.521634 = -30054.534932 nChanged 5 SP:Iteration 6Q (18945.890000 sec): 3 clusters Score: Raw -32759.014280 + Penalty 2654.521634 = -30104.492646 nChanged 2 SP:Iteration 7Q (18946.040000 sec): 3 clusters Score: Raw -32772.051902 + Penalty 2654.521634 = -30117.530268 nChanged 0 SP:Iteration 8F (18946.150000 sec): 3 clusters Score: Raw -32772.051902 + Penalty 2654.521634 = -30117.530268 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18946.230000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18946.370000 sec): 3 clusters Score: Raw -54125.397767 + Penalty 2894.066126 = -51231.331642 nChanged 50 SP:Iteration 1F (18946.530000 sec): 3 clusters Score: Raw -54247.278414 + Penalty 2894.066126 = -51353.212288 nChanged 13 SP:Iteration 2Q (18946.690000 sec): 3 clusters Score: Raw -54289.808922 + Penalty 2894.066126 = -51395.742797 nChanged 9 SP:Iteration 3Q (18946.850000 sec): 3 clusters Score: Raw -54314.671435 + Penalty 2894.066126 = -51420.605310 nChanged 5 SP:Iteration 4Q (18947.010000 sec): 3 clusters Score: Raw -54326.442856 + Penalty 2894.066126 = -51432.376730 nChanged 4 SP:Iteration 5Q (18947.170000 sec): 3 clusters Score: Raw -54334.713756 + Penalty 2894.066126 = -51440.647630 nChanged 0 SP:Iteration 6F (18947.330000 sec): 3 clusters Score: Raw -54334.713756 + Penalty 2894.066126 = -51440.647630 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18947.410000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18947.570000 sec): 3 clusters Score: Raw -23170.032860 + Penalty 2495.097209 = -20674.935651 nChanged 3 SP:Iteration 1Q (18947.730000 sec): 3 clusters Score: Raw -23195.247279 + Penalty 2495.097209 = -20700.150070 nChanged 0 SP:Iteration 2F (18947.890000 sec): 3 clusters Score: Raw -23195.247279 + Penalty 2495.097209 = -20700.150070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18948.550000 sec): 2 clusters Score: Raw -17733124.258015 + Penalty 2861.380088 = -17730262.877927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18949.440000 sec): 3 clusters Score: Raw -17667126.111749 + Penalty 5722.760176 = -17661403.351574 nChanged 48662 SP:Iteration 1F (18950.300000 sec): 3 clusters Score: Raw -17695067.884918 + Penalty 5722.760176 = -17689345.124742 nChanged 3196 SP:Iteration 2Q (18951.290000 sec): 3 clusters Score: Raw -17695804.264992 + Penalty 5722.760176 = -17690081.504816 nChanged 3174 SP:Iteration 3Q (18952.240000 sec): 3 clusters Score: Raw -17696562.029849 + Penalty 5722.760176 = -17690839.269674 nChanged 3284 SP:Iteration 4Q (18953.230000 sec): 3 clusters Score: Raw -17697444.600559 + Penalty 5722.760176 = -17691721.840384 nChanged 3453 SP:Iteration 5Q (18954.170000 sec): 3 clusters Score: Raw -17698533.182417 + Penalty 5722.760176 = -17692810.422242 nChanged 3908 SP:Iteration 6Q (18955.070000 sec): 3 clusters Score: Raw -17700009.516744 + Penalty 5722.760176 = -17694286.756568 nChanged 4473 SP:Iteration 7Q (18956.070000 sec): 3 clusters Score: Raw -17702057.526099 + Penalty 5722.760176 = -17696334.765924 nChanged 5302 SP:Iteration 8F (18956.940000 sec): 3 clusters Score: Raw -17704894.268716 + Penalty 5722.760176 = -17699171.508541 nChanged 5922 SP:Iteration 9F (18957.860000 sec): 3 clusters Score: Raw -17708600.541907 + Penalty 5722.760176 = -17702877.781731 nChanged 6313 SP:Iteration 10F (18958.790000 sec): 3 clusters Score: Raw -17712886.760607 + Penalty 5722.760176 = -17707164.000431 nChanged 6002 SP:Iteration 11F (18959.800000 sec): 3 clusters Score: Raw -17717267.834181 + Penalty 5722.760176 = -17711545.074005 nChanged 5203 SP:Iteration 12F (18960.810000 sec): 3 clusters Score: Raw -17721253.973003 + Penalty 5722.760176 = -17715531.212827 nChanged 4053 SP:Iteration 13Q (18961.800000 sec): 3 clusters Score: Raw -17724460.196241 + Penalty 5722.760176 = -17718737.436066 nChanged 3045 SP:Iteration 14Q (18962.710000 sec): 3 clusters Score: Raw -17726772.424715 + Penalty 5722.760176 = -17721049.664540 nChanged 2239 SP:Iteration 15Q (18963.640000 sec): 3 clusters Score: Raw -17728351.630934 + Penalty 5722.760176 = -17722628.870759 nChanged 1797 SP:Iteration 16Q (18964.400000 sec): 3 clusters Score: Raw -17729570.045078 + Penalty 5722.760176 = -17723847.284902 nChanged 1334 SP:Iteration 17Q (18965.200000 sec): 3 clusters Score: Raw -17730406.300330 + Penalty 5722.760176 = -17724683.540154 nChanged 1069 SP:Iteration 18Q (18966.120000 sec): 3 clusters Score: Raw -17731028.178204 + Penalty 5722.760176 = -17725305.418029 nChanged 853 SP:Iteration 19Q (18967.000000 sec): 3 clusters Score: Raw -17731488.867415 + Penalty 5722.760176 = -17725766.107239 nChanged 707 SP:Iteration 20F (18967.890000 sec): 3 clusters Score: Raw -17731846.570354 + Penalty 5722.760176 = -17726123.810179 nChanged 546 SP:Iteration 21Q (18968.750000 sec): 3 clusters Score: Raw -17732102.199146 + Penalty 5722.760176 = -17726379.438971 nChanged 473 SP:Iteration 22Q (18969.610000 sec): 3 clusters Score: Raw -17732322.807252 + Penalty 5722.760176 = -17726600.047076 nChanged 415 SP:Iteration 23Q (18970.570000 sec): 3 clusters Score: Raw -17732528.984223 + Penalty 5722.760176 = -17726806.224047 nChanged 379 SP:Iteration 24Q (18971.570000 sec): 3 clusters Score: Raw -17732707.347501 + Penalty 5722.760176 = -17726984.587326 nChanged 318 SP:Iteration 25Q (18972.480000 sec): 3 clusters Score: Raw -17732855.451623 + Penalty 5722.760176 = -17727132.691447 nChanged 255 SP:Iteration 26Q (18973.400000 sec): 3 clusters Score: Raw -17732958.521248 + Penalty 5722.760176 = -17727235.761073 nChanged 212 SP:Iteration 27Q (18974.170000 sec): 3 clusters Score: Raw -17733054.226064 + Penalty 5722.760176 = -17727331.465889 nChanged 205 SP:Iteration 28Q (18975.010000 sec): 3 clusters Score: Raw -17733137.420595 + Penalty 5722.760176 = -17727414.660420 nChanged 156 SP:Iteration 29Q (18975.890000 sec): 3 clusters Score: Raw -17733189.796023 + Penalty 5722.760176 = -17727467.035848 nChanged 145 SP:Iteration 30Q (18976.710000 sec): 3 clusters Score: Raw -17733238.064889 + Penalty 5722.760176 = -17727515.304713 nChanged 126 SP:Iteration 31Q (18977.530000 sec): 3 clusters Score: Raw -17733273.165955 + Penalty 5722.760176 = -17727550.405779 nChanged 118 SP:Iteration 32Q (18978.410000 sec): 3 clusters Score: Raw -17733308.021574 + Penalty 5722.760176 = -17727585.261398 nChanged 98 SP:Iteration 33Q (18979.240000 sec): 3 clusters Score: Raw -17733339.880279 + Penalty 5722.760176 = -17727617.120104 nChanged 93 SP:Iteration 34Q (18980.060000 sec): 3 clusters Score: Raw -17733369.894522 + Penalty 5722.760176 = -17727647.134346 nChanged 88 SP:Iteration 35Q (18980.920000 sec): 3 clusters Score: Raw -17733397.532788 + Penalty 5722.760176 = -17727674.772612 nChanged 77 SP:Iteration 36Q (18981.760000 sec): 3 clusters Score: Raw -17733418.045849 + Penalty 5722.760176 = -17727695.285673 nChanged 59 SP:Iteration 37Q (18982.650000 sec): 3 clusters Score: Raw -17733434.047209 + Penalty 5722.760176 = -17727711.287033 nChanged 60 SP:Iteration 38Q (18983.630000 sec): 3 clusters Score: Raw -17733450.035093 + Penalty 5722.760176 = -17727727.274918 nChanged 52 SP:Iteration 39Q (18984.500000 sec): 3 clusters Score: Raw -17733467.006549 + Penalty 5722.760176 = -17727744.246374 nChanged 55 SP:Iteration 40F (18985.520000 sec): 3 clusters Score: Raw -17733485.542785 + Penalty 5722.760176 = -17727762.782609 nChanged 50 SP:Iteration 41Q (18986.290000 sec): 3 clusters Score: Raw -17733501.044871 + Penalty 5722.760176 = -17727778.284695 nChanged 47 SP:Iteration 42Q (18987.110000 sec): 3 clusters Score: Raw -17733513.632747 + Penalty 5722.760176 = -17727790.872572 nChanged 43 SP:Iteration 43Q (18988.000000 sec): 3 clusters Score: Raw -17733526.336073 + Penalty 5722.760176 = -17727803.575897 nChanged 40 SP:Iteration 44Q (18988.850000 sec): 3 clusters Score: Raw -17733537.562682 + Penalty 5722.760176 = -17727814.802506 nChanged 27 SP:Iteration 45Q (18989.620000 sec): 3 clusters Score: Raw -17733544.691491 + Penalty 5722.760176 = -17727821.931315 nChanged 28 SP:Iteration 46Q (18990.380000 sec): 3 clusters Score: Raw -17733551.611509 + Penalty 5722.760176 = -17727828.851333 nChanged 25 SP:Iteration 47Q (18991.190000 sec): 3 clusters Score: Raw -17733557.801573 + Penalty 5722.760176 = -17727835.041397 nChanged 22 SP:Iteration 48Q (18991.980000 sec): 3 clusters Score: Raw -17733563.097374 + Penalty 5722.760176 = -17727840.337198 nChanged 20 SP:Iteration 49Q (18992.820000 sec): 3 clusters Score: Raw -17733567.683151 + Penalty 5722.760176 = -17727844.922976 nChanged 19 SP:Iteration 50Q (18993.670000 sec): 3 clusters Score: Raw -17733573.618936 + Penalty 5722.760176 = -17727850.858760 nChanged 25 SP:Iteration 51Q (18994.490000 sec): 3 clusters Score: Raw -17733581.486694 + Penalty 5722.760176 = -17727858.726518 nChanged 29 SP:Iteration 52Q (18995.410000 sec): 3 clusters Score: Raw -17733590.187769 + Penalty 5722.760176 = -17727867.427593 nChanged 27 SP:Iteration 53Q (18996.290000 sec): 3 clusters Score: Raw -17733597.788299 + Penalty 5722.760176 = -17727875.028124 nChanged 27 SP:Iteration 54Q (18997.220000 sec): 3 clusters Score: Raw -17733604.899794 + Penalty 5722.760176 = -17727882.139618 nChanged 25 SP:Iteration 55Q (18998.010000 sec): 3 clusters Score: Raw -17733610.537708 + Penalty 5722.760176 = -17727887.777532 nChanged 21 SP:Iteration 56Q (18998.830000 sec): 3 clusters Score: Raw -17733615.969681 + Penalty 5722.760176 = -17727893.209505 nChanged 19 SP:Iteration 57Q (18999.630000 sec): 3 clusters Score: Raw -17733620.747264 + Penalty 5722.760176 = -17727897.987088 nChanged 23 SP:Iteration 58Q (19000.460000 sec): 3 clusters Score: Raw -17733627.630061 + Penalty 5722.760176 = -17727904.869885 nChanged 30 SP:Iteration 59Q (19001.330000 sec): 3 clusters Score: Raw -17733635.717222 + Penalty 5722.760176 = -17727912.957046 nChanged 19 SP:Iteration 60F (19002.250000 sec): 3 clusters Score: Raw -17733641.538179 + Penalty 5722.760176 = -17727918.778004 nChanged 17 SP:Iteration 61Q (19003.130000 sec): 3 clusters Score: Raw -17733648.160812 + Penalty 5722.760176 = -17727925.400636 nChanged 20 SP:Iteration 62Q (19003.890000 sec): 3 clusters Score: Raw -17733653.688974 + Penalty 5722.760176 = -17727930.928798 nChanged 14 SP:Iteration 63Q (19004.790000 sec): 3 clusters Score: Raw -17733658.201495 + Penalty 5722.760176 = -17727935.441320 nChanged 15 SP:Iteration 64Q (19005.710000 sec): 3 clusters Score: Raw -17733662.416338 + Penalty 5722.760176 = -17727939.656163 nChanged 15 SP:Iteration 65Q (19006.520000 sec): 3 clusters Score: Raw -17733666.768725 + Penalty 5722.760176 = -17727944.008549 nChanged 9 SP:Iteration 66Q (19007.520000 sec): 3 clusters Score: Raw -17733669.450343 + Penalty 5722.760176 = -17727946.690167 nChanged 12 SP:Iteration 67Q (19008.340000 sec): 3 clusters Score: Raw -17733671.728960 + Penalty 5722.760176 = -17727948.968784 nChanged 9 SP:Iteration 68Q (19009.160000 sec): 3 clusters Score: Raw -17733674.264209 + Penalty 5722.760176 = -17727951.504033 nChanged 12 SP:Iteration 69Q (19009.870000 sec): 3 clusters Score: Raw -17733676.735489 + Penalty 5722.760176 = -17727953.975313 nChanged 4 SP:Iteration 70Q (19010.770000 sec): 3 clusters Score: Raw -17733677.746299 + Penalty 5722.760176 = -17727954.986124 nChanged 4 SP:Iteration 71Q (19011.600000 sec): 3 clusters Score: Raw -17733678.653337 + Penalty 5722.760176 = -17727955.893161 nChanged 2 SP:Iteration 72Q (19012.400000 sec): 3 clusters Score: Raw -17733679.249255 + Penalty 5722.760176 = -17727956.489080 nChanged 6 SP:Iteration 73Q (19013.290000 sec): 3 clusters Score: Raw -17733680.784280 + Penalty 5722.760176 = -17727958.024104 nChanged 4 SP:Iteration 74Q (19014.160000 sec): 3 clusters Score: Raw -17733681.809030 + Penalty 5722.760176 = -17727959.048855 nChanged 4 SP:Iteration 75Q (19014.900000 sec): 3 clusters Score: Raw -17733682.591000 + Penalty 5722.760176 = -17727959.830824 nChanged 3 SP:Iteration 76Q (19015.740000 sec): 3 clusters Score: Raw -17733683.317926 + Penalty 5722.760176 = -17727960.557751 nChanged 0 SP:Iteration 77F (19016.670000 sec): 3 clusters Score: Raw -17733683.317926 + Penalty 5722.760176 = -17727960.557751 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19016.890000 sec): 2 clusters Score: Raw -1604274.143730 + Penalty 2270.921020 = -1602003.222710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19017.070000 sec): 3 clusters Score: Raw -1599241.509508 + Penalty 4541.842039 = -1594699.667469 nChanged 3941 SP:Iteration 1F (19017.360000 sec): 3 clusters Score: Raw -1601840.237376 + Penalty 4541.842039 = -1597298.395337 nChanged 862 SP:Iteration 2F (19017.600000 sec): 3 clusters Score: Raw -1602637.619052 + Penalty 4541.842039 = -1598095.777013 nChanged 827 SP:Iteration 3F (19017.850000 sec): 3 clusters Score: Raw -1603376.067741 + Penalty 4541.842039 = -1598834.225701 nChanged 783 SP:Iteration 4F (19018.070000 sec): 3 clusters Score: Raw -1604088.093075 + Penalty 4541.842039 = -1599546.251036 nChanged 647 SP:Iteration 5F (19018.240000 sec): 3 clusters Score: Raw -1604652.338570 + Penalty 4541.842039 = -1600110.496531 nChanged 451 SP:Iteration 6Q (19018.480000 sec): 3 clusters Score: Raw -1604966.616167 + Penalty 4541.842039 = -1600424.774127 nChanged 323 SP:Iteration 7Q (19018.770000 sec): 3 clusters Score: Raw -1605158.731671 + Penalty 4541.842039 = -1600616.889632 nChanged 219 SP:Iteration 8Q (19018.990000 sec): 3 clusters Score: Raw -1605281.113821 + Penalty 4541.842039 = -1600739.271782 nChanged 157 SP:Iteration 9Q (19019.170000 sec): 3 clusters Score: Raw -1605363.451947 + Penalty 4541.842039 = -1600821.609907 nChanged 127 SP:Iteration 10Q (19019.400000 sec): 3 clusters Score: Raw -1605425.911352 + Penalty 4541.842039 = -1600884.069313 nChanged 95 SP:Iteration 11Q (19019.620000 sec): 3 clusters Score: Raw -1605465.444961 + Penalty 4541.842039 = -1600923.602922 nChanged 72 SP:Iteration 12Q (19019.840000 sec): 3 clusters Score: Raw -1605495.550357 + Penalty 4541.842039 = -1600953.708318 nChanged 56 SP:Iteration 13Q (19020.040000 sec): 3 clusters Score: Raw -1605517.013785 + Penalty 4541.842039 = -1600975.171745 nChanged 48 SP:Iteration 14Q (19020.250000 sec): 3 clusters Score: Raw -1605534.978341 + Penalty 4541.842039 = -1600993.136302 nChanged 39 SP:Iteration 15Q (19020.480000 sec): 3 clusters Score: Raw -1605548.999941 + Penalty 4541.842039 = -1601007.157902 nChanged 37 SP:Iteration 16Q (19020.690000 sec): 3 clusters Score: Raw -1605563.400935 + Penalty 4541.842039 = -1601021.558896 nChanged 34 SP:Iteration 17Q (19020.910000 sec): 3 clusters Score: Raw -1605573.956791 + Penalty 4541.842039 = -1601032.114752 nChanged 27 SP:Iteration 18Q (19021.140000 sec): 3 clusters Score: Raw -1605580.684217 + Penalty 4541.842039 = -1601038.842178 nChanged 24 SP:Iteration 19Q (19021.360000 sec): 3 clusters Score: Raw -1605586.977632 + Penalty 4541.842039 = -1601045.135593 nChanged 22 SP:Iteration 20F (19021.600000 sec): 3 clusters Score: Raw -1605594.501340 + Penalty 4541.842039 = -1601052.659301 nChanged 23 SP:Iteration 21Q (19021.880000 sec): 3 clusters Score: Raw -1605600.793762 + Penalty 4541.842039 = -1601058.951723 nChanged 27 SP:Iteration 22Q (19022.060000 sec): 3 clusters Score: Raw -1605609.180916 + Penalty 4541.842039 = -1601067.338876 nChanged 22 SP:Iteration 23Q (19022.300000 sec): 3 clusters Score: Raw -1605616.842367 + Penalty 4541.842039 = -1601075.000328 nChanged 22 SP:Iteration 24Q (19022.520000 sec): 3 clusters Score: Raw -1605624.246676 + Penalty 4541.842039 = -1601082.404637 nChanged 12 SP:Iteration 25Q (19022.750000 sec): 3 clusters Score: Raw -1605627.097477 + Penalty 4541.842039 = -1601085.255438 nChanged 6 SP:Iteration 26Q (19022.980000 sec): 3 clusters Score: Raw -1605628.770443 + Penalty 4541.842039 = -1601086.928403 nChanged 4 SP:Iteration 27Q (19023.180000 sec): 3 clusters Score: Raw -1605630.171773 + Penalty 4541.842039 = -1601088.329734 nChanged 4 SP:Iteration 28Q (19023.410000 sec): 3 clusters Score: Raw -1605631.424073 + Penalty 4541.842039 = -1601089.582034 nChanged 6 SP:Iteration 29Q (19023.670000 sec): 3 clusters Score: Raw -1605632.669930 + Penalty 4541.842039 = -1601090.827891 nChanged 3 SP:Iteration 30Q (19023.890000 sec): 3 clusters Score: Raw -1605633.311128 + Penalty 4541.842039 = -1601091.469088 nChanged 0 SP:Iteration 31F (19024.090000 sec): 3 clusters Score: Raw -1605633.311128 + Penalty 4541.842039 = -1601091.469088 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19024.190000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19024.320000 sec): 3 clusters Score: Raw -41415.682793 + Penalty 2771.275335 = -38644.407458 nChanged 29 SP:Iteration 1F (19024.480000 sec): 3 clusters Score: Raw -41523.409286 + Penalty 2771.275335 = -38752.133951 nChanged 8 SP:Iteration 2Q (19024.660000 sec): 3 clusters Score: Raw -41548.905933 + Penalty 2771.275335 = -38777.630599 nChanged 3 SP:Iteration 3Q (19024.830000 sec): 3 clusters Score: Raw -41563.552687 + Penalty 2771.275335 = -38792.277352 nChanged 2 SP:Iteration 4Q (19025.010000 sec): 3 clusters Score: Raw -41572.793599 + Penalty 2771.275335 = -38801.518265 nChanged 1 SP:Iteration 5Q (19025.190000 sec): 3 clusters Score: Raw -41579.218327 + Penalty 2771.275335 = -38807.942993 nChanged 1 SP:Iteration 6Q (19025.340000 sec): 3 clusters Score: Raw -41583.252277 + Penalty 2771.275335 = -38811.976943 nChanged 0 SP:Iteration 7F (19025.500000 sec): 3 clusters Score: Raw -41583.252277 + Penalty 2771.275335 = -38811.976943 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19025.540000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19025.700000 sec): 3 clusters Score: Raw -94943.076723 + Penalty 3166.219291 = -91776.857432 nChanged 108 SP:Iteration 1F (19025.890000 sec): 3 clusters Score: Raw -95124.158741 + Penalty 3166.219291 = -91957.939450 nChanged 32 SP:Iteration 2F (19026.010000 sec): 3 clusters Score: Raw -95202.643923 + Penalty 3166.219291 = -92036.424632 nChanged 16 SP:Iteration 3Q (19026.130000 sec): 3 clusters Score: Raw -95236.226702 + Penalty 3166.219291 = -92070.007411 nChanged 9 SP:Iteration 4Q (19026.280000 sec): 3 clusters Score: Raw -95257.696261 + Penalty 3166.219291 = -92091.476970 nChanged 6 SP:Iteration 5Q (19026.450000 sec): 3 clusters Score: Raw -95274.812325 + Penalty 3166.219291 = -92108.593034 nChanged 9 SP:Iteration 6Q (19026.630000 sec): 3 clusters Score: Raw -95295.332033 + Penalty 3166.219291 = -92129.112742 nChanged 9 SP:Iteration 7Q (19026.790000 sec): 3 clusters Score: Raw -95320.257961 + Penalty 3166.219291 = -92154.038670 nChanged 8 SP:Iteration 8Q (19026.840000 sec): 3 clusters Score: Raw -95349.511468 + Penalty 3166.219291 = -92183.292177 nChanged 8 SP:Iteration 9Q (19026.850000 sec): 3 clusters Score: Raw -95377.102995 + Penalty 3166.219291 = -92210.883704 nChanged 9 SP:Iteration 10Q (19026.870000 sec): 3 clusters Score: Raw -95405.290270 + Penalty 3166.219291 = -92239.070979 nChanged 6 SP:Iteration 11Q (19026.930000 sec): 3 clusters Score: Raw -95424.169617 + Penalty 3166.219291 = -92257.950326 nChanged 5 SP:Iteration 12Q (19026.950000 sec): 3 clusters Score: Raw -95445.300779 + Penalty 3166.219291 = -92279.081488 nChanged 7 SP:Iteration 13Q (19027.010000 sec): 3 clusters Score: Raw -95475.029469 + Penalty 3166.219291 = -92308.810178 nChanged 7 SP:Iteration 14Q (19027.040000 sec): 3 clusters Score: Raw -95498.161990 + Penalty 3166.219291 = -92331.942699 nChanged 8 SP:Iteration 15Q (19027.100000 sec): 3 clusters Score: Raw -95523.816034 + Penalty 3166.219291 = -92357.596743 nChanged 8 SP:Iteration 16Q (19027.120000 sec): 3 clusters Score: Raw -95546.724529 + Penalty 3166.219291 = -92380.505238 nChanged 7 SP:Iteration 17Q (19027.300000 sec): 3 clusters Score: Raw -95560.817506 + Penalty 3166.219291 = -92394.598215 nChanged 1 SP:Iteration 18Q (19027.460000 sec): 3 clusters Score: Raw -95564.273936 + Penalty 3166.219291 = -92398.054646 nChanged 1 SP:Iteration 19Q (19027.640000 sec): 3 clusters Score: Raw -95568.766648 + Penalty 3166.219291 = -92402.547358 nChanged 2 SP:Iteration 20F (19027.820000 sec): 3 clusters Score: Raw -95574.058337 + Penalty 3166.219291 = -92407.839046 nChanged 1 SP:Iteration 21Q (19027.980000 sec): 3 clusters Score: Raw -95575.509308 + Penalty 3166.219291 = -92409.290017 nChanged 1 SP:Iteration 22Q (19028.160000 sec): 3 clusters Score: Raw -95578.927420 + Penalty 3166.219291 = -92412.708129 nChanged 0 SP:Iteration 23F (19028.320000 sec): 3 clusters Score: Raw -95578.927420 + Penalty 3166.219291 = -92412.708129 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (80964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19028.860000 sec): 2 clusters Score: Raw -13765329.634995 + Penalty 2802.836453 = -13762526.798542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19029.520000 sec): 3 clusters Score: Raw -13713767.963062 + Penalty 5605.672906 = -13708162.290157 nChanged 37971 SP:Iteration 1F (19030.260000 sec): 3 clusters Score: Raw -13735264.238200 + Penalty 5605.672906 = -13729658.565295 nChanged 2885 SP:Iteration 2Q (19031.040000 sec): 3 clusters Score: Raw -13736057.023710 + Penalty 5605.672906 = -13730451.350804 nChanged 3126 SP:Iteration 3Q (19031.840000 sec): 3 clusters Score: Raw -13737139.904175 + Penalty 5605.672906 = -13731534.231269 nChanged 3754 SP:Iteration 4Q (19032.590000 sec): 3 clusters Score: Raw -13738844.343495 + Penalty 5605.672906 = -13733238.670590 nChanged 4693 SP:Iteration 5F (19033.350000 sec): 3 clusters Score: Raw -13741513.920545 + Penalty 5605.672906 = -13735908.247639 nChanged 5704 SP:Iteration 6F (19034.000000 sec): 3 clusters Score: Raw -13745514.471656 + Penalty 5605.672906 = -13739908.798751 nChanged 6405 SP:Iteration 7F (19034.720000 sec): 3 clusters Score: Raw -13750775.475699 + Penalty 5605.672906 = -13745169.802793 nChanged 6201 SP:Iteration 8F (19035.290000 sec): 3 clusters Score: Raw -13756448.327859 + Penalty 5605.672906 = -13750842.654953 nChanged 4928 SP:Iteration 9F (19036.080000 sec): 3 clusters Score: Raw -13761227.557038 + Penalty 5605.672906 = -13755621.884133 nChanged 2875 SP:Iteration 10Q (19036.850000 sec): 3 clusters Score: Raw -13763957.418561 + Penalty 5605.672906 = -13758351.745656 nChanged 1175 SP:Iteration 11Q (19037.570000 sec): 3 clusters Score: Raw -13765028.103310 + Penalty 5605.672906 = -13759422.430404 nChanged 392 SP:Iteration 12Q (19038.320000 sec): 3 clusters Score: Raw -13765431.171640 + Penalty 5605.672906 = -13759825.498734 nChanged 145 SP:Iteration 13Q (19038.950000 sec): 3 clusters Score: Raw -13765627.980330 + Penalty 5605.672906 = -13760022.307424 nChanged 74 SP:Iteration 14Q (19039.590000 sec): 3 clusters Score: Raw -13765719.678252 + Penalty 5605.672906 = -13760114.005346 nChanged 34 SP:Iteration 15Q (19040.130000 sec): 3 clusters Score: Raw -13765755.953303 + Penalty 5605.672906 = -13760150.280397 nChanged 22 SP:Iteration 16Q (19040.760000 sec): 3 clusters Score: Raw -13765782.620302 + Penalty 5605.672906 = -13760176.947396 nChanged 17 SP:Iteration 17Q (19041.460000 sec): 3 clusters Score: Raw -13765800.937786 + Penalty 5605.672906 = -13760195.264881 nChanged 19 SP:Iteration 18Q (19042.080000 sec): 3 clusters Score: Raw -13765823.809808 + Penalty 5605.672906 = -13760218.136903 nChanged 12 SP:Iteration 19Q (19042.780000 sec): 3 clusters Score: Raw -13765837.895053 + Penalty 5605.672906 = -13760232.222147 nChanged 9 SP:Iteration 20F (19043.340000 sec): 3 clusters Score: Raw -13765855.479378 + Penalty 5605.672906 = -13760249.806473 nChanged 14 SP:Iteration 21Q (19043.960000 sec): 3 clusters Score: Raw -13765882.668699 + Penalty 5605.672906 = -13760276.995794 nChanged 19 SP:Iteration 22Q (19044.540000 sec): 3 clusters Score: Raw -13765913.484172 + Penalty 5605.672906 = -13760307.811267 nChanged 17 SP:Iteration 23Q (19045.260000 sec): 3 clusters Score: Raw -13765943.508306 + Penalty 5605.672906 = -13760337.835400 nChanged 18 SP:Iteration 24Q (19045.990000 sec): 3 clusters Score: Raw -13765964.665264 + Penalty 5605.672906 = -13760358.992358 nChanged 7 SP:Iteration 25Q (19046.720000 sec): 3 clusters Score: Raw -13765972.780825 + Penalty 5605.672906 = -13760367.107920 nChanged 6 SP:Iteration 26Q (19047.430000 sec): 3 clusters Score: Raw -13765979.869010 + Penalty 5605.672906 = -13760374.196105 nChanged 2 SP:Iteration 27Q (19048.020000 sec): 3 clusters Score: Raw -13765982.618685 + Penalty 5605.672906 = -13760376.945779 nChanged 2 SP:Iteration 28Q (19048.750000 sec): 3 clusters Score: Raw -13765983.875116 + Penalty 5605.672906 = -13760378.202210 nChanged 2 SP:Iteration 29Q (19049.250000 sec): 3 clusters Score: Raw -13765985.464989 + Penalty 5605.672906 = -13760379.792083 nChanged 1 SP:Iteration 30Q (19049.920000 sec): 3 clusters Score: Raw -13765986.152951 + Penalty 5605.672906 = -13760380.480045 nChanged 0 SP:Iteration 31F (19050.490000 sec): 3 clusters Score: Raw -13765986.152951 + Penalty 5605.672906 = -13760380.480045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19050.650000 sec): 2 clusters Score: Raw -15593.567947 + Penalty 1167.963490 = -14425.604458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19050.800000 sec): 3 clusters Score: Raw -15989.485749 + Penalty 2335.926980 = -13653.558769 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19050.880000 sec): 2 clusters Score: Raw -382303.242485 + Penalty 1903.074656 = -380400.167829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19051.040000 sec): 3 clusters Score: Raw -381538.359168 + Penalty 3806.149312 = -377732.209856 nChanged 702 SP:Iteration 1F (19051.200000 sec): 3 clusters Score: Raw -382097.033971 + Penalty 3806.149312 = -378290.884659 nChanged 141 SP:Iteration 2F (19051.360000 sec): 3 clusters Score: Raw -382222.528826 + Penalty 3806.149312 = -378416.379514 nChanged 99 SP:Iteration 3Q (19051.520000 sec): 3 clusters Score: Raw -382317.530291 + Penalty 3806.149312 = -378511.380979 nChanged 89 SP:Iteration 4Q (19051.680000 sec): 3 clusters Score: Raw -382406.173830 + Penalty 3806.149312 = -378600.024518 nChanged 87 SP:Iteration 5Q (19051.840000 sec): 3 clusters Score: Raw -382506.037390 + Penalty 3806.149312 = -378699.888077 nChanged 83 SP:Iteration 6Q (19052.000000 sec): 3 clusters Score: Raw -382617.388503 + Penalty 3806.149312 = -378811.239191 nChanged 92 SP:Iteration 7Q (19052.170000 sec): 3 clusters Score: Raw -382749.395869 + Penalty 3806.149312 = -378943.246557 nChanged 89 SP:Iteration 8Q (19052.320000 sec): 3 clusters Score: Raw -382878.712533 + Penalty 3806.149312 = -379072.563221 nChanged 90 SP:Iteration 9Q (19052.480000 sec): 3 clusters Score: Raw -383004.573281 + Penalty 3806.149312 = -379198.423969 nChanged 68 SP:Iteration 10Q (19052.640000 sec): 3 clusters Score: Raw -383083.341488 + Penalty 3806.149312 = -379277.192176 nChanged 48 SP:Iteration 11Q (19052.800000 sec): 3 clusters Score: Raw -383135.337988 + Penalty 3806.149312 = -379329.188676 nChanged 31 SP:Iteration 12Q (19052.970000 sec): 3 clusters Score: Raw -383167.047946 + Penalty 3806.149312 = -379360.898634 nChanged 21 SP:Iteration 13Q (19053.150000 sec): 3 clusters Score: Raw -383185.875066 + Penalty 3806.149312 = -379379.725754 nChanged 19 SP:Iteration 14Q (19053.330000 sec): 3 clusters Score: Raw -383199.739224 + Penalty 3806.149312 = -379393.589912 nChanged 15 SP:Iteration 15Q (19053.510000 sec): 3 clusters Score: Raw -383213.761877 + Penalty 3806.149312 = -379407.612565 nChanged 13 SP:Iteration 16Q (19053.660000 sec): 3 clusters Score: Raw -383224.415408 + Penalty 3806.149312 = -379418.266096 nChanged 8 SP:Iteration 17Q (19053.800000 sec): 3 clusters Score: Raw -383231.625818 + Penalty 3806.149312 = -379425.476506 nChanged 6 SP:Iteration 18Q (19053.970000 sec): 3 clusters Score: Raw -383236.871132 + Penalty 3806.149312 = -379430.721820 nChanged 6 SP:Iteration 19Q (19054.130000 sec): 3 clusters Score: Raw -383242.302378 + Penalty 3806.149312 = -379436.153066 nChanged 3 SP:Iteration 20F (19054.290000 sec): 3 clusters Score: Raw -383243.291106 + Penalty 3806.149312 = -379437.141794 nChanged 1 SP:Iteration 21Q (19054.450000 sec): 3 clusters Score: Raw -383244.288944 + Penalty 3806.149312 = -379438.139632 nChanged 1 SP:Iteration 22Q (19054.620000 sec): 3 clusters Score: Raw -383244.843213 + Penalty 3806.149312 = -379438.693901 nChanged 1 SP:Iteration 23Q (19054.780000 sec): 3 clusters Score: Raw -383245.494443 + Penalty 3806.149312 = -379439.345131 nChanged 1 SP:Iteration 24Q (19054.940000 sec): 3 clusters Score: Raw -383245.850945 + Penalty 3806.149312 = -379439.701632 nChanged 1 SP:Iteration 25Q (19055.110000 sec): 3 clusters Score: Raw -383246.507958 + Penalty 3806.149312 = -379440.358646 nChanged 1 SP:Iteration 26Q (19055.270000 sec): 3 clusters Score: Raw -383247.076609 + Penalty 3806.149312 = -379440.927297 nChanged 1 SP:Iteration 27Q (19055.430000 sec): 3 clusters Score: Raw -383247.446151 + Penalty 3806.149312 = -379441.296839 nChanged 1 SP:Iteration 28Q (19055.600000 sec): 3 clusters Score: Raw -383247.701852 + Penalty 3806.149312 = -379441.552540 nChanged 0 SP:Iteration 29F (19055.760000 sec): 3 clusters Score: Raw -383247.701852 + Penalty 3806.149312 = -379441.552540 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19055.840000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19055.960000 sec): 3 clusters Score: Raw -95683.602993 + Penalty 3179.446741 = -92504.156251 nChanged 114 SP:Iteration 1F (19056.120000 sec): 3 clusters Score: Raw -95890.018808 + Penalty 3179.446741 = -92710.572067 nChanged 42 SP:Iteration 2F (19056.280000 sec): 3 clusters Score: Raw -95983.849745 + Penalty 3179.446741 = -92804.403003 nChanged 17 SP:Iteration 3Q (19056.450000 sec): 3 clusters Score: Raw -96029.348428 + Penalty 3179.446741 = -92849.901686 nChanged 10 SP:Iteration 4Q (19056.660000 sec): 3 clusters Score: Raw -96051.233267 + Penalty 3179.446741 = -92871.786525 nChanged 6 SP:Iteration 5Q (19056.790000 sec): 3 clusters Score: Raw -96075.844028 + Penalty 3179.446741 = -92896.397286 nChanged 7 SP:Iteration 6Q (19056.930000 sec): 3 clusters Score: Raw -96102.998164 + Penalty 3179.446741 = -92923.551422 nChanged 9 SP:Iteration 7Q (19057.070000 sec): 3 clusters Score: Raw -96126.690976 + Penalty 3179.446741 = -92947.244234 nChanged 4 SP:Iteration 8Q (19057.230000 sec): 3 clusters Score: Raw -96139.257515 + Penalty 3179.446741 = -92959.810773 nChanged 5 SP:Iteration 9Q (19057.390000 sec): 3 clusters Score: Raw -96164.130651 + Penalty 3179.446741 = -92984.683910 nChanged 11 SP:Iteration 10Q (19057.550000 sec): 3 clusters Score: Raw -96199.770127 + Penalty 3179.446741 = -93020.323386 nChanged 14 SP:Iteration 11Q (19057.710000 sec): 3 clusters Score: Raw -96244.864008 + Penalty 3179.446741 = -93065.417266 nChanged 15 SP:Iteration 12Q (19057.870000 sec): 3 clusters Score: Raw -96276.163782 + Penalty 3179.446741 = -93096.717041 nChanged 12 SP:Iteration 13Q (19058.030000 sec): 3 clusters Score: Raw -96305.567459 + Penalty 3179.446741 = -93126.120718 nChanged 10 SP:Iteration 14Q (19058.190000 sec): 3 clusters Score: Raw -96325.824574 + Penalty 3179.446741 = -93146.377833 nChanged 7 SP:Iteration 15Q (19058.350000 sec): 3 clusters Score: Raw -96345.962599 + Penalty 3179.446741 = -93166.515858 nChanged 6 SP:Iteration 16Q (19058.550000 sec): 3 clusters Score: Raw -96356.387193 + Penalty 3179.446741 = -93176.940451 nChanged 3 SP:Iteration 17Q (19058.710000 sec): 3 clusters Score: Raw -96364.272039 + Penalty 3179.446741 = -93184.825297 nChanged 7 SP:Iteration 18Q (19058.860000 sec): 3 clusters Score: Raw -96385.372790 + Penalty 3179.446741 = -93205.926049 nChanged 3 SP:Iteration 19Q (19059.020000 sec): 3 clusters Score: Raw -96394.180804 + Penalty 3179.446741 = -93214.734063 nChanged 4 SP:Iteration 20F (19059.120000 sec): 3 clusters Score: Raw -96406.363784 + Penalty 3179.446741 = -93226.917043 nChanged 2 SP:Iteration 21Q (19059.320000 sec): 3 clusters Score: Raw -96412.673433 + Penalty 3179.446741 = -93233.226692 nChanged 2 SP:Iteration 22Q (19059.510000 sec): 3 clusters Score: Raw -96423.050192 + Penalty 3179.446741 = -93243.603450 nChanged 2 SP:Iteration 23Q (19059.660000 sec): 3 clusters Score: Raw -96427.661910 + Penalty 3179.446741 = -93248.215168 nChanged 1 SP:Iteration 24Q (19059.850000 sec): 3 clusters Score: Raw -96429.745279 + Penalty 3179.446741 = -93250.298538 nChanged 1 SP:Iteration 25Q (19059.980000 sec): 3 clusters Score: Raw -96430.970041 + Penalty 3179.446741 = -93251.523300 nChanged 1 SP:Iteration 26Q (19060.130000 sec): 3 clusters Score: Raw -96432.476266 + Penalty 3179.446741 = -93253.029525 nChanged 1 SP:Iteration 27Q (19060.290000 sec): 3 clusters Score: Raw -96433.806250 + Penalty 3179.446741 = -93254.359509 nChanged 0 SP:Iteration 28F (19060.450000 sec): 3 clusters Score: Raw -96433.806250 + Penalty 3179.446741 = -93254.359509 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19060.530000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19060.690000 sec): 3 clusters Score: Raw -27501.832346 + Penalty 2541.486134 = -24960.346212 nChanged 8 SP:Iteration 1Q (19060.850000 sec): 3 clusters Score: Raw -27539.243868 + Penalty 2541.486134 = -24997.757734 nChanged 1 SP:Iteration 2Q (19061.000000 sec): 3 clusters Score: Raw -27549.492061 + Penalty 2541.486134 = -25008.005927 nChanged 1 SP:Iteration 3Q (19061.150000 sec): 3 clusters Score: Raw -27552.445984 + Penalty 2541.486134 = -25010.959850 nChanged 0 SP:Iteration 4F (19061.310000 sec): 3 clusters Score: Raw -27552.445984 + Penalty 2541.486134 = -25010.959850 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19061.370000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19061.520000 sec): 3 clusters Score: Raw -21792.780821 + Penalty 2558.891428 = -19233.889392 nChanged 13 SP:Iteration 1F (19061.670000 sec): 3 clusters Score: Raw -21831.116207 + Penalty 2558.891428 = -19272.224779 nChanged 4 SP:Iteration 2Q (19061.810000 sec): 3 clusters Score: Raw -21854.774079 + Penalty 2558.891428 = -19295.882650 nChanged 2 SP:Iteration 3Q (19061.970000 sec): 3 clusters Score: Raw -21862.181324 + Penalty 2558.891428 = -19303.289896 nChanged 0 SP:Iteration 4F (19062.150000 sec): 3 clusters Score: Raw -21862.181324 + Penalty 2558.891428 = -19303.289896 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19062.230000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19062.380000 sec): 3 clusters Score: Raw -33777.824101 + Penalty 2690.775209 = -31087.048892 nChanged 22 SP:Iteration 1F (19062.560000 sec): 3 clusters Score: Raw -33883.871521 + Penalty 2690.775209 = -31193.096313 nChanged 8 SP:Iteration 2Q (19062.730000 sec): 3 clusters Score: Raw -33925.764509 + Penalty 2690.775209 = -31234.989300 nChanged 4 SP:Iteration 3Q (19062.870000 sec): 3 clusters Score: Raw -33945.619716 + Penalty 2690.775209 = -31254.844507 nChanged 2 SP:Iteration 4Q (19063.010000 sec): 3 clusters Score: Raw -33956.126230 + Penalty 2690.775209 = -31265.351022 nChanged 1 SP:Iteration 5Q (19063.160000 sec): 3 clusters Score: Raw -33966.565897 + Penalty 2690.775209 = -31275.790689 nChanged 1 SP:Iteration 6Q (19063.310000 sec): 3 clusters Score: Raw -33969.595172 + Penalty 2690.775209 = -31278.819963 nChanged 0 SP:Iteration 7F (19063.450000 sec): 3 clusters Score: Raw -33969.595172 + Penalty 2690.775209 = -31278.819963 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19063.530000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19063.670000 sec): 3 clusters Score: Raw -73350.460088 + Penalty 3024.644844 = -70325.815244 nChanged 60 SP:Iteration 1F (19063.820000 sec): 3 clusters Score: Raw -73495.304794 + Penalty 3024.644844 = -70470.659950 nChanged 20 SP:Iteration 2Q (19063.970000 sec): 3 clusters Score: Raw -73546.744349 + Penalty 3024.644844 = -70522.099505 nChanged 10 SP:Iteration 3Q (19064.120000 sec): 3 clusters Score: Raw -73576.935230 + Penalty 3024.644844 = -70552.290386 nChanged 6 SP:Iteration 4Q (19064.270000 sec): 3 clusters Score: Raw -73589.371897 + Penalty 3024.644844 = -70564.727053 nChanged 3 SP:Iteration 5Q (19064.410000 sec): 3 clusters Score: Raw -73594.046534 + Penalty 3024.644844 = -70569.401690 nChanged 2 SP:Iteration 6Q (19064.560000 sec): 3 clusters Score: Raw -73599.133032 + Penalty 3024.644844 = -70574.488188 nChanged 0 SP:Iteration 7F (19064.710000 sec): 3 clusters Score: Raw -73599.133032 + Penalty 3024.644844 = -70574.488188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19064.810000 sec): 2 clusters Score: Raw -225589.707136 + Penalty 1806.465432 = -223783.241704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19064.950000 sec): 3 clusters Score: Raw -225233.249287 + Penalty 3612.930864 = -221620.318423 nChanged 455 SP:Iteration 1F (19065.120000 sec): 3 clusters Score: Raw -225891.558919 + Penalty 3612.930864 = -222278.628055 nChanged 139 SP:Iteration 2F (19065.260000 sec): 3 clusters Score: Raw -226157.477821 + Penalty 3612.930864 = -222544.546957 nChanged 84 SP:Iteration 3F (19065.440000 sec): 3 clusters Score: Raw -226304.305734 + Penalty 3612.930864 = -222691.374870 nChanged 60 SP:Iteration 4Q (19065.570000 sec): 3 clusters Score: Raw -226415.678911 + Penalty 3612.930864 = -222802.748047 nChanged 49 SP:Iteration 5Q (19065.730000 sec): 3 clusters Score: Raw -226497.860307 + Penalty 3612.930864 = -222884.929443 nChanged 39 SP:Iteration 6Q (19065.890000 sec): 3 clusters Score: Raw -226573.074667 + Penalty 3612.930864 = -222960.143803 nChanged 34 SP:Iteration 7Q (19066.050000 sec): 3 clusters Score: Raw -226620.731195 + Penalty 3612.930864 = -223007.800331 nChanged 15 SP:Iteration 8Q (19066.210000 sec): 3 clusters Score: Raw -226638.413144 + Penalty 3612.930864 = -223025.482280 nChanged 12 SP:Iteration 9Q (19066.370000 sec): 3 clusters Score: Raw -226650.695749 + Penalty 3612.930864 = -223037.764885 nChanged 6 SP:Iteration 10Q (19066.530000 sec): 3 clusters Score: Raw -226659.825191 + Penalty 3612.930864 = -223046.894327 nChanged 3 SP:Iteration 11Q (19066.690000 sec): 3 clusters Score: Raw -226663.546711 + Penalty 3612.930864 = -223050.615847 nChanged 2 SP:Iteration 12Q (19066.850000 sec): 3 clusters Score: Raw -226664.867898 + Penalty 3612.930864 = -223051.937034 nChanged 1 SP:Iteration 13Q (19067.010000 sec): 3 clusters Score: Raw -226665.251326 + Penalty 3612.930864 = -223052.320462 nChanged 0 SP:Iteration 14F (19067.170000 sec): 3 clusters Score: Raw -226665.251326 + Penalty 3612.930864 = -223052.320462 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19067.250000 sec): 2 clusters Score: Raw -295972.696570 + Penalty 1857.651292 = -294115.045279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19067.410000 sec): 3 clusters Score: Raw -295417.830458 + Penalty 3715.302583 = -291702.527874 nChanged 559 SP:Iteration 1F (19067.580000 sec): 3 clusters Score: Raw -295961.525335 + Penalty 3715.302583 = -292246.222751 nChanged 140 SP:Iteration 2F (19067.770000 sec): 3 clusters Score: Raw -296116.842140 + Penalty 3715.302583 = -292401.539557 nChanged 76 SP:Iteration 3Q (19067.950000 sec): 3 clusters Score: Raw -296194.062804 + Penalty 3715.302583 = -292478.760221 nChanged 65 SP:Iteration 4Q (19068.130000 sec): 3 clusters Score: Raw -296269.499433 + Penalty 3715.302583 = -292554.196850 nChanged 50 SP:Iteration 5Q (19068.300000 sec): 3 clusters Score: Raw -296328.761339 + Penalty 3715.302583 = -292613.458756 nChanged 37 SP:Iteration 6Q (19068.340000 sec): 3 clusters Score: Raw -296364.244659 + Penalty 3715.302583 = -292648.942075 nChanged 30 SP:Iteration 7Q (19068.440000 sec): 3 clusters Score: Raw -296389.674374 + Penalty 3715.302583 = -292674.371791 nChanged 23 SP:Iteration 8Q (19068.480000 sec): 3 clusters Score: Raw -296411.245185 + Penalty 3715.302583 = -292695.942601 nChanged 12 SP:Iteration 9Q (19068.520000 sec): 3 clusters Score: Raw -296424.655617 + Penalty 3715.302583 = -292709.353034 nChanged 16 SP:Iteration 10Q (19068.680000 sec): 3 clusters Score: Raw -296448.062973 + Penalty 3715.302583 = -292732.760389 nChanged 19 SP:Iteration 11Q (19068.840000 sec): 3 clusters Score: Raw -296467.084549 + Penalty 3715.302583 = -292751.781965 nChanged 19 SP:Iteration 12Q (19069.010000 sec): 3 clusters Score: Raw -296487.362236 + Penalty 3715.302583 = -292772.059653 nChanged 18 SP:Iteration 13Q (19069.170000 sec): 3 clusters Score: Raw -296503.556762 + Penalty 3715.302583 = -292788.254178 nChanged 12 SP:Iteration 14Q (19069.340000 sec): 3 clusters Score: Raw -296510.820795 + Penalty 3715.302583 = -292795.518212 nChanged 3 SP:Iteration 15Q (19069.500000 sec): 3 clusters Score: Raw -296514.342543 + Penalty 3715.302583 = -292799.039960 nChanged 6 SP:Iteration 16Q (19069.660000 sec): 3 clusters Score: Raw -296519.009954 + Penalty 3715.302583 = -292803.707370 nChanged 7 SP:Iteration 17Q (19069.810000 sec): 3 clusters Score: Raw -296525.064353 + Penalty 3715.302583 = -292809.761769 nChanged 5 SP:Iteration 18Q (19069.960000 sec): 3 clusters Score: Raw -296528.213351 + Penalty 3715.302583 = -292812.910767 nChanged 3 SP:Iteration 19Q (19070.110000 sec): 3 clusters Score: Raw -296531.478115 + Penalty 3715.302583 = -292816.175531 nChanged 4 SP:Iteration 20F (19070.280000 sec): 3 clusters Score: Raw -296535.119289 + Penalty 3715.302583 = -292819.816705 nChanged 3 SP:Iteration 21Q (19070.440000 sec): 3 clusters Score: Raw -296537.441132 + Penalty 3715.302583 = -292822.138549 nChanged 3 SP:Iteration 22Q (19070.600000 sec): 3 clusters Score: Raw -296541.953856 + Penalty 3715.302583 = -292826.651273 nChanged 4 SP:Iteration 23Q (19070.760000 sec): 3 clusters Score: Raw -296546.389218 + Penalty 3715.302583 = -292831.086635 nChanged 5 SP:Iteration 24Q (19070.940000 sec): 3 clusters Score: Raw -296549.297151 + Penalty 3715.302583 = -292833.994567 nChanged 3 SP:Iteration 25Q (19071.080000 sec): 3 clusters Score: Raw -296552.086247 + Penalty 3715.302583 = -292836.783663 nChanged 4 SP:Iteration 26Q (19071.260000 sec): 3 clusters Score: Raw -296555.741995 + Penalty 3715.302583 = -292840.439411 nChanged 6 SP:Iteration 27Q (19071.410000 sec): 3 clusters Score: Raw -296560.537016 + Penalty 3715.302583 = -292845.234433 nChanged 1 SP:Iteration 28Q (19071.530000 sec): 3 clusters Score: Raw -296561.327667 + Penalty 3715.302583 = -292846.025084 nChanged 1 SP:Iteration 29Q (19071.690000 sec): 3 clusters Score: Raw -296562.100461 + Penalty 3715.302583 = -292846.797878 nChanged 1 SP:Iteration 30Q (19071.860000 sec): 3 clusters Score: Raw -296562.661444 + Penalty 3715.302583 = -292847.358861 nChanged 1 SP:Iteration 31Q (19072.020000 sec): 3 clusters Score: Raw -296563.033877 + Penalty 3715.302583 = -292847.731294 nChanged 0 SP:Iteration 32F (19072.180000 sec): 3 clusters Score: Raw -296563.033877 + Penalty 3715.302583 = -292847.731294 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19072.260000 sec): 2 clusters Score: Raw -24422.397065 + Penalty 1347.563057 = -23074.834008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19072.420000 sec): 3 clusters Score: Raw -24909.841374 + Penalty 2695.126114 = -22214.715260 nChanged 52 SP:Iteration 1F (19072.580000 sec): 3 clusters Score: Raw -25228.111112 + Penalty 2695.126114 = -22532.984998 nChanged 12 SP:Iteration 2F (19072.740000 sec): 3 clusters Score: Raw -25337.245098 + Penalty 2695.126114 = -22642.118984 nChanged 7 SP:Iteration 3Q (19072.900000 sec): 3 clusters Score: Raw -25401.949355 + Penalty 2695.126114 = -22706.823242 nChanged 6 SP:Iteration 4Q (19073.070000 sec): 3 clusters Score: Raw -25458.170038 + Penalty 2695.126114 = -22763.043924 nChanged 1 SP:Iteration 5Q (19073.230000 sec): 3 clusters Score: Raw -25492.761460 + Penalty 2695.126114 = -22797.635347 nChanged 1 SP:Iteration 6Q (19073.400000 sec): 3 clusters Score: Raw -25516.597609 + Penalty 2695.126114 = -22821.471495 nChanged 0 SP:Iteration 7F (19073.560000 sec): 3 clusters Score: Raw -25516.597609 + Penalty 2695.126114 = -22821.471495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19073.650000 sec): 2 clusters Score: Raw -26089.295385 + Penalty 1286.471680 = -24802.823705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19073.820000 sec): 3 clusters Score: Raw -26345.540120 + Penalty 2572.943360 = -23772.596760 nChanged 9 SP:Iteration 1F (19073.960000 sec): 3 clusters Score: Raw -26387.626469 + Penalty 2572.943360 = -23814.683110 nChanged 5 SP:Iteration 2Q (19074.050000 sec): 3 clusters Score: Raw -26406.831348 + Penalty 2572.943360 = -23833.887988 nChanged 0 SP:Iteration 3F (19074.160000 sec): 3 clusters Score: Raw -26406.831348 + Penalty 2572.943360 = -23833.887988 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19074.230000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19074.340000 sec): 3 clusters Score: Raw -106244.442633 + Penalty 3204.888215 = -103039.554417 nChanged 119 SP:Iteration 1F (19074.480000 sec): 3 clusters Score: Raw -106432.727502 + Penalty 3204.888215 = -103227.839286 nChanged 37 SP:Iteration 2F (19074.600000 sec): 3 clusters Score: Raw -106521.149168 + Penalty 3204.888215 = -103316.260953 nChanged 19 SP:Iteration 3Q (19074.730000 sec): 3 clusters Score: Raw -106560.356522 + Penalty 3204.888215 = -103355.468307 nChanged 11 SP:Iteration 4Q (19074.860000 sec): 3 clusters Score: Raw -106581.729732 + Penalty 3204.888215 = -103376.841517 nChanged 10 SP:Iteration 5Q (19074.980000 sec): 3 clusters Score: Raw -106605.617155 + Penalty 3204.888215 = -103400.728940 nChanged 7 SP:Iteration 6Q (19075.110000 sec): 3 clusters Score: Raw -106619.175743 + Penalty 3204.888215 = -103414.287528 nChanged 6 SP:Iteration 7Q (19075.240000 sec): 3 clusters Score: Raw -106629.415885 + Penalty 3204.888215 = -103424.527670 nChanged 7 SP:Iteration 8Q (19075.370000 sec): 3 clusters Score: Raw -106636.027218 + Penalty 3204.888215 = -103431.139003 nChanged 2 SP:Iteration 9Q (19075.550000 sec): 3 clusters Score: Raw -106638.386616 + Penalty 3204.888215 = -103433.498401 nChanged 0 SP:Iteration 10F (19075.700000 sec): 3 clusters Score: Raw -106638.386616 + Penalty 3204.888215 = -103433.498401 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19075.770000 sec): 2 clusters Score: Raw -74087.373907 + Penalty 1511.764491 = -72575.609416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19075.920000 sec): 3 clusters Score: Raw -74115.255240 + Penalty 3023.528983 = -71091.726257 nChanged 62 SP:Iteration 1F (19076.060000 sec): 3 clusters Score: Raw -74250.661121 + Penalty 3023.528983 = -71227.132138 nChanged 17 SP:Iteration 2Q (19076.250000 sec): 3 clusters Score: Raw -74302.953421 + Penalty 3023.528983 = -71279.424438 nChanged 8 SP:Iteration 3Q (19076.400000 sec): 3 clusters Score: Raw -74324.883008 + Penalty 3023.528983 = -71301.354025 nChanged 6 SP:Iteration 4Q (19076.580000 sec): 3 clusters Score: Raw -74337.770676 + Penalty 3023.528983 = -71314.241693 nChanged 2 SP:Iteration 5Q (19076.710000 sec): 3 clusters Score: Raw -74341.946535 + Penalty 3023.528983 = -71318.417552 nChanged 0 SP:Iteration 6F (19076.840000 sec): 3 clusters Score: Raw -74341.946535 + Penalty 3023.528983 = -71318.417552 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19076.920000 sec): 2 clusters Score: Raw -335862.245649 + Penalty 1895.821309 = -333966.424340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19077.090000 sec): 3 clusters Score: Raw -335060.626192 + Penalty 3791.642618 = -331268.983574 nChanged 690 SP:Iteration 1F (19077.250000 sec): 3 clusters Score: Raw -335677.335176 + Penalty 3791.642618 = -331885.692558 nChanged 173 SP:Iteration 2F (19077.420000 sec): 3 clusters Score: Raw -335924.411682 + Penalty 3791.642618 = -332132.769064 nChanged 135 SP:Iteration 3F (19077.580000 sec): 3 clusters Score: Raw -336086.854365 + Penalty 3791.642618 = -332295.211748 nChanged 94 SP:Iteration 4Q (19077.740000 sec): 3 clusters Score: Raw -336184.166843 + Penalty 3791.642618 = -332392.524225 nChanged 90 SP:Iteration 5Q (19077.900000 sec): 3 clusters Score: Raw -336282.348270 + Penalty 3791.642618 = -332490.705652 nChanged 77 SP:Iteration 6Q (19078.070000 sec): 3 clusters Score: Raw -336370.958883 + Penalty 3791.642618 = -332579.316265 nChanged 53 SP:Iteration 7Q (19078.230000 sec): 3 clusters Score: Raw -336431.698389 + Penalty 3791.642618 = -332640.055772 nChanged 41 SP:Iteration 8Q (19078.400000 sec): 3 clusters Score: Raw -336487.229373 + Penalty 3791.642618 = -332695.586755 nChanged 43 SP:Iteration 9Q (19078.560000 sec): 3 clusters Score: Raw -336556.637650 + Penalty 3791.642618 = -332764.995032 nChanged 50 SP:Iteration 10Q (19078.720000 sec): 3 clusters Score: Raw -336643.103594 + Penalty 3791.642618 = -332851.460976 nChanged 48 SP:Iteration 11Q (19078.880000 sec): 3 clusters Score: Raw -336707.036385 + Penalty 3791.642618 = -332915.393767 nChanged 42 SP:Iteration 12Q (19079.080000 sec): 3 clusters Score: Raw -336755.358651 + Penalty 3791.642618 = -332963.716033 nChanged 17 SP:Iteration 13Q (19079.260000 sec): 3 clusters Score: Raw -336770.171052 + Penalty 3791.642618 = -332978.528434 nChanged 16 SP:Iteration 14Q (19079.460000 sec): 3 clusters Score: Raw -336782.296139 + Penalty 3791.642618 = -332990.653522 nChanged 14 SP:Iteration 15Q (19079.600000 sec): 3 clusters Score: Raw -336795.631387 + Penalty 3791.642618 = -333003.988769 nChanged 11 SP:Iteration 16Q (19079.770000 sec): 3 clusters Score: Raw -336807.645977 + Penalty 3791.642618 = -333016.003359 nChanged 7 SP:Iteration 17Q (19079.930000 sec): 3 clusters Score: Raw -336819.142726 + Penalty 3791.642618 = -333027.500108 nChanged 12 SP:Iteration 18Q (19080.050000 sec): 3 clusters Score: Raw -336835.929157 + Penalty 3791.642618 = -333044.286539 nChanged 13 SP:Iteration 19Q (19080.190000 sec): 3 clusters Score: Raw -336850.289711 + Penalty 3791.642618 = -333058.647094 nChanged 11 SP:Iteration 20F (19080.340000 sec): 3 clusters Score: Raw -336864.655294 + Penalty 3791.642618 = -333073.012676 nChanged 7 SP:Iteration 21Q (19080.480000 sec): 3 clusters Score: Raw -336871.094222 + Penalty 3791.642618 = -333079.451604 nChanged 7 SP:Iteration 22Q (19080.630000 sec): 3 clusters Score: Raw -336877.881878 + Penalty 3791.642618 = -333086.239260 nChanged 3 SP:Iteration 23Q (19080.770000 sec): 3 clusters Score: Raw -336880.276137 + Penalty 3791.642618 = -333088.633520 nChanged 1 SP:Iteration 24Q (19080.910000 sec): 3 clusters Score: Raw -336881.206162 + Penalty 3791.642618 = -333089.563544 nChanged 2 SP:Iteration 25Q (19081.060000 sec): 3 clusters Score: Raw -336882.961337 + Penalty 3791.642618 = -333091.318720 nChanged 2 SP:Iteration 26Q (19081.200000 sec): 3 clusters Score: Raw -336887.404192 + Penalty 3791.642618 = -333095.761574 nChanged 2 SP:Iteration 27Q (19081.350000 sec): 3 clusters Score: Raw -336889.540842 + Penalty 3791.642618 = -333097.898224 nChanged 1 SP:Iteration 28Q (19081.490000 sec): 3 clusters Score: Raw -336890.536884 + Penalty 3791.642618 = -333098.894266 nChanged 1 SP:Iteration 29Q (19081.660000 sec): 3 clusters Score: Raw -336891.282215 + Penalty 3791.642618 = -333099.639597 nChanged 1 SP:Iteration 30Q (19081.890000 sec): 3 clusters Score: Raw -336892.260659 + Penalty 3791.642618 = -333100.618041 nChanged 0 SP:Iteration 31F (19082.050000 sec): 3 clusters Score: Raw -336892.260659 + Penalty 3791.642618 = -333100.618041 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19082.160000 sec): 2 clusters Score: Raw -1849143.080514 + Penalty 2296.830583 = -1846846.249931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19082.360000 sec): 3 clusters Score: Raw -1843411.977367 + Penalty 4593.661167 = -1838818.316201 nChanged 4448 SP:Iteration 1F (19082.610000 sec): 3 clusters Score: Raw -1845856.810816 + Penalty 4593.661167 = -1841263.149649 nChanged 694 SP:Iteration 2F (19082.830000 sec): 3 clusters Score: Raw -1846214.210892 + Penalty 4593.661167 = -1841620.549726 nChanged 550 SP:Iteration 3F (19083.050000 sec): 3 clusters Score: Raw -1846487.192418 + Penalty 4593.661167 = -1841893.531252 nChanged 516 SP:Iteration 4Q (19083.260000 sec): 3 clusters Score: Raw -1846759.741288 + Penalty 4593.661167 = -1842166.080122 nChanged 521 SP:Iteration 5Q (19083.480000 sec): 3 clusters Score: Raw -1847087.965751 + Penalty 4593.661167 = -1842494.304584 nChanged 543 SP:Iteration 6F (19083.700000 sec): 3 clusters Score: Raw -1847408.885694 + Penalty 4593.661167 = -1842815.224527 nChanged 483 SP:Iteration 7Q (19083.920000 sec): 3 clusters Score: Raw -1847685.576753 + Penalty 4593.661167 = -1843091.915587 nChanged 444 SP:Iteration 8Q (19084.150000 sec): 3 clusters Score: Raw -1847923.130380 + Penalty 4593.661167 = -1843329.469214 nChanged 399 SP:Iteration 9Q (19084.400000 sec): 3 clusters Score: Raw -1848144.718021 + Penalty 4593.661167 = -1843551.056855 nChanged 381 SP:Iteration 10Q (19084.720000 sec): 3 clusters Score: Raw -1848384.358155 + Penalty 4593.661167 = -1843790.696989 nChanged 357 SP:Iteration 11Q (19084.890000 sec): 3 clusters Score: Raw -1848593.912642 + Penalty 4593.661167 = -1844000.251476 nChanged 292 SP:Iteration 12Q (19085.110000 sec): 3 clusters Score: Raw -1848761.915669 + Penalty 4593.661167 = -1844168.254502 nChanged 267 SP:Iteration 13Q (19085.360000 sec): 3 clusters Score: Raw -1848911.225093 + Penalty 4593.661167 = -1844317.563926 nChanged 215 SP:Iteration 14Q (19085.580000 sec): 3 clusters Score: Raw -1849020.413019 + Penalty 4593.661167 = -1844426.751852 nChanged 191 SP:Iteration 15Q (19085.830000 sec): 3 clusters Score: Raw -1849103.232335 + Penalty 4593.661167 = -1844509.571169 nChanged 137 SP:Iteration 16Q (19086.050000 sec): 3 clusters Score: Raw -1849166.048250 + Penalty 4593.661167 = -1844572.387083 nChanged 124 SP:Iteration 17Q (19086.300000 sec): 3 clusters Score: Raw -1849218.507585 + Penalty 4593.661167 = -1844624.846419 nChanged 107 SP:Iteration 18Q (19086.500000 sec): 3 clusters Score: Raw -1849264.575579 + Penalty 4593.661167 = -1844670.914413 nChanged 83 SP:Iteration 19Q (19086.690000 sec): 3 clusters Score: Raw -1849300.240037 + Penalty 4593.661167 = -1844706.578870 nChanged 70 SP:Iteration 20F (19086.920000 sec): 3 clusters Score: Raw -1849327.479408 + Penalty 4593.661167 = -1844733.818242 nChanged 63 SP:Iteration 21Q (19087.100000 sec): 3 clusters Score: Raw -1849351.884218 + Penalty 4593.661167 = -1844758.223052 nChanged 57 SP:Iteration 22Q (19087.320000 sec): 3 clusters Score: Raw -1849373.910823 + Penalty 4593.661167 = -1844780.249657 nChanged 65 SP:Iteration 23Q (19087.540000 sec): 3 clusters Score: Raw -1849397.124180 + Penalty 4593.661167 = -1844803.463014 nChanged 56 SP:Iteration 24Q (19087.750000 sec): 3 clusters Score: Raw -1849418.788604 + Penalty 4593.661167 = -1844825.127438 nChanged 53 SP:Iteration 25Q (19087.970000 sec): 3 clusters Score: Raw -1849438.725188 + Penalty 4593.661167 = -1844845.064022 nChanged 43 SP:Iteration 26Q (19088.190000 sec): 3 clusters Score: Raw -1849453.229677 + Penalty 4593.661167 = -1844859.568511 nChanged 35 SP:Iteration 27Q (19088.400000 sec): 3 clusters Score: Raw -1849466.231568 + Penalty 4593.661167 = -1844872.570402 nChanged 35 SP:Iteration 28Q (19088.660000 sec): 3 clusters Score: Raw -1849479.008035 + Penalty 4593.661167 = -1844885.346869 nChanged 31 SP:Iteration 29Q (19088.920000 sec): 3 clusters Score: Raw -1849491.746880 + Penalty 4593.661167 = -1844898.085713 nChanged 34 SP:Iteration 30Q (19089.160000 sec): 3 clusters Score: Raw -1849504.428858 + Penalty 4593.661167 = -1844910.767691 nChanged 32 SP:Iteration 31Q (19089.320000 sec): 3 clusters Score: Raw -1849515.407430 + Penalty 4593.661167 = -1844921.746263 nChanged 25 SP:Iteration 32Q (19089.620000 sec): 3 clusters Score: Raw -1849526.543092 + Penalty 4593.661167 = -1844932.881926 nChanged 28 SP:Iteration 33Q (19089.830000 sec): 3 clusters Score: Raw -1849537.900861 + Penalty 4593.661167 = -1844944.239695 nChanged 26 SP:Iteration 34Q (19090.070000 sec): 3 clusters Score: Raw -1849548.684028 + Penalty 4593.661167 = -1844955.022861 nChanged 24 SP:Iteration 35Q (19090.280000 sec): 3 clusters Score: Raw -1849558.838277 + Penalty 4593.661167 = -1844965.177111 nChanged 18 SP:Iteration 36Q (19090.550000 sec): 3 clusters Score: Raw -1849566.299806 + Penalty 4593.661167 = -1844972.638640 nChanged 17 SP:Iteration 37Q (19090.760000 sec): 3 clusters Score: Raw -1849573.309854 + Penalty 4593.661167 = -1844979.648687 nChanged 13 SP:Iteration 38Q (19091.020000 sec): 3 clusters Score: Raw -1849578.708674 + Penalty 4593.661167 = -1844985.047507 nChanged 15 SP:Iteration 39Q (19091.260000 sec): 3 clusters Score: Raw -1849584.810717 + Penalty 4593.661167 = -1844991.149550 nChanged 11 SP:Iteration 40F (19091.470000 sec): 3 clusters Score: Raw -1849589.165305 + Penalty 4593.661167 = -1844995.504139 nChanged 15 SP:Iteration 41Q (19091.670000 sec): 3 clusters Score: Raw -1849594.336669 + Penalty 4593.661167 = -1845000.675503 nChanged 6 SP:Iteration 42Q (19091.880000 sec): 3 clusters Score: Raw -1849596.195220 + Penalty 4593.661167 = -1845002.534053 nChanged 5 SP:Iteration 43Q (19092.100000 sec): 3 clusters Score: Raw -1849598.342450 + Penalty 4593.661167 = -1845004.681284 nChanged 2 SP:Iteration 44Q (19092.310000 sec): 3 clusters Score: Raw -1849598.836405 + Penalty 4593.661167 = -1845005.175239 nChanged 2 SP:Iteration 45Q (19092.520000 sec): 3 clusters Score: Raw -1849599.312579 + Penalty 4593.661167 = -1845005.651412 nChanged 0 SP:Iteration 46F (19092.740000 sec): 3 clusters Score: Raw -1849599.312579 + Penalty 4593.661167 = -1845005.651412 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19092.790000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19092.950000 sec): 3 clusters Score: Raw -80675.202173 + Penalty 3102.852021 = -77572.350153 nChanged 90 SP:Iteration 1F (19093.160000 sec): 3 clusters Score: Raw -80832.782499 + Penalty 3102.852021 = -77729.930478 nChanged 22 SP:Iteration 2Q (19093.330000 sec): 3 clusters Score: Raw -80874.526215 + Penalty 3102.852021 = -77771.674194 nChanged 11 SP:Iteration 3Q (19093.450000 sec): 3 clusters Score: Raw -80897.104305 + Penalty 3102.852021 = -77794.252284 nChanged 5 SP:Iteration 4Q (19093.580000 sec): 3 clusters Score: Raw -80903.726008 + Penalty 3102.852021 = -77800.873987 nChanged 3 SP:Iteration 5Q (19093.680000 sec): 3 clusters Score: Raw -80910.188109 + Penalty 3102.852021 = -77807.336088 nChanged 1 SP:Iteration 6Q (19093.810000 sec): 3 clusters Score: Raw -80911.165649 + Penalty 3102.852021 = -77808.313629 nChanged 1 SP:Iteration 7Q (19093.940000 sec): 3 clusters Score: Raw -80913.841302 + Penalty 3102.852021 = -77810.989281 nChanged 1 SP:Iteration 8Q (19094.070000 sec): 3 clusters Score: Raw -80915.664096 + Penalty 3102.852021 = -77812.812075 nChanged 2 SP:Iteration 9Q (19094.200000 sec): 3 clusters Score: Raw -80924.436773 + Penalty 3102.852021 = -77821.584753 nChanged 4 SP:Iteration 10Q (19094.300000 sec): 3 clusters Score: Raw -80944.839778 + Penalty 3102.852021 = -77841.987757 nChanged 3 SP:Iteration 11Q (19094.420000 sec): 3 clusters Score: Raw -80970.685337 + Penalty 3102.852021 = -77867.833316 nChanged 6 SP:Iteration 12Q (19094.550000 sec): 3 clusters Score: Raw -80995.429047 + Penalty 3102.852021 = -77892.577027 nChanged 12 SP:Iteration 13Q (19094.680000 sec): 3 clusters Score: Raw -81024.052814 + Penalty 3102.852021 = -77921.200794 nChanged 9 SP:Iteration 14Q (19094.810000 sec): 3 clusters Score: Raw -81040.243205 + Penalty 3102.852021 = -77937.391184 nChanged 6 SP:Iteration 15Q (19094.940000 sec): 3 clusters Score: Raw -81056.393342 + Penalty 3102.852021 = -77953.541321 nChanged 9 SP:Iteration 16Q (19095.100000 sec): 3 clusters Score: Raw -81103.239888 + Penalty 3102.852021 = -78000.387867 nChanged 16 SP:Iteration 17Q (19095.220000 sec): 3 clusters Score: Raw -81175.214183 + Penalty 3102.852021 = -78072.362163 nChanged 15 SP:Iteration 18Q (19095.350000 sec): 3 clusters Score: Raw -81226.750948 + Penalty 3102.852021 = -78123.898927 nChanged 15 SP:Iteration 19Q (19095.490000 sec): 3 clusters Score: Raw -81279.683993 + Penalty 3102.852021 = -78176.831973 nChanged 10 SP:Iteration 20F (19095.680000 sec): 3 clusters Score: Raw -81328.738154 + Penalty 3102.852021 = -78225.886133 nChanged 13 SP:Iteration 21Q (19095.910000 sec): 3 clusters Score: Raw -81384.596493 + Penalty 3102.852021 = -78281.744472 nChanged 13 SP:Iteration 22Q (19096.060000 sec): 3 clusters Score: Raw -81434.633321 + Penalty 3102.852021 = -78331.781301 nChanged 12 SP:Iteration 23Q (19096.190000 sec): 3 clusters Score: Raw -81475.324732 + Penalty 3102.852021 = -78372.472711 nChanged 7 SP:Iteration 24Q (19096.330000 sec): 3 clusters Score: Raw -81502.504459 + Penalty 3102.852021 = -78399.652438 nChanged 10 SP:Iteration 25Q (19096.470000 sec): 3 clusters Score: Raw -81536.840323 + Penalty 3102.852021 = -78433.988302 nChanged 7 SP:Iteration 26Q (19096.620000 sec): 3 clusters Score: Raw -81564.064137 + Penalty 3102.852021 = -78461.212117 nChanged 1 SP:Iteration 27Q (19096.760000 sec): 3 clusters Score: Raw -81568.990800 + Penalty 3102.852021 = -78466.138779 nChanged 2 SP:Iteration 28Q (19096.910000 sec): 3 clusters Score: Raw -81577.465532 + Penalty 3102.852021 = -78474.613511 nChanged 1 SP:Iteration 29Q (19097.110000 sec): 3 clusters Score: Raw -81581.125621 + Penalty 3102.852021 = -78478.273600 nChanged 2 SP:Iteration 30Q (19097.260000 sec): 3 clusters Score: Raw -81590.200804 + Penalty 3102.852021 = -78487.348784 nChanged 1 SP:Iteration 31Q (19097.420000 sec): 3 clusters Score: Raw -81593.123852 + Penalty 3102.852021 = -78490.271831 nChanged 0 SP:Iteration 32F (19097.580000 sec): 3 clusters Score: Raw -81593.123852 + Penalty 3102.852021 = -78490.271831 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19097.650000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19097.810000 sec): 3 clusters Score: Raw -31081.114944 + Penalty 2610.294334 = -28470.820611 nChanged 11 SP:Iteration 1F (19097.970000 sec): 3 clusters Score: Raw -31129.351739 + Penalty 2610.294334 = -28519.057405 nChanged 4 SP:Iteration 2Q (19098.090000 sec): 3 clusters Score: Raw -31154.097984 + Penalty 2610.294334 = -28543.803651 nChanged 3 SP:Iteration 3Q (19098.250000 sec): 3 clusters Score: Raw -31175.024221 + Penalty 2610.294334 = -28564.729888 nChanged 3 SP:Iteration 4Q (19098.430000 sec): 3 clusters Score: Raw -31199.535376 + Penalty 2610.294334 = -28589.241042 nChanged 2 SP:Iteration 5Q (19098.580000 sec): 3 clusters Score: Raw -31213.658410 + Penalty 2610.294334 = -28603.364077 nChanged 1 SP:Iteration 6Q (19098.740000 sec): 3 clusters Score: Raw -31219.613571 + Penalty 2610.294334 = -28609.319237 nChanged 1 SP:Iteration 7Q (19098.890000 sec): 3 clusters Score: Raw -31224.770658 + Penalty 2610.294334 = -28614.476324 nChanged 0 SP:Iteration 8F (19099.050000 sec): 3 clusters Score: Raw -31224.770658 + Penalty 2610.294334 = -28614.476324 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19099.130000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19099.290000 sec): 3 clusters Score: Raw -39872.593010 + Penalty 2810.547637 = -37062.045372 nChanged 23 SP:Iteration 1F (19099.450000 sec): 3 clusters Score: Raw -39991.491870 + Penalty 2810.547637 = -37180.944232 nChanged 13 SP:Iteration 2Q (19099.620000 sec): 3 clusters Score: Raw -40059.979795 + Penalty 2810.547637 = -37249.432158 nChanged 15 SP:Iteration 3F (19099.780000 sec): 3 clusters Score: Raw -40124.127560 + Penalty 2810.547637 = -37313.579922 nChanged 6 SP:Iteration 4Q (19099.940000 sec): 3 clusters Score: Raw -40151.475622 + Penalty 2810.547637 = -37340.927984 nChanged 6 SP:Iteration 5Q (19100.100000 sec): 3 clusters Score: Raw -40238.712392 + Penalty 2810.547637 = -37428.164754 nChanged 6 SP:Iteration 6Q (19100.260000 sec): 3 clusters Score: Raw -40279.834310 + Penalty 2810.547637 = -37469.286672 nChanged 8 SP:Iteration 7Q (19100.420000 sec): 3 clusters Score: Raw -40353.257846 + Penalty 2810.547637 = -37542.710209 nChanged 3 SP:Iteration 8Q (19100.570000 sec): 3 clusters Score: Raw -40369.253263 + Penalty 2810.547637 = -37558.705626 nChanged 0 SP:Iteration 9F (19100.730000 sec): 3 clusters Score: Raw -40369.253263 + Penalty 2810.547637 = -37558.705626 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19100.820000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19101.000000 sec): 3 clusters Score: Raw -152846.643505 + Penalty 3359.447866 = -149487.195639 nChanged 210 SP:Iteration 1F (19101.170000 sec): 3 clusters Score: Raw -153101.140552 + Penalty 3359.447866 = -149741.692686 nChanged 46 SP:Iteration 2F (19101.320000 sec): 3 clusters Score: Raw -153181.428692 + Penalty 3359.447866 = -149821.980826 nChanged 31 SP:Iteration 3Q (19101.500000 sec): 3 clusters Score: Raw -153230.760139 + Penalty 3359.447866 = -149871.312273 nChanged 19 SP:Iteration 4Q (19101.630000 sec): 3 clusters Score: Raw -153259.824743 + Penalty 3359.447866 = -149900.376877 nChanged 7 SP:Iteration 5Q (19101.790000 sec): 3 clusters Score: Raw -153269.557922 + Penalty 3359.447866 = -149910.110056 nChanged 4 SP:Iteration 6Q (19101.950000 sec): 3 clusters Score: Raw -153275.281246 + Penalty 3359.447866 = -149915.833379 nChanged 3 SP:Iteration 7Q (19102.110000 sec): 3 clusters Score: Raw -153280.644505 + Penalty 3359.447866 = -149921.196639 nChanged 6 SP:Iteration 8Q (19102.270000 sec): 3 clusters Score: Raw -153288.902767 + Penalty 3359.447866 = -149929.454901 nChanged 4 SP:Iteration 9Q (19102.430000 sec): 3 clusters Score: Raw -153297.850888 + Penalty 3359.447866 = -149938.403021 nChanged 7 SP:Iteration 10Q (19102.590000 sec): 3 clusters Score: Raw -153312.707210 + Penalty 3359.447866 = -149953.259344 nChanged 4 SP:Iteration 11Q (19102.760000 sec): 3 clusters Score: Raw -153317.260091 + Penalty 3359.447866 = -149957.812224 nChanged 3 SP:Iteration 12Q (19102.900000 sec): 3 clusters Score: Raw -153319.925311 + Penalty 3359.447866 = -149960.477445 nChanged 0 SP:Iteration 13F (19103.060000 sec): 3 clusters Score: Raw -153319.925311 + Penalty 3359.447866 = -149960.477445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19103.220000 sec): 2 clusters Score: Raw -3185236.961755 + Penalty 2435.076080 = -3182801.885675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19103.490000 sec): 3 clusters Score: Raw -3174614.108204 + Penalty 4870.152160 = -3169743.956044 nChanged 8099 SP:Iteration 1F (19103.780000 sec): 3 clusters Score: Raw -3178841.828735 + Penalty 4870.152160 = -3173971.676575 nChanged 954 SP:Iteration 2F (19104.120000 sec): 3 clusters Score: Raw -3179171.552993 + Penalty 4870.152160 = -3174301.400833 nChanged 780 SP:Iteration 3Q (19104.450000 sec): 3 clusters Score: Raw -3179408.348885 + Penalty 4870.152160 = -3174538.196725 nChanged 620 SP:Iteration 4Q (19104.740000 sec): 3 clusters Score: Raw -3179570.532872 + Penalty 4870.152160 = -3174700.380711 nChanged 518 SP:Iteration 5Q (19105.030000 sec): 3 clusters Score: Raw -3179694.779913 + Penalty 4870.152160 = -3174824.627753 nChanged 412 SP:Iteration 6Q (19105.320000 sec): 3 clusters Score: Raw -3179799.799888 + Penalty 4870.152160 = -3174929.647728 nChanged 412 SP:Iteration 7Q (19105.630000 sec): 3 clusters Score: Raw -3179897.453152 + Penalty 4870.152160 = -3175027.300992 nChanged 365 SP:Iteration 8Q (19105.940000 sec): 3 clusters Score: Raw -3179987.930196 + Penalty 4870.152160 = -3175117.778036 nChanged 359 SP:Iteration 9Q (19106.270000 sec): 3 clusters Score: Raw -3180076.115900 + Penalty 4870.152160 = -3175205.963740 nChanged 376 SP:Iteration 10Q (19106.560000 sec): 3 clusters Score: Raw -3180174.083551 + Penalty 4870.152160 = -3175303.931391 nChanged 417 SP:Iteration 11Q (19106.860000 sec): 3 clusters Score: Raw -3180295.491431 + Penalty 4870.152160 = -3175425.339271 nChanged 448 SP:Iteration 12Q (19107.150000 sec): 3 clusters Score: Raw -3180444.084402 + Penalty 4870.152160 = -3175573.932242 nChanged 514 SP:Iteration 13Q (19107.450000 sec): 3 clusters Score: Raw -3180642.692807 + Penalty 4870.152160 = -3175772.540647 nChanged 606 SP:Iteration 14Q (19107.710000 sec): 3 clusters Score: Raw -3180909.461379 + Penalty 4870.152160 = -3176039.309219 nChanged 741 SP:Iteration 15Q (19107.980000 sec): 3 clusters Score: Raw -3181294.185317 + Penalty 4870.152160 = -3176424.033157 nChanged 851 SP:Iteration 16Q (19108.290000 sec): 3 clusters Score: Raw -3181802.407817 + Penalty 4870.152160 = -3176932.255657 nChanged 950 SP:Iteration 17F (19108.550000 sec): 3 clusters Score: Raw -3182462.310583 + Penalty 4870.152160 = -3177592.158423 nChanged 977 SP:Iteration 18F (19108.870000 sec): 3 clusters Score: Raw -3183210.880331 + Penalty 4870.152160 = -3178340.728170 nChanged 903 SP:Iteration 19Q (19109.150000 sec): 3 clusters Score: Raw -3183961.069131 + Penalty 4870.152160 = -3179090.916971 nChanged 707 SP:Iteration 20F (19109.380000 sec): 3 clusters Score: Raw -3184564.473378 + Penalty 4870.152160 = -3179694.321218 nChanged 446 SP:Iteration 21Q (19109.650000 sec): 3 clusters Score: Raw -3184938.938841 + Penalty 4870.152160 = -3180068.786681 nChanged 274 SP:Iteration 22Q (19109.910000 sec): 3 clusters Score: Raw -3185165.770345 + Penalty 4870.152160 = -3180295.618185 nChanged 159 SP:Iteration 23Q (19110.220000 sec): 3 clusters Score: Raw -3185307.754855 + Penalty 4870.152160 = -3180437.602695 nChanged 76 SP:Iteration 24Q (19110.500000 sec): 3 clusters Score: Raw -3185383.120128 + Penalty 4870.152160 = -3180512.967968 nChanged 49 SP:Iteration 25Q (19110.760000 sec): 3 clusters Score: Raw -3185436.289870 + Penalty 4870.152160 = -3180566.137709 nChanged 43 SP:Iteration 26Q (19111.010000 sec): 3 clusters Score: Raw -3185481.151306 + Penalty 4870.152160 = -3180610.999146 nChanged 22 SP:Iteration 27Q (19111.260000 sec): 3 clusters Score: Raw -3185502.740184 + Penalty 4870.152160 = -3180632.588024 nChanged 11 SP:Iteration 28Q (19111.530000 sec): 3 clusters Score: Raw -3185513.462053 + Penalty 4870.152160 = -3180643.309893 nChanged 11 SP:Iteration 29Q (19111.810000 sec): 3 clusters Score: Raw -3185525.379860 + Penalty 4870.152160 = -3180655.227700 nChanged 8 SP:Iteration 30Q (19112.080000 sec): 3 clusters Score: Raw -3185534.677346 + Penalty 4870.152160 = -3180664.525186 nChanged 4 SP:Iteration 31Q (19112.340000 sec): 3 clusters Score: Raw -3185537.495211 + Penalty 4870.152160 = -3180667.343051 nChanged 4 SP:Iteration 32Q (19112.640000 sec): 3 clusters Score: Raw -3185540.848947 + Penalty 4870.152160 = -3180670.696787 nChanged 3 SP:Iteration 33Q (19112.930000 sec): 3 clusters Score: Raw -3185542.954757 + Penalty 4870.152160 = -3180672.802597 nChanged 0 SP:Iteration 34F (19113.190000 sec): 3 clusters Score: Raw -3185542.954757 + Penalty 4870.152160 = -3180672.802597 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19113.360000 sec): 2 clusters Score: Raw -945187.781753 + Penalty 2131.350250 = -943056.431503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19113.530000 sec): 3 clusters Score: Raw -942508.743474 + Penalty 4262.700499 = -938246.042974 nChanged 2103 SP:Iteration 1F (19113.700000 sec): 3 clusters Score: Raw -943648.114611 + Penalty 4262.700499 = -939385.414112 nChanged 392 SP:Iteration 2F (19113.890000 sec): 3 clusters Score: Raw -943854.508052 + Penalty 4262.700499 = -939591.807552 nChanged 257 SP:Iteration 3Q (19114.080000 sec): 3 clusters Score: Raw -943984.596513 + Penalty 4262.700499 = -939721.896013 nChanged 188 SP:Iteration 4Q (19114.260000 sec): 3 clusters Score: Raw -944075.382581 + Penalty 4262.700499 = -939812.682081 nChanged 158 SP:Iteration 5Q (19114.440000 sec): 3 clusters Score: Raw -944155.716190 + Penalty 4262.700499 = -939893.015691 nChanged 159 SP:Iteration 6Q (19114.630000 sec): 3 clusters Score: Raw -944228.659626 + Penalty 4262.700499 = -939965.959127 nChanged 127 SP:Iteration 7Q (19114.820000 sec): 3 clusters Score: Raw -944289.731818 + Penalty 4262.700499 = -940027.031319 nChanged 112 SP:Iteration 8Q (19115.000000 sec): 3 clusters Score: Raw -944330.389247 + Penalty 4262.700499 = -940067.688748 nChanged 89 SP:Iteration 9Q (19115.190000 sec): 3 clusters Score: Raw -944370.677975 + Penalty 4262.700499 = -940107.977475 nChanged 91 SP:Iteration 10Q (19115.370000 sec): 3 clusters Score: Raw -944412.304263 + Penalty 4262.700499 = -940149.603764 nChanged 89 SP:Iteration 11Q (19115.550000 sec): 3 clusters Score: Raw -944449.358934 + Penalty 4262.700499 = -940186.658435 nChanged 87 SP:Iteration 12Q (19115.760000 sec): 3 clusters Score: Raw -944487.333854 + Penalty 4262.700499 = -940224.633354 nChanged 90 SP:Iteration 13Q (19115.970000 sec): 3 clusters Score: Raw -944525.798416 + Penalty 4262.700499 = -940263.097917 nChanged 80 SP:Iteration 14Q (19116.110000 sec): 3 clusters Score: Raw -944561.210082 + Penalty 4262.700499 = -940298.509583 nChanged 78 SP:Iteration 15Q (19116.290000 sec): 3 clusters Score: Raw -944594.311054 + Penalty 4262.700499 = -940331.610555 nChanged 72 SP:Iteration 16Q (19116.480000 sec): 3 clusters Score: Raw -944627.983944 + Penalty 4262.700499 = -940365.283444 nChanged 60 SP:Iteration 17Q (19116.660000 sec): 3 clusters Score: Raw -944656.083974 + Penalty 4262.700499 = -940393.383475 nChanged 68 SP:Iteration 18Q (19116.850000 sec): 3 clusters Score: Raw -944684.942493 + Penalty 4262.700499 = -940422.241993 nChanged 79 SP:Iteration 19Q (19117.080000 sec): 3 clusters Score: Raw -944719.719489 + Penalty 4262.700499 = -940457.018989 nChanged 73 SP:Iteration 20F (19117.300000 sec): 3 clusters Score: Raw -944759.163900 + Penalty 4262.700499 = -940496.463400 nChanged 85 SP:Iteration 21Q (19117.460000 sec): 3 clusters Score: Raw -944799.414329 + Penalty 4262.700499 = -940536.713830 nChanged 81 SP:Iteration 22Q (19117.640000 sec): 3 clusters Score: Raw -944839.400792 + Penalty 4262.700499 = -940576.700292 nChanged 99 SP:Iteration 23Q (19117.820000 sec): 3 clusters Score: Raw -944892.830799 + Penalty 4262.700499 = -940630.130300 nChanged 107 SP:Iteration 24Q (19118.040000 sec): 3 clusters Score: Raw -944953.200230 + Penalty 4262.700499 = -940690.499731 nChanged 88 SP:Iteration 25Q (19118.290000 sec): 3 clusters Score: Raw -945006.508232 + Penalty 4262.700499 = -940743.807733 nChanged 82 SP:Iteration 26Q (19118.460000 sec): 3 clusters Score: Raw -945058.098579 + Penalty 4262.700499 = -940795.398079 nChanged 85 SP:Iteration 27Q (19118.640000 sec): 3 clusters Score: Raw -945119.160782 + Penalty 4262.700499 = -940856.460283 nChanged 71 SP:Iteration 28Q (19118.820000 sec): 3 clusters Score: Raw -945168.926396 + Penalty 4262.700499 = -940906.225897 nChanged 65 SP:Iteration 29Q (19119.010000 sec): 3 clusters Score: Raw -945224.389431 + Penalty 4262.700499 = -940961.688932 nChanged 60 SP:Iteration 30Q (19119.190000 sec): 3 clusters Score: Raw -945273.327958 + Penalty 4262.700499 = -941010.627459 nChanged 47 SP:Iteration 31Q (19119.380000 sec): 3 clusters Score: Raw -945318.738473 + Penalty 4262.700499 = -941056.037973 nChanged 58 SP:Iteration 32Q (19119.560000 sec): 3 clusters Score: Raw -945368.930998 + Penalty 4262.700499 = -941106.230499 nChanged 38 SP:Iteration 33Q (19119.740000 sec): 3 clusters Score: Raw -945398.221891 + Penalty 4262.700499 = -941135.521392 nChanged 28 SP:Iteration 34Q (19119.930000 sec): 3 clusters Score: Raw -945425.901049 + Penalty 4262.700499 = -941163.200549 nChanged 26 SP:Iteration 35Q (19120.110000 sec): 3 clusters Score: Raw -945448.108880 + Penalty 4262.700499 = -941185.408381 nChanged 18 SP:Iteration 36Q (19120.300000 sec): 3 clusters Score: Raw -945465.190510 + Penalty 4262.700499 = -941202.490010 nChanged 15 SP:Iteration 37Q (19120.510000 sec): 3 clusters Score: Raw -945482.779528 + Penalty 4262.700499 = -941220.079029 nChanged 14 SP:Iteration 38Q (19120.740000 sec): 3 clusters Score: Raw -945495.384330 + Penalty 4262.700499 = -941232.683830 nChanged 9 SP:Iteration 39Q (19120.970000 sec): 3 clusters Score: Raw -945504.824542 + Penalty 4262.700499 = -941242.124043 nChanged 11 SP:Iteration 40F (19121.180000 sec): 3 clusters Score: Raw -945515.703835 + Penalty 4262.700499 = -941253.003335 nChanged 6 SP:Iteration 41Q (19121.320000 sec): 3 clusters Score: Raw -945523.013199 + Penalty 4262.700499 = -941260.312699 nChanged 8 SP:Iteration 42Q (19121.600000 sec): 3 clusters Score: Raw -945532.143724 + Penalty 4262.700499 = -941269.443225 nChanged 5 SP:Iteration 43Q (19121.740000 sec): 3 clusters Score: Raw -945537.645341 + Penalty 4262.700499 = -941274.944842 nChanged 3 SP:Iteration 44Q (19121.920000 sec): 3 clusters Score: Raw -945542.910234 + Penalty 4262.700499 = -941280.209735 nChanged 3 SP:Iteration 45Q (19122.100000 sec): 3 clusters Score: Raw -945545.455353 + Penalty 4262.700499 = -941282.754853 nChanged 3 SP:Iteration 46Q (19122.280000 sec): 3 clusters Score: Raw -945548.816293 + Penalty 4262.700499 = -941286.115794 nChanged 2 SP:Iteration 47Q (19122.460000 sec): 3 clusters Score: Raw -945551.500139 + Penalty 4262.700499 = -941288.799640 nChanged 1 SP:Iteration 48Q (19122.640000 sec): 3 clusters Score: Raw -945551.987897 + Penalty 4262.700499 = -941289.287397 nChanged 0 SP:Iteration 49F (19122.830000 sec): 3 clusters Score: Raw -945551.987897 + Penalty 4262.700499 = -941289.287397 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19122.900000 sec): 2 clusters Score: Raw -81023.616488 + Penalty 1571.093454 = -79452.523034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19123.060000 sec): 3 clusters Score: Raw -81118.338887 + Penalty 3142.186909 = -77976.151978 nChanged 127 SP:Iteration 1F (19123.240000 sec): 3 clusters Score: Raw -81446.602341 + Penalty 3142.186909 = -78304.415433 nChanged 60 SP:Iteration 2F (19123.460000 sec): 3 clusters Score: Raw -81627.008619 + Penalty 3142.186909 = -78484.821710 nChanged 28 SP:Iteration 3Q (19123.650000 sec): 3 clusters Score: Raw -81735.737765 + Penalty 3142.186909 = -78593.550857 nChanged 28 SP:Iteration 4Q (19123.810000 sec): 3 clusters Score: Raw -81819.610960 + Penalty 3142.186909 = -78677.424052 nChanged 16 SP:Iteration 5Q (19123.970000 sec): 3 clusters Score: Raw -81866.002076 + Penalty 3142.186909 = -78723.815168 nChanged 6 SP:Iteration 6Q (19124.140000 sec): 3 clusters Score: Raw -81875.642133 + Penalty 3142.186909 = -78733.455225 nChanged 2 SP:Iteration 7Q (19124.300000 sec): 3 clusters Score: Raw -81890.354755 + Penalty 3142.186909 = -78748.167846 nChanged 3 SP:Iteration 8Q (19124.460000 sec): 3 clusters Score: Raw -81913.997744 + Penalty 3142.186909 = -78771.810836 nChanged 2 SP:Iteration 9Q (19124.620000 sec): 3 clusters Score: Raw -81927.088811 + Penalty 3142.186909 = -78784.901902 nChanged 2 SP:Iteration 10Q (19124.780000 sec): 3 clusters Score: Raw -81933.463378 + Penalty 3142.186909 = -78791.276470 nChanged 1 SP:Iteration 11Q (19124.940000 sec): 3 clusters Score: Raw -81952.934320 + Penalty 3142.186909 = -78810.747411 nChanged 3 SP:Iteration 12Q (19125.100000 sec): 3 clusters Score: Raw -81974.554523 + Penalty 3142.186909 = -78832.367614 nChanged 5 SP:Iteration 13Q (19125.260000 sec): 3 clusters Score: Raw -81983.258880 + Penalty 3142.186909 = -78841.071971 nChanged 1 SP:Iteration 14Q (19125.420000 sec): 3 clusters Score: Raw -81988.517087 + Penalty 3142.186909 = -78846.330178 nChanged 1 SP:Iteration 15Q (19125.580000 sec): 3 clusters Score: Raw -81990.175854 + Penalty 3142.186909 = -78847.988945 nChanged 0 SP:Iteration 16F (19125.740000 sec): 3 clusters Score: Raw -81990.175854 + Penalty 3142.186909 = -78847.988945 nChanged 0 Iteration 219Q (19166.560000 sec): 55 clusters Score: Raw -68034528.524913 + Penalty 172883.583973 = -67861644.940940 nChanged 82 Iteration 220F (19221.160000 sec): 55 clusters Score: Raw -68034535.816924 + Penalty 172883.583973 = -67861652.232951 nChanged 81 Iteration 221Q (19257.300000 sec): 55 clusters Score: Raw -68034540.947397 + Penalty 172883.583973 = -67861657.363424 nChanged 81 Iteration 222Q (19290.490000 sec): 55 clusters Score: Raw -68034547.126854 + Penalty 172883.583973 = -67861663.542881 nChanged 82 Iteration 223Q (19325.470000 sec): 55 clusters Score: Raw -68034552.843330 + Penalty 172883.583973 = -67861669.259358 nChanged 101 Iteration 224Q (19357.980000 sec): 55 clusters Score: Raw -68034559.682343 + Penalty 172883.583973 = -67861676.098370 nChanged 83 Iteration 225Q (19390.900000 sec): 55 clusters Score: Raw -68034565.299953 + Penalty 172883.583973 = -67861681.715980 nChanged 82 Iteration 226Q (19421.880000 sec): 55 clusters Score: Raw -68034571.215559 + Penalty 172883.583973 = -67861687.631586 nChanged 70 Iteration 227Q (19454.040000 sec): 55 clusters Score: Raw -68034575.785012 + Penalty 172883.583973 = -67861692.201039 nChanged 74 Iteration 228Q (19484.640000 sec): 55 clusters Score: Raw -68034579.502403 + Penalty 172883.583973 = -67861695.918430 nChanged 75 Iteration 229Q (19519.670000 sec): 55 clusters Score: Raw -68034583.543894 + Penalty 172883.583973 = -67861699.959921 nChanged 65 Iteration 230Q (19556.030000 sec): 55 clusters Score: Raw -68034587.782430 + Penalty 172883.583973 = -67861704.198457 nChanged 65 Iteration 231Q (19591.070000 sec): 55 clusters Score: Raw -68034592.750556 + Penalty 172883.583973 = -67861709.166583 nChanged 70 Iteration 232Q (19626.320000 sec): 55 clusters Score: Raw -68034598.821022 + Penalty 172883.583973 = -67861715.237049 nChanged 81 Iteration 233Q (19662.380000 sec): 55 clusters Score: Raw -68034605.504669 + Penalty 172883.583973 = -67861721.920696 nChanged 64 Iteration 234Q (19696.520000 sec): 55 clusters Score: Raw -68034612.214432 + Penalty 172883.583973 = -67861728.630459 nChanged 75 Iteration 235Q (19733.640000 sec): 55 clusters Score: Raw -68034618.518327 + Penalty 172883.583973 = -67861734.934354 nChanged 86 Iteration 236Q (19766.680000 sec): 55 clusters Score: Raw -68034623.950181 + Penalty 172883.583973 = -67861740.366208 nChanged 75 Iteration 237Q (19802.370000 sec): 55 clusters Score: Raw -68034628.425496 + Penalty 172883.583973 = -67861744.841523 nChanged 72 Iteration 238Q (19836.420000 sec): 55 clusters Score: Raw -68034632.776075 + Penalty 172883.583973 = -67861749.192102 nChanged 76 Iteration 239Q (19874.720000 sec): 55 clusters Score: Raw -68034638.256165 + Penalty 172883.583973 = -67861754.672192 nChanged 72 Iteration 240F (19927.580000 sec): 55 clusters Score: Raw -68034642.254396 + Penalty 172883.583973 = -67861758.670423 nChanged 85 Iteration 241Q (19961.660000 sec): 55 clusters Score: Raw -68034647.392728 + Penalty 172883.583973 = -67861763.808755 nChanged 83 Iteration 242Q (19999.480000 sec): 55 clusters Score: Raw -68034651.947567 + Penalty 172883.583973 = -67861768.363594 nChanged 86 Iteration 243Q (20033.740000 sec): 55 clusters Score: Raw -68034656.813618 + Penalty 172883.583973 = -67861773.229645 nChanged 71 Iteration 244Q (20070.690000 sec): 55 clusters Score: Raw -68034660.772610 + Penalty 172883.583973 = -67861777.188637 nChanged 76 Iteration 245Q (20105.550000 sec): 55 clusters Score: Raw -68034664.732174 + Penalty 172883.583973 = -67861781.148201 nChanged 69 Iteration 246Q (20141.780000 sec): 55 clusters Score: Raw -68034668.406191 + Penalty 172883.583973 = -67861784.822218 nChanged 52 Iteration 247Q (20176.370000 sec): 55 clusters Score: Raw -68034670.910065 + Penalty 172883.583973 = -67861787.326093 nChanged 43 Iteration 248Q (20210.900000 sec): 55 clusters Score: Raw -68034672.920356 + Penalty 172883.583973 = -67861789.336383 nChanged 42 Iteration 249Q (20244.700000 sec): 55 clusters Score: Raw -68034674.877587 + Penalty 172883.583973 = -67861791.293614 nChanged 40 Iteration 250Q (20278.390000 sec): 55 clusters Score: Raw -68034677.159667 + Penalty 172883.583973 = -67861793.575694 nChanged 26 Iteration 251Q (20314.310000 sec): 55 clusters Score: Raw -68034678.903936 + Penalty 172883.583973 = -67861795.319963 nChanged 31 Iteration 252Q (20349.720000 sec): 55 clusters Score: Raw -68034680.524704 + Penalty 172883.583973 = -67861796.940731 nChanged 35 Iteration 253Q (20387.670000 sec): 55 clusters Score: Raw -68034682.303673 + Penalty 172883.583973 = -67861798.719701 nChanged 40 Iteration 254Q (20429.250000 sec): 55 clusters Score: Raw -68034684.062401 + Penalty 172883.583973 = -67861800.478428 nChanged 42 Iteration 255Q (20472.610000 sec): 55 clusters Score: Raw -68034691.775915 + Penalty 172883.583973 = -67861808.191942 nChanged 36 Iteration 256Q (20516.010000 sec): 55 clusters Score: Raw -68034694.329654 + Penalty 172883.583973 = -67861810.745681 nChanged 41 Iteration 257Q (20548.980000 sec): 55 clusters Score: Raw -68034697.234830 + Penalty 172883.583973 = -67861813.650857 nChanged 43 Iteration 258Q (20583.580000 sec): 55 clusters Score: Raw -68034707.366485 + Penalty 172883.583973 = -67861823.782512 nChanged 49 Writing temp clu file Because OldScore, -67861813.650857, is greater than current (better) Score,-67861823.782512 Compute initial score before splitting: Score: Raw -68034707.366485 + Penalty 172883.583973 = -67861823.782512 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20583.730000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20583.930000 sec): 3 clusters Score: Raw -44362.252105 + Penalty 2778.650935 = -41583.601170 nChanged 24 SP:Iteration 1F (20584.030000 sec): 3 clusters Score: Raw -44451.736475 + Penalty 2778.650935 = -41673.085539 nChanged 6 SP:Iteration 2Q (20584.130000 sec): 3 clusters Score: Raw -44478.031353 + Penalty 2778.650935 = -41699.380417 nChanged 3 SP:Iteration 3Q (20584.290000 sec): 3 clusters Score: Raw -44488.357937 + Penalty 2778.650935 = -41709.707002 nChanged 0 SP:Iteration 4F (20584.390000 sec): 3 clusters Score: Raw -44488.357937 + Penalty 2778.650935 = -41709.707002 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20584.440000 sec): 2 clusters Score: Raw -109031.698192 + Penalty 1623.958337 = -107407.739854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20584.550000 sec): 3 clusters Score: Raw -108984.122693 + Penalty 3247.916675 = -105736.206018 nChanged 171 SP:Iteration 1F (20584.670000 sec): 3 clusters Score: Raw -109274.393664 + Penalty 3247.916675 = -106026.476989 nChanged 37 SP:Iteration 2F (20584.810000 sec): 3 clusters Score: Raw -109359.339573 + Penalty 3247.916675 = -106111.422898 nChanged 20 SP:Iteration 3Q (20584.960000 sec): 3 clusters Score: Raw -109420.485349 + Penalty 3247.916675 = -106172.568674 nChanged 17 SP:Iteration 4Q (20585.090000 sec): 3 clusters Score: Raw -109491.808514 + Penalty 3247.916675 = -106243.891839 nChanged 16 SP:Iteration 5Q (20585.240000 sec): 3 clusters Score: Raw -109522.165950 + Penalty 3247.916675 = -106274.249275 nChanged 10 SP:Iteration 6Q (20585.400000 sec): 3 clusters Score: Raw -109546.309649 + Penalty 3247.916675 = -106298.392974 nChanged 13 SP:Iteration 7Q (20585.530000 sec): 3 clusters Score: Raw -109571.028384 + Penalty 3247.916675 = -106323.111709 nChanged 7 SP:Iteration 8Q (20585.680000 sec): 3 clusters Score: Raw -109585.905092 + Penalty 3247.916675 = -106337.988417 nChanged 6 SP:Iteration 9Q (20585.880000 sec): 3 clusters Score: Raw -109599.490083 + Penalty 3247.916675 = -106351.573408 nChanged 10 SP:Iteration 10Q (20586.000000 sec): 3 clusters Score: Raw -109628.782564 + Penalty 3247.916675 = -106380.865889 nChanged 5 SP:Iteration 11Q (20586.190000 sec): 3 clusters Score: Raw -109640.802922 + Penalty 3247.916675 = -106392.886247 nChanged 5 SP:Iteration 12Q (20586.340000 sec): 3 clusters Score: Raw -109666.063857 + Penalty 3247.916675 = -106418.147182 nChanged 5 SP:Iteration 13Q (20586.520000 sec): 3 clusters Score: Raw -109689.413482 + Penalty 3247.916675 = -106441.496807 nChanged 2 SP:Iteration 14Q (20586.650000 sec): 3 clusters Score: Raw -109693.638815 + Penalty 3247.916675 = -106445.722140 nChanged 2 SP:Iteration 15Q (20586.830000 sec): 3 clusters Score: Raw -109696.048445 + Penalty 3247.916675 = -106448.131770 nChanged 3 SP:Iteration 16Q (20586.950000 sec): 3 clusters Score: Raw -109701.065986 + Penalty 3247.916675 = -106453.149311 nChanged 3 SP:Iteration 17Q (20587.160000 sec): 3 clusters Score: Raw -109705.436400 + Penalty 3247.916675 = -106457.519725 nChanged 2 SP:Iteration 18Q (20587.280000 sec): 3 clusters Score: Raw -109715.895339 + Penalty 3247.916675 = -106467.978664 nChanged 1 SP:Iteration 19Q (20587.470000 sec): 3 clusters Score: Raw -109716.573766 + Penalty 3247.916675 = -106468.657091 nChanged 1 SP:Iteration 20F (20587.570000 sec): 3 clusters Score: Raw -109718.495055 + Penalty 3247.916675 = -106470.578380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20587.700000 sec): 2 clusters Score: Raw -1021735.204997 + Penalty 2165.851418 = -1019569.353579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20587.890000 sec): 3 clusters Score: Raw -1018611.030836 + Penalty 4331.702835 = -1014279.328001 nChanged 2491 SP:Iteration 1F (20588.080000 sec): 3 clusters Score: Raw -1020083.337319 + Penalty 4331.702835 = -1015751.634484 nChanged 486 SP:Iteration 2F (20588.210000 sec): 3 clusters Score: Raw -1020441.427629 + Penalty 4331.702835 = -1016109.724794 nChanged 399 SP:Iteration 3F (20588.420000 sec): 3 clusters Score: Raw -1020742.267121 + Penalty 4331.702835 = -1016410.564285 nChanged 331 SP:Iteration 4F (20588.610000 sec): 3 clusters Score: Raw -1020960.037652 + Penalty 4331.702835 = -1016628.334817 nChanged 274 SP:Iteration 5Q (20588.790000 sec): 3 clusters Score: Raw -1021132.295418 + Penalty 4331.702835 = -1016800.592583 nChanged 247 SP:Iteration 6Q (20589.000000 sec): 3 clusters Score: Raw -1021314.291420 + Penalty 4331.702835 = -1016982.588585 nChanged 251 SP:Iteration 7Q (20589.190000 sec): 3 clusters Score: Raw -1021507.499822 + Penalty 4331.702835 = -1017175.796987 nChanged 222 SP:Iteration 8Q (20589.370000 sec): 3 clusters Score: Raw -1021723.978958 + Penalty 4331.702835 = -1017392.276123 nChanged 242 SP:Iteration 9Q (20589.520000 sec): 3 clusters Score: Raw -1021983.666160 + Penalty 4331.702835 = -1017651.963324 nChanged 237 SP:Iteration 10Q (20589.740000 sec): 3 clusters Score: Raw -1022236.114494 + Penalty 4331.702835 = -1017904.411659 nChanged 215 SP:Iteration 11Q (20589.950000 sec): 3 clusters Score: Raw -1022448.631439 + Penalty 4331.702835 = -1018116.928604 nChanged 186 SP:Iteration 12Q (20590.160000 sec): 3 clusters Score: Raw -1022607.247500 + Penalty 4331.702835 = -1018275.544665 nChanged 148 SP:Iteration 13Q (20590.340000 sec): 3 clusters Score: Raw -1022715.602341 + Penalty 4331.702835 = -1018383.899506 nChanged 114 SP:Iteration 14Q (20590.510000 sec): 3 clusters Score: Raw -1022801.937233 + Penalty 4331.702835 = -1018470.234398 nChanged 116 SP:Iteration 15Q (20590.720000 sec): 3 clusters Score: Raw -1022878.952763 + Penalty 4331.702835 = -1018547.249928 nChanged 96 SP:Iteration 16Q (20590.940000 sec): 3 clusters Score: Raw -1022942.451008 + Penalty 4331.702835 = -1018610.748173 nChanged 83 SP:Iteration 17Q (20591.100000 sec): 3 clusters Score: Raw -1022991.714013 + Penalty 4331.702835 = -1018660.011178 nChanged 50 SP:Iteration 18Q (20591.290000 sec): 3 clusters Score: Raw -1023026.157853 + Penalty 4331.702835 = -1018694.455018 nChanged 51 SP:Iteration 19Q (20591.470000 sec): 3 clusters Score: Raw -1023054.560345 + Penalty 4331.702835 = -1018722.857510 nChanged 60 SP:Iteration 20F (20591.670000 sec): 3 clusters Score: Raw -1023086.433790 + Penalty 4331.702835 = -1018754.730955 nChanged 58 SP:Iteration 21Q (20591.880000 sec): 3 clusters Score: Raw -1023116.148156 + Penalty 4331.702835 = -1018784.445321 nChanged 45 SP:Iteration 22Q (20592.060000 sec): 3 clusters Score: Raw -1023137.301776 + Penalty 4331.702835 = -1018805.598941 nChanged 47 SP:Iteration 23Q (20592.250000 sec): 3 clusters Score: Raw -1023155.380858 + Penalty 4331.702835 = -1018823.678023 nChanged 37 SP:Iteration 24Q (20592.470000 sec): 3 clusters Score: Raw -1023168.780106 + Penalty 4331.702835 = -1018837.077271 nChanged 30 SP:Iteration 25Q (20592.680000 sec): 3 clusters Score: Raw -1023181.264311 + Penalty 4331.702835 = -1018849.561476 nChanged 34 SP:Iteration 26Q (20592.860000 sec): 3 clusters Score: Raw -1023194.724315 + Penalty 4331.702835 = -1018863.021480 nChanged 29 SP:Iteration 27Q (20592.990000 sec): 3 clusters Score: Raw -1023204.403813 + Penalty 4331.702835 = -1018872.700978 nChanged 27 SP:Iteration 28Q (20593.160000 sec): 3 clusters Score: Raw -1023215.091933 + Penalty 4331.702835 = -1018883.389098 nChanged 28 SP:Iteration 29Q (20593.380000 sec): 3 clusters Score: Raw -1023224.013832 + Penalty 4331.702835 = -1018892.310997 nChanged 26 SP:Iteration 30Q (20593.570000 sec): 3 clusters Score: Raw -1023232.659029 + Penalty 4331.702835 = -1018900.956194 nChanged 21 SP:Iteration 31Q (20593.740000 sec): 3 clusters Score: Raw -1023239.628117 + Penalty 4331.702835 = -1018907.925282 nChanged 23 SP:Iteration 32Q (20593.940000 sec): 3 clusters Score: Raw -1023247.556001 + Penalty 4331.702835 = -1018915.853166 nChanged 25 SP:Iteration 33Q (20594.110000 sec): 3 clusters Score: Raw -1023255.828195 + Penalty 4331.702835 = -1018924.125360 nChanged 21 SP:Iteration 34Q (20594.320000 sec): 3 clusters Score: Raw -1023262.112000 + Penalty 4331.702835 = -1018930.409165 nChanged 15 SP:Iteration 35Q (20594.540000 sec): 3 clusters Score: Raw -1023268.777410 + Penalty 4331.702835 = -1018937.074575 nChanged 18 SP:Iteration 36Q (20594.710000 sec): 3 clusters Score: Raw -1023273.490910 + Penalty 4331.702835 = -1018941.788075 nChanged 14 SP:Iteration 37Q (20594.870000 sec): 3 clusters Score: Raw -1023277.025090 + Penalty 4331.702835 = -1018945.322255 nChanged 14 SP:Iteration 38Q (20595.100000 sec): 3 clusters Score: Raw -1023279.860721 + Penalty 4331.702835 = -1018948.157886 nChanged 18 SP:Iteration 39Q (20595.270000 sec): 3 clusters Score: Raw -1023284.813939 + Penalty 4331.702835 = -1018953.111103 nChanged 14 SP:Iteration 40F (20595.450000 sec): 3 clusters Score: Raw -1023288.289403 + Penalty 4331.702835 = -1018956.586568 nChanged 5 SP:Iteration 41Q (20595.600000 sec): 3 clusters Score: Raw -1023288.885829 + Penalty 4331.702835 = -1018957.182993 nChanged 4 SP:Iteration 42Q (20595.800000 sec): 3 clusters Score: Raw -1023289.662480 + Penalty 4331.702835 = -1018957.959645 nChanged 1 SP:Iteration 43Q (20596.010000 sec): 3 clusters Score: Raw -1023289.764312 + Penalty 4331.702835 = -1018958.061477 nChanged 2 SP:Iteration 44Q (20596.180000 sec): 3 clusters Score: Raw -1023289.974180 + Penalty 4331.702835 = -1018958.271345 nChanged 3 SP:Iteration 45Q (20596.390000 sec): 3 clusters Score: Raw -1023290.425362 + Penalty 4331.702835 = -1018958.722527 nChanged 2 SP:Iteration 46Q (20596.550000 sec): 3 clusters Score: Raw -1023290.683418 + Penalty 4331.702835 = -1018958.980582 nChanged 1 SP:Iteration 47Q (20596.770000 sec): 3 clusters Score: Raw -1023290.826764 + Penalty 4331.702835 = -1018959.123929 nChanged 1 SP:Iteration 48Q (20596.990000 sec): 3 clusters Score: Raw -1023290.963469 + Penalty 4331.702835 = -1018959.260634 nChanged 0 SP:Iteration 49F (20597.140000 sec): 3 clusters Score: Raw -1023290.963469 + Penalty 4331.702835 = -1018959.260634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20597.240000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20597.410000 sec): 3 clusters Score: Raw -94319.056433 + Penalty 3179.446741 = -91139.609692 nChanged 110 SP:Iteration 1F (20597.550000 sec): 3 clusters Score: Raw -94510.701629 + Penalty 3179.446741 = -91331.254888 nChanged 34 SP:Iteration 2F (20597.650000 sec): 3 clusters Score: Raw -94566.813207 + Penalty 3179.446741 = -91387.366465 nChanged 20 SP:Iteration 3Q (20597.830000 sec): 3 clusters Score: Raw -94611.777254 + Penalty 3179.446741 = -91432.330513 nChanged 7 SP:Iteration 4Q (20598.020000 sec): 3 clusters Score: Raw -94635.591337 + Penalty 3179.446741 = -91456.144596 nChanged 10 SP:Iteration 5Q (20598.150000 sec): 3 clusters Score: Raw -94671.642335 + Penalty 3179.446741 = -91492.195594 nChanged 11 SP:Iteration 6Q (20598.280000 sec): 3 clusters Score: Raw -94708.968284 + Penalty 3179.446741 = -91529.521543 nChanged 12 SP:Iteration 7Q (20598.410000 sec): 3 clusters Score: Raw -94774.322980 + Penalty 3179.446741 = -91594.876238 nChanged 14 SP:Iteration 8Q (20598.610000 sec): 3 clusters Score: Raw -94803.712342 + Penalty 3179.446741 = -91624.265601 nChanged 7 SP:Iteration 9Q (20598.720000 sec): 3 clusters Score: Raw -94818.510380 + Penalty 3179.446741 = -91639.063638 nChanged 1 SP:Iteration 10Q (20598.900000 sec): 3 clusters Score: Raw -94820.987905 + Penalty 3179.446741 = -91641.541164 nChanged 1 SP:Iteration 11Q (20599.050000 sec): 3 clusters Score: Raw -94822.103557 + Penalty 3179.446741 = -91642.656815 nChanged 0 SP:Iteration 12F (20599.190000 sec): 3 clusters Score: Raw -94822.103557 + Penalty 3179.446741 = -91642.656815 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20599.290000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20599.450000 sec): 3 clusters Score: Raw -92522.984969 + Penalty 3123.366223 = -89399.618747 nChanged 104 SP:Iteration 1F (20599.590000 sec): 3 clusters Score: Raw -92725.114553 + Penalty 3123.366223 = -89601.748331 nChanged 23 SP:Iteration 2Q (20599.730000 sec): 3 clusters Score: Raw -92777.739817 + Penalty 3123.366223 = -89654.373594 nChanged 6 SP:Iteration 3Q (20599.870000 sec): 3 clusters Score: Raw -92787.167342 + Penalty 3123.366223 = -89663.801120 nChanged 1 SP:Iteration 4Q (20599.990000 sec): 3 clusters Score: Raw -92788.296735 + Penalty 3123.366223 = -89664.930513 nChanged 0 SP:Iteration 5F (20600.130000 sec): 3 clusters Score: Raw -92788.296735 + Penalty 3123.366223 = -89664.930513 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20600.200000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20600.340000 sec): 3 clusters Score: Raw -19568.629978 + Penalty 2454.584906 = -17114.045072 nChanged 11 SP:Iteration 1F (20600.480000 sec): 3 clusters Score: Raw -19643.823675 + Penalty 2454.584906 = -17189.238770 nChanged 2 SP:Iteration 2Q (20600.680000 sec): 3 clusters Score: Raw -19651.978253 + Penalty 2454.584906 = -17197.393347 nChanged 1 SP:Iteration 3Q (20600.830000 sec): 3 clusters Score: Raw -19654.401147 + Penalty 2454.584906 = -17199.816241 nChanged 0 SP:Iteration 4F (20600.970000 sec): 3 clusters Score: Raw -19654.401147 + Penalty 2454.584906 = -17199.816241 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20601.050000 sec): 2 clusters Score: Raw -44970.262699 + Penalty 1441.162966 = -43529.099732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20601.160000 sec): 3 clusters Score: Raw -45181.474402 + Penalty 2882.325933 = -42299.148470 nChanged 59 SP:Iteration 1F (20601.300000 sec): 3 clusters Score: Raw -45447.880039 + Penalty 2882.325933 = -42565.554106 nChanged 19 SP:Iteration 2F (20601.500000 sec): 3 clusters Score: Raw -45528.309566 + Penalty 2882.325933 = -42645.983634 nChanged 12 SP:Iteration 3Q (20601.610000 sec): 3 clusters Score: Raw -45644.332239 + Penalty 2882.325933 = -42762.006306 nChanged 16 SP:Iteration 4Q (20601.770000 sec): 3 clusters Score: Raw -45808.545208 + Penalty 2882.325933 = -42926.219275 nChanged 17 SP:Iteration 5F (20601.900000 sec): 3 clusters Score: Raw -45959.902132 + Penalty 2882.325933 = -43077.576199 nChanged 12 SP:Iteration 6Q (20602.070000 sec): 3 clusters Score: Raw -46069.168373 + Penalty 2882.325933 = -43186.842441 nChanged 12 SP:Iteration 7Q (20602.210000 sec): 3 clusters Score: Raw -46221.194779 + Penalty 2882.325933 = -43338.868847 nChanged 15 SP:Iteration 8Q (20602.390000 sec): 3 clusters Score: Raw -46407.115063 + Penalty 2882.325933 = -43524.789130 nChanged 20 SP:Iteration 9F (20602.530000 sec): 3 clusters Score: Raw -46801.394710 + Penalty 2882.325933 = -43919.068778 nChanged 4 SP:Iteration 10Q (20602.650000 sec): 3 clusters Score: Raw -46898.488581 + Penalty 2882.325933 = -44016.162648 nChanged 5 SP:Iteration 11Q (20602.820000 sec): 3 clusters Score: Raw -46970.691870 + Penalty 2882.325933 = -44088.365938 nChanged 1 SP:Iteration 12Q (20602.970000 sec): 3 clusters Score: Raw -46979.050300 + Penalty 2882.325933 = -44096.724367 nChanged 1 SP:Iteration 13Q (20603.130000 sec): 3 clusters Score: Raw -46988.030254 + Penalty 2882.325933 = -44105.704322 nChanged 1 SP:Iteration 14Q (20603.300000 sec): 3 clusters Score: Raw -46997.983454 + Penalty 2882.325933 = -44115.657521 nChanged 2 SP:Iteration 15Q (20603.450000 sec): 3 clusters Score: Raw -47029.114770 + Penalty 2882.325933 = -44146.788838 nChanged 1 SP:Iteration 16Q (20603.570000 sec): 3 clusters Score: Raw -47037.332689 + Penalty 2882.325933 = -44155.006756 nChanged 0 SP:Iteration 17F (20603.730000 sec): 3 clusters Score: Raw -47042.942089 + Penalty 2882.325933 = -44160.616157 nChanged 1 SP:Iteration 18Q (20603.890000 sec): 3 clusters Score: Raw -47076.214112 + Penalty 2882.325933 = -44193.888180 nChanged 0 SP:Iteration 19F (20604.060000 sec): 3 clusters Score: Raw -47076.214112 + Penalty 2882.325933 = -44193.888180 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20604.170000 sec): 2 clusters Score: Raw -1015009.427691 + Penalty 2163.240233 = -1012846.187458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20604.450000 sec): 3 clusters Score: Raw -1012019.842522 + Penalty 4326.480466 = -1007693.362057 nChanged 2370 SP:Iteration 1F (20604.610000 sec): 3 clusters Score: Raw -1013519.773042 + Penalty 4326.480466 = -1009193.292576 nChanged 550 SP:Iteration 2F (20604.770000 sec): 3 clusters Score: Raw -1014107.484443 + Penalty 4326.480466 = -1009781.003978 nChanged 514 SP:Iteration 3F (20604.970000 sec): 3 clusters Score: Raw -1014937.941630 + Penalty 4326.480466 = -1010611.461165 nChanged 517 SP:Iteration 4F (20605.190000 sec): 3 clusters Score: Raw -1015542.626240 + Penalty 4326.480466 = -1011216.145775 nChanged 425 SP:Iteration 5F (20605.390000 sec): 3 clusters Score: Raw -1015912.579590 + Penalty 4326.480466 = -1011586.099125 nChanged 305 SP:Iteration 6Q (20605.540000 sec): 3 clusters Score: Raw -1016146.590341 + Penalty 4326.480466 = -1011820.109875 nChanged 231 SP:Iteration 7Q (20605.770000 sec): 3 clusters Score: Raw -1016294.985295 + Penalty 4326.480466 = -1011968.504829 nChanged 161 SP:Iteration 8Q (20605.950000 sec): 3 clusters Score: Raw -1016376.330668 + Penalty 4326.480466 = -1012049.850202 nChanged 120 SP:Iteration 9Q (20606.120000 sec): 3 clusters Score: Raw -1016435.382329 + Penalty 4326.480466 = -1012108.901864 nChanged 82 SP:Iteration 10Q (20606.370000 sec): 3 clusters Score: Raw -1016463.968203 + Penalty 4326.480466 = -1012137.487737 nChanged 38 SP:Iteration 11Q (20606.570000 sec): 3 clusters Score: Raw -1016476.915685 + Penalty 4326.480466 = -1012150.435219 nChanged 36 SP:Iteration 12Q (20606.730000 sec): 3 clusters Score: Raw -1016486.769271 + Penalty 4326.480466 = -1012160.288805 nChanged 19 SP:Iteration 13Q (20606.930000 sec): 3 clusters Score: Raw -1016492.819499 + Penalty 4326.480466 = -1012166.339033 nChanged 18 SP:Iteration 14Q (20607.080000 sec): 3 clusters Score: Raw -1016497.575773 + Penalty 4326.480466 = -1012171.095307 nChanged 15 SP:Iteration 15Q (20607.270000 sec): 3 clusters Score: Raw -1016502.694345 + Penalty 4326.480466 = -1012176.213880 nChanged 15 SP:Iteration 16Q (20607.490000 sec): 3 clusters Score: Raw -1016507.115187 + Penalty 4326.480466 = -1012180.634722 nChanged 19 SP:Iteration 17Q (20607.630000 sec): 3 clusters Score: Raw -1016513.865388 + Penalty 4326.480466 = -1012187.384922 nChanged 17 SP:Iteration 18Q (20607.830000 sec): 3 clusters Score: Raw -1016518.336780 + Penalty 4326.480466 = -1012191.856315 nChanged 18 SP:Iteration 19Q (20607.980000 sec): 3 clusters Score: Raw -1016523.979302 + Penalty 4326.480466 = -1012197.498836 nChanged 11 SP:Iteration 20F (20608.210000 sec): 3 clusters Score: Raw -1016526.554668 + Penalty 4326.480466 = -1012200.074202 nChanged 10 SP:Iteration 21Q (20608.350000 sec): 3 clusters Score: Raw -1016529.206106 + Penalty 4326.480466 = -1012202.725640 nChanged 13 SP:Iteration 22Q (20608.530000 sec): 3 clusters Score: Raw -1016532.894444 + Penalty 4326.480466 = -1012206.413979 nChanged 14 SP:Iteration 23Q (20608.700000 sec): 3 clusters Score: Raw -1016536.042836 + Penalty 4326.480466 = -1012209.562370 nChanged 10 SP:Iteration 24Q (20608.860000 sec): 3 clusters Score: Raw -1016539.813453 + Penalty 4326.480466 = -1012213.332987 nChanged 16 SP:Iteration 25Q (20609.030000 sec): 3 clusters Score: Raw -1016546.041910 + Penalty 4326.480466 = -1012219.561445 nChanged 17 SP:Iteration 26Q (20609.260000 sec): 3 clusters Score: Raw -1016551.898810 + Penalty 4326.480466 = -1012225.418344 nChanged 16 SP:Iteration 27Q (20609.400000 sec): 3 clusters Score: Raw -1016555.951929 + Penalty 4326.480466 = -1012229.471464 nChanged 12 SP:Iteration 28Q (20609.600000 sec): 3 clusters Score: Raw -1016559.750057 + Penalty 4326.480466 = -1012233.269591 nChanged 10 SP:Iteration 29Q (20609.780000 sec): 3 clusters Score: Raw -1016562.371155 + Penalty 4326.480466 = -1012235.890689 nChanged 10 SP:Iteration 30Q (20609.950000 sec): 3 clusters Score: Raw -1016566.886278 + Penalty 4326.480466 = -1012240.405812 nChanged 18 SP:Iteration 31Q (20610.100000 sec): 3 clusters Score: Raw -1016575.149686 + Penalty 4326.480466 = -1012248.669220 nChanged 14 SP:Iteration 32Q (20610.320000 sec): 3 clusters Score: Raw -1016578.984234 + Penalty 4326.480466 = -1012252.503768 nChanged 12 SP:Iteration 33Q (20610.470000 sec): 3 clusters Score: Raw -1016582.265004 + Penalty 4326.480466 = -1012255.784538 nChanged 8 SP:Iteration 34Q (20610.650000 sec): 3 clusters Score: Raw -1016584.220943 + Penalty 4326.480466 = -1012257.740478 nChanged 9 SP:Iteration 35Q (20610.850000 sec): 3 clusters Score: Raw -1016587.041363 + Penalty 4326.480466 = -1012260.560897 nChanged 6 SP:Iteration 36Q (20611.050000 sec): 3 clusters Score: Raw -1016589.413432 + Penalty 4326.480466 = -1012262.932967 nChanged 10 SP:Iteration 37Q (20611.260000 sec): 3 clusters Score: Raw -1016592.962009 + Penalty 4326.480466 = -1012266.481544 nChanged 10 SP:Iteration 38Q (20611.460000 sec): 3 clusters Score: Raw -1016595.234683 + Penalty 4326.480466 = -1012268.754217 nChanged 4 SP:Iteration 39Q (20611.630000 sec): 3 clusters Score: Raw -1016596.501419 + Penalty 4326.480466 = -1012270.020953 nChanged 0 SP:Iteration 40F (20611.840000 sec): 3 clusters Score: Raw -1016596.501419 + Penalty 4326.480466 = -1012270.020953 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20611.930000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20612.090000 sec): 3 clusters Score: Raw -174081.410634 + Penalty 3419.756340 = -170661.654294 nChanged 233 SP:Iteration 1F (20612.250000 sec): 3 clusters Score: Raw -174331.485474 + Penalty 3419.756340 = -170911.729135 nChanged 53 SP:Iteration 2F (20612.420000 sec): 3 clusters Score: Raw -174408.356929 + Penalty 3419.756340 = -170988.600590 nChanged 30 SP:Iteration 3Q (20612.520000 sec): 3 clusters Score: Raw -174453.076689 + Penalty 3419.756340 = -171033.320349 nChanged 28 SP:Iteration 4Q (20612.630000 sec): 3 clusters Score: Raw -174490.516990 + Penalty 3419.756340 = -171070.760651 nChanged 19 SP:Iteration 5Q (20612.730000 sec): 3 clusters Score: Raw -174508.830344 + Penalty 3419.756340 = -171089.074004 nChanged 14 SP:Iteration 6Q (20612.760000 sec): 3 clusters Score: Raw -174523.750848 + Penalty 3419.756340 = -171103.994508 nChanged 11 SP:Iteration 7Q (20612.820000 sec): 3 clusters Score: Raw -174533.923470 + Penalty 3419.756340 = -171114.167130 nChanged 5 SP:Iteration 8Q (20612.880000 sec): 3 clusters Score: Raw -174538.728100 + Penalty 3419.756340 = -171118.971761 nChanged 1 SP:Iteration 9Q (20612.910000 sec): 3 clusters Score: Raw -174540.540136 + Penalty 3419.756340 = -171120.783797 nChanged 2 SP:Iteration 10Q (20613.070000 sec): 3 clusters Score: Raw -174544.428957 + Penalty 3419.756340 = -171124.672618 nChanged 4 SP:Iteration 11Q (20613.240000 sec): 3 clusters Score: Raw -174551.198724 + Penalty 3419.756340 = -171131.442384 nChanged 4 SP:Iteration 12Q (20613.400000 sec): 3 clusters Score: Raw -174557.126013 + Penalty 3419.756340 = -171137.369673 nChanged 3 SP:Iteration 13Q (20613.550000 sec): 3 clusters Score: Raw -174561.036608 + Penalty 3419.756340 = -171141.280269 nChanged 3 SP:Iteration 14Q (20613.710000 sec): 3 clusters Score: Raw -174564.578490 + Penalty 3419.756340 = -171144.822151 nChanged 1 SP:Iteration 15Q (20613.850000 sec): 3 clusters Score: Raw -174569.238093 + Penalty 3419.756340 = -171149.481754 nChanged 6 SP:Iteration 16Q (20614.030000 sec): 3 clusters Score: Raw -174578.975657 + Penalty 3419.756340 = -171159.219318 nChanged 9 SP:Iteration 17Q (20614.170000 sec): 3 clusters Score: Raw -174593.257588 + Penalty 3419.756340 = -171173.501248 nChanged 8 SP:Iteration 18Q (20614.320000 sec): 3 clusters Score: Raw -174604.948999 + Penalty 3419.756340 = -171185.192659 nChanged 12 SP:Iteration 19Q (20614.460000 sec): 3 clusters Score: Raw -174620.768400 + Penalty 3419.756340 = -171201.012060 nChanged 9 SP:Iteration 20F (20614.590000 sec): 3 clusters Score: Raw -174633.832129 + Penalty 3419.756340 = -171214.075790 nChanged 4 SP:Iteration 21Q (20614.770000 sec): 3 clusters Score: Raw -174641.106956 + Penalty 3419.756340 = -171221.350616 nChanged 5 SP:Iteration 22Q (20614.870000 sec): 3 clusters Score: Raw -174646.362915 + Penalty 3419.756340 = -171226.606576 nChanged 4 SP:Iteration 23Q (20615.000000 sec): 3 clusters Score: Raw -174652.236674 + Penalty 3419.756340 = -171232.480335 nChanged 2 SP:Iteration 24Q (20615.170000 sec): 3 clusters Score: Raw -174653.760284 + Penalty 3419.756340 = -171234.003944 nChanged 1 SP:Iteration 25Q (20615.320000 sec): 3 clusters Score: Raw -174655.764675 + Penalty 3419.756340 = -171236.008336 nChanged 3 SP:Iteration 26Q (20615.510000 sec): 3 clusters Score: Raw -174658.799852 + Penalty 3419.756340 = -171239.043512 nChanged 2 SP:Iteration 27Q (20615.640000 sec): 3 clusters Score: Raw -174663.534408 + Penalty 3419.756340 = -171243.778069 nChanged 0 SP:Iteration 28F (20615.860000 sec): 3 clusters Score: Raw -174663.534408 + Penalty 3419.756340 = -171243.778069 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20615.950000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20616.130000 sec): 3 clusters Score: Raw -93178.262897 + Penalty 3168.726457 = -90009.536440 nChanged 120 SP:Iteration 1F (20616.320000 sec): 3 clusters Score: Raw -93381.722635 + Penalty 3168.726457 = -90212.996177 nChanged 40 SP:Iteration 2F (20616.430000 sec): 3 clusters Score: Raw -93465.103640 + Penalty 3168.726457 = -90296.377183 nChanged 21 SP:Iteration 3Q (20616.540000 sec): 3 clusters Score: Raw -93527.096533 + Penalty 3168.726457 = -90358.370076 nChanged 14 SP:Iteration 4Q (20616.690000 sec): 3 clusters Score: Raw -93595.950997 + Penalty 3168.726457 = -90427.224539 nChanged 14 SP:Iteration 5Q (20616.860000 sec): 3 clusters Score: Raw -93776.870021 + Penalty 3168.726457 = -90608.143564 nChanged 21 SP:Iteration 6Q (20617.060000 sec): 3 clusters Score: Raw -93917.813765 + Penalty 3168.726457 = -90749.087308 nChanged 21 SP:Iteration 7Q (20617.220000 sec): 3 clusters Score: Raw -93957.627074 + Penalty 3168.726457 = -90788.900616 nChanged 18 SP:Iteration 8Q (20617.340000 sec): 3 clusters Score: Raw -93985.432079 + Penalty 3168.726457 = -90816.705622 nChanged 11 SP:Iteration 9Q (20617.470000 sec): 3 clusters Score: Raw -94005.874484 + Penalty 3168.726457 = -90837.148027 nChanged 6 SP:Iteration 10Q (20617.620000 sec): 3 clusters Score: Raw -94018.086914 + Penalty 3168.726457 = -90849.360457 nChanged 3 SP:Iteration 11Q (20617.750000 sec): 3 clusters Score: Raw -94025.561837 + Penalty 3168.726457 = -90856.835380 nChanged 4 SP:Iteration 12Q (20617.880000 sec): 3 clusters Score: Raw -94032.507082 + Penalty 3168.726457 = -90863.780624 nChanged 3 SP:Iteration 13Q (20618.000000 sec): 3 clusters Score: Raw -94038.242090 + Penalty 3168.726457 = -90869.515633 nChanged 6 SP:Iteration 14Q (20618.120000 sec): 3 clusters Score: Raw -94053.164936 + Penalty 3168.726457 = -90884.438479 nChanged 8 SP:Iteration 15Q (20618.280000 sec): 3 clusters Score: Raw -94073.025203 + Penalty 3168.726457 = -90904.298746 nChanged 5 SP:Iteration 16Q (20618.380000 sec): 3 clusters Score: Raw -94083.833338 + Penalty 3168.726457 = -90915.106881 nChanged 5 SP:Iteration 17Q (20618.520000 sec): 3 clusters Score: Raw -94093.301668 + Penalty 3168.726457 = -90924.575210 nChanged 1 SP:Iteration 18Q (20618.650000 sec): 3 clusters Score: Raw -94094.498531 + Penalty 3168.726457 = -90925.772074 nChanged 1 SP:Iteration 19Q (20618.770000 sec): 3 clusters Score: Raw -94095.852714 + Penalty 3168.726457 = -90927.126257 nChanged 0 SP:Iteration 20F (20618.910000 sec): 3 clusters Score: Raw -94095.852714 + Penalty 3168.726457 = -90927.126257 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20619.310000 sec): 2 clusters Score: Raw -11816231.364815 + Penalty 2746.387066 = -11813484.977749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20619.850000 sec): 3 clusters Score: Raw -11775798.160366 + Penalty 5492.774131 = -11770305.386235 nChanged 29871 SP:Iteration 1F (20620.380000 sec): 3 clusters Score: Raw -11792484.525000 + Penalty 5492.774131 = -11786991.750868 nChanged 2415 SP:Iteration 2Q (20621.020000 sec): 3 clusters Score: Raw -11793109.757350 + Penalty 5492.774131 = -11787616.983218 nChanged 2315 SP:Iteration 3Q (20621.600000 sec): 3 clusters Score: Raw -11793732.906847 + Penalty 5492.774131 = -11788240.132716 nChanged 2310 SP:Iteration 4Q (20622.170000 sec): 3 clusters Score: Raw -11794416.622480 + Penalty 5492.774131 = -11788923.848349 nChanged 2311 SP:Iteration 5Q (20622.760000 sec): 3 clusters Score: Raw -11795176.053110 + Penalty 5492.774131 = -11789683.278979 nChanged 2474 SP:Iteration 6Q (20623.400000 sec): 3 clusters Score: Raw -11796122.255362 + Penalty 5492.774131 = -11790629.481230 nChanged 2759 SP:Iteration 7Q (20624.000000 sec): 3 clusters Score: Raw -11797387.574632 + Penalty 5492.774131 = -11791894.800500 nChanged 3198 SP:Iteration 8Q (20624.580000 sec): 3 clusters Score: Raw -11799129.181717 + Penalty 5492.774131 = -11793636.407585 nChanged 3604 SP:Iteration 9F (20625.140000 sec): 3 clusters Score: Raw -11801376.592878 + Penalty 5492.774131 = -11795883.818747 nChanged 3897 SP:Iteration 10F (20625.720000 sec): 3 clusters Score: Raw -11804178.411033 + Penalty 5492.774131 = -11798685.636901 nChanged 3874 SP:Iteration 11F (20626.260000 sec): 3 clusters Score: Raw -11807167.679985 + Penalty 5492.774131 = -11801674.905853 nChanged 3472 SP:Iteration 12F (20626.790000 sec): 3 clusters Score: Raw -11809974.999929 + Penalty 5492.774131 = -11804482.225798 nChanged 2868 SP:Iteration 13Q (20627.340000 sec): 3 clusters Score: Raw -11812358.873117 + Penalty 5492.774131 = -11806866.098986 nChanged 2031 SP:Iteration 14Q (20627.880000 sec): 3 clusters Score: Raw -11814056.482925 + Penalty 5492.774131 = -11808563.708794 nChanged 1293 SP:Iteration 15Q (20628.400000 sec): 3 clusters Score: Raw -11815156.789354 + Penalty 5492.774131 = -11809664.015222 nChanged 761 SP:Iteration 16Q (20628.890000 sec): 3 clusters Score: Raw -11815801.301173 + Penalty 5492.774131 = -11810308.527042 nChanged 370 SP:Iteration 17Q (20629.370000 sec): 3 clusters Score: Raw -11816139.626326 + Penalty 5492.774131 = -11810646.852194 nChanged 202 SP:Iteration 18Q (20629.860000 sec): 3 clusters Score: Raw -11816322.783527 + Penalty 5492.774131 = -11810830.009395 nChanged 109 SP:Iteration 19Q (20630.360000 sec): 3 clusters Score: Raw -11816428.702109 + Penalty 5492.774131 = -11810935.927978 nChanged 68 SP:Iteration 20F (20630.780000 sec): 3 clusters Score: Raw -11816486.821724 + Penalty 5492.774131 = -11810994.047593 nChanged 33 SP:Iteration 21Q (20631.280000 sec): 3 clusters Score: Raw -11816518.736038 + Penalty 5492.774131 = -11811025.961906 nChanged 17 SP:Iteration 22Q (20631.770000 sec): 3 clusters Score: Raw -11816531.355731 + Penalty 5492.774131 = -11811038.581600 nChanged 16 SP:Iteration 23Q (20632.300000 sec): 3 clusters Score: Raw -11816543.599755 + Penalty 5492.774131 = -11811050.825623 nChanged 14 SP:Iteration 24Q (20632.830000 sec): 3 clusters Score: Raw -11816562.141018 + Penalty 5492.774131 = -11811069.366887 nChanged 10 SP:Iteration 25Q (20633.320000 sec): 3 clusters Score: Raw -11816573.123114 + Penalty 5492.774131 = -11811080.348983 nChanged 4 SP:Iteration 26Q (20633.830000 sec): 3 clusters Score: Raw -11816577.479936 + Penalty 5492.774131 = -11811084.705804 nChanged 2 SP:Iteration 27Q (20634.380000 sec): 3 clusters Score: Raw -11816579.566418 + Penalty 5492.774131 = -11811086.792286 nChanged 1 SP:Iteration 28Q (20634.920000 sec): 3 clusters Score: Raw -11816580.071982 + Penalty 5492.774131 = -11811087.297851 nChanged 1 SP:Iteration 29Q (20635.480000 sec): 3 clusters Score: Raw -11816580.672496 + Penalty 5492.774131 = -11811087.898364 nChanged 0 SP:Iteration 30F (20636.010000 sec): 3 clusters Score: Raw -11816580.672496 + Penalty 5492.774131 = -11811087.898364 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20636.100000 sec): 2 clusters Score: Raw -690791.757836 + Penalty 2065.635510 = -688726.122327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20636.290000 sec): 3 clusters Score: Raw -688912.251556 + Penalty 4131.271019 = -684780.980537 nChanged 1520 SP:Iteration 1F (20636.480000 sec): 3 clusters Score: Raw -689832.030561 + Penalty 4131.271019 = -685700.759542 nChanged 314 SP:Iteration 2F (20636.640000 sec): 3 clusters Score: Raw -690042.229623 + Penalty 4131.271019 = -685910.958603 nChanged 218 SP:Iteration 3F (20636.820000 sec): 3 clusters Score: Raw -690210.847854 + Penalty 4131.271019 = -686079.576835 nChanged 207 SP:Iteration 4Q (20636.980000 sec): 3 clusters Score: Raw -690401.115658 + Penalty 4131.271019 = -686269.844639 nChanged 196 SP:Iteration 5Q (20637.150000 sec): 3 clusters Score: Raw -690606.743495 + Penalty 4131.271019 = -686475.472475 nChanged 202 SP:Iteration 6Q (20637.310000 sec): 3 clusters Score: Raw -690823.503719 + Penalty 4131.271019 = -686692.232700 nChanged 220 SP:Iteration 7F (20637.460000 sec): 3 clusters Score: Raw -691064.934163 + Penalty 4131.271019 = -686933.663144 nChanged 216 SP:Iteration 8F (20637.610000 sec): 3 clusters Score: Raw -691285.684910 + Penalty 4131.271019 = -687154.413891 nChanged 177 SP:Iteration 9Q (20637.730000 sec): 3 clusters Score: Raw -691443.061209 + Penalty 4131.271019 = -687311.790190 nChanged 130 SP:Iteration 10Q (20637.920000 sec): 3 clusters Score: Raw -691552.882709 + Penalty 4131.271019 = -687421.611690 nChanged 85 SP:Iteration 11Q (20638.120000 sec): 3 clusters Score: Raw -691612.353490 + Penalty 4131.271019 = -687481.082471 nChanged 80 SP:Iteration 12Q (20638.310000 sec): 3 clusters Score: Raw -691670.045687 + Penalty 4131.271019 = -687538.774668 nChanged 69 SP:Iteration 13Q (20638.510000 sec): 3 clusters Score: Raw -691716.189577 + Penalty 4131.271019 = -687584.918558 nChanged 53 SP:Iteration 14Q (20638.660000 sec): 3 clusters Score: Raw -691749.669768 + Penalty 4131.271019 = -687618.398749 nChanged 39 SP:Iteration 15Q (20638.860000 sec): 3 clusters Score: Raw -691772.581717 + Penalty 4131.271019 = -687641.310698 nChanged 26 SP:Iteration 16Q (20639.010000 sec): 3 clusters Score: Raw -691783.927033 + Penalty 4131.271019 = -687652.656014 nChanged 16 SP:Iteration 17Q (20639.230000 sec): 3 clusters Score: Raw -691789.946374 + Penalty 4131.271019 = -687658.675354 nChanged 10 SP:Iteration 18Q (20639.420000 sec): 3 clusters Score: Raw -691795.394107 + Penalty 4131.271019 = -687664.123088 nChanged 11 SP:Iteration 19Q (20639.620000 sec): 3 clusters Score: Raw -691799.660907 + Penalty 4131.271019 = -687668.389887 nChanged 9 SP:Iteration 20F (20639.810000 sec): 3 clusters Score: Raw -691803.152261 + Penalty 4131.271019 = -687671.881242 nChanged 7 SP:Iteration 21Q (20639.950000 sec): 3 clusters Score: Raw -691806.592290 + Penalty 4131.271019 = -687675.321271 nChanged 5 SP:Iteration 22Q (20640.140000 sec): 3 clusters Score: Raw -691808.055329 + Penalty 4131.271019 = -687676.784310 nChanged 2 SP:Iteration 23Q (20640.310000 sec): 3 clusters Score: Raw -691808.724699 + Penalty 4131.271019 = -687677.453680 nChanged 0 SP:Iteration 24F (20640.490000 sec): 3 clusters Score: Raw -691808.724699 + Penalty 4131.271019 = -687677.453680 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20640.550000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20640.690000 sec): 3 clusters Score: Raw -19207.790805 + Penalty 2374.595904 = -16833.194901 nChanged 3 SP:Iteration 1Q (20640.820000 sec): 3 clusters Score: Raw -19231.534703 + Penalty 2374.595904 = -16856.938798 nChanged 2 SP:Iteration 2Q (20640.950000 sec): 3 clusters Score: Raw -19246.242153 + Penalty 2374.595904 = -16871.646248 nChanged 1 SP:Iteration 3Q (20641.080000 sec): 3 clusters Score: Raw -19253.640320 + Penalty 2374.595904 = -16879.044416 nChanged 1 SP:Iteration 4Q (20641.210000 sec): 3 clusters Score: Raw -19255.778938 + Penalty 2374.595904 = -16881.183034 nChanged 0 SP:Iteration 5F (20641.370000 sec): 3 clusters Score: Raw -19255.778938 + Penalty 2374.595904 = -16881.183034 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20641.410000 sec): 2 clusters Score: Raw -106336.781996 + Penalty 1594.570431 = -104742.211565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20641.550000 sec): 3 clusters Score: Raw -106329.486647 + Penalty 3189.140861 = -103140.345786 nChanged 142 SP:Iteration 1F (20641.680000 sec): 3 clusters Score: Raw -106545.702800 + Penalty 3189.140861 = -103356.561939 nChanged 40 SP:Iteration 2F (20641.820000 sec): 3 clusters Score: Raw -106632.582075 + Penalty 3189.140861 = -103443.441214 nChanged 17 SP:Iteration 3Q (20641.930000 sec): 3 clusters Score: Raw -106705.696505 + Penalty 3189.140861 = -103516.555644 nChanged 14 SP:Iteration 4Q (20642.130000 sec): 3 clusters Score: Raw -106755.923995 + Penalty 3189.140861 = -103566.783134 nChanged 9 SP:Iteration 5Q (20642.240000 sec): 3 clusters Score: Raw -106784.603847 + Penalty 3189.140861 = -103595.462986 nChanged 11 SP:Iteration 6Q (20642.370000 sec): 3 clusters Score: Raw -106822.656169 + Penalty 3189.140861 = -103633.515308 nChanged 11 SP:Iteration 7Q (20642.490000 sec): 3 clusters Score: Raw -106849.941493 + Penalty 3189.140861 = -103660.800631 nChanged 8 SP:Iteration 8Q (20642.630000 sec): 3 clusters Score: Raw -106871.142228 + Penalty 3189.140861 = -103682.001367 nChanged 10 SP:Iteration 9Q (20642.780000 sec): 3 clusters Score: Raw -106891.846366 + Penalty 3189.140861 = -103702.705505 nChanged 11 SP:Iteration 10Q (20642.910000 sec): 3 clusters Score: Raw -106910.849407 + Penalty 3189.140861 = -103721.708546 nChanged 6 SP:Iteration 11Q (20643.090000 sec): 3 clusters Score: Raw -106919.432704 + Penalty 3189.140861 = -103730.291843 nChanged 5 SP:Iteration 12Q (20643.220000 sec): 3 clusters Score: Raw -106927.084715 + Penalty 3189.140861 = -103737.943854 nChanged 3 SP:Iteration 13Q (20643.350000 sec): 3 clusters Score: Raw -106932.412511 + Penalty 3189.140861 = -103743.271650 nChanged 1 SP:Iteration 14Q (20643.530000 sec): 3 clusters Score: Raw -106934.752954 + Penalty 3189.140861 = -103745.612093 nChanged 1 SP:Iteration 15Q (20643.710000 sec): 3 clusters Score: Raw -106936.000891 + Penalty 3189.140861 = -103746.860030 nChanged 0 SP:Iteration 16F (20643.860000 sec): 3 clusters Score: Raw -106936.000891 + Penalty 3189.140861 = -103746.860030 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20643.990000 sec): 2 clusters Score: Raw -2001443.081347 + Penalty 2319.944238 = -1999123.137109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20644.200000 sec): 3 clusters Score: Raw -1995186.538867 + Penalty 4639.888475 = -1990546.650392 nChanged 4834 SP:Iteration 1F (20644.410000 sec): 3 clusters Score: Raw -1997709.398460 + Penalty 4639.888475 = -1993069.509985 nChanged 760 SP:Iteration 2F (20644.580000 sec): 3 clusters Score: Raw -1998039.400726 + Penalty 4639.888475 = -1993399.512251 nChanged 591 SP:Iteration 3F (20644.740000 sec): 3 clusters Score: Raw -1998295.917067 + Penalty 4639.888475 = -1993656.028591 nChanged 482 SP:Iteration 4Q (20644.970000 sec): 3 clusters Score: Raw -1998533.410609 + Penalty 4639.888475 = -1993893.522134 nChanged 483 SP:Iteration 5Q (20645.250000 sec): 3 clusters Score: Raw -1998800.842836 + Penalty 4639.888475 = -1994160.954361 nChanged 509 SP:Iteration 6Q (20645.410000 sec): 3 clusters Score: Raw -1999087.556286 + Penalty 4639.888475 = -1994447.667811 nChanged 495 SP:Iteration 7Q (20645.650000 sec): 3 clusters Score: Raw -1999370.329642 + Penalty 4639.888475 = -1994730.441167 nChanged 500 SP:Iteration 8Q (20645.860000 sec): 3 clusters Score: Raw -1999720.240771 + Penalty 4639.888475 = -1995080.352295 nChanged 537 SP:Iteration 9Q (20646.110000 sec): 3 clusters Score: Raw -2000100.098185 + Penalty 4639.888475 = -1995460.209710 nChanged 526 SP:Iteration 10Q (20646.340000 sec): 3 clusters Score: Raw -2000470.947622 + Penalty 4639.888475 = -1995831.059147 nChanged 555 SP:Iteration 11Q (20646.540000 sec): 3 clusters Score: Raw -2000819.634274 + Penalty 4639.888475 = -1996179.745799 nChanged 496 SP:Iteration 12Q (20646.800000 sec): 3 clusters Score: Raw -2001116.719455 + Penalty 4639.888475 = -1996476.830980 nChanged 449 SP:Iteration 13Q (20647.020000 sec): 3 clusters Score: Raw -2001341.312554 + Penalty 4639.888475 = -1996701.424078 nChanged 329 SP:Iteration 14Q (20647.250000 sec): 3 clusters Score: Raw -2001461.591075 + Penalty 4639.888475 = -1996821.702600 nChanged 254 SP:Iteration 15Q (20647.470000 sec): 3 clusters Score: Raw -2001549.764280 + Penalty 4639.888475 = -1996909.875805 nChanged 223 SP:Iteration 16Q (20647.680000 sec): 3 clusters Score: Raw -2001616.186644 + Penalty 4639.888475 = -1996976.298169 nChanged 178 SP:Iteration 17Q (20647.890000 sec): 3 clusters Score: Raw -2001663.472424 + Penalty 4639.888475 = -1997023.583949 nChanged 139 SP:Iteration 18Q (20648.100000 sec): 3 clusters Score: Raw -2001693.434542 + Penalty 4639.888475 = -1997053.546067 nChanged 100 SP:Iteration 19Q (20648.290000 sec): 3 clusters Score: Raw -2001713.712434 + Penalty 4639.888475 = -1997073.823959 nChanged 81 SP:Iteration 20F (20648.540000 sec): 3 clusters Score: Raw -2001727.772851 + Penalty 4639.888475 = -1997087.884376 nChanged 65 SP:Iteration 21Q (20648.730000 sec): 3 clusters Score: Raw -2001739.442979 + Penalty 4639.888475 = -1997099.554504 nChanged 63 SP:Iteration 22Q (20648.940000 sec): 3 clusters Score: Raw -2001750.907959 + Penalty 4639.888475 = -1997111.019484 nChanged 52 SP:Iteration 23Q (20649.160000 sec): 3 clusters Score: Raw -2001759.535761 + Penalty 4639.888475 = -1997119.647286 nChanged 54 SP:Iteration 24Q (20649.380000 sec): 3 clusters Score: Raw -2001767.934646 + Penalty 4639.888475 = -1997128.046170 nChanged 50 SP:Iteration 25Q (20649.620000 sec): 3 clusters Score: Raw -2001775.645292 + Penalty 4639.888475 = -1997135.756817 nChanged 51 SP:Iteration 26Q (20649.840000 sec): 3 clusters Score: Raw -2001783.609026 + Penalty 4639.888475 = -1997143.720551 nChanged 41 SP:Iteration 27Q (20650.100000 sec): 3 clusters Score: Raw -2001791.091780 + Penalty 4639.888475 = -1997151.203305 nChanged 40 SP:Iteration 28Q (20650.300000 sec): 3 clusters Score: Raw -2001796.422745 + Penalty 4639.888475 = -1997156.534270 nChanged 27 SP:Iteration 29Q (20650.540000 sec): 3 clusters Score: Raw -2001800.630686 + Penalty 4639.888475 = -1997160.742211 nChanged 39 SP:Iteration 30Q (20650.750000 sec): 3 clusters Score: Raw -2001806.805162 + Penalty 4639.888475 = -1997166.916687 nChanged 30 SP:Iteration 31Q (20650.900000 sec): 3 clusters Score: Raw -2001811.479826 + Penalty 4639.888475 = -1997171.591350 nChanged 36 SP:Iteration 32Q (20651.100000 sec): 3 clusters Score: Raw -2001817.607775 + Penalty 4639.888475 = -1997177.719299 nChanged 33 SP:Iteration 33Q (20651.360000 sec): 3 clusters Score: Raw -2001821.711247 + Penalty 4639.888475 = -1997181.822772 nChanged 27 SP:Iteration 34Q (20651.560000 sec): 3 clusters Score: Raw -2001825.276928 + Penalty 4639.888475 = -1997185.388453 nChanged 23 SP:Iteration 35Q (20651.790000 sec): 3 clusters Score: Raw -2001828.336867 + Penalty 4639.888475 = -1997188.448392 nChanged 20 SP:Iteration 36Q (20651.950000 sec): 3 clusters Score: Raw -2001831.341841 + Penalty 4639.888475 = -1997191.453366 nChanged 21 SP:Iteration 37Q (20652.120000 sec): 3 clusters Score: Raw -2001834.293158 + Penalty 4639.888475 = -1997194.404683 nChanged 16 SP:Iteration 38Q (20652.330000 sec): 3 clusters Score: Raw -2001836.466688 + Penalty 4639.888475 = -1997196.578213 nChanged 26 SP:Iteration 39Q (20652.550000 sec): 3 clusters Score: Raw -2001840.010256 + Penalty 4639.888475 = -1997200.121781 nChanged 27 SP:Iteration 40F (20652.820000 sec): 3 clusters Score: Raw -2001844.335503 + Penalty 4639.888475 = -1997204.447028 nChanged 23 SP:Iteration 41Q (20653.030000 sec): 3 clusters Score: Raw -2001847.781853 + Penalty 4639.888475 = -1997207.893378 nChanged 20 SP:Iteration 42Q (20653.260000 sec): 3 clusters Score: Raw -2001850.562704 + Penalty 4639.888475 = -1997210.674229 nChanged 18 SP:Iteration 43Q (20653.500000 sec): 3 clusters Score: Raw -2001853.317071 + Penalty 4639.888475 = -1997213.428596 nChanged 19 SP:Iteration 44Q (20653.760000 sec): 3 clusters Score: Raw -2001856.167116 + Penalty 4639.888475 = -1997216.278641 nChanged 17 SP:Iteration 45Q (20653.970000 sec): 3 clusters Score: Raw -2001858.999409 + Penalty 4639.888475 = -1997219.110934 nChanged 19 SP:Iteration 46Q (20654.180000 sec): 3 clusters Score: Raw -2001862.312131 + Penalty 4639.888475 = -1997222.423656 nChanged 26 SP:Iteration 47Q (20654.450000 sec): 3 clusters Score: Raw -2001867.441021 + Penalty 4639.888475 = -1997227.552545 nChanged 30 SP:Iteration 48Q (20654.640000 sec): 3 clusters Score: Raw -2001873.010777 + Penalty 4639.888475 = -1997233.122302 nChanged 27 SP:Iteration 49Q (20654.890000 sec): 3 clusters Score: Raw -2001877.047298 + Penalty 4639.888475 = -1997237.158823 nChanged 22 SP:Iteration 50Q (20655.120000 sec): 3 clusters Score: Raw -2001880.868292 + Penalty 4639.888475 = -1997240.979817 nChanged 30 SP:Iteration 51Q (20655.310000 sec): 3 clusters Score: Raw -2001886.123001 + Penalty 4639.888475 = -1997246.234526 nChanged 26 SP:Iteration 52Q (20655.530000 sec): 3 clusters Score: Raw -2001890.595832 + Penalty 4639.888475 = -1997250.707357 nChanged 23 SP:Iteration 53Q (20655.780000 sec): 3 clusters Score: Raw -2001894.352049 + Penalty 4639.888475 = -1997254.463574 nChanged 23 SP:Iteration 54Q (20655.960000 sec): 3 clusters Score: Raw -2001898.175012 + Penalty 4639.888475 = -1997258.286537 nChanged 25 SP:Iteration 55Q (20656.220000 sec): 3 clusters Score: Raw -2001901.723258 + Penalty 4639.888475 = -1997261.834782 nChanged 21 SP:Iteration 56Q (20656.410000 sec): 3 clusters Score: Raw -2001904.626528 + Penalty 4639.888475 = -1997264.738053 nChanged 17 SP:Iteration 57Q (20656.650000 sec): 3 clusters Score: Raw -2001907.001392 + Penalty 4639.888475 = -1997267.112917 nChanged 15 SP:Iteration 58Q (20656.810000 sec): 3 clusters Score: Raw -2001909.286014 + Penalty 4639.888475 = -1997269.397539 nChanged 11 SP:Iteration 59Q (20657.030000 sec): 3 clusters Score: Raw -2001911.185548 + Penalty 4639.888475 = -1997271.297073 nChanged 12 SP:Iteration 60F (20657.250000 sec): 3 clusters Score: Raw -2001913.542904 + Penalty 4639.888475 = -1997273.654429 nChanged 14 SP:Iteration 61Q (20657.440000 sec): 3 clusters Score: Raw -2001915.381245 + Penalty 4639.888475 = -1997275.492769 nChanged 16 SP:Iteration 62Q (20657.610000 sec): 3 clusters Score: Raw -2001918.304900 + Penalty 4639.888475 = -1997278.416425 nChanged 16 SP:Iteration 63Q (20657.830000 sec): 3 clusters Score: Raw -2001921.129552 + Penalty 4639.888475 = -1997281.241077 nChanged 19 SP:Iteration 64Q (20658.030000 sec): 3 clusters Score: Raw -2001925.160196 + Penalty 4639.888475 = -1997285.271721 nChanged 22 SP:Iteration 65Q (20658.170000 sec): 3 clusters Score: Raw -2001929.774298 + Penalty 4639.888475 = -1997289.885823 nChanged 25 SP:Iteration 66Q (20658.370000 sec): 3 clusters Score: Raw -2001934.335868 + Penalty 4639.888475 = -1997294.447393 nChanged 20 SP:Iteration 67Q (20658.610000 sec): 3 clusters Score: Raw -2001937.217930 + Penalty 4639.888475 = -1997297.329455 nChanged 16 SP:Iteration 68Q (20658.790000 sec): 3 clusters Score: Raw -2001940.103846 + Penalty 4639.888475 = -1997300.215371 nChanged 19 SP:Iteration 69Q (20658.970000 sec): 3 clusters Score: Raw -2001943.368329 + Penalty 4639.888475 = -1997303.479854 nChanged 25 SP:Iteration 70Q (20659.180000 sec): 3 clusters Score: Raw -2001947.695483 + Penalty 4639.888475 = -1997307.807008 nChanged 32 SP:Iteration 71Q (20659.370000 sec): 3 clusters Score: Raw -2001952.958977 + Penalty 4639.888475 = -1997313.070502 nChanged 24 SP:Iteration 72Q (20659.550000 sec): 3 clusters Score: Raw -2001957.340916 + Penalty 4639.888475 = -1997317.452441 nChanged 32 SP:Iteration 73Q (20659.730000 sec): 3 clusters Score: Raw -2001964.875272 + Penalty 4639.888475 = -1997324.986797 nChanged 35 SP:Iteration 74Q (20659.930000 sec): 3 clusters Score: Raw -2001972.873632 + Penalty 4639.888475 = -1997332.985157 nChanged 41 SP:Iteration 75Q (20660.150000 sec): 3 clusters Score: Raw -2001980.402391 + Penalty 4639.888475 = -1997340.513916 nChanged 42 SP:Iteration 76Q (20660.350000 sec): 3 clusters Score: Raw -2001989.081023 + Penalty 4639.888475 = -1997349.192548 nChanged 44 SP:Iteration 77Q (20660.520000 sec): 3 clusters Score: Raw -2001999.671978 + Penalty 4639.888475 = -1997359.783503 nChanged 42 SP:Iteration 78Q (20660.710000 sec): 3 clusters Score: Raw -2002008.013170 + Penalty 4639.888475 = -1997368.124695 nChanged 44 SP:Iteration 79Q (20660.940000 sec): 3 clusters Score: Raw -2002016.446096 + Penalty 4639.888475 = -1997376.557621 nChanged 37 SP:Iteration 80F (20661.150000 sec): 3 clusters Score: Raw -2002024.192300 + Penalty 4639.888475 = -1997384.303824 nChanged 31 SP:Iteration 81Q (20661.310000 sec): 3 clusters Score: Raw -2002031.155573 + Penalty 4639.888475 = -1997391.267098 nChanged 34 SP:Iteration 82Q (20661.500000 sec): 3 clusters Score: Raw -2002038.738476 + Penalty 4639.888475 = -1997398.850001 nChanged 36 SP:Iteration 83Q (20661.700000 sec): 3 clusters Score: Raw -2002046.193890 + Penalty 4639.888475 = -1997406.305414 nChanged 40 SP:Iteration 84Q (20661.820000 sec): 3 clusters Score: Raw -2002054.366225 + Penalty 4639.888475 = -1997414.477750 nChanged 42 SP:Iteration 85Q (20662.040000 sec): 3 clusters Score: Raw -2002065.512248 + Penalty 4639.888475 = -1997425.623773 nChanged 43 SP:Iteration 86Q (20662.180000 sec): 3 clusters Score: Raw -2002074.552630 + Penalty 4639.888475 = -1997434.664155 nChanged 36 SP:Iteration 87Q (20662.400000 sec): 3 clusters Score: Raw -2002082.366035 + Penalty 4639.888475 = -1997442.477559 nChanged 39 SP:Iteration 88Q (20662.570000 sec): 3 clusters Score: Raw -2002092.075159 + Penalty 4639.888475 = -1997452.186684 nChanged 35 SP:Iteration 89Q (20662.790000 sec): 3 clusters Score: Raw -2002100.465726 + Penalty 4639.888475 = -1997460.577251 nChanged 40 SP:Iteration 90Q (20663.040000 sec): 3 clusters Score: Raw -2002112.295125 + Penalty 4639.888475 = -1997472.406650 nChanged 52 SP:Iteration 91Q (20663.250000 sec): 3 clusters Score: Raw -2002127.177102 + Penalty 4639.888475 = -1997487.288627 nChanged 53 SP:Iteration 92Q (20663.450000 sec): 3 clusters Score: Raw -2002143.354360 + Penalty 4639.888475 = -1997503.465885 nChanged 70 SP:Iteration 93Q (20663.640000 sec): 3 clusters Score: Raw -2002163.094306 + Penalty 4639.888475 = -1997523.205831 nChanged 65 SP:Iteration 94Q (20663.780000 sec): 3 clusters Score: Raw -2002182.739746 + Penalty 4639.888475 = -1997542.851271 nChanged 65 SP:Iteration 95Q (20663.990000 sec): 3 clusters Score: Raw -2002201.276431 + Penalty 4639.888475 = -1997561.387956 nChanged 58 SP:Iteration 96Q (20664.190000 sec): 3 clusters Score: Raw -2002223.019025 + Penalty 4639.888475 = -1997583.130550 nChanged 69 SP:Iteration 97Q (20664.390000 sec): 3 clusters Score: Raw -2002252.675404 + Penalty 4639.888475 = -1997612.786929 nChanged 78 SP:Iteration 98Q (20664.580000 sec): 3 clusters Score: Raw -2002280.494150 + Penalty 4639.888475 = -1997640.605675 nChanged 73 SP:Iteration 99Q (20664.730000 sec): 3 clusters Score: Raw -2002305.985670 + Penalty 4639.888475 = -1997666.097195 nChanged 69 SP:Iteration 100F (20664.940000 sec): 3 clusters Score: Raw -2002329.206211 + Penalty 4639.888475 = -1997689.317736 nChanged 72 SP:Iteration 101Q (20665.150000 sec): 3 clusters Score: Raw -2002354.044081 + Penalty 4639.888475 = -1997714.155605 nChanged 59 SP:Iteration 102Q (20665.270000 sec): 3 clusters Score: Raw -2002379.155340 + Penalty 4639.888475 = -1997739.266865 nChanged 68 SP:Iteration 103Q (20665.440000 sec): 3 clusters Score: Raw -2002413.031943 + Penalty 4639.888475 = -1997773.143468 nChanged 78 SP:Iteration 104Q (20665.700000 sec): 3 clusters Score: Raw -2002447.713372 + Penalty 4639.888475 = -1997807.824897 nChanged 72 SP:Iteration 105Q (20665.820000 sec): 3 clusters Score: Raw -2002477.436705 + Penalty 4639.888475 = -1997837.548230 nChanged 67 SP:Iteration 106Q (20665.980000 sec): 3 clusters Score: Raw -2002504.837446 + Penalty 4639.888475 = -1997864.948971 nChanged 64 SP:Iteration 107Q (20666.200000 sec): 3 clusters Score: Raw -2002531.127206 + Penalty 4639.888475 = -1997891.238731 nChanged 59 SP:Iteration 108Q (20666.380000 sec): 3 clusters Score: Raw -2002555.784915 + Penalty 4639.888475 = -1997915.896440 nChanged 60 SP:Iteration 109Q (20666.570000 sec): 3 clusters Score: Raw -2002585.707598 + Penalty 4639.888475 = -1997945.819123 nChanged 54 SP:Iteration 110Q (20666.810000 sec): 3 clusters Score: Raw -2002608.675540 + Penalty 4639.888475 = -1997968.787065 nChanged 44 SP:Iteration 111Q (20667.010000 sec): 3 clusters Score: Raw -2002626.458110 + Penalty 4639.888475 = -1997986.569635 nChanged 38 SP:Iteration 112Q (20667.210000 sec): 3 clusters Score: Raw -2002643.465193 + Penalty 4639.888475 = -1998003.576718 nChanged 36 SP:Iteration 113Q (20667.440000 sec): 3 clusters Score: Raw -2002660.139475 + Penalty 4639.888475 = -1998020.251000 nChanged 32 SP:Iteration 114Q (20667.580000 sec): 3 clusters Score: Raw -2002674.120068 + Penalty 4639.888475 = -1998034.231592 nChanged 32 SP:Iteration 115Q (20667.800000 sec): 3 clusters Score: Raw -2002685.061055 + Penalty 4639.888475 = -1998045.172580 nChanged 21 SP:Iteration 116Q (20667.990000 sec): 3 clusters Score: Raw -2002692.218270 + Penalty 4639.888475 = -1998052.329795 nChanged 18 SP:Iteration 117Q (20668.230000 sec): 3 clusters Score: Raw -2002699.217312 + Penalty 4639.888475 = -1998059.328836 nChanged 12 SP:Iteration 118Q (20668.440000 sec): 3 clusters Score: Raw -2002703.495026 + Penalty 4639.888475 = -1998063.606551 nChanged 12 SP:Iteration 119Q (20668.660000 sec): 3 clusters Score: Raw -2002707.949087 + Penalty 4639.888475 = -1998068.060612 nChanged 14 SP:Iteration 120F (20668.870000 sec): 3 clusters Score: Raw -2002712.139097 + Penalty 4639.888475 = -1998072.250622 nChanged 12 SP:Iteration 121Q (20669.080000 sec): 3 clusters Score: Raw -2002716.243648 + Penalty 4639.888475 = -1998076.355173 nChanged 9 SP:Iteration 122Q (20669.320000 sec): 3 clusters Score: Raw -2002719.331371 + Penalty 4639.888475 = -1998079.442896 nChanged 13 SP:Iteration 123Q (20669.510000 sec): 3 clusters Score: Raw -2002723.846458 + Penalty 4639.888475 = -1998083.957983 nChanged 10 SP:Iteration 124Q (20669.740000 sec): 3 clusters Score: Raw -2002726.860877 + Penalty 4639.888475 = -1998086.972402 nChanged 10 SP:Iteration 125Q (20669.930000 sec): 3 clusters Score: Raw -2002730.573199 + Penalty 4639.888475 = -1998090.684724 nChanged 12 SP:Iteration 126Q (20670.140000 sec): 3 clusters Score: Raw -2002735.530009 + Penalty 4639.888475 = -1998095.641534 nChanged 10 SP:Iteration 127Q (20670.290000 sec): 3 clusters Score: Raw -2002739.809655 + Penalty 4639.888475 = -1998099.921180 nChanged 11 SP:Iteration 128Q (20670.510000 sec): 3 clusters Score: Raw -2002743.861501 + Penalty 4639.888475 = -1998103.973026 nChanged 10 SP:Iteration 129Q (20670.700000 sec): 3 clusters Score: Raw -2002746.791347 + Penalty 4639.888475 = -1998106.902871 nChanged 11 SP:Iteration 130Q (20670.880000 sec): 3 clusters Score: Raw -2002749.581540 + Penalty 4639.888475 = -1998109.693065 nChanged 10 SP:Iteration 131Q (20671.090000 sec): 3 clusters Score: Raw -2002752.844139 + Penalty 4639.888475 = -1998112.955664 nChanged 8 SP:Iteration 132Q (20671.270000 sec): 3 clusters Score: Raw -2002755.964531 + Penalty 4639.888475 = -1998116.076056 nChanged 6 SP:Iteration 133Q (20671.450000 sec): 3 clusters Score: Raw -2002758.599812 + Penalty 4639.888475 = -1998118.711337 nChanged 6 SP:Iteration 134Q (20671.650000 sec): 3 clusters Score: Raw -2002760.967944 + Penalty 4639.888475 = -1998121.079469 nChanged 7 SP:Iteration 135Q (20671.840000 sec): 3 clusters Score: Raw -2002763.198744 + Penalty 4639.888475 = -1998123.310269 nChanged 8 SP:Iteration 136Q (20672.030000 sec): 3 clusters Score: Raw -2002766.005295 + Penalty 4639.888475 = -1998126.116820 nChanged 6 SP:Iteration 137Q (20672.160000 sec): 3 clusters Score: Raw -2002768.459439 + Penalty 4639.888475 = -1998128.570964 nChanged 5 SP:Iteration 138Q (20672.310000 sec): 3 clusters Score: Raw -2002770.700720 + Penalty 4639.888475 = -1998130.812245 nChanged 11 SP:Iteration 139Q (20672.510000 sec): 3 clusters Score: Raw -2002775.585905 + Penalty 4639.888475 = -1998135.697430 nChanged 8 SP:Iteration 140F (20672.650000 sec): 3 clusters Score: Raw -2002778.132179 + Penalty 4639.888475 = -1998138.243704 nChanged 5 SP:Iteration 141Q (20672.810000 sec): 3 clusters Score: Raw -2002780.085068 + Penalty 4639.888475 = -1998140.196593 nChanged 5 SP:Iteration 142Q (20673.030000 sec): 3 clusters Score: Raw -2002781.806109 + Penalty 4639.888475 = -1998141.917634 nChanged 5 SP:Iteration 143Q (20673.200000 sec): 3 clusters Score: Raw -2002783.464883 + Penalty 4639.888475 = -1998143.576408 nChanged 4 SP:Iteration 144Q (20673.400000 sec): 3 clusters Score: Raw -2002784.798256 + Penalty 4639.888475 = -1998144.909781 nChanged 5 SP:Iteration 145Q (20673.650000 sec): 3 clusters Score: Raw -2002786.528453 + Penalty 4639.888475 = -1998146.639978 nChanged 1 SP:Iteration 146Q (20673.830000 sec): 3 clusters Score: Raw -2002787.011159 + Penalty 4639.888475 = -1998147.122684 nChanged 2 SP:Iteration 147Q (20674.050000 sec): 3 clusters Score: Raw -2002787.716266 + Penalty 4639.888475 = -1998147.827791 nChanged 4 SP:Iteration 148Q (20674.250000 sec): 3 clusters Score: Raw -2002789.062949 + Penalty 4639.888475 = -1998149.174473 nChanged 4 SP:Iteration 149Q (20674.390000 sec): 3 clusters Score: Raw -2002790.582112 + Penalty 4639.888475 = -1998150.693636 nChanged 7 SP:Iteration 150Q (20674.570000 sec): 3 clusters Score: Raw -2002792.336907 + Penalty 4639.888475 = -1998152.448432 nChanged 1 SP:Iteration 151Q (20674.790000 sec): 3 clusters Score: Raw -2002792.458211 + Penalty 4639.888475 = -1998152.569736 nChanged 1 SP:Iteration 152Q (20674.970000 sec): 3 clusters Score: Raw -2002792.856030 + Penalty 4639.888475 = -1998152.967555 nChanged 2 SP:Iteration 153Q (20675.170000 sec): 3 clusters Score: Raw -2002793.414146 + Penalty 4639.888475 = -1998153.525671 nChanged 2 SP:Iteration 154Q (20675.410000 sec): 3 clusters Score: Raw -2002793.859455 + Penalty 4639.888475 = -1998153.970980 nChanged 2 SP:Iteration 155Q (20675.550000 sec): 3 clusters Score: Raw -2002794.239051 + Penalty 4639.888475 = -1998154.350576 nChanged 0 SP:Iteration 156F (20675.760000 sec): 3 clusters Score: Raw -2002794.239051 + Penalty 4639.888475 = -1998154.350576 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20675.860000 sec): 2 clusters Score: Raw -728203.923804 + Penalty 2087.508468 = -726116.415336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20676.030000 sec): 3 clusters Score: Raw -726091.317629 + Penalty 4175.016937 = -721916.300692 nChanged 1754 SP:Iteration 1F (20676.220000 sec): 3 clusters Score: Raw -727273.330426 + Penalty 4175.016937 = -723098.313489 nChanged 419 SP:Iteration 2F (20676.370000 sec): 3 clusters Score: Raw -727621.746427 + Penalty 4175.016937 = -723446.729491 nChanged 282 SP:Iteration 3F (20676.500000 sec): 3 clusters Score: Raw -727828.696176 + Penalty 4175.016937 = -723653.679240 nChanged 203 SP:Iteration 4Q (20676.650000 sec): 3 clusters Score: Raw -727981.734648 + Penalty 4175.016937 = -723806.717711 nChanged 185 SP:Iteration 5Q (20676.800000 sec): 3 clusters Score: Raw -728112.085165 + Penalty 4175.016937 = -723937.068228 nChanged 145 SP:Iteration 6Q (20677.030000 sec): 3 clusters Score: Raw -728205.793539 + Penalty 4175.016937 = -724030.776603 nChanged 132 SP:Iteration 7Q (20677.190000 sec): 3 clusters Score: Raw -728291.263323 + Penalty 4175.016937 = -724116.246386 nChanged 110 SP:Iteration 8Q (20677.360000 sec): 3 clusters Score: Raw -728365.393535 + Penalty 4175.016937 = -724190.376599 nChanged 111 SP:Iteration 9Q (20677.530000 sec): 3 clusters Score: Raw -728431.040645 + Penalty 4175.016937 = -724256.023709 nChanged 92 SP:Iteration 10Q (20677.670000 sec): 3 clusters Score: Raw -728477.666326 + Penalty 4175.016937 = -724302.649389 nChanged 56 SP:Iteration 11Q (20677.850000 sec): 3 clusters Score: Raw -728510.949653 + Penalty 4175.016937 = -724335.932716 nChanged 49 SP:Iteration 12Q (20678.010000 sec): 3 clusters Score: Raw -728532.933592 + Penalty 4175.016937 = -724357.916656 nChanged 32 SP:Iteration 13Q (20678.190000 sec): 3 clusters Score: Raw -728543.480364 + Penalty 4175.016937 = -724368.463428 nChanged 27 SP:Iteration 14Q (20678.360000 sec): 3 clusters Score: Raw -728551.574207 + Penalty 4175.016937 = -724376.557270 nChanged 9 SP:Iteration 15Q (20678.580000 sec): 3 clusters Score: Raw -728553.429767 + Penalty 4175.016937 = -724378.412831 nChanged 4 SP:Iteration 16Q (20678.720000 sec): 3 clusters Score: Raw -728555.180385 + Penalty 4175.016937 = -724380.163449 nChanged 3 SP:Iteration 17Q (20678.900000 sec): 3 clusters Score: Raw -728556.226646 + Penalty 4175.016937 = -724381.209710 nChanged 4 SP:Iteration 18Q (20679.080000 sec): 3 clusters Score: Raw -728557.288829 + Penalty 4175.016937 = -724382.271892 nChanged 3 SP:Iteration 19Q (20679.230000 sec): 3 clusters Score: Raw -728558.358631 + Penalty 4175.016937 = -724383.341694 nChanged 4 SP:Iteration 20F (20679.470000 sec): 3 clusters Score: Raw -728559.108793 + Penalty 4175.016937 = -724384.091857 nChanged 3 SP:Iteration 21Q (20679.610000 sec): 3 clusters Score: Raw -728560.077583 + Penalty 4175.016937 = -724385.060646 nChanged 5 SP:Iteration 22Q (20679.790000 sec): 3 clusters Score: Raw -728561.720960 + Penalty 4175.016937 = -724386.704023 nChanged 2 SP:Iteration 23Q (20679.980000 sec): 3 clusters Score: Raw -728562.644123 + Penalty 4175.016937 = -724387.627186 nChanged 4 SP:Iteration 24Q (20680.170000 sec): 3 clusters Score: Raw -728564.101177 + Penalty 4175.016937 = -724389.084240 nChanged 7 SP:Iteration 25Q (20680.300000 sec): 3 clusters Score: Raw -728566.928411 + Penalty 4175.016937 = -724391.911474 nChanged 8 SP:Iteration 26Q (20680.470000 sec): 3 clusters Score: Raw -728569.490445 + Penalty 4175.016937 = -724394.473508 nChanged 6 SP:Iteration 27Q (20680.650000 sec): 3 clusters Score: Raw -728571.149259 + Penalty 4175.016937 = -724396.132322 nChanged 4 SP:Iteration 28Q (20680.790000 sec): 3 clusters Score: Raw -728571.891931 + Penalty 4175.016937 = -724396.874995 nChanged 1 SP:Iteration 29Q (20680.960000 sec): 3 clusters Score: Raw -728572.350879 + Penalty 4175.016937 = -724397.333942 nChanged 0 SP:Iteration 30F (20681.120000 sec): 3 clusters Score: Raw -728572.350879 + Penalty 4175.016937 = -724397.333942 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (36057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20681.430000 sec): 2 clusters Score: Raw -5936363.535502 + Penalty 2602.228362 = -5933761.307140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20681.810000 sec): 3 clusters Score: Raw -5914460.857424 + Penalty 5204.456724 = -5909256.400700 nChanged 16332 SP:Iteration 1F (20682.230000 sec): 3 clusters Score: Raw -5923254.349850 + Penalty 5204.456724 = -5918049.893126 nChanged 1525 SP:Iteration 2Q (20682.640000 sec): 3 clusters Score: Raw -5923705.845163 + Penalty 5204.456724 = -5918501.388439 nChanged 1435 SP:Iteration 3Q (20682.990000 sec): 3 clusters Score: Raw -5924155.972828 + Penalty 5204.456724 = -5918951.516104 nChanged 1433 SP:Iteration 4Q (20683.460000 sec): 3 clusters Score: Raw -5924647.230626 + Penalty 5204.456724 = -5919442.773902 nChanged 1475 SP:Iteration 5Q (20683.910000 sec): 3 clusters Score: Raw -5925221.085930 + Penalty 5204.456724 = -5920016.629206 nChanged 1619 SP:Iteration 6Q (20684.310000 sec): 3 clusters Score: Raw -5925957.181650 + Penalty 5204.456724 = -5920752.724926 nChanged 1950 SP:Iteration 7F (20684.680000 sec): 3 clusters Score: Raw -5927052.583558 + Penalty 5204.456724 = -5921848.126834 nChanged 2229 SP:Iteration 8F (20685.110000 sec): 3 clusters Score: Raw -5928493.160659 + Penalty 5204.456724 = -5923288.703935 nChanged 2375 SP:Iteration 9F (20685.490000 sec): 3 clusters Score: Raw -5930330.744483 + Penalty 5204.456724 = -5925126.287759 nChanged 2292 SP:Iteration 10F (20685.930000 sec): 3 clusters Score: Raw -5932339.668615 + Penalty 5204.456724 = -5927135.211891 nChanged 1832 SP:Iteration 11F (20686.300000 sec): 3 clusters Score: Raw -5934201.507901 + Penalty 5204.456724 = -5928997.051177 nChanged 1174 SP:Iteration 12Q (20686.720000 sec): 3 clusters Score: Raw -5935713.554691 + Penalty 5204.456724 = -5930509.097967 nChanged 671 SP:Iteration 13Q (20687.050000 sec): 3 clusters Score: Raw -5936588.220878 + Penalty 5204.456724 = -5931383.764154 nChanged 435 SP:Iteration 14Q (20687.420000 sec): 3 clusters Score: Raw -5936927.519180 + Penalty 5204.456724 = -5931723.062456 nChanged 260 SP:Iteration 15Q (20687.790000 sec): 3 clusters Score: Raw -5937081.250927 + Penalty 5204.456724 = -5931876.794203 nChanged 181 SP:Iteration 16Q (20688.150000 sec): 3 clusters Score: Raw -5937164.168456 + Penalty 5204.456724 = -5931959.711732 nChanged 122 SP:Iteration 17Q (20688.490000 sec): 3 clusters Score: Raw -5937212.749872 + Penalty 5204.456724 = -5932008.293147 nChanged 91 SP:Iteration 18Q (20688.910000 sec): 3 clusters Score: Raw -5937250.231358 + Penalty 5204.456724 = -5932045.774634 nChanged 92 SP:Iteration 19Q (20689.250000 sec): 3 clusters Score: Raw -5937286.463691 + Penalty 5204.456724 = -5932082.006967 nChanged 72 SP:Iteration 20F (20689.650000 sec): 3 clusters Score: Raw -5937313.525082 + Penalty 5204.456724 = -5932109.068358 nChanged 53 SP:Iteration 21Q (20690.010000 sec): 3 clusters Score: Raw -5937328.749753 + Penalty 5204.456724 = -5932124.293028 nChanged 44 SP:Iteration 22Q (20690.350000 sec): 3 clusters Score: Raw -5937341.812057 + Penalty 5204.456724 = -5932137.355333 nChanged 45 SP:Iteration 23Q (20690.710000 sec): 3 clusters Score: Raw -5937354.539854 + Penalty 5204.456724 = -5932150.083130 nChanged 41 SP:Iteration 24Q (20691.090000 sec): 3 clusters Score: Raw -5937365.995716 + Penalty 5204.456724 = -5932161.538992 nChanged 33 SP:Iteration 25Q (20691.450000 sec): 3 clusters Score: Raw -5937375.035641 + Penalty 5204.456724 = -5932170.578917 nChanged 35 SP:Iteration 26Q (20691.800000 sec): 3 clusters Score: Raw -5937385.444911 + Penalty 5204.456724 = -5932180.988187 nChanged 33 SP:Iteration 27Q (20692.150000 sec): 3 clusters Score: Raw -5937394.888010 + Penalty 5204.456724 = -5932190.431286 nChanged 27 SP:Iteration 28Q (20692.470000 sec): 3 clusters Score: Raw -5937401.601143 + Penalty 5204.456724 = -5932197.144419 nChanged 22 SP:Iteration 29Q (20692.850000 sec): 3 clusters Score: Raw -5937406.903930 + Penalty 5204.456724 = -5932202.447205 nChanged 27 SP:Iteration 30Q (20693.200000 sec): 3 clusters Score: Raw -5937412.970910 + Penalty 5204.456724 = -5932208.514186 nChanged 20 SP:Iteration 31Q (20693.560000 sec): 3 clusters Score: Raw -5937416.820639 + Penalty 5204.456724 = -5932212.363915 nChanged 17 SP:Iteration 32Q (20693.910000 sec): 3 clusters Score: Raw -5937420.105435 + Penalty 5204.456724 = -5932215.648711 nChanged 15 SP:Iteration 33Q (20694.290000 sec): 3 clusters Score: Raw -5937422.912256 + Penalty 5204.456724 = -5932218.455532 nChanged 9 SP:Iteration 34Q (20694.630000 sec): 3 clusters Score: Raw -5937425.489099 + Penalty 5204.456724 = -5932221.032375 nChanged 17 SP:Iteration 35Q (20694.980000 sec): 3 clusters Score: Raw -5937429.613414 + Penalty 5204.456724 = -5932225.156690 nChanged 24 SP:Iteration 36Q (20695.330000 sec): 3 clusters Score: Raw -5937437.116459 + Penalty 5204.456724 = -5932232.659735 nChanged 25 SP:Iteration 37Q (20695.660000 sec): 3 clusters Score: Raw -5937443.156621 + Penalty 5204.456724 = -5932238.699897 nChanged 20 SP:Iteration 38Q (20696.070000 sec): 3 clusters Score: Raw -5937447.836517 + Penalty 5204.456724 = -5932243.379792 nChanged 13 SP:Iteration 39Q (20696.400000 sec): 3 clusters Score: Raw -5937450.849169 + Penalty 5204.456724 = -5932246.392445 nChanged 9 SP:Iteration 40F (20696.810000 sec): 3 clusters Score: Raw -5937453.258242 + Penalty 5204.456724 = -5932248.801518 nChanged 13 SP:Iteration 41Q (20697.160000 sec): 3 clusters Score: Raw -5937456.884311 + Penalty 5204.456724 = -5932252.427587 nChanged 7 SP:Iteration 42Q (20697.480000 sec): 3 clusters Score: Raw -5937457.941274 + Penalty 5204.456724 = -5932253.484550 nChanged 4 SP:Iteration 43Q (20697.840000 sec): 3 clusters Score: Raw -5937458.588427 + Penalty 5204.456724 = -5932254.131703 nChanged 7 SP:Iteration 44Q (20698.240000 sec): 3 clusters Score: Raw -5937459.967139 + Penalty 5204.456724 = -5932255.510415 nChanged 4 SP:Iteration 45Q (20698.640000 sec): 3 clusters Score: Raw -5937460.869682 + Penalty 5204.456724 = -5932256.412958 nChanged 1 SP:Iteration 46Q (20699.020000 sec): 3 clusters Score: Raw -5937461.162978 + Penalty 5204.456724 = -5932256.706253 nChanged 1 SP:Iteration 47Q (20699.420000 sec): 3 clusters Score: Raw -5937461.389445 + Penalty 5204.456724 = -5932256.932721 nChanged 2 SP:Iteration 48Q (20699.750000 sec): 3 clusters Score: Raw -5937461.949292 + Penalty 5204.456724 = -5932257.492568 nChanged 4 SP:Iteration 49Q (20700.140000 sec): 3 clusters Score: Raw -5937462.561527 + Penalty 5204.456724 = -5932258.104803 nChanged 2 SP:Iteration 50Q (20700.540000 sec): 3 clusters Score: Raw -5937462.723055 + Penalty 5204.456724 = -5932258.266331 nChanged 1 SP:Iteration 51Q (20700.860000 sec): 3 clusters Score: Raw -5937462.935937 + Penalty 5204.456724 = -5932258.479213 nChanged 2 SP:Iteration 52Q (20701.200000 sec): 3 clusters Score: Raw -5937463.309283 + Penalty 5204.456724 = -5932258.852559 nChanged 2 SP:Iteration 53Q (20701.560000 sec): 3 clusters Score: Raw -5937463.941771 + Penalty 5204.456724 = -5932259.485047 nChanged 3 SP:Iteration 54Q (20701.950000 sec): 3 clusters Score: Raw -5937464.426586 + Penalty 5204.456724 = -5932259.969862 nChanged 2 SP:Iteration 55Q (20702.300000 sec): 3 clusters Score: Raw -5937464.891433 + Penalty 5204.456724 = -5932260.434709 nChanged 3 SP:Iteration 56Q (20702.700000 sec): 3 clusters Score: Raw -5937465.525032 + Penalty 5204.456724 = -5932261.068308 nChanged 2 SP:Iteration 57Q (20703.120000 sec): 3 clusters Score: Raw -5937465.845504 + Penalty 5204.456724 = -5932261.388780 nChanged 0 SP:Iteration 58F (20703.480000 sec): 3 clusters Score: Raw -5937465.845504 + Penalty 5204.456724 = -5932261.388780 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20703.590000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20703.740000 sec): 3 clusters Score: Raw -153154.035215 + Penalty 3389.183739 = -149764.851475 nChanged 223 SP:Iteration 1F (20703.950000 sec): 3 clusters Score: Raw -153399.907036 + Penalty 3389.183739 = -150010.723297 nChanged 49 SP:Iteration 2F (20704.110000 sec): 3 clusters Score: Raw -153468.373887 + Penalty 3389.183739 = -150079.190147 nChanged 24 SP:Iteration 3Q (20704.280000 sec): 3 clusters Score: Raw -153497.020544 + Penalty 3389.183739 = -150107.836805 nChanged 10 SP:Iteration 4Q (20704.440000 sec): 3 clusters Score: Raw -153509.250055 + Penalty 3389.183739 = -150120.066315 nChanged 6 SP:Iteration 5Q (20704.590000 sec): 3 clusters Score: Raw -153513.608923 + Penalty 3389.183739 = -150124.425183 nChanged 1 SP:Iteration 6Q (20704.770000 sec): 3 clusters Score: Raw -153514.105786 + Penalty 3389.183739 = -150124.922046 nChanged 0 SP:Iteration 7F (20704.940000 sec): 3 clusters Score: Raw -153514.105786 + Penalty 3389.183739 = -150124.922046 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20705.030000 sec): 2 clusters Score: Raw -34515.758465 + Penalty 1351.857536 = -33163.900929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20705.230000 sec): 3 clusters Score: Raw -34657.029645 + Penalty 2703.715073 = -31953.314572 nChanged 17 SP:Iteration 1F (20705.370000 sec): 3 clusters Score: Raw -34739.861545 + Penalty 2703.715073 = -32036.146472 nChanged 3 SP:Iteration 2Q (20705.530000 sec): 3 clusters Score: Raw -34752.033006 + Penalty 2703.715073 = -32048.317933 nChanged 0 SP:Iteration 3F (20705.670000 sec): 3 clusters Score: Raw -34752.033006 + Penalty 2703.715073 = -32048.317933 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20705.770000 sec): 2 clusters Score: Raw -72281.644107 + Penalty 1531.098954 = -70750.545153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20705.940000 sec): 3 clusters Score: Raw -72367.012916 + Penalty 3062.197908 = -69304.815009 nChanged 97 SP:Iteration 1F (20706.140000 sec): 3 clusters Score: Raw -72685.654250 + Penalty 3062.197908 = -69623.456342 nChanged 32 SP:Iteration 2F (20706.290000 sec): 3 clusters Score: Raw -72826.859153 + Penalty 3062.197908 = -69764.661245 nChanged 20 SP:Iteration 3Q (20706.440000 sec): 3 clusters Score: Raw -72917.294868 + Penalty 3062.197908 = -69855.096961 nChanged 18 SP:Iteration 4Q (20706.600000 sec): 3 clusters Score: Raw -72969.355628 + Penalty 3062.197908 = -69907.157721 nChanged 12 SP:Iteration 5Q (20706.730000 sec): 3 clusters Score: Raw -73042.029609 + Penalty 3062.197908 = -69979.831702 nChanged 12 SP:Iteration 6Q (20706.860000 sec): 3 clusters Score: Raw -73098.596218 + Penalty 3062.197908 = -70036.398310 nChanged 8 SP:Iteration 7Q (20706.990000 sec): 3 clusters Score: Raw -73145.572456 + Penalty 3062.197908 = -70083.374548 nChanged 5 SP:Iteration 8Q (20707.120000 sec): 3 clusters Score: Raw -73162.477616 + Penalty 3062.197908 = -70100.279708 nChanged 4 SP:Iteration 9Q (20707.250000 sec): 3 clusters Score: Raw -73185.012647 + Penalty 3062.197908 = -70122.814739 nChanged 6 SP:Iteration 10Q (20707.420000 sec): 3 clusters Score: Raw -73208.752997 + Penalty 3062.197908 = -70146.555089 nChanged 4 SP:Iteration 11Q (20707.600000 sec): 3 clusters Score: Raw -73220.416729 + Penalty 3062.197908 = -70158.218822 nChanged 2 SP:Iteration 12Q (20707.790000 sec): 3 clusters Score: Raw -73226.152514 + Penalty 3062.197908 = -70163.954607 nChanged 3 SP:Iteration 13Q (20707.910000 sec): 3 clusters Score: Raw -73235.103811 + Penalty 3062.197908 = -70172.905903 nChanged 3 SP:Iteration 14Q (20708.030000 sec): 3 clusters Score: Raw -73240.381578 + Penalty 3062.197908 = -70178.183671 nChanged 1 SP:Iteration 15Q (20708.210000 sec): 3 clusters Score: Raw -73242.912861 + Penalty 3062.197908 = -70180.714954 nChanged 0 SP:Iteration 16F (20708.360000 sec): 3 clusters Score: Raw -73242.912861 + Penalty 3062.197908 = -70180.714954 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20708.540000 sec): 2 clusters Score: Raw -2658287.705825 + Penalty 2395.525172 = -2655892.180653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20708.810000 sec): 3 clusters Score: Raw -2649448.034696 + Penalty 4791.050345 = -2644656.984352 nChanged 6791 SP:Iteration 1F (20709.070000 sec): 3 clusters Score: Raw -2652997.439879 + Penalty 4791.050345 = -2648206.389535 nChanged 939 SP:Iteration 2F (20709.380000 sec): 3 clusters Score: Raw -2653362.575382 + Penalty 4791.050345 = -2648571.525038 nChanged 734 SP:Iteration 3Q (20709.690000 sec): 3 clusters Score: Raw -2653651.589102 + Penalty 4791.050345 = -2648860.538757 nChanged 660 SP:Iteration 4Q (20709.980000 sec): 3 clusters Score: Raw -2653875.306106 + Penalty 4791.050345 = -2649084.255762 nChanged 540 SP:Iteration 5Q (20710.280000 sec): 3 clusters Score: Raw -2654056.304540 + Penalty 4791.050345 = -2649265.254196 nChanged 523 SP:Iteration 6Q (20710.620000 sec): 3 clusters Score: Raw -2654236.718469 + Penalty 4791.050345 = -2649445.668125 nChanged 500 SP:Iteration 7Q (20710.880000 sec): 3 clusters Score: Raw -2654413.499317 + Penalty 4791.050345 = -2649622.448972 nChanged 507 SP:Iteration 8Q (20711.190000 sec): 3 clusters Score: Raw -2654599.819820 + Penalty 4791.050345 = -2649808.769476 nChanged 518 SP:Iteration 9Q (20711.460000 sec): 3 clusters Score: Raw -2654808.757133 + Penalty 4791.050345 = -2650017.706789 nChanged 522 SP:Iteration 10Q (20711.760000 sec): 3 clusters Score: Raw -2655016.370263 + Penalty 4791.050345 = -2650225.319919 nChanged 547 SP:Iteration 11Q (20712.070000 sec): 3 clusters Score: Raw -2655264.714012 + Penalty 4791.050345 = -2650473.663667 nChanged 566 SP:Iteration 12Q (20712.380000 sec): 3 clusters Score: Raw -2655553.129741 + Penalty 4791.050345 = -2650762.079397 nChanged 570 SP:Iteration 13Q (20712.620000 sec): 3 clusters Score: Raw -2655882.835514 + Penalty 4791.050345 = -2651091.785169 nChanged 627 SP:Iteration 14Q (20712.930000 sec): 3 clusters Score: Raw -2656251.152159 + Penalty 4791.050345 = -2651460.101814 nChanged 570 SP:Iteration 15Q (20713.250000 sec): 3 clusters Score: Raw -2656599.297639 + Penalty 4791.050345 = -2651808.247295 nChanged 549 SP:Iteration 16Q (20713.600000 sec): 3 clusters Score: Raw -2656976.966187 + Penalty 4791.050345 = -2652185.915843 nChanged 500 SP:Iteration 17Q (20713.880000 sec): 3 clusters Score: Raw -2657331.901970 + Penalty 4791.050345 = -2652540.851626 nChanged 419 SP:Iteration 18Q (20714.170000 sec): 3 clusters Score: Raw -2657636.672581 + Penalty 4791.050345 = -2652845.622237 nChanged 303 SP:Iteration 19Q (20714.470000 sec): 3 clusters Score: Raw -2657866.848243 + Penalty 4791.050345 = -2653075.797898 nChanged 265 SP:Iteration 20F (20714.780000 sec): 3 clusters Score: Raw -2658066.696130 + Penalty 4791.050345 = -2653275.645786 nChanged 196 SP:Iteration 21Q (20715.120000 sec): 3 clusters Score: Raw -2658220.760209 + Penalty 4791.050345 = -2653429.709865 nChanged 132 SP:Iteration 22Q (20715.310000 sec): 3 clusters Score: Raw -2658330.893763 + Penalty 4791.050345 = -2653539.843418 nChanged 89 SP:Iteration 23Q (20715.560000 sec): 3 clusters Score: Raw -2658412.814770 + Penalty 4791.050345 = -2653621.764426 nChanged 65 SP:Iteration 24Q (20715.810000 sec): 3 clusters Score: Raw -2658474.656873 + Penalty 4791.050345 = -2653683.606528 nChanged 54 SP:Iteration 25Q (20716.060000 sec): 3 clusters Score: Raw -2658518.490754 + Penalty 4791.050345 = -2653727.440409 nChanged 44 SP:Iteration 26Q (20716.310000 sec): 3 clusters Score: Raw -2658550.815529 + Penalty 4791.050345 = -2653759.765185 nChanged 23 SP:Iteration 27Q (20716.550000 sec): 3 clusters Score: Raw -2658569.335520 + Penalty 4791.050345 = -2653778.285175 nChanged 21 SP:Iteration 28Q (20716.800000 sec): 3 clusters Score: Raw -2658584.709671 + Penalty 4791.050345 = -2653793.659327 nChanged 20 SP:Iteration 29Q (20717.050000 sec): 3 clusters Score: Raw -2658597.537412 + Penalty 4791.050345 = -2653806.487068 nChanged 12 SP:Iteration 30Q (20717.300000 sec): 3 clusters Score: Raw -2658606.507619 + Penalty 4791.050345 = -2653815.457275 nChanged 14 SP:Iteration 31Q (20717.590000 sec): 3 clusters Score: Raw -2658618.893910 + Penalty 4791.050345 = -2653827.843565 nChanged 12 SP:Iteration 32Q (20717.770000 sec): 3 clusters Score: Raw -2658626.883652 + Penalty 4791.050345 = -2653835.833308 nChanged 4 SP:Iteration 33Q (20718.030000 sec): 3 clusters Score: Raw -2658628.724859 + Penalty 4791.050345 = -2653837.674514 nChanged 5 SP:Iteration 34Q (20718.310000 sec): 3 clusters Score: Raw -2658632.460531 + Penalty 4791.050345 = -2653841.410186 nChanged 3 SP:Iteration 35Q (20718.530000 sec): 3 clusters Score: Raw -2658635.512488 + Penalty 4791.050345 = -2653844.462143 nChanged 3 SP:Iteration 36Q (20718.850000 sec): 3 clusters Score: Raw -2658638.796083 + Penalty 4791.050345 = -2653847.745739 nChanged 4 SP:Iteration 37Q (20719.060000 sec): 3 clusters Score: Raw -2658641.863528 + Penalty 4791.050345 = -2653850.813183 nChanged 3 SP:Iteration 38Q (20719.340000 sec): 3 clusters Score: Raw -2658643.716058 + Penalty 4791.050345 = -2653852.665713 nChanged 2 SP:Iteration 39Q (20719.570000 sec): 3 clusters Score: Raw -2658644.484010 + Penalty 4791.050345 = -2653853.433665 nChanged 2 SP:Iteration 40F (20719.840000 sec): 3 clusters Score: Raw -2658645.633510 + Penalty 4791.050345 = -2653854.583166 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20719.910000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20720.070000 sec): 3 clusters Score: Raw -46428.960793 + Penalty 2851.698921 = -43577.261872 nChanged 36 SP:Iteration 1F (20720.210000 sec): 3 clusters Score: Raw -46621.261375 + Penalty 2851.698921 = -43769.562454 nChanged 11 SP:Iteration 2Q (20720.370000 sec): 3 clusters Score: Raw -46807.330039 + Penalty 2851.698921 = -43955.631118 nChanged 9 SP:Iteration 3Q (20720.530000 sec): 3 clusters Score: Raw -46841.291674 + Penalty 2851.698921 = -43989.592753 nChanged 8 SP:Iteration 4Q (20720.720000 sec): 3 clusters Score: Raw -46874.985450 + Penalty 2851.698921 = -44023.286529 nChanged 3 SP:Iteration 5Q (20720.840000 sec): 3 clusters Score: Raw -46889.937364 + Penalty 2851.698921 = -44038.238443 nChanged 3 SP:Iteration 6Q (20720.970000 sec): 3 clusters Score: Raw -46897.752766 + Penalty 2851.698921 = -44046.053845 nChanged 2 SP:Iteration 7Q (20721.100000 sec): 3 clusters Score: Raw -46904.054907 + Penalty 2851.698921 = -44052.355986 nChanged 1 SP:Iteration 8Q (20721.300000 sec): 3 clusters Score: Raw -46908.234282 + Penalty 2851.698921 = -44056.535361 nChanged 0 SP:Iteration 9F (20721.410000 sec): 3 clusters Score: Raw -46908.234282 + Penalty 2851.698921 = -44056.535361 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20721.510000 sec): 2 clusters Score: Raw -686115.827485 + Penalty 2045.700102 = -684070.127383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20721.750000 sec): 3 clusters Score: Raw -684322.615278 + Penalty 4091.400204 = -680231.215074 nChanged 1409 SP:Iteration 1F (20721.950000 sec): 3 clusters Score: Raw -685206.850068 + Penalty 4091.400204 = -681115.449864 nChanged 289 SP:Iteration 2F (20722.160000 sec): 3 clusters Score: Raw -685389.729408 + Penalty 4091.400204 = -681298.329204 nChanged 176 SP:Iteration 3Q (20722.360000 sec): 3 clusters Score: Raw -685485.673553 + Penalty 4091.400204 = -681394.273349 nChanged 114 SP:Iteration 4Q (20722.510000 sec): 3 clusters Score: Raw -685544.218871 + Penalty 4091.400204 = -681452.818667 nChanged 83 SP:Iteration 5Q (20722.720000 sec): 3 clusters Score: Raw -685582.714734 + Penalty 4091.400204 = -681491.314530 nChanged 60 SP:Iteration 6Q (20722.910000 sec): 3 clusters Score: Raw -685608.434463 + Penalty 4091.400204 = -681517.034259 nChanged 45 SP:Iteration 7Q (20723.090000 sec): 3 clusters Score: Raw -685629.012610 + Penalty 4091.400204 = -681537.612406 nChanged 44 SP:Iteration 8Q (20723.230000 sec): 3 clusters Score: Raw -685650.049408 + Penalty 4091.400204 = -681558.649204 nChanged 39 SP:Iteration 9Q (20723.430000 sec): 3 clusters Score: Raw -685670.088280 + Penalty 4091.400204 = -681578.688076 nChanged 39 SP:Iteration 10Q (20723.580000 sec): 3 clusters Score: Raw -685692.137258 + Penalty 4091.400204 = -681600.737054 nChanged 43 SP:Iteration 11Q (20723.790000 sec): 3 clusters Score: Raw -685719.740140 + Penalty 4091.400204 = -681628.339936 nChanged 45 SP:Iteration 12Q (20723.960000 sec): 3 clusters Score: Raw -685748.880067 + Penalty 4091.400204 = -681657.479863 nChanged 43 SP:Iteration 13Q (20724.130000 sec): 3 clusters Score: Raw -685787.037826 + Penalty 4091.400204 = -681695.637622 nChanged 58 SP:Iteration 14Q (20724.360000 sec): 3 clusters Score: Raw -685827.974489 + Penalty 4091.400204 = -681736.574285 nChanged 54 SP:Iteration 15Q (20724.530000 sec): 3 clusters Score: Raw -685876.204717 + Penalty 4091.400204 = -681784.804513 nChanged 68 SP:Iteration 16Q (20724.740000 sec): 3 clusters Score: Raw -685937.722554 + Penalty 4091.400204 = -681846.322350 nChanged 64 SP:Iteration 17Q (20724.900000 sec): 3 clusters Score: Raw -685994.023718 + Penalty 4091.400204 = -681902.623515 nChanged 69 SP:Iteration 18Q (20725.080000 sec): 3 clusters Score: Raw -686042.199442 + Penalty 4091.400204 = -681950.799238 nChanged 75 SP:Iteration 19Q (20725.260000 sec): 3 clusters Score: Raw -686093.715316 + Penalty 4091.400204 = -682002.315112 nChanged 78 SP:Iteration 20F (20725.430000 sec): 3 clusters Score: Raw -686152.387706 + Penalty 4091.400204 = -682060.987502 nChanged 84 SP:Iteration 21Q (20725.580000 sec): 3 clusters Score: Raw -686219.145742 + Penalty 4091.400204 = -682127.745538 nChanged 99 SP:Iteration 22Q (20725.710000 sec): 3 clusters Score: Raw -686292.494540 + Penalty 4091.400204 = -682201.094336 nChanged 98 SP:Iteration 23Q (20725.840000 sec): 3 clusters Score: Raw -686358.317343 + Penalty 4091.400204 = -682266.917139 nChanged 91 SP:Iteration 24Q (20726.020000 sec): 3 clusters Score: Raw -686413.830253 + Penalty 4091.400204 = -682322.430049 nChanged 67 SP:Iteration 25Q (20726.210000 sec): 3 clusters Score: Raw -686455.782886 + Penalty 4091.400204 = -682364.382682 nChanged 74 SP:Iteration 26Q (20726.410000 sec): 3 clusters Score: Raw -686503.555937 + Penalty 4091.400204 = -682412.155733 nChanged 89 SP:Iteration 27Q (20726.580000 sec): 3 clusters Score: Raw -686559.864907 + Penalty 4091.400204 = -682468.464703 nChanged 82 SP:Iteration 28Q (20726.760000 sec): 3 clusters Score: Raw -686617.256781 + Penalty 4091.400204 = -682525.856577 nChanged 89 SP:Iteration 29Q (20726.930000 sec): 3 clusters Score: Raw -686675.335414 + Penalty 4091.400204 = -682583.935210 nChanged 91 SP:Iteration 30Q (20727.070000 sec): 3 clusters Score: Raw -686741.767407 + Penalty 4091.400204 = -682650.367203 nChanged 80 SP:Iteration 31Q (20727.210000 sec): 3 clusters Score: Raw -686797.151270 + Penalty 4091.400204 = -682705.751066 nChanged 82 SP:Iteration 32Q (20727.380000 sec): 3 clusters Score: Raw -686853.950790 + Penalty 4091.400204 = -682762.550586 nChanged 73 SP:Iteration 33Q (20727.570000 sec): 3 clusters Score: Raw -686897.892421 + Penalty 4091.400204 = -682806.492218 nChanged 59 SP:Iteration 34Q (20727.740000 sec): 3 clusters Score: Raw -686936.929311 + Penalty 4091.400204 = -682845.529107 nChanged 60 SP:Iteration 35Q (20727.980000 sec): 3 clusters Score: Raw -686970.809973 + Penalty 4091.400204 = -682879.409769 nChanged 47 SP:Iteration 36Q (20728.180000 sec): 3 clusters Score: Raw -686995.547280 + Penalty 4091.400204 = -682904.147076 nChanged 28 SP:Iteration 37Q (20728.360000 sec): 3 clusters Score: Raw -687009.904850 + Penalty 4091.400204 = -682918.504646 nChanged 28 SP:Iteration 38Q (20728.490000 sec): 3 clusters Score: Raw -687022.564610 + Penalty 4091.400204 = -682931.164406 nChanged 21 SP:Iteration 39Q (20728.700000 sec): 3 clusters Score: Raw -687033.030532 + Penalty 4091.400204 = -682941.630328 nChanged 21 SP:Iteration 40F (20728.860000 sec): 3 clusters Score: Raw -687042.615708 + Penalty 4091.400204 = -682951.215504 nChanged 12 SP:Iteration 41Q (20729.010000 sec): 3 clusters Score: Raw -687047.652445 + Penalty 4091.400204 = -682956.252241 nChanged 14 SP:Iteration 42Q (20729.240000 sec): 3 clusters Score: Raw -687053.748983 + Penalty 4091.400204 = -682962.348779 nChanged 9 SP:Iteration 43Q (20729.410000 sec): 3 clusters Score: Raw -687057.228418 + Penalty 4091.400204 = -682965.828214 nChanged 5 SP:Iteration 44Q (20729.600000 sec): 3 clusters Score: Raw -687058.939645 + Penalty 4091.400204 = -682967.539441 nChanged 7 SP:Iteration 45Q (20729.780000 sec): 3 clusters Score: Raw -687061.591220 + Penalty 4091.400204 = -682970.191016 nChanged 1 SP:Iteration 46Q (20729.950000 sec): 3 clusters Score: Raw -687061.882667 + Penalty 4091.400204 = -682970.482463 nChanged 1 SP:Iteration 47Q (20730.140000 sec): 3 clusters Score: Raw -687062.158378 + Penalty 4091.400204 = -682970.758174 nChanged 2 SP:Iteration 48Q (20730.340000 sec): 3 clusters Score: Raw -687062.741155 + Penalty 4091.400204 = -682971.340951 nChanged 0 SP:Iteration 49F (20730.580000 sec): 3 clusters Score: Raw -687062.741155 + Penalty 4091.400204 = -682971.340951 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20730.630000 sec): 2 clusters Score: Raw -14538.685604 + Penalty 1237.627282 = -13301.058322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20730.840000 sec): 3 clusters Score: Raw -14961.564717 + Penalty 2475.254563 = -12486.310154 nChanged 17 SP:Iteration 1F (20731.020000 sec): 3 clusters Score: Raw -15036.743356 + Penalty 2475.254563 = -12561.488793 nChanged 2 SP:Iteration 2Q (20731.160000 sec): 3 clusters Score: Raw -15043.142388 + Penalty 2475.254563 = -12567.887825 nChanged 0 SP:Iteration 3F (20731.270000 sec): 3 clusters Score: Raw -15043.142388 + Penalty 2475.254563 = -12567.887825 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20731.340000 sec): 2 clusters Score: Raw -31947.905477 + Penalty 1327.260817 = -30620.644660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20731.500000 sec): 3 clusters Score: Raw -32182.503381 + Penalty 2654.521634 = -29527.981747 nChanged 15 SP:Iteration 1F (20731.650000 sec): 3 clusters Score: Raw -32277.974065 + Penalty 2654.521634 = -29623.452431 nChanged 8 SP:Iteration 2Q (20731.830000 sec): 3 clusters Score: Raw -32364.132271 + Penalty 2654.521634 = -29709.610637 nChanged 1 SP:Iteration 3Q (20731.970000 sec): 3 clusters Score: Raw -32369.073694 + Penalty 2654.521634 = -29714.552060 nChanged 0 SP:Iteration 4F (20732.200000 sec): 3 clusters Score: Raw -32369.073694 + Penalty 2654.521634 = -29714.552060 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20732.240000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20732.440000 sec): 3 clusters Score: Raw -54124.802321 + Penalty 2894.066126 = -51230.736195 nChanged 45 SP:Iteration 1F (20732.580000 sec): 3 clusters Score: Raw -54240.398546 + Penalty 2894.066126 = -51346.332420 nChanged 14 SP:Iteration 2Q (20732.750000 sec): 3 clusters Score: Raw -54277.810338 + Penalty 2894.066126 = -51383.744212 nChanged 6 SP:Iteration 3Q (20732.920000 sec): 3 clusters Score: Raw -54293.569937 + Penalty 2894.066126 = -51399.503812 nChanged 3 SP:Iteration 4Q (20733.110000 sec): 3 clusters Score: Raw -54301.071297 + Penalty 2894.066126 = -51407.005172 nChanged 3 SP:Iteration 5Q (20733.210000 sec): 3 clusters Score: Raw -54307.245688 + Penalty 2894.066126 = -51413.179563 nChanged 1 SP:Iteration 6Q (20733.340000 sec): 3 clusters Score: Raw -54309.203705 + Penalty 2894.066126 = -51415.137580 nChanged 1 SP:Iteration 7Q (20733.490000 sec): 3 clusters Score: Raw -54312.047520 + Penalty 2894.066126 = -51417.981395 nChanged 0 SP:Iteration 8F (20733.620000 sec): 3 clusters Score: Raw -54312.047520 + Penalty 2894.066126 = -51417.981395 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.680000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.800000 sec): 3 clusters Score: Raw -23205.184318 + Penalty 2495.097209 = -20710.087109 nChanged 9 SP:Iteration 1F (20733.980000 sec): 3 clusters Score: Raw -23247.903326 + Penalty 2495.097209 = -20752.806117 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20734.560000 sec): 2 clusters Score: Raw -17740812.327256 + Penalty 2861.488920 = -17737950.838337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20735.360000 sec): 3 clusters Score: Raw -17674978.282954 + Penalty 5722.977839 = -17669255.305115 nChanged 48549 SP:Iteration 1F (20736.190000 sec): 3 clusters Score: Raw -17702566.623109 + Penalty 5722.977839 = -17696843.645270 nChanged 2942 SP:Iteration 2Q (20737.040000 sec): 3 clusters Score: Raw -17703161.078942 + Penalty 5722.977839 = -17697438.101102 nChanged 2896 SP:Iteration 3Q (20737.990000 sec): 3 clusters Score: Raw -17703755.542983 + Penalty 5722.977839 = -17698032.565143 nChanged 2906 SP:Iteration 4Q (20739.010000 sec): 3 clusters Score: Raw -17704399.404633 + Penalty 5722.977839 = -17698676.426794 nChanged 3010 SP:Iteration 5Q (20739.990000 sec): 3 clusters Score: Raw -17705170.517867 + Penalty 5722.977839 = -17699447.540028 nChanged 3408 SP:Iteration 6Q (20740.890000 sec): 3 clusters Score: Raw -17706334.541244 + Penalty 5722.977839 = -17700611.563404 nChanged 4319 SP:Iteration 7Q (20741.810000 sec): 3 clusters Score: Raw -17708268.772462 + Penalty 5722.977839 = -17702545.794623 nChanged 5592 SP:Iteration 8F (20742.670000 sec): 3 clusters Score: Raw -17711516.701098 + Penalty 5722.977839 = -17705793.723259 nChanged 7078 SP:Iteration 9F (20743.580000 sec): 3 clusters Score: Raw -17716750.720816 + Penalty 5722.977839 = -17711027.742976 nChanged 8046 SP:Iteration 10F (20744.510000 sec): 3 clusters Score: Raw -17723780.470468 + Penalty 5722.977839 = -17718057.492629 nChanged 7346 SP:Iteration 11F (20745.330000 sec): 3 clusters Score: Raw -17730602.331092 + Penalty 5722.977839 = -17724879.353253 nChanged 5401 SP:Iteration 12F (20746.200000 sec): 3 clusters Score: Raw -17735759.752192 + Penalty 5722.977839 = -17730036.774353 nChanged 3173 SP:Iteration 13Q (20747.070000 sec): 3 clusters Score: Raw -17738687.154391 + Penalty 5722.977839 = -17732964.176551 nChanged 1548 SP:Iteration 14Q (20747.890000 sec): 3 clusters Score: Raw -17740020.812630 + Penalty 5722.977839 = -17734297.834791 nChanged 659 SP:Iteration 15Q (20748.710000 sec): 3 clusters Score: Raw -17740611.832174 + Penalty 5722.977839 = -17734888.854334 nChanged 271 SP:Iteration 16Q (20749.580000 sec): 3 clusters Score: Raw -17740868.595088 + Penalty 5722.977839 = -17735145.617249 nChanged 106 SP:Iteration 17Q (20750.420000 sec): 3 clusters Score: Raw -17740978.749292 + Penalty 5722.977839 = -17735255.771453 nChanged 52 SP:Iteration 18Q (20751.240000 sec): 3 clusters Score: Raw -17741043.212404 + Penalty 5722.977839 = -17735320.234565 nChanged 41 SP:Iteration 19Q (20752.050000 sec): 3 clusters Score: Raw -17741089.372155 + Penalty 5722.977839 = -17735366.394316 nChanged 31 SP:Iteration 20F (20752.910000 sec): 3 clusters Score: Raw -17741128.971142 + Penalty 5722.977839 = -17735405.993303 nChanged 26 SP:Iteration 21Q (20753.660000 sec): 3 clusters Score: Raw -17741164.149290 + Penalty 5722.977839 = -17735441.171451 nChanged 16 SP:Iteration 22Q (20754.450000 sec): 3 clusters Score: Raw -17741179.701560 + Penalty 5722.977839 = -17735456.723720 nChanged 9 SP:Iteration 23Q (20755.150000 sec): 3 clusters Score: Raw -17741190.232371 + Penalty 5722.977839 = -17735467.254532 nChanged 10 SP:Iteration 24Q (20755.920000 sec): 3 clusters Score: Raw -17741201.419302 + Penalty 5722.977839 = -17735478.441463 nChanged 1 SP:Iteration 25Q (20756.730000 sec): 3 clusters Score: Raw -17741201.892999 + Penalty 5722.977839 = -17735478.915160 nChanged 1 SP:Iteration 26Q (20757.560000 sec): 3 clusters Score: Raw -17741202.487480 + Penalty 5722.977839 = -17735479.509641 nChanged 0 SP:Iteration 27F (20758.360000 sec): 3 clusters Score: Raw -17741202.487480 + Penalty 5722.977839 = -17735479.509641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20758.550000 sec): 2 clusters Score: Raw -1592183.697287 + Penalty 2269.030286 = -1589914.667001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20758.730000 sec): 3 clusters Score: Raw -1587251.766759 + Penalty 4538.060572 = -1582713.706187 nChanged 3814 SP:Iteration 1F (20758.980000 sec): 3 clusters Score: Raw -1589317.177537 + Penalty 4538.060572 = -1584779.116964 nChanged 630 SP:Iteration 2F (20759.220000 sec): 3 clusters Score: Raw -1589690.269922 + Penalty 4538.060572 = -1585152.209350 nChanged 522 SP:Iteration 3F (20759.460000 sec): 3 clusters Score: Raw -1590051.397333 + Penalty 4538.060572 = -1585513.336761 nChanged 528 SP:Iteration 4F (20759.740000 sec): 3 clusters Score: Raw -1590501.743720 + Penalty 4538.060572 = -1585963.683147 nChanged 569 SP:Iteration 5F (20760.020000 sec): 3 clusters Score: Raw -1590988.705256 + Penalty 4538.060572 = -1586450.644684 nChanged 615 SP:Iteration 6F (20760.250000 sec): 3 clusters Score: Raw -1591486.187676 + Penalty 4538.060572 = -1586948.127104 nChanged 601 SP:Iteration 7F (20760.480000 sec): 3 clusters Score: Raw -1591938.130658 + Penalty 4538.060572 = -1587400.070086 nChanged 556 SP:Iteration 8F (20760.710000 sec): 3 clusters Score: Raw -1592345.669357 + Penalty 4538.060572 = -1587807.608784 nChanged 489 SP:Iteration 9F (20761.000000 sec): 3 clusters Score: Raw -1592700.045951 + Penalty 4538.060572 = -1588161.985379 nChanged 366 SP:Iteration 10Q (20761.200000 sec): 3 clusters Score: Raw -1592923.099795 + Penalty 4538.060572 = -1588385.039223 nChanged 255 SP:Iteration 11Q (20761.460000 sec): 3 clusters Score: Raw -1593067.147546 + Penalty 4538.060572 = -1588529.086974 nChanged 175 SP:Iteration 12Q (20761.690000 sec): 3 clusters Score: Raw -1593150.194393 + Penalty 4538.060572 = -1588612.133820 nChanged 117 SP:Iteration 13Q (20761.940000 sec): 3 clusters Score: Raw -1593198.019628 + Penalty 4538.060572 = -1588659.959056 nChanged 84 SP:Iteration 14Q (20762.190000 sec): 3 clusters Score: Raw -1593227.825182 + Penalty 4538.060572 = -1588689.764609 nChanged 82 SP:Iteration 15Q (20762.500000 sec): 3 clusters Score: Raw -1593258.500458 + Penalty 4538.060572 = -1588720.439886 nChanged 87 SP:Iteration 16Q (20762.680000 sec): 3 clusters Score: Raw -1593291.998852 + Penalty 4538.060572 = -1588753.938280 nChanged 72 SP:Iteration 17Q (20762.860000 sec): 3 clusters Score: Raw -1593318.086817 + Penalty 4538.060572 = -1588780.026244 nChanged 69 SP:Iteration 18Q (20763.040000 sec): 3 clusters Score: Raw -1593341.663113 + Penalty 4538.060572 = -1588803.602540 nChanged 57 SP:Iteration 19Q (20763.220000 sec): 3 clusters Score: Raw -1593360.793134 + Penalty 4538.060572 = -1588822.732562 nChanged 42 SP:Iteration 20F (20763.430000 sec): 3 clusters Score: Raw -1593373.352158 + Penalty 4538.060572 = -1588835.291585 nChanged 35 SP:Iteration 21Q (20763.660000 sec): 3 clusters Score: Raw -1593384.194600 + Penalty 4538.060572 = -1588846.134027 nChanged 31 SP:Iteration 22Q (20763.900000 sec): 3 clusters Score: Raw -1593392.500209 + Penalty 4538.060572 = -1588854.439637 nChanged 26 SP:Iteration 23Q (20764.120000 sec): 3 clusters Score: Raw -1593398.553413 + Penalty 4538.060572 = -1588860.492841 nChanged 19 SP:Iteration 24Q (20764.300000 sec): 3 clusters Score: Raw -1593404.964280 + Penalty 4538.060572 = -1588866.903708 nChanged 26 SP:Iteration 25Q (20764.510000 sec): 3 clusters Score: Raw -1593412.090619 + Penalty 4538.060572 = -1588874.030046 nChanged 20 SP:Iteration 26Q (20764.690000 sec): 3 clusters Score: Raw -1593418.588098 + Penalty 4538.060572 = -1588880.527525 nChanged 22 SP:Iteration 27Q (20764.900000 sec): 3 clusters Score: Raw -1593424.327559 + Penalty 4538.060572 = -1588886.266987 nChanged 25 SP:Iteration 28Q (20765.140000 sec): 3 clusters Score: Raw -1593432.303237 + Penalty 4538.060572 = -1588894.242665 nChanged 20 SP:Iteration 29Q (20765.280000 sec): 3 clusters Score: Raw -1593437.412485 + Penalty 4538.060572 = -1588899.351912 nChanged 18 SP:Iteration 30Q (20765.490000 sec): 3 clusters Score: Raw -1593442.284193 + Penalty 4538.060572 = -1588904.223621 nChanged 22 SP:Iteration 31Q (20765.710000 sec): 3 clusters Score: Raw -1593449.417558 + Penalty 4538.060572 = -1588911.356986 nChanged 27 SP:Iteration 32Q (20765.900000 sec): 3 clusters Score: Raw -1593456.659736 + Penalty 4538.060572 = -1588918.599164 nChanged 24 SP:Iteration 33Q (20766.130000 sec): 3 clusters Score: Raw -1593464.019845 + Penalty 4538.060572 = -1588925.959273 nChanged 26 SP:Iteration 34Q (20766.400000 sec): 3 clusters Score: Raw -1593471.948881 + Penalty 4538.060572 = -1588933.888309 nChanged 25 SP:Iteration 35Q (20766.590000 sec): 3 clusters Score: Raw -1593479.666983 + Penalty 4538.060572 = -1588941.606410 nChanged 22 SP:Iteration 36Q (20766.810000 sec): 3 clusters Score: Raw -1593487.067279 + Penalty 4538.060572 = -1588949.006706 nChanged 17 SP:Iteration 37Q (20767.060000 sec): 3 clusters Score: Raw -1593492.005331 + Penalty 4538.060572 = -1588953.944759 nChanged 19 SP:Iteration 38Q (20767.300000 sec): 3 clusters Score: Raw -1593498.490646 + Penalty 4538.060572 = -1588960.430073 nChanged 18 SP:Iteration 39Q (20767.550000 sec): 3 clusters Score: Raw -1593503.710409 + Penalty 4538.060572 = -1588965.649837 nChanged 17 SP:Iteration 40F (20767.770000 sec): 3 clusters Score: Raw -1593509.083801 + Penalty 4538.060572 = -1588971.023229 nChanged 17 SP:Iteration 41Q (20768.040000 sec): 3 clusters Score: Raw -1593514.249923 + Penalty 4538.060572 = -1588976.189350 nChanged 14 SP:Iteration 42Q (20768.280000 sec): 3 clusters Score: Raw -1593518.009361 + Penalty 4538.060572 = -1588979.948789 nChanged 12 SP:Iteration 43Q (20768.540000 sec): 3 clusters Score: Raw -1593521.439980 + Penalty 4538.060572 = -1588983.379407 nChanged 9 SP:Iteration 44Q (20768.820000 sec): 3 clusters Score: Raw -1593523.697893 + Penalty 4538.060572 = -1588985.637321 nChanged 4 SP:Iteration 45Q (20769.080000 sec): 3 clusters Score: Raw -1593525.073222 + Penalty 4538.060572 = -1588987.012649 nChanged 4 SP:Iteration 46Q (20769.270000 sec): 3 clusters Score: Raw -1593526.436908 + Penalty 4538.060572 = -1588988.376336 nChanged 2 SP:Iteration 47Q (20769.520000 sec): 3 clusters Score: Raw -1593526.949523 + Penalty 4538.060572 = -1588988.888951 nChanged 0 SP:Iteration 48F (20769.700000 sec): 3 clusters Score: Raw -1593526.949523 + Penalty 4538.060572 = -1588988.888951 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20769.810000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20769.970000 sec): 3 clusters Score: Raw -41386.983572 + Penalty 2771.275335 = -38615.708237 nChanged 25 SP:Iteration 1F (20770.140000 sec): 3 clusters Score: Raw -41486.980185 + Penalty 2771.275335 = -38715.704850 nChanged 14 SP:Iteration 2F (20770.310000 sec): 3 clusters Score: Raw -41554.066228 + Penalty 2771.275335 = -38782.790893 nChanged 8 SP:Iteration 3Q (20770.430000 sec): 3 clusters Score: Raw -41588.342637 + Penalty 2771.275335 = -38817.067303 nChanged 3 SP:Iteration 4Q (20770.640000 sec): 3 clusters Score: Raw -41597.960494 + Penalty 2771.275335 = -38826.685159 nChanged 1 SP:Iteration 5Q (20770.830000 sec): 3 clusters Score: Raw -41605.134829 + Penalty 2771.275335 = -38833.859495 nChanged 0 SP:Iteration 6F (20770.980000 sec): 3 clusters Score: Raw -41605.134829 + Penalty 2771.275335 = -38833.859495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20771.020000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20771.160000 sec): 3 clusters Score: Raw -94942.664311 + Penalty 3166.219291 = -91776.445020 nChanged 116 SP:Iteration 1F (20771.300000 sec): 3 clusters Score: Raw -95140.399233 + Penalty 3166.219291 = -91974.179942 nChanged 25 SP:Iteration 2Q (20771.460000 sec): 3 clusters Score: Raw -95195.126893 + Penalty 3166.219291 = -92028.907602 nChanged 11 SP:Iteration 3Q (20771.640000 sec): 3 clusters Score: Raw -95221.682328 + Penalty 3166.219291 = -92055.463037 nChanged 5 SP:Iteration 4Q (20771.840000 sec): 3 clusters Score: Raw -95231.601813 + Penalty 3166.219291 = -92065.382522 nChanged 3 SP:Iteration 5Q (20771.990000 sec): 3 clusters Score: Raw -95236.712335 + Penalty 3166.219291 = -92070.493044 nChanged 2 SP:Iteration 6Q (20772.210000 sec): 3 clusters Score: Raw -95240.751591 + Penalty 3166.219291 = -92074.532300 nChanged 1 SP:Iteration 7Q (20772.390000 sec): 3 clusters Score: Raw -95242.684649 + Penalty 3166.219291 = -92076.465358 nChanged 1 SP:Iteration 8Q (20772.580000 sec): 3 clusters Score: Raw -95243.996801 + Penalty 3166.219291 = -92077.777511 nChanged 0 SP:Iteration 9F (20772.800000 sec): 3 clusters Score: Raw -95243.996801 + Penalty 3166.219291 = -92077.777511 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (80306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20773.380000 sec): 2 clusters Score: Raw -13654965.183582 + Penalty 2800.812705 = -13652164.370877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20774.130000 sec): 3 clusters Score: Raw -13603938.668675 + Penalty 5601.625410 = -13598337.043265 nChanged 37625 SP:Iteration 1F (20774.850000 sec): 3 clusters Score: Raw -13625571.448652 + Penalty 5601.625410 = -13619969.823242 nChanged 3129 SP:Iteration 2Q (20775.560000 sec): 3 clusters Score: Raw -13626545.850808 + Penalty 5601.625410 = -13620944.225398 nChanged 3253 SP:Iteration 3Q (20776.320000 sec): 3 clusters Score: Raw -13627640.734633 + Penalty 5601.625410 = -13622039.109223 nChanged 3286 SP:Iteration 4Q (20777.090000 sec): 3 clusters Score: Raw -13628835.133278 + Penalty 5601.625410 = -13623233.507868 nChanged 3434 SP:Iteration 5Q (20777.860000 sec): 3 clusters Score: Raw -13630073.641481 + Penalty 5601.625410 = -13624472.016071 nChanged 3448 SP:Iteration 6Q (20778.670000 sec): 3 clusters Score: Raw -13631353.938370 + Penalty 5601.625410 = -13625752.312960 nChanged 3434 SP:Iteration 7Q (20779.430000 sec): 3 clusters Score: Raw -13632728.868762 + Penalty 5601.625410 = -13627127.243352 nChanged 3524 SP:Iteration 8Q (20780.170000 sec): 3 clusters Score: Raw -13634330.756846 + Penalty 5601.625410 = -13628729.131436 nChanged 3804 SP:Iteration 9Q (20780.910000 sec): 3 clusters Score: Raw -13636365.854253 + Penalty 5601.625410 = -13630764.228843 nChanged 3935 SP:Iteration 10Q (20781.640000 sec): 3 clusters Score: Raw -13638572.368414 + Penalty 5601.625410 = -13632970.743004 nChanged 3688 SP:Iteration 11Q (20782.360000 sec): 3 clusters Score: Raw -13640361.206195 + Penalty 5601.625410 = -13634759.580785 nChanged 2856 SP:Iteration 12Q (20783.140000 sec): 3 clusters Score: Raw -13641372.303553 + Penalty 5601.625410 = -13635770.678143 nChanged 2006 SP:Iteration 13Q (20783.810000 sec): 3 clusters Score: Raw -13641839.577939 + Penalty 5601.625410 = -13636237.952529 nChanged 1264 SP:Iteration 14Q (20784.530000 sec): 3 clusters Score: Raw -13642039.458459 + Penalty 5601.625410 = -13636437.833049 nChanged 824 SP:Iteration 15Q (20785.240000 sec): 3 clusters Score: Raw -13642151.787567 + Penalty 5601.625410 = -13636550.162157 nChanged 663 SP:Iteration 16Q (20785.980000 sec): 3 clusters Score: Raw -13642241.204925 + Penalty 5601.625410 = -13636639.579515 nChanged 604 SP:Iteration 17Q (20786.770000 sec): 3 clusters Score: Raw -13642325.669509 + Penalty 5601.625410 = -13636724.044099 nChanged 676 SP:Iteration 18Q (20787.480000 sec): 3 clusters Score: Raw -13642429.346281 + Penalty 5601.625410 = -13636827.720871 nChanged 680 SP:Iteration 19Q (20788.220000 sec): 3 clusters Score: Raw -13642539.198925 + Penalty 5601.625410 = -13636937.573515 nChanged 755 SP:Iteration 20F (20788.980000 sec): 3 clusters Score: Raw -13642670.677963 + Penalty 5601.625410 = -13637069.052553 nChanged 831 SP:Iteration 21Q (20789.770000 sec): 3 clusters Score: Raw -13642825.431911 + Penalty 5601.625410 = -13637223.806501 nChanged 858 SP:Iteration 22Q (20790.530000 sec): 3 clusters Score: Raw -13643001.206116 + Penalty 5601.625410 = -13637399.580706 nChanged 931 SP:Iteration 23Q (20791.280000 sec): 3 clusters Score: Raw -13643205.699903 + Penalty 5601.625410 = -13637604.074493 nChanged 1021 SP:Iteration 24Q (20791.980000 sec): 3 clusters Score: Raw -13643440.553111 + Penalty 5601.625410 = -13637838.927701 nChanged 1077 SP:Iteration 25Q (20792.700000 sec): 3 clusters Score: Raw -13643701.529131 + Penalty 5601.625410 = -13638099.903721 nChanged 1139 SP:Iteration 26Q (20793.390000 sec): 3 clusters Score: Raw -13643981.864777 + Penalty 5601.625410 = -13638380.239367 nChanged 1173 SP:Iteration 27Q (20794.040000 sec): 3 clusters Score: Raw -13644285.058162 + Penalty 5601.625410 = -13638683.432752 nChanged 1266 SP:Iteration 28Q (20794.750000 sec): 3 clusters Score: Raw -13644638.834760 + Penalty 5601.625410 = -13639037.209350 nChanged 1339 SP:Iteration 29Q (20795.430000 sec): 3 clusters Score: Raw -13645049.306674 + Penalty 5601.625410 = -13639447.681264 nChanged 1447 SP:Iteration 30Q (20796.090000 sec): 3 clusters Score: Raw -13645546.559884 + Penalty 5601.625410 = -13639944.934474 nChanged 1557 SP:Iteration 31Q (20796.750000 sec): 3 clusters Score: Raw -13646135.334783 + Penalty 5601.625410 = -13640533.709373 nChanged 1655 SP:Iteration 32Q (20797.400000 sec): 3 clusters Score: Raw -13646822.310257 + Penalty 5601.625410 = -13641220.684847 nChanged 1759 SP:Iteration 33Q (20798.180000 sec): 3 clusters Score: Raw -13647634.192291 + Penalty 5601.625410 = -13642032.566881 nChanged 1757 SP:Iteration 34Q (20798.920000 sec): 3 clusters Score: Raw -13648522.743972 + Penalty 5601.625410 = -13642921.118562 nChanged 1732 SP:Iteration 35Q (20799.580000 sec): 3 clusters Score: Raw -13649432.483203 + Penalty 5601.625410 = -13643830.857793 nChanged 1645 SP:Iteration 36Q (20800.320000 sec): 3 clusters Score: Raw -13650336.306061 + Penalty 5601.625410 = -13644734.680651 nChanged 1474 SP:Iteration 37Q (20801.110000 sec): 3 clusters Score: Raw -13651154.060047 + Penalty 5601.625410 = -13645552.434637 nChanged 1315 SP:Iteration 38Q (20801.840000 sec): 3 clusters Score: Raw -13651904.944047 + Penalty 5601.625410 = -13646303.318637 nChanged 1236 SP:Iteration 39Q (20802.560000 sec): 3 clusters Score: Raw -13652621.353069 + Penalty 5601.625410 = -13647019.727659 nChanged 987 SP:Iteration 40F (20803.290000 sec): 3 clusters Score: Raw -13653198.336558 + Penalty 5601.625410 = -13647596.711148 nChanged 847 SP:Iteration 41Q (20803.910000 sec): 3 clusters Score: Raw -13653671.918854 + Penalty 5601.625410 = -13648070.293444 nChanged 710 SP:Iteration 42Q (20804.510000 sec): 3 clusters Score: Raw -13654082.727993 + Penalty 5601.625410 = -13648481.102583 nChanged 600 SP:Iteration 43Q (20805.130000 sec): 3 clusters Score: Raw -13654418.194788 + Penalty 5601.625410 = -13648816.569378 nChanged 525 SP:Iteration 44Q (20805.690000 sec): 3 clusters Score: Raw -13654706.106370 + Penalty 5601.625410 = -13649104.480960 nChanged 447 SP:Iteration 45Q (20806.340000 sec): 3 clusters Score: Raw -13654959.353184 + Penalty 5601.625410 = -13649357.727774 nChanged 353 SP:Iteration 46Q (20806.940000 sec): 3 clusters Score: Raw -13655160.601583 + Penalty 5601.625410 = -13649558.976173 nChanged 302 SP:Iteration 47Q (20807.690000 sec): 3 clusters Score: Raw -13655315.566326 + Penalty 5601.625410 = -13649713.940916 nChanged 224 SP:Iteration 48Q (20808.370000 sec): 3 clusters Score: Raw -13655430.606404 + Penalty 5601.625410 = -13649828.980994 nChanged 182 SP:Iteration 49Q (20809.030000 sec): 3 clusters Score: Raw -13655520.649566 + Penalty 5601.625410 = -13649919.024156 nChanged 159 SP:Iteration 50Q (20809.680000 sec): 3 clusters Score: Raw -13655599.880571 + Penalty 5601.625410 = -13649998.255161 nChanged 125 SP:Iteration 51Q (20810.350000 sec): 3 clusters Score: Raw -13655649.619094 + Penalty 5601.625410 = -13650047.993684 nChanged 97 SP:Iteration 52Q (20810.980000 sec): 3 clusters Score: Raw -13655680.529689 + Penalty 5601.625410 = -13650078.904279 nChanged 77 SP:Iteration 53Q (20811.690000 sec): 3 clusters Score: Raw -13655707.772619 + Penalty 5601.625410 = -13650106.147209 nChanged 64 SP:Iteration 54Q (20812.420000 sec): 3 clusters Score: Raw -13655732.046585 + Penalty 5601.625410 = -13650130.421175 nChanged 56 SP:Iteration 55Q (20813.160000 sec): 3 clusters Score: Raw -13655749.939314 + Penalty 5601.625410 = -13650148.313904 nChanged 47 SP:Iteration 56Q (20813.870000 sec): 3 clusters Score: Raw -13655768.065949 + Penalty 5601.625410 = -13650166.440539 nChanged 50 SP:Iteration 57Q (20814.570000 sec): 3 clusters Score: Raw -13655787.463595 + Penalty 5601.625410 = -13650185.838185 nChanged 45 SP:Iteration 58Q (20815.280000 sec): 3 clusters Score: Raw -13655800.531218 + Penalty 5601.625410 = -13650198.905808 nChanged 26 SP:Iteration 59Q (20816.010000 sec): 3 clusters Score: Raw -13655806.550227 + Penalty 5601.625410 = -13650204.924817 nChanged 24 SP:Iteration 60F (20816.730000 sec): 3 clusters Score: Raw -13655813.228020 + Penalty 5601.625410 = -13650211.602610 nChanged 21 SP:Iteration 61Q (20817.480000 sec): 3 clusters Score: Raw -13655817.595950 + Penalty 5601.625410 = -13650215.970540 nChanged 14 SP:Iteration 62Q (20818.170000 sec): 3 clusters Score: Raw -13655821.706295 + Penalty 5601.625410 = -13650220.080885 nChanged 12 SP:Iteration 63Q (20818.840000 sec): 3 clusters Score: Raw -13655824.746092 + Penalty 5601.625410 = -13650223.120682 nChanged 17 SP:Iteration 64Q (20819.490000 sec): 3 clusters Score: Raw -13655829.609835 + Penalty 5601.625410 = -13650227.984425 nChanged 21 SP:Iteration 65Q (20820.170000 sec): 3 clusters Score: Raw -13655835.331571 + Penalty 5601.625410 = -13650233.706161 nChanged 18 SP:Iteration 66Q (20820.870000 sec): 3 clusters Score: Raw -13655840.187338 + Penalty 5601.625410 = -13650238.561928 nChanged 10 SP:Iteration 67Q (20821.490000 sec): 3 clusters Score: Raw -13655842.087794 + Penalty 5601.625410 = -13650240.462384 nChanged 10 SP:Iteration 68Q (20822.190000 sec): 3 clusters Score: Raw -13655844.625565 + Penalty 5601.625410 = -13650243.000155 nChanged 9 SP:Iteration 69Q (20822.880000 sec): 3 clusters Score: Raw -13655846.782738 + Penalty 5601.625410 = -13650245.157328 nChanged 6 SP:Iteration 70Q (20823.590000 sec): 3 clusters Score: Raw -13655847.894138 + Penalty 5601.625410 = -13650246.268728 nChanged 4 SP:Iteration 71Q (20824.310000 sec): 3 clusters Score: Raw -13655848.730184 + Penalty 5601.625410 = -13650247.104774 nChanged 4 SP:Iteration 72Q (20825.000000 sec): 3 clusters Score: Raw -13655849.910605 + Penalty 5601.625410 = -13650248.285195 nChanged 4 SP:Iteration 73Q (20825.760000 sec): 3 clusters Score: Raw -13655850.594851 + Penalty 5601.625410 = -13650248.969441 nChanged 4 SP:Iteration 74Q (20826.470000 sec): 3 clusters Score: Raw -13655852.099745 + Penalty 5601.625410 = -13650250.474335 nChanged 11 SP:Iteration 75Q (20827.190000 sec): 3 clusters Score: Raw -13655855.087632 + Penalty 5601.625410 = -13650253.462222 nChanged 9 SP:Iteration 76Q (20827.910000 sec): 3 clusters Score: Raw -13655857.547218 + Penalty 5601.625410 = -13650255.921808 nChanged 9 SP:Iteration 77Q (20828.580000 sec): 3 clusters Score: Raw -13655860.268900 + Penalty 5601.625410 = -13650258.643490 nChanged 6 SP:Iteration 78Q (20829.230000 sec): 3 clusters Score: Raw -13655861.657901 + Penalty 5601.625410 = -13650260.032491 nChanged 8 SP:Iteration 79Q (20829.900000 sec): 3 clusters Score: Raw -13655864.119336 + Penalty 5601.625410 = -13650262.493926 nChanged 8 SP:Iteration 80F (20830.650000 sec): 3 clusters Score: Raw -13655866.749633 + Penalty 5601.625410 = -13650265.124223 nChanged 10 SP:Iteration 81Q (20831.330000 sec): 3 clusters Score: Raw -13655869.921981 + Penalty 5601.625410 = -13650268.296571 nChanged 11 SP:Iteration 82Q (20831.980000 sec): 3 clusters Score: Raw -13655872.497130 + Penalty 5601.625410 = -13650270.871720 nChanged 6 SP:Iteration 83Q (20832.650000 sec): 3 clusters Score: Raw -13655873.904527 + Penalty 5601.625410 = -13650272.279116 nChanged 5 SP:Iteration 84Q (20833.290000 sec): 3 clusters Score: Raw -13655875.123371 + Penalty 5601.625410 = -13650273.497961 nChanged 5 SP:Iteration 85Q (20833.890000 sec): 3 clusters Score: Raw -13655876.563979 + Penalty 5601.625410 = -13650274.938569 nChanged 9 SP:Iteration 86Q (20834.570000 sec): 3 clusters Score: Raw -13655878.625964 + Penalty 5601.625410 = -13650277.000554 nChanged 7 SP:Iteration 87Q (20835.230000 sec): 3 clusters Score: Raw -13655880.180519 + Penalty 5601.625410 = -13650278.555109 nChanged 1 SP:Iteration 88Q (20835.860000 sec): 3 clusters Score: Raw -13655880.291800 + Penalty 5601.625410 = -13650278.666390 nChanged 1 SP:Iteration 89Q (20836.570000 sec): 3 clusters Score: Raw -13655880.501748 + Penalty 5601.625410 = -13650278.876338 nChanged 0 SP:Iteration 90F (20837.350000 sec): 3 clusters Score: Raw -13655880.501748 + Penalty 5601.625410 = -13650278.876338 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20837.490000 sec): 2 clusters Score: Raw -15466.365646 + Penalty 1165.719131 = -14300.646516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20837.710000 sec): 3 clusters Score: Raw -15820.524499 + Penalty 2331.438261 = -13489.086237 nChanged 2 SP:Iteration 1Q (20837.890000 sec): 3 clusters Score: Raw -15833.797075 + Penalty 2331.438261 = -13502.358813 nChanged 0 SP:Iteration 2F (20838.060000 sec): 3 clusters Score: Raw -15833.797075 + Penalty 2331.438261 = -13502.358813 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20838.130000 sec): 2 clusters Score: Raw -382303.242485 + Penalty 1903.074656 = -380400.167829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20838.290000 sec): 3 clusters Score: Raw -381521.984175 + Penalty 3806.149312 = -377715.834863 nChanged 703 SP:Iteration 1F (20838.450000 sec): 3 clusters Score: Raw -382130.855415 + Penalty 3806.149312 = -378324.706103 nChanged 157 SP:Iteration 2F (20838.610000 sec): 3 clusters Score: Raw -382277.410423 + Penalty 3806.149312 = -378471.261111 nChanged 98 SP:Iteration 3Q (20838.770000 sec): 3 clusters Score: Raw -382359.529910 + Penalty 3806.149312 = -378553.380598 nChanged 68 SP:Iteration 4Q (20838.930000 sec): 3 clusters Score: Raw -382419.913368 + Penalty 3806.149312 = -378613.764056 nChanged 47 SP:Iteration 5Q (20839.090000 sec): 3 clusters Score: Raw -382470.200949 + Penalty 3806.149312 = -378664.051637 nChanged 48 SP:Iteration 6Q (20839.250000 sec): 3 clusters Score: Raw -382513.727627 + Penalty 3806.149312 = -378707.578315 nChanged 38 SP:Iteration 7Q (20839.410000 sec): 3 clusters Score: Raw -382549.245794 + Penalty 3806.149312 = -378743.096482 nChanged 40 SP:Iteration 8Q (20839.570000 sec): 3 clusters Score: Raw -382584.822996 + Penalty 3806.149312 = -378778.673684 nChanged 32 SP:Iteration 9Q (20839.730000 sec): 3 clusters Score: Raw -382619.522655 + Penalty 3806.149312 = -378813.373343 nChanged 37 SP:Iteration 10Q (20839.890000 sec): 3 clusters Score: Raw -382653.329329 + Penalty 3806.149312 = -378847.180017 nChanged 32 SP:Iteration 11Q (20840.050000 sec): 3 clusters Score: Raw -382674.973391 + Penalty 3806.149312 = -378868.824079 nChanged 27 SP:Iteration 12Q (20840.210000 sec): 3 clusters Score: Raw -382704.649432 + Penalty 3806.149312 = -378898.500120 nChanged 36 SP:Iteration 13Q (20840.370000 sec): 3 clusters Score: Raw -382740.893491 + Penalty 3806.149312 = -378934.744179 nChanged 40 SP:Iteration 14Q (20840.530000 sec): 3 clusters Score: Raw -382772.180498 + Penalty 3806.149312 = -378966.031186 nChanged 30 SP:Iteration 15Q (20840.690000 sec): 3 clusters Score: Raw -382794.847492 + Penalty 3806.149312 = -378988.698180 nChanged 21 SP:Iteration 16Q (20840.850000 sec): 3 clusters Score: Raw -382811.492939 + Penalty 3806.149312 = -379005.343627 nChanged 17 SP:Iteration 17Q (20841.010000 sec): 3 clusters Score: Raw -382821.630445 + Penalty 3806.149312 = -379015.481133 nChanged 12 SP:Iteration 18Q (20841.170000 sec): 3 clusters Score: Raw -382828.313917 + Penalty 3806.149312 = -379022.164605 nChanged 10 SP:Iteration 19Q (20841.330000 sec): 3 clusters Score: Raw -382833.824335 + Penalty 3806.149312 = -379027.675022 nChanged 3 SP:Iteration 20F (20841.490000 sec): 3 clusters Score: Raw -382835.266745 + Penalty 3806.149312 = -379029.117433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20841.560000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20841.730000 sec): 3 clusters Score: Raw -95741.285350 + Penalty 3179.446741 = -92561.838609 nChanged 123 SP:Iteration 1F (20841.900000 sec): 3 clusters Score: Raw -95955.339909 + Penalty 3179.446741 = -92775.893167 nChanged 32 SP:Iteration 2F (20842.050000 sec): 3 clusters Score: Raw -96026.233882 + Penalty 3179.446741 = -92846.787141 nChanged 16 SP:Iteration 3Q (20842.210000 sec): 3 clusters Score: Raw -96072.523381 + Penalty 3179.446741 = -92893.076639 nChanged 9 SP:Iteration 4Q (20842.370000 sec): 3 clusters Score: Raw -96099.541340 + Penalty 3179.446741 = -92920.094599 nChanged 6 SP:Iteration 5Q (20842.530000 sec): 3 clusters Score: Raw -96116.792956 + Penalty 3179.446741 = -92937.346214 nChanged 6 SP:Iteration 6Q (20842.690000 sec): 3 clusters Score: Raw -96142.889290 + Penalty 3179.446741 = -92963.442548 nChanged 14 SP:Iteration 7Q (20842.840000 sec): 3 clusters Score: Raw -96184.385778 + Penalty 3179.446741 = -93004.939037 nChanged 8 SP:Iteration 8Q (20843.080000 sec): 3 clusters Score: Raw -96211.017688 + Penalty 3179.446741 = -93031.570947 nChanged 9 SP:Iteration 9Q (20843.270000 sec): 3 clusters Score: Raw -96242.973162 + Penalty 3179.446741 = -93063.526421 nChanged 8 SP:Iteration 10Q (20843.440000 sec): 3 clusters Score: Raw -96261.550852 + Penalty 3179.446741 = -93082.104111 nChanged 6 SP:Iteration 11Q (20843.590000 sec): 3 clusters Score: Raw -96277.746303 + Penalty 3179.446741 = -93098.299562 nChanged 4 SP:Iteration 12Q (20843.780000 sec): 3 clusters Score: Raw -96287.004756 + Penalty 3179.446741 = -93107.558015 nChanged 4 SP:Iteration 13Q (20844.010000 sec): 3 clusters Score: Raw -96291.685315 + Penalty 3179.446741 = -93112.238573 nChanged 1 SP:Iteration 14Q (20844.180000 sec): 3 clusters Score: Raw -96292.546406 + Penalty 3179.446741 = -93113.099665 nChanged 0 SP:Iteration 15F (20844.300000 sec): 3 clusters Score: Raw -96292.546406 + Penalty 3179.446741 = -93113.099665 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20844.430000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20844.530000 sec): 3 clusters Score: Raw -27492.920444 + Penalty 2541.486134 = -24951.434310 nChanged 10 SP:Iteration 1F (20844.710000 sec): 3 clusters Score: Raw -27552.848451 + Penalty 2541.486134 = -25011.362317 nChanged 3 SP:Iteration 2Q (20844.970000 sec): 3 clusters Score: Raw -27570.385608 + Penalty 2541.486134 = -25028.899474 nChanged 0 SP:Iteration 3F (20845.170000 sec): 3 clusters Score: Raw -27570.385608 + Penalty 2541.486134 = -25028.899474 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20845.240000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20845.430000 sec): 3 clusters Score: Raw -21809.593557 + Penalty 2558.891428 = -19250.702129 nChanged 20 SP:Iteration 1F (20845.610000 sec): 3 clusters Score: Raw -21873.107989 + Penalty 2558.891428 = -19314.216560 nChanged 3 SP:Iteration 2Q (20845.800000 sec): 3 clusters Score: Raw -21888.148852 + Penalty 2558.891428 = -19329.257423 nChanged 0 SP:Iteration 3F (20845.960000 sec): 3 clusters Score: Raw -21888.148852 + Penalty 2558.891428 = -19329.257423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20846.030000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20846.190000 sec): 3 clusters Score: Raw -33759.727505 + Penalty 2690.775209 = -31068.952296 nChanged 23 SP:Iteration 1F (20846.330000 sec): 3 clusters Score: Raw -33858.066713 + Penalty 2690.775209 = -31167.291505 nChanged 10 SP:Iteration 2Q (20846.410000 sec): 3 clusters Score: Raw -33913.661153 + Penalty 2690.775209 = -31222.885944 nChanged 4 SP:Iteration 3Q (20846.510000 sec): 3 clusters Score: Raw -33938.879673 + Penalty 2690.775209 = -31248.104464 nChanged 3 SP:Iteration 4Q (20846.600000 sec): 3 clusters Score: Raw -33960.457224 + Penalty 2690.775209 = -31269.682016 nChanged 0 SP:Iteration 5F (20846.770000 sec): 3 clusters Score: Raw -33960.457224 + Penalty 2690.775209 = -31269.682016 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20846.850000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20846.980000 sec): 3 clusters Score: Raw -73349.721788 + Penalty 3024.644844 = -70325.076944 nChanged 55 SP:Iteration 1F (20847.110000 sec): 3 clusters Score: Raw -73480.237832 + Penalty 3024.644844 = -70455.592988 nChanged 24 SP:Iteration 2F (20847.260000 sec): 3 clusters Score: Raw -73541.597362 + Penalty 3024.644844 = -70516.952518 nChanged 7 SP:Iteration 3Q (20847.400000 sec): 3 clusters Score: Raw -73560.367977 + Penalty 3024.644844 = -70535.723133 nChanged 4 SP:Iteration 4Q (20847.600000 sec): 3 clusters Score: Raw -73574.939664 + Penalty 3024.644844 = -70550.294820 nChanged 1 SP:Iteration 5Q (20847.740000 sec): 3 clusters Score: Raw -73577.024773 + Penalty 3024.644844 = -70552.379929 nChanged 1 SP:Iteration 6Q (20847.870000 sec): 3 clusters Score: Raw -73578.157240 + Penalty 3024.644844 = -70553.512396 nChanged 0 SP:Iteration 7F (20847.990000 sec): 3 clusters Score: Raw -73578.157240 + Penalty 3024.644844 = -70553.512396 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20848.120000 sec): 2 clusters Score: Raw -225429.549242 + Penalty 1806.295161 = -223623.254081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20848.300000 sec): 3 clusters Score: Raw -225020.463059 + Penalty 3612.590321 = -221407.872737 nChanged 438 SP:Iteration 1F (20848.510000 sec): 3 clusters Score: Raw -225462.368713 + Penalty 3612.590321 = -221849.778391 nChanged 118 SP:Iteration 2F (20848.750000 sec): 3 clusters Score: Raw -225639.335333 + Penalty 3612.590321 = -222026.745011 nChanged 74 SP:Iteration 3F (20848.970000 sec): 3 clusters Score: Raw -225754.909298 + Penalty 3612.590321 = -222142.318977 nChanged 65 SP:Iteration 4Q (20849.200000 sec): 3 clusters Score: Raw -225872.613894 + Penalty 3612.590321 = -222260.023573 nChanged 55 SP:Iteration 5Q (20849.400000 sec): 3 clusters Score: Raw -226042.896455 + Penalty 3612.590321 = -222430.306134 nChanged 69 SP:Iteration 6Q (20849.590000 sec): 3 clusters Score: Raw -226293.784370 + Penalty 3612.590321 = -222681.194049 nChanged 54 SP:Iteration 7Q (20849.730000 sec): 3 clusters Score: Raw -226397.784645 + Penalty 3612.590321 = -222785.194324 nChanged 56 SP:Iteration 8Q (20849.870000 sec): 3 clusters Score: Raw -226465.134947 + Penalty 3612.590321 = -222852.544626 nChanged 38 SP:Iteration 9Q (20850.000000 sec): 3 clusters Score: Raw -226522.466562 + Penalty 3612.590321 = -222909.876240 nChanged 32 SP:Iteration 10Q (20850.080000 sec): 3 clusters Score: Raw -226568.239941 + Penalty 3612.590321 = -222955.649620 nChanged 29 SP:Iteration 11Q (20850.330000 sec): 3 clusters Score: Raw -226605.604437 + Penalty 3612.590321 = -222993.014115 nChanged 22 SP:Iteration 12Q (20850.500000 sec): 3 clusters Score: Raw -226635.475335 + Penalty 3612.590321 = -223022.885014 nChanged 16 SP:Iteration 13Q (20850.640000 sec): 3 clusters Score: Raw -226660.601141 + Penalty 3612.590321 = -223048.010819 nChanged 13 SP:Iteration 14Q (20850.770000 sec): 3 clusters Score: Raw -226687.679749 + Penalty 3612.590321 = -223075.089427 nChanged 10 SP:Iteration 15Q (20851.000000 sec): 3 clusters Score: Raw -226721.074584 + Penalty 3612.590321 = -223108.484262 nChanged 16 SP:Iteration 16Q (20851.150000 sec): 3 clusters Score: Raw -226747.594189 + Penalty 3612.590321 = -223135.003867 nChanged 12 SP:Iteration 17Q (20851.310000 sec): 3 clusters Score: Raw -226761.481527 + Penalty 3612.590321 = -223148.891206 nChanged 11 SP:Iteration 18Q (20851.440000 sec): 3 clusters Score: Raw -226772.368154 + Penalty 3612.590321 = -223159.777833 nChanged 6 SP:Iteration 19Q (20851.560000 sec): 3 clusters Score: Raw -226779.779077 + Penalty 3612.590321 = -223167.188755 nChanged 8 SP:Iteration 20F (20851.750000 sec): 3 clusters Score: Raw -226789.303641 + Penalty 3612.590321 = -223176.713320 nChanged 4 SP:Iteration 21Q (20851.910000 sec): 3 clusters Score: Raw -226793.858829 + Penalty 3612.590321 = -223181.268508 nChanged 3 SP:Iteration 22Q (20852.050000 sec): 3 clusters Score: Raw -226800.146670 + Penalty 3612.590321 = -223187.556348 nChanged 4 SP:Iteration 23Q (20852.180000 sec): 3 clusters Score: Raw -226808.152511 + Penalty 3612.590321 = -223195.562190 nChanged 10 SP:Iteration 24Q (20852.370000 sec): 3 clusters Score: Raw -226824.263194 + Penalty 3612.590321 = -223211.672873 nChanged 11 SP:Iteration 25Q (20852.500000 sec): 3 clusters Score: Raw -226838.608617 + Penalty 3612.590321 = -223226.018295 nChanged 6 SP:Iteration 26Q (20852.650000 sec): 3 clusters Score: Raw -226848.336597 + Penalty 3612.590321 = -223235.746275 nChanged 4 SP:Iteration 27Q (20852.860000 sec): 3 clusters Score: Raw -226852.022564 + Penalty 3612.590321 = -223239.432242 nChanged 2 SP:Iteration 28Q (20853.040000 sec): 3 clusters Score: Raw -226854.511473 + Penalty 3612.590321 = -223241.921152 nChanged 2 SP:Iteration 29Q (20853.190000 sec): 3 clusters Score: Raw -226857.143534 + Penalty 3612.590321 = -223244.553213 nChanged 2 SP:Iteration 30Q (20853.340000 sec): 3 clusters Score: Raw -226858.886537 + Penalty 3612.590321 = -223246.296215 nChanged 0 SP:Iteration 31F (20853.480000 sec): 3 clusters Score: Raw -226858.886537 + Penalty 3612.590321 = -223246.296215 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20853.590000 sec): 2 clusters Score: Raw -306620.990521 + Penalty 1866.224985 = -304754.765535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20853.810000 sec): 3 clusters Score: Raw -305957.237090 + Penalty 3732.449970 = -302224.787120 nChanged 576 SP:Iteration 1F (20853.990000 sec): 3 clusters Score: Raw -306411.027316 + Penalty 3732.449970 = -302678.577346 nChanged 156 SP:Iteration 2F (20854.160000 sec): 3 clusters Score: Raw -306571.539462 + Penalty 3732.449970 = -302839.089492 nChanged 102 SP:Iteration 3F (20854.330000 sec): 3 clusters Score: Raw -306699.839564 + Penalty 3732.449970 = -302967.389594 nChanged 89 SP:Iteration 4Q (20854.500000 sec): 3 clusters Score: Raw -306854.772853 + Penalty 3732.449970 = -303122.322883 nChanged 92 SP:Iteration 5Q (20854.670000 sec): 3 clusters Score: Raw -307004.728700 + Penalty 3732.449970 = -303272.278730 nChanged 85 SP:Iteration 6Q (20854.870000 sec): 3 clusters Score: Raw -307129.053981 + Penalty 3732.449970 = -303396.604011 nChanged 79 SP:Iteration 7Q (20855.030000 sec): 3 clusters Score: Raw -307242.699849 + Penalty 3732.449970 = -303510.249879 nChanged 70 SP:Iteration 8Q (20855.200000 sec): 3 clusters Score: Raw -307352.186456 + Penalty 3732.449970 = -303619.736486 nChanged 59 SP:Iteration 9Q (20855.370000 sec): 3 clusters Score: Raw -307473.595362 + Penalty 3732.449970 = -303741.145392 nChanged 79 SP:Iteration 10Q (20855.600000 sec): 3 clusters Score: Raw -307613.042049 + Penalty 3732.449970 = -303880.592079 nChanged 69 SP:Iteration 11Q (20855.830000 sec): 3 clusters Score: Raw -307729.489826 + Penalty 3732.449970 = -303997.039856 nChanged 49 SP:Iteration 12Q (20856.000000 sec): 3 clusters Score: Raw -307796.171346 + Penalty 3732.449970 = -304063.721376 nChanged 39 SP:Iteration 13Q (20856.130000 sec): 3 clusters Score: Raw -307840.805795 + Penalty 3732.449970 = -304108.355825 nChanged 22 SP:Iteration 14Q (20856.250000 sec): 3 clusters Score: Raw -307858.312800 + Penalty 3732.449970 = -304125.862830 nChanged 11 SP:Iteration 15Q (20856.440000 sec): 3 clusters Score: Raw -307867.611537 + Penalty 3732.449970 = -304135.161567 nChanged 5 SP:Iteration 16Q (20856.660000 sec): 3 clusters Score: Raw -307872.503700 + Penalty 3732.449970 = -304140.053730 nChanged 3 SP:Iteration 17Q (20856.850000 sec): 3 clusters Score: Raw -307876.366327 + Penalty 3732.449970 = -304143.916357 nChanged 4 SP:Iteration 18Q (20857.020000 sec): 3 clusters Score: Raw -307878.530932 + Penalty 3732.449970 = -304146.080962 nChanged 2 SP:Iteration 19Q (20857.240000 sec): 3 clusters Score: Raw -307880.031873 + Penalty 3732.449970 = -304147.581903 nChanged 3 SP:Iteration 20F (20857.390000 sec): 3 clusters Score: Raw -307882.020476 + Penalty 3732.449970 = -304149.570506 nChanged 2 SP:Iteration 21Q (20857.490000 sec): 3 clusters Score: Raw -307884.855059 + Penalty 3732.449970 = -304152.405089 nChanged 1 SP:Iteration 22Q (20857.630000 sec): 3 clusters Score: Raw -307885.262681 + Penalty 3732.449970 = -304152.812711 nChanged 1 SP:Iteration 23Q (20857.790000 sec): 3 clusters Score: Raw -307885.562503 + Penalty 3732.449970 = -304153.112533 nChanged 0 SP:Iteration 24F (20857.950000 sec): 3 clusters Score: Raw -307885.562503 + Penalty 3732.449970 = -304153.112533 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20858.030000 sec): 2 clusters Score: Raw -24647.849962 + Penalty 1349.719592 = -23298.130369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20858.190000 sec): 3 clusters Score: Raw -25140.441090 + Penalty 2699.439184 = -22441.001906 nChanged 49 SP:Iteration 1F (20858.350000 sec): 3 clusters Score: Raw -25522.176532 + Penalty 2699.439184 = -22822.737347 nChanged 14 SP:Iteration 2F (20858.510000 sec): 3 clusters Score: Raw -25713.652637 + Penalty 2699.439184 = -23014.213453 nChanged 5 SP:Iteration 3Q (20858.670000 sec): 3 clusters Score: Raw -25747.547959 + Penalty 2699.439184 = -23048.108775 nChanged 3 SP:Iteration 4Q (20858.820000 sec): 3 clusters Score: Raw -25766.972150 + Penalty 2699.439184 = -23067.532966 nChanged 3 SP:Iteration 5Q (20858.970000 sec): 3 clusters Score: Raw -25783.469612 + Penalty 2699.439184 = -23084.030428 nChanged 1 SP:Iteration 6Q (20859.110000 sec): 3 clusters Score: Raw -25789.027845 + Penalty 2699.439184 = -23089.588660 nChanged 1 SP:Iteration 7Q (20859.260000 sec): 3 clusters Score: Raw -25798.340236 + Penalty 2699.439184 = -23098.901051 nChanged 1 SP:Iteration 8Q (20859.410000 sec): 3 clusters Score: Raw -25802.892788 + Penalty 2699.439184 = -23103.453604 nChanged 0 SP:Iteration 9F (20859.560000 sec): 3 clusters Score: Raw -25802.892788 + Penalty 2699.439184 = -23103.453604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20859.630000 sec): 2 clusters Score: Raw -26089.295385 + Penalty 1286.471680 = -24802.823705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20859.780000 sec): 3 clusters Score: Raw -26370.693303 + Penalty 2572.943360 = -23797.749943 nChanged 10 SP:Iteration 1F (20859.920000 sec): 3 clusters Score: Raw -26460.065103 + Penalty 2572.943360 = -23887.121744 nChanged 5 SP:Iteration 2Q (20860.070000 sec): 3 clusters Score: Raw -26483.881922 + Penalty 2572.943360 = -23910.938563 nChanged 1 SP:Iteration 3Q (20860.210000 sec): 3 clusters Score: Raw -26489.263378 + Penalty 2572.943360 = -23916.320019 nChanged 0 SP:Iteration 4F (20860.350000 sec): 3 clusters Score: Raw -26489.263378 + Penalty 2572.943360 = -23916.320019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20860.430000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20860.570000 sec): 3 clusters Score: Raw -106239.834877 + Penalty 3204.888215 = -103034.946662 nChanged 134 SP:Iteration 1F (20860.710000 sec): 3 clusters Score: Raw -106447.937021 + Penalty 3204.888215 = -103243.048805 nChanged 33 SP:Iteration 2F (20860.890000 sec): 3 clusters Score: Raw -106502.501519 + Penalty 3204.888215 = -103297.613304 nChanged 19 SP:Iteration 3Q (20861.040000 sec): 3 clusters Score: Raw -106540.480269 + Penalty 3204.888215 = -103335.592054 nChanged 14 SP:Iteration 4Q (20861.180000 sec): 3 clusters Score: Raw -106568.537355 + Penalty 3204.888215 = -103363.649139 nChanged 9 SP:Iteration 5Q (20861.320000 sec): 3 clusters Score: Raw -106584.011394 + Penalty 3204.888215 = -103379.123178 nChanged 3 SP:Iteration 6Q (20861.460000 sec): 3 clusters Score: Raw -106588.418283 + Penalty 3204.888215 = -103383.530067 nChanged 2 SP:Iteration 7Q (20861.600000 sec): 3 clusters Score: Raw -106590.678603 + Penalty 3204.888215 = -103385.790388 nChanged 2 SP:Iteration 8Q (20861.750000 sec): 3 clusters Score: Raw -106593.579310 + Penalty 3204.888215 = -103388.691094 nChanged 2 SP:Iteration 9Q (20861.850000 sec): 3 clusters Score: Raw -106596.892335 + Penalty 3204.888215 = -103392.004120 nChanged 3 SP:Iteration 10Q (20861.990000 sec): 3 clusters Score: Raw -106602.183992 + Penalty 3204.888215 = -103397.295777 nChanged 1 SP:Iteration 11Q (20862.140000 sec): 3 clusters Score: Raw -106603.071942 + Penalty 3204.888215 = -103398.183727 nChanged 0 SP:Iteration 12F (20862.290000 sec): 3 clusters Score: Raw -106603.071942 + Penalty 3204.888215 = -103398.183727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20862.430000 sec): 2 clusters Score: Raw -74592.706126 + Penalty 1513.434531 = -73079.271595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20862.650000 sec): 3 clusters Score: Raw -74625.416812 + Penalty 3026.869063 = -71598.547749 nChanged 71 SP:Iteration 1F (20862.810000 sec): 3 clusters Score: Raw -74804.887675 + Penalty 3026.869063 = -71778.018612 nChanged 13 SP:Iteration 2Q (20862.940000 sec): 3 clusters Score: Raw -74855.968193 + Penalty 3026.869063 = -71829.099130 nChanged 7 SP:Iteration 3Q (20863.100000 sec): 3 clusters Score: Raw -74884.437692 + Penalty 3026.869063 = -71857.568629 nChanged 7 SP:Iteration 4Q (20863.230000 sec): 3 clusters Score: Raw -74912.498491 + Penalty 3026.869063 = -71885.629428 nChanged 6 SP:Iteration 5Q (20863.420000 sec): 3 clusters Score: Raw -74924.540816 + Penalty 3026.869063 = -71897.671753 nChanged 3 SP:Iteration 6Q (20863.610000 sec): 3 clusters Score: Raw -74937.288208 + Penalty 3026.869063 = -71910.419145 nChanged 1 SP:Iteration 7Q (20863.790000 sec): 3 clusters Score: Raw -74939.124217 + Penalty 3026.869063 = -71912.255154 nChanged 0 SP:Iteration 8F (20864.020000 sec): 3 clusters Score: Raw -74939.124217 + Penalty 3026.869063 = -71912.255154 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20864.130000 sec): 2 clusters Score: Raw -340486.211229 + Penalty 1899.240426 = -338586.970803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20864.350000 sec): 3 clusters Score: Raw -339719.964177 + Penalty 3798.480853 = -335921.483324 nChanged 703 SP:Iteration 1F (20864.550000 sec): 3 clusters Score: Raw -340399.764366 + Penalty 3798.480853 = -336601.283513 nChanged 226 SP:Iteration 2F (20864.720000 sec): 3 clusters Score: Raw -340677.390822 + Penalty 3798.480853 = -336878.909969 nChanged 153 SP:Iteration 3F (20864.890000 sec): 3 clusters Score: Raw -340857.136414 + Penalty 3798.480853 = -337058.655561 nChanged 116 SP:Iteration 4F (20865.050000 sec): 3 clusters Score: Raw -340999.649000 + Penalty 3798.480853 = -337201.168147 nChanged 90 SP:Iteration 5Q (20865.180000 sec): 3 clusters Score: Raw -341103.119972 + Penalty 3798.480853 = -337304.639119 nChanged 74 SP:Iteration 6Q (20865.390000 sec): 3 clusters Score: Raw -341198.427472 + Penalty 3798.480853 = -337399.946619 nChanged 55 SP:Iteration 7Q (20865.520000 sec): 3 clusters Score: Raw -341274.648085 + Penalty 3798.480853 = -337476.167232 nChanged 51 SP:Iteration 8Q (20865.620000 sec): 3 clusters Score: Raw -341338.732590 + Penalty 3798.480853 = -337540.251737 nChanged 46 SP:Iteration 9Q (20865.800000 sec): 3 clusters Score: Raw -341389.234557 + Penalty 3798.480853 = -337590.753704 nChanged 34 SP:Iteration 10Q (20866.000000 sec): 3 clusters Score: Raw -341420.757201 + Penalty 3798.480853 = -337622.276349 nChanged 32 SP:Iteration 11Q (20866.170000 sec): 3 clusters Score: Raw -341472.805304 + Penalty 3798.480853 = -337674.324451 nChanged 37 SP:Iteration 12Q (20866.340000 sec): 3 clusters Score: Raw -341539.421147 + Penalty 3798.480853 = -337740.940294 nChanged 41 SP:Iteration 13Q (20866.520000 sec): 3 clusters Score: Raw -341603.224556 + Penalty 3798.480853 = -337804.743703 nChanged 41 SP:Iteration 14Q (20866.700000 sec): 3 clusters Score: Raw -341666.813188 + Penalty 3798.480853 = -337868.332335 nChanged 36 SP:Iteration 15Q (20866.850000 sec): 3 clusters Score: Raw -341711.765277 + Penalty 3798.480853 = -337913.284424 nChanged 28 SP:Iteration 16Q (20867.050000 sec): 3 clusters Score: Raw -341745.278867 + Penalty 3798.480853 = -337946.798014 nChanged 22 SP:Iteration 17Q (20867.210000 sec): 3 clusters Score: Raw -341771.355234 + Penalty 3798.480853 = -337972.874381 nChanged 12 SP:Iteration 18Q (20867.380000 sec): 3 clusters Score: Raw -341782.371287 + Penalty 3798.480853 = -337983.890434 nChanged 12 SP:Iteration 19Q (20867.570000 sec): 3 clusters Score: Raw -341795.126332 + Penalty 3798.480853 = -337996.645479 nChanged 9 SP:Iteration 20F (20867.710000 sec): 3 clusters Score: Raw -341803.763368 + Penalty 3798.480853 = -338005.282515 nChanged 5 SP:Iteration 21Q (20867.950000 sec): 3 clusters Score: Raw -341807.537820 + Penalty 3798.480853 = -338009.056967 nChanged 7 SP:Iteration 22Q (20868.050000 sec): 3 clusters Score: Raw -341812.381196 + Penalty 3798.480853 = -338013.900343 nChanged 9 SP:Iteration 23Q (20868.240000 sec): 3 clusters Score: Raw -341819.415947 + Penalty 3798.480853 = -338020.935094 nChanged 9 SP:Iteration 24Q (20868.410000 sec): 3 clusters Score: Raw -341827.709371 + Penalty 3798.480853 = -338029.228518 nChanged 4 SP:Iteration 25Q (20868.580000 sec): 3 clusters Score: Raw -341832.976807 + Penalty 3798.480853 = -338034.495954 nChanged 3 SP:Iteration 26Q (20868.780000 sec): 3 clusters Score: Raw -341836.502981 + Penalty 3798.480853 = -338038.022128 nChanged 7 SP:Iteration 27Q (20868.970000 sec): 3 clusters Score: Raw -341843.116815 + Penalty 3798.480853 = -338044.635962 nChanged 4 SP:Iteration 28Q (20869.190000 sec): 3 clusters Score: Raw -341847.517424 + Penalty 3798.480853 = -338049.036571 nChanged 6 SP:Iteration 29Q (20869.320000 sec): 3 clusters Score: Raw -341852.068094 + Penalty 3798.480853 = -338053.587241 nChanged 4 SP:Iteration 30Q (20869.480000 sec): 3 clusters Score: Raw -341854.683862 + Penalty 3798.480853 = -338056.203009 nChanged 5 SP:Iteration 31Q (20869.640000 sec): 3 clusters Score: Raw -341859.356112 + Penalty 3798.480853 = -338060.875259 nChanged 4 SP:Iteration 32Q (20869.800000 sec): 3 clusters Score: Raw -341865.437844 + Penalty 3798.480853 = -338066.956991 nChanged 6 SP:Iteration 33Q (20869.910000 sec): 3 clusters Score: Raw -341871.028523 + Penalty 3798.480853 = -338072.547670 nChanged 3 SP:Iteration 34Q (20870.050000 sec): 3 clusters Score: Raw -341873.007706 + Penalty 3798.480853 = -338074.526853 nChanged 2 SP:Iteration 35Q (20870.210000 sec): 3 clusters Score: Raw -341874.870596 + Penalty 3798.480853 = -338076.389743 nChanged 1 SP:Iteration 36Q (20870.410000 sec): 3 clusters Score: Raw -341875.217873 + Penalty 3798.480853 = -338076.737020 nChanged 2 SP:Iteration 37Q (20870.520000 sec): 3 clusters Score: Raw -341876.054877 + Penalty 3798.480853 = -338077.574024 nChanged 2 SP:Iteration 38Q (20870.690000 sec): 3 clusters Score: Raw -341877.572306 + Penalty 3798.480853 = -338079.091453 nChanged 0 SP:Iteration 39F (20870.880000 sec): 3 clusters Score: Raw -341877.572306 + Penalty 3798.480853 = -338079.091453 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20871.030000 sec): 2 clusters Score: Raw -1833826.889873 + Penalty 2294.653054 = -1831532.236818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20871.280000 sec): 3 clusters Score: Raw -1828171.078115 + Penalty 4589.306109 = -1823581.772006 nChanged 4381 SP:Iteration 1F (20871.510000 sec): 3 clusters Score: Raw -1830509.537213 + Penalty 4589.306109 = -1825920.231104 nChanged 657 SP:Iteration 2F (20871.830000 sec): 3 clusters Score: Raw -1830833.294248 + Penalty 4589.306109 = -1826243.988139 nChanged 540 SP:Iteration 3F (20872.070000 sec): 3 clusters Score: Raw -1831080.972002 + Penalty 4589.306109 = -1826491.665893 nChanged 440 SP:Iteration 4Q (20872.310000 sec): 3 clusters Score: Raw -1831262.900186 + Penalty 4589.306109 = -1826673.594077 nChanged 376 SP:Iteration 5Q (20872.560000 sec): 3 clusters Score: Raw -1831412.066659 + Penalty 4589.306109 = -1826822.760550 nChanged 336 SP:Iteration 6Q (20872.860000 sec): 3 clusters Score: Raw -1831572.684352 + Penalty 4589.306109 = -1826983.378243 nChanged 350 SP:Iteration 7Q (20873.070000 sec): 3 clusters Score: Raw -1831744.176222 + Penalty 4589.306109 = -1827154.870113 nChanged 367 SP:Iteration 8Q (20873.310000 sec): 3 clusters Score: Raw -1831920.823526 + Penalty 4589.306109 = -1827331.517418 nChanged 355 SP:Iteration 9Q (20873.590000 sec): 3 clusters Score: Raw -1832099.925498 + Penalty 4589.306109 = -1827510.619389 nChanged 343 SP:Iteration 10Q (20873.780000 sec): 3 clusters Score: Raw -1832270.602832 + Penalty 4589.306109 = -1827681.296723 nChanged 334 SP:Iteration 11Q (20874.020000 sec): 3 clusters Score: Raw -1832447.901331 + Penalty 4589.306109 = -1827858.595222 nChanged 364 SP:Iteration 12Q (20874.270000 sec): 3 clusters Score: Raw -1832662.312179 + Penalty 4589.306109 = -1828073.006070 nChanged 355 SP:Iteration 13Q (20874.600000 sec): 3 clusters Score: Raw -1832870.762059 + Penalty 4589.306109 = -1828281.455950 nChanged 306 SP:Iteration 14Q (20874.940000 sec): 3 clusters Score: Raw -1833033.916057 + Penalty 4589.306109 = -1828444.609948 nChanged 286 SP:Iteration 15Q (20875.120000 sec): 3 clusters Score: Raw -1833168.504963 + Penalty 4589.306109 = -1828579.198854 nChanged 236 SP:Iteration 16Q (20875.420000 sec): 3 clusters Score: Raw -1833282.948255 + Penalty 4589.306109 = -1828693.642146 nChanged 210 SP:Iteration 17Q (20875.680000 sec): 3 clusters Score: Raw -1833376.513657 + Penalty 4589.306109 = -1828787.207548 nChanged 182 SP:Iteration 18Q (20875.970000 sec): 3 clusters Score: Raw -1833464.665230 + Penalty 4589.306109 = -1828875.359121 nChanged 175 SP:Iteration 19Q (20876.180000 sec): 3 clusters Score: Raw -1833542.851186 + Penalty 4589.306109 = -1828953.545077 nChanged 157 SP:Iteration 20F (20876.440000 sec): 3 clusters Score: Raw -1833605.864915 + Penalty 4589.306109 = -1829016.558806 nChanged 130 SP:Iteration 21Q (20876.650000 sec): 3 clusters Score: Raw -1833659.732258 + Penalty 4589.306109 = -1829070.426150 nChanged 120 SP:Iteration 22Q (20876.870000 sec): 3 clusters Score: Raw -1833708.321231 + Penalty 4589.306109 = -1829119.015122 nChanged 109 SP:Iteration 23Q (20877.120000 sec): 3 clusters Score: Raw -1833754.567076 + Penalty 4589.306109 = -1829165.260967 nChanged 97 SP:Iteration 24Q (20877.370000 sec): 3 clusters Score: Raw -1833795.105583 + Penalty 4589.306109 = -1829205.799474 nChanged 89 SP:Iteration 25Q (20877.580000 sec): 3 clusters Score: Raw -1833828.275103 + Penalty 4589.306109 = -1829238.968994 nChanged 80 SP:Iteration 26Q (20877.830000 sec): 3 clusters Score: Raw -1833856.536845 + Penalty 4589.306109 = -1829267.230736 nChanged 69 SP:Iteration 27Q (20878.050000 sec): 3 clusters Score: Raw -1833878.407271 + Penalty 4589.306109 = -1829289.101162 nChanged 74 SP:Iteration 28Q (20878.310000 sec): 3 clusters Score: Raw -1833907.399100 + Penalty 4589.306109 = -1829318.092991 nChanged 64 SP:Iteration 29Q (20878.490000 sec): 3 clusters Score: Raw -1833929.750128 + Penalty 4589.306109 = -1829340.444019 nChanged 76 SP:Iteration 30Q (20878.700000 sec): 3 clusters Score: Raw -1833961.351907 + Penalty 4589.306109 = -1829372.045798 nChanged 68 SP:Iteration 31Q (20878.880000 sec): 3 clusters Score: Raw -1833991.790827 + Penalty 4589.306109 = -1829402.484718 nChanged 68 SP:Iteration 32Q (20879.050000 sec): 3 clusters Score: Raw -1834017.752576 + Penalty 4589.306109 = -1829428.446467 nChanged 62 SP:Iteration 33Q (20879.230000 sec): 3 clusters Score: Raw -1834043.610060 + Penalty 4589.306109 = -1829454.303951 nChanged 62 SP:Iteration 34Q (20879.410000 sec): 3 clusters Score: Raw -1834071.804565 + Penalty 4589.306109 = -1829482.498456 nChanged 53 SP:Iteration 35Q (20879.580000 sec): 3 clusters Score: Raw -1834095.487993 + Penalty 4589.306109 = -1829506.181884 nChanged 45 SP:Iteration 36Q (20879.790000 sec): 3 clusters Score: Raw -1834115.423126 + Penalty 4589.306109 = -1829526.117018 nChanged 39 SP:Iteration 37Q (20880.050000 sec): 3 clusters Score: Raw -1834133.082196 + Penalty 4589.306109 = -1829543.776087 nChanged 42 SP:Iteration 38Q (20880.220000 sec): 3 clusters Score: Raw -1834151.057593 + Penalty 4589.306109 = -1829561.751484 nChanged 37 SP:Iteration 39Q (20880.390000 sec): 3 clusters Score: Raw -1834165.488317 + Penalty 4589.306109 = -1829576.182208 nChanged 32 SP:Iteration 40F (20880.610000 sec): 3 clusters Score: Raw -1834178.152329 + Penalty 4589.306109 = -1829588.846220 nChanged 24 SP:Iteration 41Q (20880.820000 sec): 3 clusters Score: Raw -1834187.004847 + Penalty 4589.306109 = -1829597.698738 nChanged 23 SP:Iteration 42Q (20881.090000 sec): 3 clusters Score: Raw -1834196.879777 + Penalty 4589.306109 = -1829607.573669 nChanged 25 SP:Iteration 43Q (20881.290000 sec): 3 clusters Score: Raw -1834208.685462 + Penalty 4589.306109 = -1829619.379353 nChanged 22 SP:Iteration 44Q (20881.490000 sec): 3 clusters Score: Raw -1834218.839482 + Penalty 4589.306109 = -1829629.533373 nChanged 22 SP:Iteration 45Q (20881.680000 sec): 3 clusters Score: Raw -1834227.135868 + Penalty 4589.306109 = -1829637.829760 nChanged 20 SP:Iteration 46Q (20881.850000 sec): 3 clusters Score: Raw -1834236.250176 + Penalty 4589.306109 = -1829646.944067 nChanged 18 SP:Iteration 47Q (20882.030000 sec): 3 clusters Score: Raw -1834242.048665 + Penalty 4589.306109 = -1829652.742556 nChanged 18 SP:Iteration 48Q (20882.230000 sec): 3 clusters Score: Raw -1834248.513099 + Penalty 4589.306109 = -1829659.206990 nChanged 18 SP:Iteration 49Q (20882.430000 sec): 3 clusters Score: Raw -1834254.868524 + Penalty 4589.306109 = -1829665.562415 nChanged 10 SP:Iteration 50Q (20882.630000 sec): 3 clusters Score: Raw -1834258.582215 + Penalty 4589.306109 = -1829669.276106 nChanged 7 SP:Iteration 51Q (20882.810000 sec): 3 clusters Score: Raw -1834260.682223 + Penalty 4589.306109 = -1829671.376114 nChanged 5 SP:Iteration 52Q (20883.070000 sec): 3 clusters Score: Raw -1834262.668325 + Penalty 4589.306109 = -1829673.362216 nChanged 9 SP:Iteration 53Q (20883.210000 sec): 3 clusters Score: Raw -1834266.888564 + Penalty 4589.306109 = -1829677.582455 nChanged 16 SP:Iteration 54Q (20883.430000 sec): 3 clusters Score: Raw -1834272.965017 + Penalty 4589.306109 = -1829683.658908 nChanged 11 SP:Iteration 55Q (20883.590000 sec): 3 clusters Score: Raw -1834277.714883 + Penalty 4589.306109 = -1829688.408774 nChanged 3 SP:Iteration 56Q (20883.810000 sec): 3 clusters Score: Raw -1834278.643518 + Penalty 4589.306109 = -1829689.337409 nChanged 3 SP:Iteration 57Q (20884.080000 sec): 3 clusters Score: Raw -1834279.556594 + Penalty 4589.306109 = -1829690.250485 nChanged 4 SP:Iteration 58Q (20884.290000 sec): 3 clusters Score: Raw -1834281.009316 + Penalty 4589.306109 = -1829691.703207 nChanged 0 SP:Iteration 59F (20884.540000 sec): 3 clusters Score: Raw -1834281.009316 + Penalty 4589.306109 = -1829691.703207 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20884.620000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20884.800000 sec): 3 clusters Score: Raw -80676.177360 + Penalty 3102.852021 = -77573.325339 nChanged 80 SP:Iteration 1F (20884.960000 sec): 3 clusters Score: Raw -80864.575967 + Penalty 3102.852021 = -77761.723947 nChanged 29 SP:Iteration 2F (20885.140000 sec): 3 clusters Score: Raw -80939.209906 + Penalty 3102.852021 = -77836.357886 nChanged 18 SP:Iteration 3Q (20885.330000 sec): 3 clusters Score: Raw -81008.555463 + Penalty 3102.852021 = -77905.703443 nChanged 23 SP:Iteration 4Q (20885.460000 sec): 3 clusters Score: Raw -81095.445372 + Penalty 3102.852021 = -77992.593352 nChanged 15 SP:Iteration 5Q (20885.650000 sec): 3 clusters Score: Raw -81148.801803 + Penalty 3102.852021 = -78045.949782 nChanged 5 SP:Iteration 6Q (20885.820000 sec): 3 clusters Score: Raw -81160.385957 + Penalty 3102.852021 = -78057.533937 nChanged 5 SP:Iteration 7Q (20885.950000 sec): 3 clusters Score: Raw -81173.095858 + Penalty 3102.852021 = -78070.243837 nChanged 4 SP:Iteration 8Q (20886.160000 sec): 3 clusters Score: Raw -81180.614282 + Penalty 3102.852021 = -78077.762261 nChanged 2 SP:Iteration 9Q (20886.320000 sec): 3 clusters Score: Raw -81185.205139 + Penalty 3102.852021 = -78082.353118 nChanged 2 SP:Iteration 10Q (20886.540000 sec): 3 clusters Score: Raw -81188.230918 + Penalty 3102.852021 = -78085.378897 nChanged 0 SP:Iteration 11F (20886.750000 sec): 3 clusters Score: Raw -81188.230918 + Penalty 3102.852021 = -78085.378897 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20886.850000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20887.070000 sec): 3 clusters Score: Raw -31111.475294 + Penalty 2610.294334 = -28501.180961 nChanged 11 SP:Iteration 1F (20887.290000 sec): 3 clusters Score: Raw -31249.637046 + Penalty 2610.294334 = -28639.342712 nChanged 4 SP:Iteration 2Q (20887.520000 sec): 3 clusters Score: Raw -31274.589937 + Penalty 2610.294334 = -28664.295603 nChanged 2 SP:Iteration 3Q (20887.780000 sec): 3 clusters Score: Raw -31285.901169 + Penalty 2610.294334 = -28675.606835 nChanged 1 SP:Iteration 4Q (20887.990000 sec): 3 clusters Score: Raw -31291.406817 + Penalty 2610.294334 = -28681.112484 nChanged 0 SP:Iteration 5F (20888.200000 sec): 3 clusters Score: Raw -31291.406817 + Penalty 2610.294334 = -28681.112484 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20888.250000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20888.430000 sec): 3 clusters Score: Raw -39886.203685 + Penalty 2810.547637 = -37075.656047 nChanged 35 SP:Iteration 1F (20888.630000 sec): 3 clusters Score: Raw -39994.610143 + Penalty 2810.547637 = -37184.062506 nChanged 12 SP:Iteration 2Q (20888.770000 sec): 3 clusters Score: Raw -40057.306752 + Penalty 2810.547637 = -37246.759115 nChanged 5 SP:Iteration 3Q (20889.000000 sec): 3 clusters Score: Raw -40071.513676 + Penalty 2810.547637 = -37260.966039 nChanged 4 SP:Iteration 4Q (20889.160000 sec): 3 clusters Score: Raw -40086.863556 + Penalty 2810.547637 = -37276.315918 nChanged 3 SP:Iteration 5Q (20889.340000 sec): 3 clusters Score: Raw -40121.717851 + Penalty 2810.547637 = -37311.170214 nChanged 8 SP:Iteration 6Q (20889.530000 sec): 3 clusters Score: Raw -40159.129829 + Penalty 2810.547637 = -37348.582191 nChanged 4 SP:Iteration 7Q (20889.700000 sec): 3 clusters Score: Raw -40190.457383 + Penalty 2810.547637 = -37379.909746 nChanged 4 SP:Iteration 8Q (20889.870000 sec): 3 clusters Score: Raw -40215.294218 + Penalty 2810.547637 = -37404.746581 nChanged 5 SP:Iteration 9Q (20890.050000 sec): 3 clusters Score: Raw -40240.819789 + Penalty 2810.547637 = -37430.272152 nChanged 5 SP:Iteration 10Q (20890.220000 sec): 3 clusters Score: Raw -40273.719450 + Penalty 2810.547637 = -37463.171813 nChanged 3 SP:Iteration 11Q (20890.360000 sec): 3 clusters Score: Raw -40285.586704 + Penalty 2810.547637 = -37475.039067 nChanged 0 SP:Iteration 12F (20890.490000 sec): 3 clusters Score: Raw -40285.586704 + Penalty 2810.547637 = -37475.039067 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20890.550000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20890.680000 sec): 3 clusters Score: Raw -152825.325077 + Penalty 3359.447866 = -149465.877210 nChanged 211 SP:Iteration 1F (20890.880000 sec): 3 clusters Score: Raw -153088.459507 + Penalty 3359.447866 = -149729.011641 nChanged 50 SP:Iteration 2F (20891.050000 sec): 3 clusters Score: Raw -153151.207623 + Penalty 3359.447866 = -149791.759757 nChanged 20 SP:Iteration 3Q (20891.220000 sec): 3 clusters Score: Raw -153180.802899 + Penalty 3359.447866 = -149821.355033 nChanged 16 SP:Iteration 4Q (20891.410000 sec): 3 clusters Score: Raw -153208.196811 + Penalty 3359.447866 = -149848.748944 nChanged 14 SP:Iteration 5Q (20891.530000 sec): 3 clusters Score: Raw -153232.376238 + Penalty 3359.447866 = -149872.928371 nChanged 9 SP:Iteration 6Q (20891.720000 sec): 3 clusters Score: Raw -153249.798540 + Penalty 3359.447866 = -149890.350673 nChanged 12 SP:Iteration 7Q (20891.920000 sec): 3 clusters Score: Raw -153277.697005 + Penalty 3359.447866 = -149918.249139 nChanged 22 SP:Iteration 8Q (20892.060000 sec): 3 clusters Score: Raw -153314.779316 + Penalty 3359.447866 = -149955.331450 nChanged 19 SP:Iteration 9Q (20892.280000 sec): 3 clusters Score: Raw -153357.899412 + Penalty 3359.447866 = -149998.451545 nChanged 23 SP:Iteration 10Q (20892.410000 sec): 3 clusters Score: Raw -153394.767101 + Penalty 3359.447866 = -150035.319234 nChanged 10 SP:Iteration 11Q (20892.580000 sec): 3 clusters Score: Raw -153415.010810 + Penalty 3359.447866 = -150055.562943 nChanged 8 SP:Iteration 12Q (20892.760000 sec): 3 clusters Score: Raw -153428.120578 + Penalty 3359.447866 = -150068.672712 nChanged 12 SP:Iteration 13Q (20892.930000 sec): 3 clusters Score: Raw -153441.968381 + Penalty 3359.447866 = -150082.520515 nChanged 5 SP:Iteration 14Q (20893.130000 sec): 3 clusters Score: Raw -153449.982994 + Penalty 3359.447866 = -150090.535128 nChanged 5 SP:Iteration 15Q (20893.310000 sec): 3 clusters Score: Raw -153457.754715 + Penalty 3359.447866 = -150098.306849 nChanged 4 SP:Iteration 16Q (20893.480000 sec): 3 clusters Score: Raw -153470.536740 + Penalty 3359.447866 = -150111.088874 nChanged 5 SP:Iteration 17Q (20893.650000 sec): 3 clusters Score: Raw -153484.847061 + Penalty 3359.447866 = -150125.399195 nChanged 5 SP:Iteration 18Q (20893.750000 sec): 3 clusters Score: Raw -153506.829231 + Penalty 3359.447866 = -150147.381365 nChanged 7 SP:Iteration 19Q (20893.920000 sec): 3 clusters Score: Raw -153518.164183 + Penalty 3359.447866 = -150158.716317 nChanged 7 SP:Iteration 20F (20894.000000 sec): 3 clusters Score: Raw -153528.064325 + Penalty 3359.447866 = -150168.616459 nChanged 6 SP:Iteration 21Q (20894.150000 sec): 3 clusters Score: Raw -153538.283899 + Penalty 3359.447866 = -150178.836033 nChanged 5 SP:Iteration 22Q (20894.350000 sec): 3 clusters Score: Raw -153551.765226 + Penalty 3359.447866 = -150192.317359 nChanged 7 SP:Iteration 23Q (20894.430000 sec): 3 clusters Score: Raw -153566.890969 + Penalty 3359.447866 = -150207.443103 nChanged 8 SP:Iteration 24Q (20894.590000 sec): 3 clusters Score: Raw -153575.487930 + Penalty 3359.447866 = -150216.040064 nChanged 4 SP:Iteration 25Q (20894.700000 sec): 3 clusters Score: Raw -153581.044024 + Penalty 3359.447866 = -150221.596157 nChanged 1 SP:Iteration 26Q (20894.890000 sec): 3 clusters Score: Raw -153584.656543 + Penalty 3359.447866 = -150225.208677 nChanged 3 SP:Iteration 27Q (20895.030000 sec): 3 clusters Score: Raw -153590.607085 + Penalty 3359.447866 = -150231.159219 nChanged 1 SP:Iteration 28Q (20895.140000 sec): 3 clusters Score: Raw -153591.991399 + Penalty 3359.447866 = -150232.543533 nChanged 0 SP:Iteration 29F (20895.280000 sec): 3 clusters Score: Raw -153591.991399 + Penalty 3359.447866 = -150232.543533 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20895.510000 sec): 2 clusters Score: Raw -3187201.323560 + Penalty 2435.237969 = -3184766.085591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20895.820000 sec): 3 clusters Score: Raw -3176551.563881 + Penalty 4870.475938 = -3171681.087943 nChanged 8063 SP:Iteration 1F (20896.030000 sec): 3 clusters Score: Raw -3180715.507890 + Penalty 4870.475938 = -3175845.031952 nChanged 946 SP:Iteration 2F (20896.320000 sec): 3 clusters Score: Raw -3181041.508985 + Penalty 4870.475938 = -3176171.033047 nChanged 791 SP:Iteration 3Q (20896.620000 sec): 3 clusters Score: Raw -3181301.238918 + Penalty 4870.475938 = -3176430.762980 nChanged 721 SP:Iteration 4Q (20896.920000 sec): 3 clusters Score: Raw -3181536.683053 + Penalty 4870.475938 = -3176666.207115 nChanged 665 SP:Iteration 5Q (20897.250000 sec): 3 clusters Score: Raw -3181767.517188 + Penalty 4870.475938 = -3176897.041250 nChanged 698 SP:Iteration 6Q (20897.550000 sec): 3 clusters Score: Raw -3182037.112436 + Penalty 4870.475938 = -3177166.636499 nChanged 774 SP:Iteration 7Q (20897.850000 sec): 3 clusters Score: Raw -3182380.661901 + Penalty 4870.475938 = -3177510.185963 nChanged 880 SP:Iteration 8Q (20898.150000 sec): 3 clusters Score: Raw -3182844.609493 + Penalty 4870.475938 = -3177974.133556 nChanged 983 SP:Iteration 9F (20898.410000 sec): 3 clusters Score: Raw -3183455.210105 + Penalty 4870.475938 = -3178584.734168 nChanged 1100 SP:Iteration 10F (20898.670000 sec): 3 clusters Score: Raw -3184237.942161 + Penalty 4870.475938 = -3179367.466223 nChanged 1094 SP:Iteration 11F (20898.940000 sec): 3 clusters Score: Raw -3185108.276652 + Penalty 4870.475938 = -3180237.800714 nChanged 983 SP:Iteration 12F (20899.200000 sec): 3 clusters Score: Raw -3185958.709110 + Penalty 4870.475938 = -3181088.233172 nChanged 694 SP:Iteration 13Q (20899.420000 sec): 3 clusters Score: Raw -3186535.043979 + Penalty 4870.475938 = -3181664.568041 nChanged 420 SP:Iteration 14Q (20899.690000 sec): 3 clusters Score: Raw -3186899.529754 + Penalty 4870.475938 = -3182029.053816 nChanged 236 SP:Iteration 15Q (20899.950000 sec): 3 clusters Score: Raw -3187120.961799 + Penalty 4870.475938 = -3182250.485862 nChanged 132 SP:Iteration 16Q (20900.240000 sec): 3 clusters Score: Raw -3187255.920840 + Penalty 4870.475938 = -3182385.444902 nChanged 79 SP:Iteration 17Q (20900.510000 sec): 3 clusters Score: Raw -3187334.403924 + Penalty 4870.475938 = -3182463.927987 nChanged 42 SP:Iteration 18Q (20900.850000 sec): 3 clusters Score: Raw -3187379.969689 + Penalty 4870.475938 = -3182509.493752 nChanged 29 SP:Iteration 19Q (20901.120000 sec): 3 clusters Score: Raw -3187412.812820 + Penalty 4870.475938 = -3182542.336883 nChanged 19 SP:Iteration 20F (20901.470000 sec): 3 clusters Score: Raw -3187434.069305 + Penalty 4870.475938 = -3182563.593367 nChanged 10 SP:Iteration 21Q (20901.730000 sec): 3 clusters Score: Raw -3187448.055499 + Penalty 4870.475938 = -3182577.579561 nChanged 7 SP:Iteration 22Q (20902.040000 sec): 3 clusters Score: Raw -3187456.398115 + Penalty 4870.475938 = -3182585.922177 nChanged 8 SP:Iteration 23Q (20902.340000 sec): 3 clusters Score: Raw -3187465.152123 + Penalty 4870.475938 = -3182594.676186 nChanged 3 SP:Iteration 24Q (20902.600000 sec): 3 clusters Score: Raw -3187471.144193 + Penalty 4870.475938 = -3182600.668256 nChanged 0 SP:Iteration 25F (20902.920000 sec): 3 clusters Score: Raw -3187471.144193 + Penalty 4870.475938 = -3182600.668256 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20903.050000 sec): 2 clusters Score: Raw -946855.936166 + Penalty 2131.809084 = -944724.127082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20903.280000 sec): 3 clusters Score: Raw -944155.068618 + Penalty 4263.618168 = -939891.450450 nChanged 2085 SP:Iteration 1F (20903.520000 sec): 3 clusters Score: Raw -945329.981246 + Penalty 4263.618168 = -941066.363078 nChanged 436 SP:Iteration 2F (20903.720000 sec): 3 clusters Score: Raw -945553.423878 + Penalty 4263.618168 = -941289.805709 nChanged 250 SP:Iteration 3Q (20903.900000 sec): 3 clusters Score: Raw -945678.736601 + Penalty 4263.618168 = -941415.118432 nChanged 158 SP:Iteration 4Q (20904.100000 sec): 3 clusters Score: Raw -945746.509691 + Penalty 4263.618168 = -941482.891522 nChanged 110 SP:Iteration 5Q (20904.310000 sec): 3 clusters Score: Raw -945787.236789 + Penalty 4263.618168 = -941523.618620 nChanged 93 SP:Iteration 6Q (20904.550000 sec): 3 clusters Score: Raw -945816.558585 + Penalty 4263.618168 = -941552.940417 nChanged 59 SP:Iteration 7Q (20904.720000 sec): 3 clusters Score: Raw -945835.465695 + Penalty 4263.618168 = -941571.847526 nChanged 47 SP:Iteration 8Q (20904.920000 sec): 3 clusters Score: Raw -945849.258459 + Penalty 4263.618168 = -941585.640290 nChanged 41 SP:Iteration 9Q (20905.120000 sec): 3 clusters Score: Raw -945859.963513 + Penalty 4263.618168 = -941596.345345 nChanged 32 SP:Iteration 10Q (20905.330000 sec): 3 clusters Score: Raw -945868.726907 + Penalty 4263.618168 = -941605.108738 nChanged 25 SP:Iteration 11Q (20905.500000 sec): 3 clusters Score: Raw -945877.092078 + Penalty 4263.618168 = -941613.473909 nChanged 24 SP:Iteration 12Q (20905.750000 sec): 3 clusters Score: Raw -945884.519305 + Penalty 4263.618168 = -941620.901136 nChanged 23 SP:Iteration 13Q (20905.910000 sec): 3 clusters Score: Raw -945890.770869 + Penalty 4263.618168 = -941627.152700 nChanged 23 SP:Iteration 14Q (20906.150000 sec): 3 clusters Score: Raw -945895.771948 + Penalty 4263.618168 = -941632.153779 nChanged 26 SP:Iteration 15Q (20906.370000 sec): 3 clusters Score: Raw -945903.342702 + Penalty 4263.618168 = -941639.724533 nChanged 26 SP:Iteration 16Q (20906.510000 sec): 3 clusters Score: Raw -945910.588641 + Penalty 4263.618168 = -941646.970472 nChanged 26 SP:Iteration 17Q (20906.740000 sec): 3 clusters Score: Raw -945918.278808 + Penalty 4263.618168 = -941654.660640 nChanged 33 SP:Iteration 18Q (20906.860000 sec): 3 clusters Score: Raw -945930.814675 + Penalty 4263.618168 = -941667.196506 nChanged 32 SP:Iteration 19Q (20907.080000 sec): 3 clusters Score: Raw -945939.510662 + Penalty 4263.618168 = -941675.892493 nChanged 26 SP:Iteration 20F (20907.290000 sec): 3 clusters Score: Raw -945947.383308 + Penalty 4263.618168 = -941683.765140 nChanged 30 SP:Iteration 21Q (20907.460000 sec): 3 clusters Score: Raw -945955.494826 + Penalty 4263.618168 = -941691.876658 nChanged 22 SP:Iteration 22Q (20907.640000 sec): 3 clusters Score: Raw -945960.984451 + Penalty 4263.618168 = -941697.366283 nChanged 20 SP:Iteration 23Q (20907.840000 sec): 3 clusters Score: Raw -945965.936196 + Penalty 4263.618168 = -941702.318028 nChanged 17 SP:Iteration 24Q (20908.030000 sec): 3 clusters Score: Raw -945971.191878 + Penalty 4263.618168 = -941707.573710 nChanged 16 SP:Iteration 25Q (20908.280000 sec): 3 clusters Score: Raw -945976.740177 + Penalty 4263.618168 = -941713.122009 nChanged 17 SP:Iteration 26Q (20908.450000 sec): 3 clusters Score: Raw -945980.654370 + Penalty 4263.618168 = -941717.036201 nChanged 14 SP:Iteration 27Q (20908.650000 sec): 3 clusters Score: Raw -945984.063162 + Penalty 4263.618168 = -941720.444994 nChanged 14 SP:Iteration 28Q (20908.940000 sec): 3 clusters Score: Raw -945987.231151 + Penalty 4263.618168 = -941723.612982 nChanged 8 SP:Iteration 29Q (20909.140000 sec): 3 clusters Score: Raw -945988.414725 + Penalty 4263.618168 = -941724.796557 nChanged 6 SP:Iteration 30Q (20909.300000 sec): 3 clusters Score: Raw -945989.907696 + Penalty 4263.618168 = -941726.289528 nChanged 2 SP:Iteration 31Q (20909.550000 sec): 3 clusters Score: Raw -945990.288718 + Penalty 4263.618168 = -941726.670550 nChanged 5 SP:Iteration 32Q (20909.790000 sec): 3 clusters Score: Raw -945991.125209 + Penalty 4263.618168 = -941727.507041 nChanged 3 SP:Iteration 33Q (20910.040000 sec): 3 clusters Score: Raw -945991.872239 + Penalty 4263.618168 = -941728.254070 nChanged 3 SP:Iteration 34Q (20910.270000 sec): 3 clusters Score: Raw -945992.702669 + Penalty 4263.618168 = -941729.084500 nChanged 3 SP:Iteration 35Q (20910.520000 sec): 3 clusters Score: Raw -945993.323325 + Penalty 4263.618168 = -941729.705156 nChanged 1 SP:Iteration 36Q (20910.730000 sec): 3 clusters Score: Raw -945993.367597 + Penalty 4263.618168 = -941729.749428 nChanged 0 SP:Iteration 37F (20910.920000 sec): 3 clusters Score: Raw -945993.367597 + Penalty 4263.618168 = -941729.749428 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20911.040000 sec): 2 clusters Score: Raw -86494.979536 + Penalty 1586.438554 = -84908.540981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20911.260000 sec): 3 clusters Score: Raw -86673.284127 + Penalty 3172.877109 = -83500.407018 nChanged 157 SP:Iteration 1F (20911.370000 sec): 3 clusters Score: Raw -87077.426468 + Penalty 3172.877109 = -83904.549359 nChanged 47 SP:Iteration 2F (20911.520000 sec): 3 clusters Score: Raw -87282.266405 + Penalty 3172.877109 = -84109.389296 nChanged 27 SP:Iteration 3Q (20911.720000 sec): 3 clusters Score: Raw -87442.912291 + Penalty 3172.877109 = -84270.035182 nChanged 17 SP:Iteration 4Q (20911.840000 sec): 3 clusters Score: Raw -87530.725972 + Penalty 3172.877109 = -84357.848863 nChanged 12 SP:Iteration 5Q (20911.970000 sec): 3 clusters Score: Raw -87598.970613 + Penalty 3172.877109 = -84426.093504 nChanged 17 SP:Iteration 6Q (20912.170000 sec): 3 clusters Score: Raw -87651.636706 + Penalty 3172.877109 = -84478.759597 nChanged 6 SP:Iteration 7Q (20912.410000 sec): 3 clusters Score: Raw -87697.047211 + Penalty 3172.877109 = -84524.170102 nChanged 8 SP:Iteration 8Q (20912.590000 sec): 3 clusters Score: Raw -87727.228817 + Penalty 3172.877109 = -84554.351708 nChanged 8 SP:Iteration 9Q (20912.730000 sec): 3 clusters Score: Raw -87751.058347 + Penalty 3172.877109 = -84578.181238 nChanged 5 SP:Iteration 10Q (20912.890000 sec): 3 clusters Score: Raw -87772.570482 + Penalty 3172.877109 = -84599.693373 nChanged 4 SP:Iteration 11Q (20913.060000 sec): 3 clusters Score: Raw -87784.090744 + Penalty 3172.877109 = -84611.213635 nChanged 2 SP:Iteration 12Q (20913.230000 sec): 3 clusters Score: Raw -87786.522781 + Penalty 3172.877109 = -84613.645672 nChanged 1 SP:Iteration 13Q (20913.390000 sec): 3 clusters Score: Raw -87787.439578 + Penalty 3172.877109 = -84614.562469 nChanged 0 SP:Iteration 14F (20913.550000 sec): 3 clusters Score: Raw -87792.947050 + Penalty 3172.877109 = -84620.069941 nChanged 1 SP:Iteration 15Q (20913.710000 sec): 3 clusters Score: Raw -87807.043250 + Penalty 3172.877109 = -84634.166141 nChanged 2 SP:Iteration 16Q (20913.870000 sec): 3 clusters Score: Raw -87813.249611 + Penalty 3172.877109 = -84640.372502 nChanged 1 SP:Iteration 17Q (20914.030000 sec): 3 clusters Score: Raw -87815.470112 + Penalty 3172.877109 = -84642.593003 nChanged 0 SP:Iteration 18F (20914.190000 sec): 3 clusters Score: Raw -87815.470112 + Penalty 3172.877109 = -84642.593003 nChanged 0 Iteration 259Q (20949.630000 sec): 56 clusters Score: Raw -68036826.566237 + Penalty 176085.131824 = -67860741.434413 nChanged 55 Iteration 260F (21003.890000 sec): 56 clusters Score: Raw -68036899.690154 + Penalty 176085.131824 = -67860814.558329 nChanged 58 Iteration 261Q (21039.970000 sec): 56 clusters Score: Raw -68037060.335135 + Penalty 176085.131824 = -67860975.203311 nChanged 49 Iteration 262Q (21076.570000 sec): 56 clusters Score: Raw -68037116.435368 + Penalty 176085.131824 = -67861031.303544 nChanged 44 Iteration 263Q (21110.060000 sec): 56 clusters Score: Raw -68037144.263256 + Penalty 176085.131824 = -67861059.131431 nChanged 28 Iteration 264Q (21145.740000 sec): 56 clusters Score: Raw -68037147.601409 + Penalty 176085.131824 = -67861062.469584 nChanged 30 Iteration 265Q (21183.680000 sec): 56 clusters Score: Raw -68037150.679780 + Penalty 176085.131824 = -67861065.547955 nChanged 22 Iteration 266Q (21219.220000 sec): 56 clusters Score: Raw -68037162.164589 + Penalty 176085.131824 = -67861077.032765 nChanged 25 Iteration 267Q (21249.080000 sec): 56 clusters Score: Raw -68037168.852608 + Penalty 176085.131824 = -67861083.720784 nChanged 31 Iteration 268Q (21286.080000 sec): 56 clusters Score: Raw -68037175.460898 + Penalty 176085.131824 = -67861090.329073 nChanged 28 Iteration 269Q (21328.070000 sec): 56 clusters Score: Raw -68037179.934858 + Penalty 176085.131824 = -67861094.803034 nChanged 29 Iteration 270Q (21371.130000 sec): 56 clusters Score: Raw -68037182.407775 + Penalty 176085.131824 = -67861097.275951 nChanged 23 Iteration 271Q (21413.780000 sec): 56 clusters Score: Raw -68037183.799213 + Penalty 176085.131824 = -67861098.667388 nChanged 23 Iteration 272Q (21458.320000 sec): 56 clusters Score: Raw -68037184.734507 + Penalty 176085.131824 = -67861099.602682 nChanged 18 Iteration 273Q (21502.550000 sec): 56 clusters Score: Raw -68037185.678334 + Penalty 176085.131824 = -67861100.546509 nChanged 20 Iteration 274Q (21547.770000 sec): 56 clusters Score: Raw -68037186.760091 + Penalty 176085.131824 = -67861101.628267 nChanged 27 Iteration 275Q (21592.740000 sec): 56 clusters Score: Raw -68037187.735284 + Penalty 176085.131824 = -67861102.603460 nChanged 37 Iteration 276Q (21637.260000 sec): 56 clusters Score: Raw -68037189.819663 + Penalty 176085.131824 = -67861104.687839 nChanged 31 Iteration 277Q (21670.040000 sec): 56 clusters Score: Raw -68037191.096379 + Penalty 176085.131824 = -67861105.964555 nChanged 28 Iteration 278Q (21706.020000 sec): 56 clusters Score: Raw -68037192.265932 + Penalty 176085.131824 = -67861107.134107 nChanged 31 Iteration 279Q (21743.140000 sec): 56 clusters Score: Raw -68037193.811509 + Penalty 176085.131824 = -67861108.679685 nChanged 35 Iteration 280F (21797.670000 sec): 56 clusters Score: Raw -68037210.086559 + Penalty 176085.131824 = -67861124.954735 nChanged 32 Iteration 281Q (21830.920000 sec): 56 clusters Score: Raw -68037289.020983 + Penalty 176085.131824 = -67861203.889159 nChanged 37 Iteration 282Q (21866.590000 sec): 56 clusters Score: Raw -68037297.405127 + Penalty 176085.131824 = -67861212.273303 nChanged 23 Iteration 283Q (21899.520000 sec): 56 clusters Score: Raw -68037298.540616 + Penalty 176085.131824 = -67861213.408792 nChanged 24 Iteration 284Q (21934.050000 sec): 56 clusters Score: Raw -68037299.501900 + Penalty 176085.131824 = -67861214.370076 nChanged 17 Iteration 285Q (21968.020000 sec): 56 clusters Score: Raw -68037300.060957 + Penalty 176085.131824 = -67861214.929133 nChanged 23 Iteration 286Q (22002.040000 sec): 56 clusters Score: Raw -68037300.693238 + Penalty 176085.131824 = -67861215.561413 nChanged 13 Iteration 287Q (22035.390000 sec): 56 clusters Score: Raw -68037300.973014 + Penalty 176085.131824 = -67861215.841190 nChanged 8 Iteration 288Q (22072.310000 sec): 56 clusters Score: Raw -68037301.310692 + Penalty 176085.131824 = -67861216.178868 nChanged 10 Iteration 289Q (22107.120000 sec): 56 clusters Score: Raw -68037301.778527 + Penalty 176085.131824 = -67861216.646703 nChanged 11 Iteration 290Q (22142.540000 sec): 56 clusters Score: Raw -68037302.799475 + Penalty 176085.131824 = -67861217.667651 nChanged 12 Iteration 291Q (22177.600000 sec): 56 clusters Score: Raw -68037303.307481 + Penalty 176085.131824 = -67861218.175657 nChanged 12 Iteration 292Q (22213.270000 sec): 56 clusters Score: Raw -68037303.830911 + Penalty 176085.131824 = -67861218.699087 nChanged 19 Iteration 293Q (22249.540000 sec): 56 clusters Score: Raw -68037304.667363 + Penalty 176085.131824 = -67861219.535539 nChanged 16 Iteration 294Q (22289.850000 sec): 56 clusters Score: Raw -68037305.570191 + Penalty 176085.131824 = -67861220.438366 nChanged 18 Iteration 295Q (22334.640000 sec): 56 clusters Score: Raw -68037306.535865 + Penalty 176085.131824 = -67861221.404040 nChanged 13 Iteration 296Q (22375.960000 sec): 56 clusters Score: Raw -68037307.287723 + Penalty 176085.131824 = -67861222.155899 nChanged 6 Iteration 297Q (22418.170000 sec): 56 clusters Score: Raw -68037307.457262 + Penalty 176085.131824 = -67861222.325438 nChanged 4 Iteration 298Q (22462.370000 sec): 56 clusters Score: Raw -68037307.553860 + Penalty 176085.131824 = -67861222.422035 nChanged 3 Writing temp clu file Because OldScore, -67861222.325438, is greater than current (better) Score,-67861222.422035 Compute initial score before splitting: Score: Raw -68037307.553860 + Penalty 176085.131824 = -67861222.422035 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22462.520000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22462.680000 sec): 3 clusters Score: Raw -44389.506157 + Penalty 2778.650935 = -41610.855221 nChanged 14 SP:Iteration 1F (22462.840000 sec): 3 clusters Score: Raw -44434.612163 + Penalty 2778.650935 = -41655.961227 nChanged 3 SP:Iteration 2Q (22462.970000 sec): 3 clusters Score: Raw -44456.328442 + Penalty 2778.650935 = -41677.677507 nChanged 2 SP:Iteration 3Q (22463.110000 sec): 3 clusters Score: Raw -44462.562848 + Penalty 2778.650935 = -41683.911913 nChanged 0 SP:Iteration 4F (22463.250000 sec): 3 clusters Score: Raw -44462.562848 + Penalty 2778.650935 = -41683.911913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22463.330000 sec): 2 clusters Score: Raw -109184.839532 + Penalty 1624.313384 = -107560.526148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22463.470000 sec): 3 clusters Score: Raw -109121.904300 + Penalty 3248.626768 = -105873.277532 nChanged 143 SP:Iteration 1F (22463.610000 sec): 3 clusters Score: Raw -109359.253772 + Penalty 3248.626768 = -106110.627003 nChanged 48 SP:Iteration 2F (22463.760000 sec): 3 clusters Score: Raw -109472.111322 + Penalty 3248.626768 = -106223.484554 nChanged 40 SP:Iteration 3F (22463.900000 sec): 3 clusters Score: Raw -109565.731699 + Penalty 3248.626768 = -106317.104930 nChanged 29 SP:Iteration 4Q (22464.050000 sec): 3 clusters Score: Raw -109643.801768 + Penalty 3248.626768 = -106395.174999 nChanged 30 SP:Iteration 5Q (22464.190000 sec): 3 clusters Score: Raw -109732.659770 + Penalty 3248.626768 = -106484.033002 nChanged 36 SP:Iteration 6F (22464.330000 sec): 3 clusters Score: Raw -109848.242579 + Penalty 3248.626768 = -106599.615811 nChanged 30 SP:Iteration 7Q (22464.480000 sec): 3 clusters Score: Raw -109916.412445 + Penalty 3248.626768 = -106667.785677 nChanged 14 SP:Iteration 8Q (22464.620000 sec): 3 clusters Score: Raw -109943.755329 + Penalty 3248.626768 = -106695.128561 nChanged 4 SP:Iteration 9Q (22464.770000 sec): 3 clusters Score: Raw -109956.217189 + Penalty 3248.626768 = -106707.590421 nChanged 3 SP:Iteration 10Q (22464.910000 sec): 3 clusters Score: Raw -109960.566532 + Penalty 3248.626768 = -106711.939764 nChanged 2 SP:Iteration 11Q (22465.120000 sec): 3 clusters Score: Raw -109963.093202 + Penalty 3248.626768 = -106714.466434 nChanged 1 SP:Iteration 12Q (22465.230000 sec): 3 clusters Score: Raw -109965.002254 + Penalty 3248.626768 = -106716.375486 nChanged 0 SP:Iteration 13F (22465.430000 sec): 3 clusters Score: Raw -109965.002254 + Penalty 3248.626768 = -106716.375486 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22465.530000 sec): 2 clusters Score: Raw -1028561.424327 + Penalty 2167.484444 = -1026393.939883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22465.740000 sec): 3 clusters Score: Raw -1025428.196060 + Penalty 4334.968887 = -1021093.227173 nChanged 2447 SP:Iteration 1F (22465.920000 sec): 3 clusters Score: Raw -1026926.898880 + Penalty 4334.968887 = -1022591.929993 nChanged 520 SP:Iteration 2F (22466.100000 sec): 3 clusters Score: Raw -1027384.049733 + Penalty 4334.968887 = -1023049.080846 nChanged 457 SP:Iteration 3F (22466.270000 sec): 3 clusters Score: Raw -1027765.102314 + Penalty 4334.968887 = -1023430.133426 nChanged 334 SP:Iteration 4F (22466.450000 sec): 3 clusters Score: Raw -1028038.308204 + Penalty 4334.968887 = -1023703.339317 nChanged 320 SP:Iteration 5F (22466.630000 sec): 3 clusters Score: Raw -1028269.044837 + Penalty 4334.968887 = -1023934.075950 nChanged 260 SP:Iteration 6Q (22466.850000 sec): 3 clusters Score: Raw -1028455.189900 + Penalty 4334.968887 = -1024120.221012 nChanged 235 SP:Iteration 7Q (22467.030000 sec): 3 clusters Score: Raw -1028606.835220 + Penalty 4334.968887 = -1024271.866332 nChanged 215 SP:Iteration 8Q (22467.210000 sec): 3 clusters Score: Raw -1028736.695262 + Penalty 4334.968887 = -1024401.726375 nChanged 185 SP:Iteration 9Q (22467.380000 sec): 3 clusters Score: Raw -1028837.460557 + Penalty 4334.968887 = -1024502.491670 nChanged 161 SP:Iteration 10Q (22467.560000 sec): 3 clusters Score: Raw -1028913.932586 + Penalty 4334.968887 = -1024578.963699 nChanged 129 SP:Iteration 11Q (22467.760000 sec): 3 clusters Score: Raw -1028973.255514 + Penalty 4334.968887 = -1024638.286627 nChanged 107 SP:Iteration 12Q (22467.970000 sec): 3 clusters Score: Raw -1029021.398163 + Penalty 4334.968887 = -1024686.429276 nChanged 100 SP:Iteration 13Q (22468.190000 sec): 3 clusters Score: Raw -1029072.052144 + Penalty 4334.968887 = -1024737.083257 nChanged 100 SP:Iteration 14Q (22468.350000 sec): 3 clusters Score: Raw -1029126.364496 + Penalty 4334.968887 = -1024791.395609 nChanged 103 SP:Iteration 15Q (22468.530000 sec): 3 clusters Score: Raw -1029179.574219 + Penalty 4334.968887 = -1024844.605332 nChanged 90 SP:Iteration 16Q (22468.710000 sec): 3 clusters Score: Raw -1029236.744295 + Penalty 4334.968887 = -1024901.775407 nChanged 96 SP:Iteration 17Q (22468.890000 sec): 3 clusters Score: Raw -1029284.191724 + Penalty 4334.968887 = -1024949.222837 nChanged 84 SP:Iteration 18Q (22469.070000 sec): 3 clusters Score: Raw -1029321.737108 + Penalty 4334.968887 = -1024986.768221 nChanged 81 SP:Iteration 19Q (22469.250000 sec): 3 clusters Score: Raw -1029355.303101 + Penalty 4334.968887 = -1025020.334214 nChanged 60 SP:Iteration 20F (22469.430000 sec): 3 clusters Score: Raw -1029419.872509 + Penalty 4334.968887 = -1025084.903621 nChanged 84 SP:Iteration 21Q (22469.610000 sec): 3 clusters Score: Raw -1029543.765543 + Penalty 4334.968887 = -1025208.796656 nChanged 113 SP:Iteration 22Q (22469.790000 sec): 3 clusters Score: Raw -1029651.096371 + Penalty 4334.968887 = -1025316.127484 nChanged 152 SP:Iteration 23Q (22469.970000 sec): 3 clusters Score: Raw -1029738.844590 + Penalty 4334.968887 = -1025403.875703 nChanged 122 SP:Iteration 24Q (22470.150000 sec): 3 clusters Score: Raw -1029811.338136 + Penalty 4334.968887 = -1025476.369249 nChanged 112 SP:Iteration 25Q (22470.330000 sec): 3 clusters Score: Raw -1029892.136625 + Penalty 4334.968887 = -1025557.167738 nChanged 116 SP:Iteration 26Q (22470.540000 sec): 3 clusters Score: Raw -1029972.307820 + Penalty 4334.968887 = -1025637.338933 nChanged 118 SP:Iteration 27Q (22470.730000 sec): 3 clusters Score: Raw -1030034.146498 + Penalty 4334.968887 = -1025699.177611 nChanged 84 SP:Iteration 28Q (22470.940000 sec): 3 clusters Score: Raw -1030069.730681 + Penalty 4334.968887 = -1025734.761793 nChanged 70 SP:Iteration 29Q (22471.150000 sec): 3 clusters Score: Raw -1030101.834745 + Penalty 4334.968887 = -1025766.865858 nChanged 66 SP:Iteration 30Q (22471.310000 sec): 3 clusters Score: Raw -1030131.070412 + Penalty 4334.968887 = -1025796.101525 nChanged 36 SP:Iteration 31Q (22471.470000 sec): 3 clusters Score: Raw -1030143.523770 + Penalty 4334.968887 = -1025808.554883 nChanged 29 SP:Iteration 32Q (22471.650000 sec): 3 clusters Score: Raw -1030151.702679 + Penalty 4334.968887 = -1025816.733792 nChanged 27 SP:Iteration 33Q (22471.830000 sec): 3 clusters Score: Raw -1030160.194997 + Penalty 4334.968887 = -1025825.226110 nChanged 25 SP:Iteration 34Q (22472.070000 sec): 3 clusters Score: Raw -1030168.868180 + Penalty 4334.968887 = -1025833.899293 nChanged 29 SP:Iteration 35Q (22472.240000 sec): 3 clusters Score: Raw -1030178.374914 + Penalty 4334.968887 = -1025843.406027 nChanged 21 SP:Iteration 36Q (22472.430000 sec): 3 clusters Score: Raw -1030184.695080 + Penalty 4334.968887 = -1025849.726193 nChanged 17 SP:Iteration 37Q (22472.610000 sec): 3 clusters Score: Raw -1030190.090329 + Penalty 4334.968887 = -1025855.121441 nChanged 15 SP:Iteration 38Q (22472.780000 sec): 3 clusters Score: Raw -1030194.310102 + Penalty 4334.968887 = -1025859.341215 nChanged 13 SP:Iteration 39Q (22472.970000 sec): 3 clusters Score: Raw -1030198.315704 + Penalty 4334.968887 = -1025863.346817 nChanged 10 SP:Iteration 40F (22473.140000 sec): 3 clusters Score: Raw -1030201.492718 + Penalty 4334.968887 = -1025866.523831 nChanged 9 SP:Iteration 41Q (22473.380000 sec): 3 clusters Score: Raw -1030203.702486 + Penalty 4334.968887 = -1025868.733599 nChanged 10 SP:Iteration 42Q (22473.590000 sec): 3 clusters Score: Raw -1030206.339911 + Penalty 4334.968887 = -1025871.371024 nChanged 6 SP:Iteration 43Q (22473.790000 sec): 3 clusters Score: Raw -1030207.229367 + Penalty 4334.968887 = -1025872.260480 nChanged 3 SP:Iteration 44Q (22474.010000 sec): 3 clusters Score: Raw -1030207.877812 + Penalty 4334.968887 = -1025872.908925 nChanged 0 SP:Iteration 45F (22474.210000 sec): 3 clusters Score: Raw -1030207.877812 + Penalty 4334.968887 = -1025872.908925 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22474.280000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22474.440000 sec): 3 clusters Score: Raw -94355.854292 + Penalty 3179.446741 = -91176.407550 nChanged 134 SP:Iteration 1F (22474.600000 sec): 3 clusters Score: Raw -94638.056268 + Penalty 3179.446741 = -91458.609527 nChanged 46 SP:Iteration 2F (22474.750000 sec): 3 clusters Score: Raw -94781.702891 + Penalty 3179.446741 = -91602.256150 nChanged 34 SP:Iteration 3F (22474.910000 sec): 3 clusters Score: Raw -94870.439529 + Penalty 3179.446741 = -91690.992787 nChanged 17 SP:Iteration 4Q (22475.070000 sec): 3 clusters Score: Raw -94932.980453 + Penalty 3179.446741 = -91753.533712 nChanged 13 SP:Iteration 5Q (22475.230000 sec): 3 clusters Score: Raw -94987.096127 + Penalty 3179.446741 = -91807.649385 nChanged 13 SP:Iteration 6Q (22475.380000 sec): 3 clusters Score: Raw -95028.083136 + Penalty 3179.446741 = -91848.636394 nChanged 11 SP:Iteration 7Q (22475.540000 sec): 3 clusters Score: Raw -95054.435230 + Penalty 3179.446741 = -91874.988488 nChanged 5 SP:Iteration 8Q (22475.700000 sec): 3 clusters Score: Raw -95068.521884 + Penalty 3179.446741 = -91889.075143 nChanged 3 SP:Iteration 9Q (22475.850000 sec): 3 clusters Score: Raw -95079.594569 + Penalty 3179.446741 = -91900.147828 nChanged 3 SP:Iteration 10Q (22476.010000 sec): 3 clusters Score: Raw -95091.590875 + Penalty 3179.446741 = -91912.144133 nChanged 6 SP:Iteration 11Q (22476.170000 sec): 3 clusters Score: Raw -95108.888258 + Penalty 3179.446741 = -91929.441517 nChanged 6 SP:Iteration 12Q (22476.320000 sec): 3 clusters Score: Raw -95124.718192 + Penalty 3179.446741 = -91945.271451 nChanged 1 SP:Iteration 13Q (22476.490000 sec): 3 clusters Score: Raw -95126.944622 + Penalty 3179.446741 = -91947.497880 nChanged 2 SP:Iteration 14Q (22476.660000 sec): 3 clusters Score: Raw -95134.787676 + Penalty 3179.446741 = -91955.340934 nChanged 1 SP:Iteration 15Q (22476.800000 sec): 3 clusters Score: Raw -95138.971002 + Penalty 3179.446741 = -91959.524260 nChanged 4 SP:Iteration 16Q (22476.990000 sec): 3 clusters Score: Raw -95151.991729 + Penalty 3179.446741 = -91972.544988 nChanged 2 SP:Iteration 17Q (22477.140000 sec): 3 clusters Score: Raw -95155.076794 + Penalty 3179.446741 = -91975.630053 nChanged 0 SP:Iteration 18F (22477.270000 sec): 3 clusters Score: Raw -95155.076794 + Penalty 3179.446741 = -91975.630053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22477.330000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22477.470000 sec): 3 clusters Score: Raw -92544.273224 + Penalty 3123.366223 = -89420.907001 nChanged 87 SP:Iteration 1F (22477.600000 sec): 3 clusters Score: Raw -92688.679789 + Penalty 3123.366223 = -89565.313567 nChanged 18 SP:Iteration 2Q (22477.720000 sec): 3 clusters Score: Raw -92745.622608 + Penalty 3123.366223 = -89622.256386 nChanged 11 SP:Iteration 3Q (22477.850000 sec): 3 clusters Score: Raw -92777.267081 + Penalty 3123.366223 = -89653.900858 nChanged 9 SP:Iteration 4Q (22477.980000 sec): 3 clusters Score: Raw -92795.592854 + Penalty 3123.366223 = -89672.226632 nChanged 3 SP:Iteration 5Q (22478.110000 sec): 3 clusters Score: Raw -92804.401111 + Penalty 3123.366223 = -89681.034888 nChanged 2 SP:Iteration 6Q (22478.240000 sec): 3 clusters Score: Raw -92807.793089 + Penalty 3123.366223 = -89684.426867 nChanged 2 SP:Iteration 7Q (22478.360000 sec): 3 clusters Score: Raw -92809.963666 + Penalty 3123.366223 = -89686.597443 nChanged 1 SP:Iteration 8Q (22478.490000 sec): 3 clusters Score: Raw -92812.421382 + Penalty 3123.366223 = -89689.055159 nChanged 0 SP:Iteration 9F (22478.620000 sec): 3 clusters Score: Raw -92812.421382 + Penalty 3123.366223 = -89689.055159 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22478.680000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22478.810000 sec): 3 clusters Score: Raw -19534.280112 + Penalty 2454.584906 = -17079.695206 nChanged 16 SP:Iteration 1F (22478.940000 sec): 3 clusters Score: Raw -19654.764922 + Penalty 2454.584906 = -17200.180016 nChanged 7 SP:Iteration 2Q (22479.060000 sec): 3 clusters Score: Raw -19718.310800 + Penalty 2454.584906 = -17263.725894 nChanged 2 SP:Iteration 3Q (22479.220000 sec): 3 clusters Score: Raw -19742.171406 + Penalty 2454.584906 = -17287.586500 nChanged 0 SP:Iteration 4F (22479.330000 sec): 3 clusters Score: Raw -19742.171406 + Penalty 2454.584906 = -17287.586500 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22479.400000 sec): 2 clusters Score: Raw -26077.606470 + Penalty 1294.648245 = -24782.958225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22479.520000 sec): 3 clusters Score: Raw -26270.173616 + Penalty 2589.296489 = -23680.877127 nChanged 16 SP:Iteration 1F (22479.640000 sec): 3 clusters Score: Raw -26363.178903 + Penalty 2589.296489 = -23773.882414 nChanged 4 SP:Iteration 2Q (22479.800000 sec): 3 clusters Score: Raw -26386.114009 + Penalty 2589.296489 = -23796.817520 nChanged 2 SP:Iteration 3Q (22479.920000 sec): 3 clusters Score: Raw -26401.743267 + Penalty 2589.296489 = -23812.446778 nChanged 4 SP:Iteration 4Q (22480.100000 sec): 3 clusters Score: Raw -26420.275504 + Penalty 2589.296489 = -23830.979015 nChanged 1 SP:Iteration 5Q (22480.220000 sec): 3 clusters Score: Raw -26428.184903 + Penalty 2589.296489 = -23838.888414 nChanged 0 SP:Iteration 6F (22480.370000 sec): 3 clusters Score: Raw -26428.184903 + Penalty 2589.296489 = -23838.888414 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22480.450000 sec): 2 clusters Score: Raw -1014513.121918 + Penalty 2163.119050 = -1012350.002868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22480.630000 sec): 3 clusters Score: Raw -1011408.604770 + Penalty 4326.238101 = -1007082.366669 nChanged 2423 SP:Iteration 1F (22480.880000 sec): 3 clusters Score: Raw -1012763.840778 + Penalty 4326.238101 = -1008437.602678 nChanged 440 SP:Iteration 2F (22481.010000 sec): 3 clusters Score: Raw -1013043.960884 + Penalty 4326.238101 = -1008717.722784 nChanged 349 SP:Iteration 3F (22481.180000 sec): 3 clusters Score: Raw -1013327.793833 + Penalty 4326.238101 = -1009001.555733 nChanged 310 SP:Iteration 4F (22481.340000 sec): 3 clusters Score: Raw -1013604.834230 + Penalty 4326.238101 = -1009278.596130 nChanged 292 SP:Iteration 5Q (22481.550000 sec): 3 clusters Score: Raw -1013858.713373 + Penalty 4326.238101 = -1009532.475273 nChanged 295 SP:Iteration 6Q (22481.760000 sec): 3 clusters Score: Raw -1014106.407713 + Penalty 4326.238101 = -1009780.169613 nChanged 289 SP:Iteration 7Q (22481.920000 sec): 3 clusters Score: Raw -1014327.586338 + Penalty 4326.238101 = -1010001.348237 nChanged 277 SP:Iteration 8Q (22482.120000 sec): 3 clusters Score: Raw -1014544.792964 + Penalty 4326.238101 = -1010218.554863 nChanged 275 SP:Iteration 9Q (22482.280000 sec): 3 clusters Score: Raw -1014761.011293 + Penalty 4326.238101 = -1010434.773192 nChanged 268 SP:Iteration 10Q (22482.460000 sec): 3 clusters Score: Raw -1014987.442953 + Penalty 4326.238101 = -1010661.204852 nChanged 291 SP:Iteration 11Q (22482.670000 sec): 3 clusters Score: Raw -1015214.723161 + Penalty 4326.238101 = -1010888.485061 nChanged 252 SP:Iteration 12Q (22482.860000 sec): 3 clusters Score: Raw -1015441.310305 + Penalty 4326.238101 = -1011115.072205 nChanged 242 SP:Iteration 13Q (22483.040000 sec): 3 clusters Score: Raw -1015648.101430 + Penalty 4326.238101 = -1011321.863329 nChanged 212 SP:Iteration 14Q (22483.220000 sec): 3 clusters Score: Raw -1015830.243276 + Penalty 4326.238101 = -1011504.005176 nChanged 176 SP:Iteration 15Q (22483.400000 sec): 3 clusters Score: Raw -1015990.007182 + Penalty 4326.238101 = -1011663.769082 nChanged 146 SP:Iteration 16Q (22483.580000 sec): 3 clusters Score: Raw -1016122.571544 + Penalty 4326.238101 = -1011796.333444 nChanged 100 SP:Iteration 17Q (22483.760000 sec): 3 clusters Score: Raw -1016191.567260 + Penalty 4326.238101 = -1011865.329160 nChanged 82 SP:Iteration 18Q (22483.930000 sec): 3 clusters Score: Raw -1016240.295031 + Penalty 4326.238101 = -1011914.056931 nChanged 57 SP:Iteration 19Q (22484.120000 sec): 3 clusters Score: Raw -1016264.936061 + Penalty 4326.238101 = -1011938.697960 nChanged 45 SP:Iteration 20F (22484.330000 sec): 3 clusters Score: Raw -1016283.077234 + Penalty 4326.238101 = -1011956.839133 nChanged 30 SP:Iteration 21Q (22484.540000 sec): 3 clusters Score: Raw -1016291.792955 + Penalty 4326.238101 = -1011965.554854 nChanged 15 SP:Iteration 22Q (22484.740000 sec): 3 clusters Score: Raw -1016296.144761 + Penalty 4326.238101 = -1011969.906660 nChanged 14 SP:Iteration 23Q (22484.950000 sec): 3 clusters Score: Raw -1016300.031455 + Penalty 4326.238101 = -1011973.793354 nChanged 10 SP:Iteration 24Q (22485.120000 sec): 3 clusters Score: Raw -1016302.627589 + Penalty 4326.238101 = -1011976.389488 nChanged 11 SP:Iteration 25Q (22485.330000 sec): 3 clusters Score: Raw -1016305.221520 + Penalty 4326.238101 = -1011978.983419 nChanged 9 SP:Iteration 26Q (22485.510000 sec): 3 clusters Score: Raw -1016307.560492 + Penalty 4326.238101 = -1011981.322391 nChanged 4 SP:Iteration 27Q (22485.690000 sec): 3 clusters Score: Raw -1016308.119527 + Penalty 4326.238101 = -1011981.881427 nChanged 0 SP:Iteration 28F (22485.870000 sec): 3 clusters Score: Raw -1016308.119527 + Penalty 4326.238101 = -1011981.881427 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22485.940000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22486.100000 sec): 3 clusters Score: Raw -174058.036755 + Penalty 3419.756340 = -170638.280415 nChanged 244 SP:Iteration 1F (22486.260000 sec): 3 clusters Score: Raw -174327.729011 + Penalty 3419.756340 = -170907.972672 nChanged 62 SP:Iteration 2F (22486.420000 sec): 3 clusters Score: Raw -174405.122443 + Penalty 3419.756340 = -170985.366104 nChanged 27 SP:Iteration 3Q (22486.580000 sec): 3 clusters Score: Raw -174439.709202 + Penalty 3419.756340 = -171019.952862 nChanged 8 SP:Iteration 4Q (22486.740000 sec): 3 clusters Score: Raw -174453.451600 + Penalty 3419.756340 = -171033.695260 nChanged 6 SP:Iteration 5Q (22486.900000 sec): 3 clusters Score: Raw -174465.192772 + Penalty 3419.756340 = -171045.436433 nChanged 9 SP:Iteration 6Q (22487.060000 sec): 3 clusters Score: Raw -174478.270376 + Penalty 3419.756340 = -171058.514037 nChanged 4 SP:Iteration 7Q (22487.220000 sec): 3 clusters Score: Raw -174481.372334 + Penalty 3419.756340 = -171061.615994 nChanged 1 SP:Iteration 8Q (22487.390000 sec): 3 clusters Score: Raw -174482.691372 + Penalty 3419.756340 = -171062.935033 nChanged 1 SP:Iteration 9Q (22487.590000 sec): 3 clusters Score: Raw -174482.855255 + Penalty 3419.756340 = -171063.098915 nChanged 1 SP:Iteration 10Q (22487.710000 sec): 3 clusters Score: Raw -174483.070398 + Penalty 3419.756340 = -171063.314059 nChanged 2 SP:Iteration 11Q (22487.900000 sec): 3 clusters Score: Raw -174487.250511 + Penalty 3419.756340 = -171067.494171 nChanged 4 SP:Iteration 12Q (22488.040000 sec): 3 clusters Score: Raw -174495.210693 + Penalty 3419.756340 = -171075.454353 nChanged 4 SP:Iteration 13Q (22488.180000 sec): 3 clusters Score: Raw -174498.629938 + Penalty 3419.756340 = -171078.873598 nChanged 4 SP:Iteration 14Q (22488.340000 sec): 3 clusters Score: Raw -174502.117381 + Penalty 3419.756340 = -171082.361042 nChanged 2 SP:Iteration 15Q (22488.500000 sec): 3 clusters Score: Raw -174504.017231 + Penalty 3419.756340 = -171084.260891 nChanged 2 SP:Iteration 16Q (22488.660000 sec): 3 clusters Score: Raw -174506.980349 + Penalty 3419.756340 = -171087.224009 nChanged 2 SP:Iteration 17Q (22488.820000 sec): 3 clusters Score: Raw -174509.208707 + Penalty 3419.756340 = -171089.452367 nChanged 0 SP:Iteration 18F (22488.980000 sec): 3 clusters Score: Raw -174509.208707 + Penalty 3419.756340 = -171089.452367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22489.060000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22489.220000 sec): 3 clusters Score: Raw -93169.094853 + Penalty 3168.726457 = -90000.368396 nChanged 122 SP:Iteration 1F (22489.380000 sec): 3 clusters Score: Raw -93368.252399 + Penalty 3168.726457 = -90199.525941 nChanged 29 SP:Iteration 2Q (22489.540000 sec): 3 clusters Score: Raw -93443.340320 + Penalty 3168.726457 = -90274.613863 nChanged 25 SP:Iteration 3Q (22489.700000 sec): 3 clusters Score: Raw -93516.455244 + Penalty 3168.726457 = -90347.728787 nChanged 19 SP:Iteration 4Q (22489.860000 sec): 3 clusters Score: Raw -93589.430176 + Penalty 3168.726457 = -90420.703718 nChanged 21 SP:Iteration 5Q (22490.020000 sec): 3 clusters Score: Raw -93725.868433 + Penalty 3168.726457 = -90557.141976 nChanged 27 SP:Iteration 6Q (22490.180000 sec): 3 clusters Score: Raw -93993.236342 + Penalty 3168.726457 = -90824.509885 nChanged 32 SP:Iteration 7F (22490.340000 sec): 3 clusters Score: Raw -94118.701545 + Penalty 3168.726457 = -90949.975087 nChanged 25 SP:Iteration 8Q (22490.470000 sec): 3 clusters Score: Raw -94200.260982 + Penalty 3168.726457 = -91031.534525 nChanged 14 SP:Iteration 9Q (22490.680000 sec): 3 clusters Score: Raw -94241.987012 + Penalty 3168.726457 = -91073.260555 nChanged 10 SP:Iteration 10Q (22490.820000 sec): 3 clusters Score: Raw -94279.574546 + Penalty 3168.726457 = -91110.848089 nChanged 3 SP:Iteration 11Q (22490.970000 sec): 3 clusters Score: Raw -94285.036664 + Penalty 3168.726457 = -91116.310207 nChanged 3 SP:Iteration 12Q (22491.120000 sec): 3 clusters Score: Raw -94295.437811 + Penalty 3168.726457 = -91126.711354 nChanged 1 SP:Iteration 13Q (22491.320000 sec): 3 clusters Score: Raw -94296.455841 + Penalty 3168.726457 = -91127.729384 nChanged 0 SP:Iteration 14F (22491.470000 sec): 3 clusters Score: Raw -94296.455841 + Penalty 3168.726457 = -91127.729384 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22491.940000 sec): 2 clusters Score: Raw -11815708.439192 + Penalty 2746.375527 = -11812962.063665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22492.540000 sec): 3 clusters Score: Raw -11775268.197494 + Penalty 5492.751055 = -11769775.446440 nChanged 30038 SP:Iteration 1F (22493.160000 sec): 3 clusters Score: Raw -11792376.821381 + Penalty 5492.751055 = -11786884.070326 nChanged 2523 SP:Iteration 2Q (22493.880000 sec): 3 clusters Score: Raw -11793054.279614 + Penalty 5492.751055 = -11787561.528559 nChanged 2465 SP:Iteration 3Q (22494.550000 sec): 3 clusters Score: Raw -11793714.190344 + Penalty 5492.751055 = -11788221.439290 nChanged 2310 SP:Iteration 4Q (22495.250000 sec): 3 clusters Score: Raw -11794345.060580 + Penalty 5492.751055 = -11788852.309526 nChanged 2244 SP:Iteration 5Q (22495.880000 sec): 3 clusters Score: Raw -11794948.250668 + Penalty 5492.751055 = -11789455.499613 nChanged 2282 SP:Iteration 6Q (22496.610000 sec): 3 clusters Score: Raw -11795565.834722 + Penalty 5492.751055 = -11790073.083667 nChanged 2251 SP:Iteration 7Q (22497.360000 sec): 3 clusters Score: Raw -11796211.705218 + Penalty 5492.751055 = -11790718.954163 nChanged 2279 SP:Iteration 8Q (22498.020000 sec): 3 clusters Score: Raw -11796914.830627 + Penalty 5492.751055 = -11791422.079573 nChanged 2337 SP:Iteration 9Q (22498.710000 sec): 3 clusters Score: Raw -11797772.900253 + Penalty 5492.751055 = -11792280.149198 nChanged 2582 SP:Iteration 10Q (22499.270000 sec): 3 clusters Score: Raw -11798943.844344 + Penalty 5492.751055 = -11793451.093290 nChanged 2914 SP:Iteration 11Q (22499.980000 sec): 3 clusters Score: Raw -11800607.464279 + Penalty 5492.751055 = -11795114.713225 nChanged 3296 SP:Iteration 12F (22500.620000 sec): 3 clusters Score: Raw -11802931.800328 + Penalty 5492.751055 = -11797439.049273 nChanged 3504 SP:Iteration 13F (22501.240000 sec): 3 clusters Score: Raw -11805815.417779 + Penalty 5492.751055 = -11800322.666724 nChanged 3139 SP:Iteration 14Q (22501.940000 sec): 3 clusters Score: Raw -11808465.871457 + Penalty 5492.751055 = -11802973.120402 nChanged 2470 SP:Iteration 15Q (22502.530000 sec): 3 clusters Score: Raw -11810548.660390 + Penalty 5492.751055 = -11805055.909335 nChanged 1917 SP:Iteration 16Q (22503.130000 sec): 3 clusters Score: Raw -11812054.811770 + Penalty 5492.751055 = -11806562.060715 nChanged 1455 SP:Iteration 17Q (22503.760000 sec): 3 clusters Score: Raw -11813128.353434 + Penalty 5492.751055 = -11807635.602380 nChanged 1114 SP:Iteration 18Q (22504.340000 sec): 3 clusters Score: Raw -11813947.854842 + Penalty 5492.751055 = -11808455.103787 nChanged 859 SP:Iteration 19Q (22504.990000 sec): 3 clusters Score: Raw -11814564.376396 + Penalty 5492.751055 = -11809071.625342 nChanged 615 SP:Iteration 20F (22505.660000 sec): 3 clusters Score: Raw -11815023.165054 + Penalty 5492.751055 = -11809530.413999 nChanged 471 SP:Iteration 21Q (22506.250000 sec): 3 clusters Score: Raw -11815362.362488 + Penalty 5492.751055 = -11809869.611433 nChanged 322 SP:Iteration 22Q (22506.910000 sec): 3 clusters Score: Raw -11815590.684882 + Penalty 5492.751055 = -11810097.933828 nChanged 214 SP:Iteration 23Q (22507.410000 sec): 3 clusters Score: Raw -11815724.883706 + Penalty 5492.751055 = -11810232.132651 nChanged 127 SP:Iteration 24Q (22507.980000 sec): 3 clusters Score: Raw -11815797.571398 + Penalty 5492.751055 = -11810304.820344 nChanged 90 SP:Iteration 25Q (22508.550000 sec): 3 clusters Score: Raw -11815851.438135 + Penalty 5492.751055 = -11810358.687080 nChanged 75 SP:Iteration 26Q (22509.030000 sec): 3 clusters Score: Raw -11815897.126879 + Penalty 5492.751055 = -11810404.375824 nChanged 58 SP:Iteration 27Q (22509.610000 sec): 3 clusters Score: Raw -11815930.807418 + Penalty 5492.751055 = -11810438.056363 nChanged 50 SP:Iteration 28Q (22510.160000 sec): 3 clusters Score: Raw -11815963.481589 + Penalty 5492.751055 = -11810470.730534 nChanged 54 SP:Iteration 29Q (22510.800000 sec): 3 clusters Score: Raw -11815996.989550 + Penalty 5492.751055 = -11810504.238495 nChanged 38 SP:Iteration 30Q (22511.420000 sec): 3 clusters Score: Raw -11816020.135510 + Penalty 5492.751055 = -11810527.384455 nChanged 25 SP:Iteration 31Q (22511.910000 sec): 3 clusters Score: Raw -11816034.487124 + Penalty 5492.751055 = -11810541.736069 nChanged 25 SP:Iteration 32Q (22512.640000 sec): 3 clusters Score: Raw -11816048.196870 + Penalty 5492.751055 = -11810555.445815 nChanged 18 SP:Iteration 33Q (22513.250000 sec): 3 clusters Score: Raw -11816059.769853 + Penalty 5492.751055 = -11810567.018799 nChanged 17 SP:Iteration 34Q (22513.890000 sec): 3 clusters Score: Raw -11816070.700432 + Penalty 5492.751055 = -11810577.949377 nChanged 12 SP:Iteration 35Q (22514.540000 sec): 3 clusters Score: Raw -11816076.096018 + Penalty 5492.751055 = -11810583.344963 nChanged 7 SP:Iteration 36Q (22515.070000 sec): 3 clusters Score: Raw -11816080.740457 + Penalty 5492.751055 = -11810587.989402 nChanged 8 SP:Iteration 37Q (22515.720000 sec): 3 clusters Score: Raw -11816084.053297 + Penalty 5492.751055 = -11810591.302242 nChanged 5 SP:Iteration 38Q (22516.300000 sec): 3 clusters Score: Raw -11816086.949576 + Penalty 5492.751055 = -11810594.198521 nChanged 8 SP:Iteration 39Q (22516.890000 sec): 3 clusters Score: Raw -11816091.247626 + Penalty 5492.751055 = -11810598.496572 nChanged 7 SP:Iteration 40F (22517.530000 sec): 3 clusters Score: Raw -11816095.464536 + Penalty 5492.751055 = -11810602.713481 nChanged 7 SP:Iteration 41Q (22518.110000 sec): 3 clusters Score: Raw -11816100.127532 + Penalty 5492.751055 = -11810607.376478 nChanged 5 SP:Iteration 42Q (22518.770000 sec): 3 clusters Score: Raw -11816102.036252 + Penalty 5492.751055 = -11810609.285198 nChanged 4 SP:Iteration 43Q (22519.380000 sec): 3 clusters Score: Raw -11816103.840525 + Penalty 5492.751055 = -11810611.089470 nChanged 0 SP:Iteration 44F (22520.010000 sec): 3 clusters Score: Raw -11816103.840525 + Penalty 5492.751055 = -11810611.089470 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22520.150000 sec): 2 clusters Score: Raw -691112.336261 + Penalty 2065.755201 = -689046.581060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22520.340000 sec): 3 clusters Score: Raw -689180.971048 + Penalty 4131.510402 = -685049.460647 nChanged 1534 SP:Iteration 1F (22520.490000 sec): 3 clusters Score: Raw -690076.109150 + Penalty 4131.510402 = -685944.598749 nChanged 336 SP:Iteration 2F (22520.650000 sec): 3 clusters Score: Raw -690328.054572 + Penalty 4131.510402 = -686196.544170 nChanged 247 SP:Iteration 3F (22520.810000 sec): 3 clusters Score: Raw -690514.815380 + Penalty 4131.510402 = -686383.304979 nChanged 205 SP:Iteration 4Q (22520.960000 sec): 3 clusters Score: Raw -690681.121735 + Penalty 4131.510402 = -686549.611334 nChanged 175 SP:Iteration 5Q (22521.120000 sec): 3 clusters Score: Raw -690850.964103 + Penalty 4131.510402 = -686719.453702 nChanged 219 SP:Iteration 6F (22521.270000 sec): 3 clusters Score: Raw -691083.824428 + Penalty 4131.510402 = -686952.314026 nChanged 226 SP:Iteration 7F (22521.430000 sec): 3 clusters Score: Raw -691323.650730 + Penalty 4131.510402 = -687192.140329 nChanged 208 SP:Iteration 8F (22521.580000 sec): 3 clusters Score: Raw -691524.322054 + Penalty 4131.510402 = -687392.811652 nChanged 155 SP:Iteration 9Q (22521.790000 sec): 3 clusters Score: Raw -691676.474497 + Penalty 4131.510402 = -687544.964095 nChanged 136 SP:Iteration 10Q (22521.990000 sec): 3 clusters Score: Raw -691787.940351 + Penalty 4131.510402 = -687656.429949 nChanged 116 SP:Iteration 11Q (22522.130000 sec): 3 clusters Score: Raw -691884.298405 + Penalty 4131.510402 = -687752.788004 nChanged 80 SP:Iteration 12Q (22522.360000 sec): 3 clusters Score: Raw -691940.936885 + Penalty 4131.510402 = -687809.426483 nChanged 56 SP:Iteration 13Q (22522.520000 sec): 3 clusters Score: Raw -691972.332747 + Penalty 4131.510402 = -687840.822345 nChanged 45 SP:Iteration 14Q (22522.690000 sec): 3 clusters Score: Raw -691998.505909 + Penalty 4131.510402 = -687866.995507 nChanged 26 SP:Iteration 15Q (22522.910000 sec): 3 clusters Score: Raw -692012.291850 + Penalty 4131.510402 = -687880.781449 nChanged 17 SP:Iteration 16Q (22523.050000 sec): 3 clusters Score: Raw -692024.067245 + Penalty 4131.510402 = -687892.556843 nChanged 17 SP:Iteration 17Q (22523.210000 sec): 3 clusters Score: Raw -692032.523765 + Penalty 4131.510402 = -687901.013364 nChanged 13 SP:Iteration 18Q (22523.360000 sec): 3 clusters Score: Raw -692040.541692 + Penalty 4131.510402 = -687909.031290 nChanged 22 SP:Iteration 19Q (22523.520000 sec): 3 clusters Score: Raw -692051.260822 + Penalty 4131.510402 = -687919.750421 nChanged 17 SP:Iteration 20F (22523.670000 sec): 3 clusters Score: Raw -692061.023099 + Penalty 4131.510402 = -687929.512697 nChanged 18 SP:Iteration 21Q (22523.830000 sec): 3 clusters Score: Raw -692074.135107 + Penalty 4131.510402 = -687942.624705 nChanged 19 SP:Iteration 22Q (22523.980000 sec): 3 clusters Score: Raw -692093.387705 + Penalty 4131.510402 = -687961.877304 nChanged 28 SP:Iteration 23Q (22524.140000 sec): 3 clusters Score: Raw -692121.303399 + Penalty 4131.510402 = -687989.792997 nChanged 30 SP:Iteration 24Q (22524.290000 sec): 3 clusters Score: Raw -692137.415372 + Penalty 4131.510402 = -688005.904971 nChanged 18 SP:Iteration 25Q (22524.450000 sec): 3 clusters Score: Raw -692144.949020 + Penalty 4131.510402 = -688013.438619 nChanged 15 SP:Iteration 26Q (22524.600000 sec): 3 clusters Score: Raw -692151.507937 + Penalty 4131.510402 = -688019.997536 nChanged 14 SP:Iteration 27Q (22524.760000 sec): 3 clusters Score: Raw -692157.174475 + Penalty 4131.510402 = -688025.664073 nChanged 9 SP:Iteration 28Q (22524.910000 sec): 3 clusters Score: Raw -692160.354567 + Penalty 4131.510402 = -688028.844165 nChanged 3 SP:Iteration 29Q (22525.090000 sec): 3 clusters Score: Raw -692161.793845 + Penalty 4131.510402 = -688030.283444 nChanged 2 SP:Iteration 30Q (22525.270000 sec): 3 clusters Score: Raw -692163.059675 + Penalty 4131.510402 = -688031.549274 nChanged 2 SP:Iteration 31Q (22525.500000 sec): 3 clusters Score: Raw -692163.691238 + Penalty 4131.510402 = -688032.180837 nChanged 1 SP:Iteration 32Q (22525.650000 sec): 3 clusters Score: Raw -692164.045429 + Penalty 4131.510402 = -688032.535027 nChanged 2 SP:Iteration 33Q (22525.830000 sec): 3 clusters Score: Raw -692164.781549 + Penalty 4131.510402 = -688033.271148 nChanged 2 SP:Iteration 34Q (22525.990000 sec): 3 clusters Score: Raw -692165.838501 + Penalty 4131.510402 = -688034.328100 nChanged 1 SP:Iteration 35Q (22526.140000 sec): 3 clusters Score: Raw -692167.216098 + Penalty 4131.510402 = -688035.705697 nChanged 2 SP:Iteration 36Q (22526.310000 sec): 3 clusters Score: Raw -692168.173157 + Penalty 4131.510402 = -688036.662756 nChanged 2 SP:Iteration 37Q (22526.490000 sec): 3 clusters Score: Raw -692168.984336 + Penalty 4131.510402 = -688037.473935 nChanged 1 SP:Iteration 38Q (22526.650000 sec): 3 clusters Score: Raw -692169.452592 + Penalty 4131.510402 = -688037.942190 nChanged 0 SP:Iteration 39F (22526.810000 sec): 3 clusters Score: Raw -692169.452592 + Penalty 4131.510402 = -688037.942190 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22526.880000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22527.040000 sec): 3 clusters Score: Raw -19260.755363 + Penalty 2374.595904 = -16886.159458 nChanged 7 SP:Iteration 1F (22527.200000 sec): 3 clusters Score: Raw -19310.520633 + Penalty 2374.595904 = -16935.924729 nChanged 2 SP:Iteration 2Q (22527.370000 sec): 3 clusters Score: Raw -19321.274561 + Penalty 2374.595904 = -16946.678656 nChanged 0 SP:Iteration 3F (22527.520000 sec): 3 clusters Score: Raw -19321.274561 + Penalty 2374.595904 = -16946.678656 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22527.610000 sec): 2 clusters Score: Raw -106336.781996 + Penalty 1594.570431 = -104742.211565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22527.760000 sec): 3 clusters Score: Raw -106281.816815 + Penalty 3189.140861 = -103092.675954 nChanged 122 SP:Iteration 1F (22527.950000 sec): 3 clusters Score: Raw -106496.183378 + Penalty 3189.140861 = -103307.042517 nChanged 32 SP:Iteration 2F (22528.100000 sec): 3 clusters Score: Raw -106562.559479 + Penalty 3189.140861 = -103373.418618 nChanged 18 SP:Iteration 3Q (22528.320000 sec): 3 clusters Score: Raw -106596.128784 + Penalty 3189.140861 = -103406.987923 nChanged 7 SP:Iteration 4Q (22528.430000 sec): 3 clusters Score: Raw -106609.711674 + Penalty 3189.140861 = -103420.570813 nChanged 5 SP:Iteration 5Q (22528.570000 sec): 3 clusters Score: Raw -106617.548567 + Penalty 3189.140861 = -103428.407705 nChanged 3 SP:Iteration 6Q (22528.720000 sec): 3 clusters Score: Raw -106627.579740 + Penalty 3189.140861 = -103438.438879 nChanged 2 SP:Iteration 7Q (22528.880000 sec): 3 clusters Score: Raw -106631.601759 + Penalty 3189.140861 = -103442.460897 nChanged 2 SP:Iteration 8Q (22529.040000 sec): 3 clusters Score: Raw -106635.887989 + Penalty 3189.140861 = -103446.747128 nChanged 1 SP:Iteration 9Q (22529.200000 sec): 3 clusters Score: Raw -106637.075311 + Penalty 3189.140861 = -103447.934449 nChanged 1 SP:Iteration 10Q (22529.360000 sec): 3 clusters Score: Raw -106638.943866 + Penalty 3189.140861 = -103449.803004 nChanged 0 SP:Iteration 11F (22529.520000 sec): 3 clusters Score: Raw -106638.943866 + Penalty 3189.140861 = -103449.803004 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22529.670000 sec): 2 clusters Score: Raw -2001269.449620 + Penalty 2319.922768 = -1998949.526852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22529.950000 sec): 3 clusters Score: Raw -1995106.289404 + Penalty 4639.845537 = -1990466.443867 nChanged 4758 SP:Iteration 1F (22530.160000 sec): 3 clusters Score: Raw -1997549.145070 + Penalty 4639.845537 = -1992909.299533 nChanged 712 SP:Iteration 2F (22530.410000 sec): 3 clusters Score: Raw -1997901.631493 + Penalty 4639.845537 = -1993261.785956 nChanged 648 SP:Iteration 3F (22530.650000 sec): 3 clusters Score: Raw -1998283.802334 + Penalty 4639.845537 = -1993643.956797 nChanged 693 SP:Iteration 4F (22530.870000 sec): 3 clusters Score: Raw -1998740.701378 + Penalty 4639.845537 = -1994100.855841 nChanged 692 SP:Iteration 5F (22531.090000 sec): 3 clusters Score: Raw -1999230.412109 + Penalty 4639.845537 = -1994590.566572 nChanged 686 SP:Iteration 6F (22531.370000 sec): 3 clusters Score: Raw -1999732.171046 + Penalty 4639.845537 = -1995092.325509 nChanged 652 SP:Iteration 7F (22531.590000 sec): 3 clusters Score: Raw -2000221.584011 + Penalty 4639.845537 = -1995581.738474 nChanged 604 SP:Iteration 8F (22531.820000 sec): 3 clusters Score: Raw -2000668.075601 + Penalty 4639.845537 = -1996028.230064 nChanged 540 SP:Iteration 9Q (22532.010000 sec): 3 clusters Score: Raw -2001082.809519 + Penalty 4639.845537 = -1996442.963982 nChanged 477 SP:Iteration 10Q (22532.240000 sec): 3 clusters Score: Raw -2001385.688991 + Penalty 4639.845537 = -1996745.843454 nChanged 374 SP:Iteration 11Q (22532.490000 sec): 3 clusters Score: Raw -2001590.789892 + Penalty 4639.845537 = -1996950.944355 nChanged 265 SP:Iteration 12Q (22532.720000 sec): 3 clusters Score: Raw -2001719.724667 + Penalty 4639.845537 = -1997079.879130 nChanged 191 SP:Iteration 13Q (22532.990000 sec): 3 clusters Score: Raw -2001800.334228 + Penalty 4639.845537 = -1997160.488691 nChanged 150 SP:Iteration 14Q (22533.210000 sec): 3 clusters Score: Raw -2001870.830063 + Penalty 4639.845537 = -1997230.984526 nChanged 146 SP:Iteration 15Q (22533.450000 sec): 3 clusters Score: Raw -2001940.843167 + Penalty 4639.845537 = -1997300.997630 nChanged 134 SP:Iteration 16Q (22533.660000 sec): 3 clusters Score: Raw -2001995.593046 + Penalty 4639.845537 = -1997355.747509 nChanged 123 SP:Iteration 17Q (22533.870000 sec): 3 clusters Score: Raw -2002039.413155 + Penalty 4639.845537 = -1997399.567618 nChanged 81 SP:Iteration 18Q (22534.130000 sec): 3 clusters Score: Raw -2002069.098033 + Penalty 4639.845537 = -1997429.252496 nChanged 91 SP:Iteration 19Q (22534.330000 sec): 3 clusters Score: Raw -2002102.725490 + Penalty 4639.845537 = -1997462.879953 nChanged 85 SP:Iteration 20F (22534.570000 sec): 3 clusters Score: Raw -2002135.422576 + Penalty 4639.845537 = -1997495.577039 nChanged 83 SP:Iteration 21Q (22534.810000 sec): 3 clusters Score: Raw -2002166.871978 + Penalty 4639.845537 = -1997527.026441 nChanged 79 SP:Iteration 22Q (22535.030000 sec): 3 clusters Score: Raw -2002197.557080 + Penalty 4639.845537 = -1997557.711543 nChanged 59 SP:Iteration 23Q (22535.300000 sec): 3 clusters Score: Raw -2002215.505008 + Penalty 4639.845537 = -1997575.659471 nChanged 54 SP:Iteration 24Q (22535.470000 sec): 3 clusters Score: Raw -2002230.436767 + Penalty 4639.845537 = -1997590.591230 nChanged 45 SP:Iteration 25Q (22535.670000 sec): 3 clusters Score: Raw -2002244.080117 + Penalty 4639.845537 = -1997604.234580 nChanged 41 SP:Iteration 26Q (22535.880000 sec): 3 clusters Score: Raw -2002256.788189 + Penalty 4639.845537 = -1997616.942652 nChanged 34 SP:Iteration 27Q (22536.140000 sec): 3 clusters Score: Raw -2002265.543791 + Penalty 4639.845537 = -1997625.698254 nChanged 31 SP:Iteration 28Q (22536.350000 sec): 3 clusters Score: Raw -2002272.435588 + Penalty 4639.845537 = -1997632.590051 nChanged 28 SP:Iteration 29Q (22536.600000 sec): 3 clusters Score: Raw -2002278.625750 + Penalty 4639.845537 = -1997638.780213 nChanged 25 SP:Iteration 30Q (22536.810000 sec): 3 clusters Score: Raw -2002283.096916 + Penalty 4639.845537 = -1997643.251379 nChanged 14 SP:Iteration 31Q (22537.110000 sec): 3 clusters Score: Raw -2002285.931709 + Penalty 4639.845537 = -1997646.086172 nChanged 8 SP:Iteration 32Q (22537.330000 sec): 3 clusters Score: Raw -2002288.369253 + Penalty 4639.845537 = -1997648.523716 nChanged 11 SP:Iteration 33Q (22537.540000 sec): 3 clusters Score: Raw -2002290.475871 + Penalty 4639.845537 = -1997650.630334 nChanged 11 SP:Iteration 34Q (22537.790000 sec): 3 clusters Score: Raw -2002292.445350 + Penalty 4639.845537 = -1997652.599813 nChanged 14 SP:Iteration 35Q (22538.030000 sec): 3 clusters Score: Raw -2002294.838484 + Penalty 4639.845537 = -1997654.992947 nChanged 10 SP:Iteration 36Q (22538.240000 sec): 3 clusters Score: Raw -2002297.270604 + Penalty 4639.845537 = -1997657.425067 nChanged 19 SP:Iteration 37Q (22538.500000 sec): 3 clusters Score: Raw -2002301.552533 + Penalty 4639.845537 = -1997661.706996 nChanged 22 SP:Iteration 38Q (22538.690000 sec): 3 clusters Score: Raw -2002306.901025 + Penalty 4639.845537 = -1997667.055488 nChanged 16 SP:Iteration 39Q (22538.930000 sec): 3 clusters Score: Raw -2002311.304032 + Penalty 4639.845537 = -1997671.458495 nChanged 19 SP:Iteration 40F (22539.140000 sec): 3 clusters Score: Raw -2002317.842707 + Penalty 4639.845537 = -1997677.997170 nChanged 34 SP:Iteration 41Q (22539.350000 sec): 3 clusters Score: Raw -2002325.509564 + Penalty 4639.845537 = -1997685.664027 nChanged 20 SP:Iteration 42Q (22539.550000 sec): 3 clusters Score: Raw -2002329.609041 + Penalty 4639.845537 = -1997689.763504 nChanged 22 SP:Iteration 43Q (22539.790000 sec): 3 clusters Score: Raw -2002335.008890 + Penalty 4639.845537 = -1997695.163353 nChanged 21 SP:Iteration 44Q (22539.990000 sec): 3 clusters Score: Raw -2002339.512258 + Penalty 4639.845537 = -1997699.666721 nChanged 15 SP:Iteration 45Q (22540.230000 sec): 3 clusters Score: Raw -2002344.651795 + Penalty 4639.845537 = -1997704.806258 nChanged 29 SP:Iteration 46Q (22540.480000 sec): 3 clusters Score: Raw -2002353.878827 + Penalty 4639.845537 = -1997714.033290 nChanged 29 SP:Iteration 47Q (22540.660000 sec): 3 clusters Score: Raw -2002364.087369 + Penalty 4639.845537 = -1997724.241832 nChanged 31 SP:Iteration 48Q (22540.870000 sec): 3 clusters Score: Raw -2002373.564950 + Penalty 4639.845537 = -1997733.719413 nChanged 25 SP:Iteration 49Q (22541.060000 sec): 3 clusters Score: Raw -2002381.716029 + Penalty 4639.845537 = -1997741.870492 nChanged 23 SP:Iteration 50Q (22541.290000 sec): 3 clusters Score: Raw -2002388.081280 + Penalty 4639.845537 = -1997748.235743 nChanged 15 SP:Iteration 51Q (22541.540000 sec): 3 clusters Score: Raw -2002391.727163 + Penalty 4639.845537 = -1997751.881626 nChanged 20 SP:Iteration 52Q (22541.740000 sec): 3 clusters Score: Raw -2002396.761557 + Penalty 4639.845537 = -1997756.916020 nChanged 24 SP:Iteration 53Q (22541.940000 sec): 3 clusters Score: Raw -2002402.074464 + Penalty 4639.845537 = -1997762.228927 nChanged 18 SP:Iteration 54Q (22542.150000 sec): 3 clusters Score: Raw -2002406.051386 + Penalty 4639.845537 = -1997766.205849 nChanged 15 SP:Iteration 55Q (22542.400000 sec): 3 clusters Score: Raw -2002408.719507 + Penalty 4639.845537 = -1997768.873971 nChanged 12 SP:Iteration 56Q (22542.600000 sec): 3 clusters Score: Raw -2002410.416571 + Penalty 4639.845537 = -1997770.571034 nChanged 11 SP:Iteration 57Q (22542.850000 sec): 3 clusters Score: Raw -2002411.797054 + Penalty 4639.845537 = -1997771.951517 nChanged 5 SP:Iteration 58Q (22543.070000 sec): 3 clusters Score: Raw -2002412.505531 + Penalty 4639.845537 = -1997772.659994 nChanged 8 SP:Iteration 59Q (22543.340000 sec): 3 clusters Score: Raw -2002414.028871 + Penalty 4639.845537 = -1997774.183334 nChanged 6 SP:Iteration 60F (22543.520000 sec): 3 clusters Score: Raw -2002415.300782 + Penalty 4639.845537 = -1997775.455245 nChanged 5 SP:Iteration 61Q (22543.770000 sec): 3 clusters Score: Raw -2002416.215795 + Penalty 4639.845537 = -1997776.370258 nChanged 5 SP:Iteration 62Q (22543.980000 sec): 3 clusters Score: Raw -2002416.863786 + Penalty 4639.845537 = -1997777.018249 nChanged 6 SP:Iteration 63Q (22544.230000 sec): 3 clusters Score: Raw -2002417.884681 + Penalty 4639.845537 = -1997778.039144 nChanged 8 SP:Iteration 64Q (22544.430000 sec): 3 clusters Score: Raw -2002419.248157 + Penalty 4639.845537 = -1997779.402620 nChanged 7 SP:Iteration 65Q (22544.680000 sec): 3 clusters Score: Raw -2002420.308309 + Penalty 4639.845537 = -1997780.462773 nChanged 2 SP:Iteration 66Q (22544.890000 sec): 3 clusters Score: Raw -2002420.508197 + Penalty 4639.845537 = -1997780.662660 nChanged 4 SP:Iteration 67Q (22545.140000 sec): 3 clusters Score: Raw -2002421.086695 + Penalty 4639.845537 = -1997781.241158 nChanged 3 SP:Iteration 68Q (22545.390000 sec): 3 clusters Score: Raw -2002421.350733 + Penalty 4639.845537 = -1997781.505196 nChanged 1 SP:Iteration 69Q (22545.620000 sec): 3 clusters Score: Raw -2002421.506551 + Penalty 4639.845537 = -1997781.661014 nChanged 1 SP:Iteration 70Q (22545.830000 sec): 3 clusters Score: Raw -2002421.634715 + Penalty 4639.845537 = -1997781.789178 nChanged 1 SP:Iteration 71Q (22546.040000 sec): 3 clusters Score: Raw -2002421.700350 + Penalty 4639.845537 = -1997781.854813 nChanged 0 SP:Iteration 72F (22546.320000 sec): 3 clusters Score: Raw -2002421.700350 + Penalty 4639.845537 = -1997781.854813 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22546.390000 sec): 2 clusters Score: Raw -752553.383815 + Penalty 2095.436946 = -750457.946869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22546.550000 sec): 3 clusters Score: Raw -750429.308812 + Penalty 4190.873892 = -746238.434920 nChanged 1727 SP:Iteration 1F (22546.710000 sec): 3 clusters Score: Raw -751557.622635 + Penalty 4190.873892 = -747366.748742 nChanged 390 SP:Iteration 2F (22546.890000 sec): 3 clusters Score: Raw -751878.131777 + Penalty 4190.873892 = -747687.257885 nChanged 286 SP:Iteration 3F (22547.030000 sec): 3 clusters Score: Raw -752121.037207 + Penalty 4190.873892 = -747930.163315 nChanged 238 SP:Iteration 4F (22547.190000 sec): 3 clusters Score: Raw -752310.023253 + Penalty 4190.873892 = -748119.149361 nChanged 213 SP:Iteration 5Q (22547.340000 sec): 3 clusters Score: Raw -752500.148225 + Penalty 4190.873892 = -748309.274332 nChanged 209 SP:Iteration 6Q (22547.580000 sec): 3 clusters Score: Raw -752671.802149 + Penalty 4190.873892 = -748480.928257 nChanged 176 SP:Iteration 7Q (22547.770000 sec): 3 clusters Score: Raw -752805.272828 + Penalty 4190.873892 = -748614.398936 nChanged 140 SP:Iteration 8Q (22547.930000 sec): 3 clusters Score: Raw -752914.303504 + Penalty 4190.873892 = -748723.429612 nChanged 115 SP:Iteration 9Q (22548.090000 sec): 3 clusters Score: Raw -753000.169880 + Penalty 4190.873892 = -748809.295987 nChanged 96 SP:Iteration 10Q (22548.270000 sec): 3 clusters Score: Raw -753063.924135 + Penalty 4190.873892 = -748873.050243 nChanged 91 SP:Iteration 11Q (22548.420000 sec): 3 clusters Score: Raw -753119.780097 + Penalty 4190.873892 = -748928.906205 nChanged 79 SP:Iteration 12Q (22548.570000 sec): 3 clusters Score: Raw -753162.189622 + Penalty 4190.873892 = -748971.315730 nChanged 58 SP:Iteration 13Q (22548.720000 sec): 3 clusters Score: Raw -753191.524833 + Penalty 4190.873892 = -749000.650941 nChanged 46 SP:Iteration 14Q (22548.870000 sec): 3 clusters Score: Raw -753212.108363 + Penalty 4190.873892 = -749021.234471 nChanged 45 SP:Iteration 15Q (22549.020000 sec): 3 clusters Score: Raw -753234.464594 + Penalty 4190.873892 = -749043.590702 nChanged 43 SP:Iteration 16Q (22549.170000 sec): 3 clusters Score: Raw -753257.616786 + Penalty 4190.873892 = -749066.742894 nChanged 39 SP:Iteration 17Q (22549.340000 sec): 3 clusters Score: Raw -753282.765892 + Penalty 4190.873892 = -749091.891999 nChanged 31 SP:Iteration 18Q (22549.500000 sec): 3 clusters Score: Raw -753306.502980 + Penalty 4190.873892 = -749115.629088 nChanged 32 SP:Iteration 19Q (22549.680000 sec): 3 clusters Score: Raw -753326.217983 + Penalty 4190.873892 = -749135.344091 nChanged 27 SP:Iteration 20F (22549.830000 sec): 3 clusters Score: Raw -753340.778700 + Penalty 4190.873892 = -749149.904808 nChanged 24 SP:Iteration 21Q (22550.010000 sec): 3 clusters Score: Raw -753354.820415 + Penalty 4190.873892 = -749163.946523 nChanged 24 SP:Iteration 22Q (22550.220000 sec): 3 clusters Score: Raw -753370.763867 + Penalty 4190.873892 = -749179.889975 nChanged 22 SP:Iteration 23Q (22550.430000 sec): 3 clusters Score: Raw -753386.082637 + Penalty 4190.873892 = -749195.208745 nChanged 21 SP:Iteration 24Q (22550.680000 sec): 3 clusters Score: Raw -753395.633589 + Penalty 4190.873892 = -749204.759697 nChanged 16 SP:Iteration 25Q (22550.860000 sec): 3 clusters Score: Raw -753402.091942 + Penalty 4190.873892 = -749211.218050 nChanged 14 SP:Iteration 26Q (22551.000000 sec): 3 clusters Score: Raw -753409.042009 + Penalty 4190.873892 = -749218.168117 nChanged 19 SP:Iteration 27Q (22551.180000 sec): 3 clusters Score: Raw -753417.689542 + Penalty 4190.873892 = -749226.815649 nChanged 16 SP:Iteration 28Q (22551.330000 sec): 3 clusters Score: Raw -753423.514981 + Penalty 4190.873892 = -749232.641089 nChanged 13 SP:Iteration 29Q (22551.480000 sec): 3 clusters Score: Raw -753428.513629 + Penalty 4190.873892 = -749237.639736 nChanged 16 SP:Iteration 30Q (22551.630000 sec): 3 clusters Score: Raw -753436.152307 + Penalty 4190.873892 = -749245.278415 nChanged 13 SP:Iteration 31Q (22551.780000 sec): 3 clusters Score: Raw -753441.347288 + Penalty 4190.873892 = -749250.473396 nChanged 11 SP:Iteration 32Q (22551.990000 sec): 3 clusters Score: Raw -753445.507363 + Penalty 4190.873892 = -749254.633471 nChanged 5 SP:Iteration 33Q (22552.160000 sec): 3 clusters Score: Raw -753446.738518 + Penalty 4190.873892 = -749255.864626 nChanged 5 SP:Iteration 34Q (22552.350000 sec): 3 clusters Score: Raw -753447.880077 + Penalty 4190.873892 = -749257.006184 nChanged 3 SP:Iteration 35Q (22552.550000 sec): 3 clusters Score: Raw -753448.541540 + Penalty 4190.873892 = -749257.667648 nChanged 2 SP:Iteration 36Q (22552.720000 sec): 3 clusters Score: Raw -753449.185286 + Penalty 4190.873892 = -749258.311394 nChanged 3 SP:Iteration 37Q (22552.910000 sec): 3 clusters Score: Raw -753450.052509 + Penalty 4190.873892 = -749259.178617 nChanged 0 SP:Iteration 38F (22553.110000 sec): 3 clusters Score: Raw -753450.052509 + Penalty 4190.873892 = -749259.178617 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (36187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22553.400000 sec): 2 clusters Score: Raw -5958267.434484 + Penalty 2603.120894 = -5955664.313590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22553.820000 sec): 3 clusters Score: Raw -5936160.816911 + Penalty 5206.241788 = -5930954.575124 nChanged 16599 SP:Iteration 1F (22554.210000 sec): 3 clusters Score: Raw -5945232.061472 + Penalty 5206.241788 = -5940025.819684 nChanged 1790 SP:Iteration 2Q (22554.670000 sec): 3 clusters Score: Raw -5945905.678137 + Penalty 5206.241788 = -5940699.436349 nChanged 1708 SP:Iteration 3Q (22555.110000 sec): 3 clusters Score: Raw -5946629.797973 + Penalty 5206.241788 = -5941423.556185 nChanged 1753 SP:Iteration 4Q (22555.600000 sec): 3 clusters Score: Raw -5947446.821077 + Penalty 5206.241788 = -5942240.579289 nChanged 1783 SP:Iteration 5Q (22556.000000 sec): 3 clusters Score: Raw -5948308.124394 + Penalty 5206.241788 = -5943101.882606 nChanged 1754 SP:Iteration 6Q (22556.450000 sec): 3 clusters Score: Raw -5949166.128087 + Penalty 5206.241788 = -5943959.886300 nChanged 1766 SP:Iteration 7Q (22556.890000 sec): 3 clusters Score: Raw -5950111.740187 + Penalty 5206.241788 = -5944905.498400 nChanged 1803 SP:Iteration 8Q (22557.350000 sec): 3 clusters Score: Raw -5951138.392884 + Penalty 5206.241788 = -5945932.151096 nChanged 1820 SP:Iteration 9F (22557.710000 sec): 3 clusters Score: Raw -5952283.563725 + Penalty 5206.241788 = -5947077.321937 nChanged 1789 SP:Iteration 10Q (22558.170000 sec): 3 clusters Score: Raw -5953542.184945 + Penalty 5206.241788 = -5948335.943157 nChanged 1628 SP:Iteration 11Q (22558.600000 sec): 3 clusters Score: Raw -5954642.250779 + Penalty 5206.241788 = -5949436.008991 nChanged 1326 SP:Iteration 12Q (22559.030000 sec): 3 clusters Score: Raw -5955488.693672 + Penalty 5206.241788 = -5950282.451884 nChanged 1032 SP:Iteration 13Q (22559.410000 sec): 3 clusters Score: Raw -5956082.177276 + Penalty 5206.241788 = -5950875.935488 nChanged 827 SP:Iteration 14Q (22559.840000 sec): 3 clusters Score: Raw -5956530.409187 + Penalty 5206.241788 = -5951324.167399 nChanged 661 SP:Iteration 15Q (22560.230000 sec): 3 clusters Score: Raw -5956856.927342 + Penalty 5206.241788 = -5951650.685555 nChanged 591 SP:Iteration 16Q (22560.690000 sec): 3 clusters Score: Raw -5957107.023414 + Penalty 5206.241788 = -5951900.781626 nChanged 489 SP:Iteration 17Q (22561.130000 sec): 3 clusters Score: Raw -5957292.417769 + Penalty 5206.241788 = -5952086.175981 nChanged 455 SP:Iteration 18Q (22561.590000 sec): 3 clusters Score: Raw -5957460.764051 + Penalty 5206.241788 = -5952254.522263 nChanged 413 SP:Iteration 19Q (22562.010000 sec): 3 clusters Score: Raw -5957606.779494 + Penalty 5206.241788 = -5952400.537706 nChanged 360 SP:Iteration 20F (22562.450000 sec): 3 clusters Score: Raw -5957727.783535 + Penalty 5206.241788 = -5952521.541747 nChanged 359 SP:Iteration 21Q (22562.810000 sec): 3 clusters Score: Raw -5957844.397116 + Penalty 5206.241788 = -5952638.155328 nChanged 343 SP:Iteration 22Q (22563.270000 sec): 3 clusters Score: Raw -5957953.710750 + Penalty 5206.241788 = -5952747.468962 nChanged 319 SP:Iteration 23Q (22563.620000 sec): 3 clusters Score: Raw -5958053.644463 + Penalty 5206.241788 = -5952847.402675 nChanged 288 SP:Iteration 24Q (22564.040000 sec): 3 clusters Score: Raw -5958144.178524 + Penalty 5206.241788 = -5952937.936736 nChanged 267 SP:Iteration 25Q (22564.390000 sec): 3 clusters Score: Raw -5958229.136922 + Penalty 5206.241788 = -5953022.895134 nChanged 272 SP:Iteration 26Q (22564.740000 sec): 3 clusters Score: Raw -5958312.330940 + Penalty 5206.241788 = -5953106.089152 nChanged 234 SP:Iteration 27Q (22565.160000 sec): 3 clusters Score: Raw -5958385.669572 + Penalty 5206.241788 = -5953179.427784 nChanged 233 SP:Iteration 28Q (22565.600000 sec): 3 clusters Score: Raw -5958456.619503 + Penalty 5206.241788 = -5953250.377715 nChanged 230 SP:Iteration 29Q (22566.000000 sec): 3 clusters Score: Raw -5958530.902199 + Penalty 5206.241788 = -5953324.660411 nChanged 219 SP:Iteration 30Q (22566.370000 sec): 3 clusters Score: Raw -5958600.434448 + Penalty 5206.241788 = -5953394.192660 nChanged 209 SP:Iteration 31Q (22566.780000 sec): 3 clusters Score: Raw -5958663.867067 + Penalty 5206.241788 = -5953457.625279 nChanged 189 SP:Iteration 32Q (22567.230000 sec): 3 clusters Score: Raw -5958722.136404 + Penalty 5206.241788 = -5953515.894617 nChanged 175 SP:Iteration 33Q (22567.560000 sec): 3 clusters Score: Raw -5958771.875088 + Penalty 5206.241788 = -5953565.633300 nChanged 158 SP:Iteration 34Q (22567.970000 sec): 3 clusters Score: Raw -5958818.424665 + Penalty 5206.241788 = -5953612.182877 nChanged 147 SP:Iteration 35Q (22568.340000 sec): 3 clusters Score: Raw -5958856.981898 + Penalty 5206.241788 = -5953650.740110 nChanged 116 SP:Iteration 36Q (22568.740000 sec): 3 clusters Score: Raw -5958891.420309 + Penalty 5206.241788 = -5953685.178522 nChanged 116 SP:Iteration 37Q (22569.160000 sec): 3 clusters Score: Raw -5958925.004559 + Penalty 5206.241788 = -5953718.762772 nChanged 115 SP:Iteration 38Q (22569.510000 sec): 3 clusters Score: Raw -5958957.375517 + Penalty 5206.241788 = -5953751.133729 nChanged 118 SP:Iteration 39Q (22569.960000 sec): 3 clusters Score: Raw -5958991.708719 + Penalty 5206.241788 = -5953785.466932 nChanged 110 SP:Iteration 40F (22570.450000 sec): 3 clusters Score: Raw -5959021.823404 + Penalty 5206.241788 = -5953815.581616 nChanged 108 SP:Iteration 41Q (22570.790000 sec): 3 clusters Score: Raw -5959048.384199 + Penalty 5206.241788 = -5953842.142411 nChanged 70 SP:Iteration 42Q (22571.190000 sec): 3 clusters Score: Raw -5959065.208430 + Penalty 5206.241788 = -5953858.966642 nChanged 63 SP:Iteration 43Q (22571.610000 sec): 3 clusters Score: Raw -5959081.223864 + Penalty 5206.241788 = -5953874.982076 nChanged 56 SP:Iteration 44Q (22572.000000 sec): 3 clusters Score: Raw -5959097.246183 + Penalty 5206.241788 = -5953891.004396 nChanged 72 SP:Iteration 45Q (22572.260000 sec): 3 clusters Score: Raw -5959119.519039 + Penalty 5206.241788 = -5953913.277251 nChanged 80 SP:Iteration 46Q (22572.670000 sec): 3 clusters Score: Raw -5959141.697336 + Penalty 5206.241788 = -5953935.455548 nChanged 85 SP:Iteration 47Q (22573.110000 sec): 3 clusters Score: Raw -5959169.453946 + Penalty 5206.241788 = -5953963.212158 nChanged 69 SP:Iteration 48Q (22573.520000 sec): 3 clusters Score: Raw -5959189.589881 + Penalty 5206.241788 = -5953983.348093 nChanged 57 SP:Iteration 49Q (22573.880000 sec): 3 clusters Score: Raw -5959205.274920 + Penalty 5206.241788 = -5953999.033132 nChanged 49 SP:Iteration 50Q (22574.260000 sec): 3 clusters Score: Raw -5959217.522429 + Penalty 5206.241788 = -5954011.280641 nChanged 42 SP:Iteration 51Q (22574.710000 sec): 3 clusters Score: Raw -5959228.447919 + Penalty 5206.241788 = -5954022.206131 nChanged 43 SP:Iteration 52Q (22575.150000 sec): 3 clusters Score: Raw -5959237.993123 + Penalty 5206.241788 = -5954031.751335 nChanged 38 SP:Iteration 53Q (22575.550000 sec): 3 clusters Score: Raw -5959246.501625 + Penalty 5206.241788 = -5954040.259837 nChanged 39 SP:Iteration 54Q (22575.880000 sec): 3 clusters Score: Raw -5959255.547652 + Penalty 5206.241788 = -5954049.305864 nChanged 29 SP:Iteration 55Q (22576.290000 sec): 3 clusters Score: Raw -5959263.451963 + Penalty 5206.241788 = -5954057.210175 nChanged 28 SP:Iteration 56Q (22576.720000 sec): 3 clusters Score: Raw -5959271.110246 + Penalty 5206.241788 = -5954064.868458 nChanged 19 SP:Iteration 57Q (22577.110000 sec): 3 clusters Score: Raw -5959275.819842 + Penalty 5206.241788 = -5954069.578055 nChanged 19 SP:Iteration 58Q (22577.500000 sec): 3 clusters Score: Raw -5959279.872405 + Penalty 5206.241788 = -5954073.630617 nChanged 18 SP:Iteration 59Q (22577.860000 sec): 3 clusters Score: Raw -5959283.519427 + Penalty 5206.241788 = -5954077.277639 nChanged 11 SP:Iteration 60F (22578.330000 sec): 3 clusters Score: Raw -5959285.601609 + Penalty 5206.241788 = -5954079.359821 nChanged 10 SP:Iteration 61Q (22578.670000 sec): 3 clusters Score: Raw -5959288.125746 + Penalty 5206.241788 = -5954081.883958 nChanged 12 SP:Iteration 62Q (22579.070000 sec): 3 clusters Score: Raw -5959291.083994 + Penalty 5206.241788 = -5954084.842206 nChanged 9 SP:Iteration 63Q (22579.470000 sec): 3 clusters Score: Raw -5959293.357300 + Penalty 5206.241788 = -5954087.115513 nChanged 9 SP:Iteration 64Q (22579.860000 sec): 3 clusters Score: Raw -5959295.205025 + Penalty 5206.241788 = -5954088.963237 nChanged 11 SP:Iteration 65Q (22580.210000 sec): 3 clusters Score: Raw -5959297.114470 + Penalty 5206.241788 = -5954090.872682 nChanged 13 SP:Iteration 66Q (22580.570000 sec): 3 clusters Score: Raw -5959301.405031 + Penalty 5206.241788 = -5954095.163243 nChanged 16 SP:Iteration 67Q (22581.030000 sec): 3 clusters Score: Raw -5959304.822483 + Penalty 5206.241788 = -5954098.580696 nChanged 14 SP:Iteration 68Q (22581.440000 sec): 3 clusters Score: Raw -5959308.057943 + Penalty 5206.241788 = -5954101.816155 nChanged 16 SP:Iteration 69Q (22581.880000 sec): 3 clusters Score: Raw -5959310.994652 + Penalty 5206.241788 = -5954104.752864 nChanged 9 SP:Iteration 70Q (22582.300000 sec): 3 clusters Score: Raw -5959312.709509 + Penalty 5206.241788 = -5954106.467721 nChanged 7 SP:Iteration 71Q (22582.710000 sec): 3 clusters Score: Raw -5959314.401226 + Penalty 5206.241788 = -5954108.159438 nChanged 9 SP:Iteration 72Q (22583.140000 sec): 3 clusters Score: Raw -5959315.730103 + Penalty 5206.241788 = -5954109.488315 nChanged 6 SP:Iteration 73Q (22583.480000 sec): 3 clusters Score: Raw -5959317.741948 + Penalty 5206.241788 = -5954111.500160 nChanged 16 SP:Iteration 74Q (22583.810000 sec): 3 clusters Score: Raw -5959322.009267 + Penalty 5206.241788 = -5954115.767479 nChanged 18 SP:Iteration 75Q (22584.150000 sec): 3 clusters Score: Raw -5959326.774343 + Penalty 5206.241788 = -5954120.532555 nChanged 16 SP:Iteration 76Q (22584.500000 sec): 3 clusters Score: Raw -5959330.513096 + Penalty 5206.241788 = -5954124.271309 nChanged 19 SP:Iteration 77Q (22584.870000 sec): 3 clusters Score: Raw -5959334.997629 + Penalty 5206.241788 = -5954128.755841 nChanged 13 SP:Iteration 78Q (22585.280000 sec): 3 clusters Score: Raw -5959337.534857 + Penalty 5206.241788 = -5954131.293069 nChanged 9 SP:Iteration 79Q (22585.710000 sec): 3 clusters Score: Raw -5959338.713632 + Penalty 5206.241788 = -5954132.471844 nChanged 4 SP:Iteration 80F (22586.110000 sec): 3 clusters Score: Raw -5959339.564737 + Penalty 5206.241788 = -5954133.322949 nChanged 6 SP:Iteration 81Q (22586.430000 sec): 3 clusters Score: Raw -5959340.647470 + Penalty 5206.241788 = -5954134.405682 nChanged 5 SP:Iteration 82Q (22586.800000 sec): 3 clusters Score: Raw -5959341.611804 + Penalty 5206.241788 = -5954135.370016 nChanged 6 SP:Iteration 83Q (22587.200000 sec): 3 clusters Score: Raw -5959343.770104 + Penalty 5206.241788 = -5954137.528316 nChanged 8 SP:Iteration 84Q (22587.590000 sec): 3 clusters Score: Raw -5959345.468479 + Penalty 5206.241788 = -5954139.226691 nChanged 5 SP:Iteration 85Q (22587.970000 sec): 3 clusters Score: Raw -5959346.275285 + Penalty 5206.241788 = -5954140.033497 nChanged 4 SP:Iteration 86Q (22588.330000 sec): 3 clusters Score: Raw -5959347.113334 + Penalty 5206.241788 = -5954140.871546 nChanged 2 SP:Iteration 87Q (22588.750000 sec): 3 clusters Score: Raw -5959347.373732 + Penalty 5206.241788 = -5954141.131944 nChanged 1 SP:Iteration 88Q (22589.150000 sec): 3 clusters Score: Raw -5959347.505005 + Penalty 5206.241788 = -5954141.263218 nChanged 0 SP:Iteration 89F (22589.570000 sec): 3 clusters Score: Raw -5959347.505005 + Penalty 5206.241788 = -5954141.263218 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22589.670000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22589.930000 sec): 3 clusters Score: Raw -153185.140074 + Penalty 3389.183739 = -149795.956334 nChanged 233 SP:Iteration 1F (22590.060000 sec): 3 clusters Score: Raw -153588.533655 + Penalty 3389.183739 = -150199.349915 nChanged 78 SP:Iteration 2F (22590.240000 sec): 3 clusters Score: Raw -153808.576575 + Penalty 3389.183739 = -150419.392835 nChanged 56 SP:Iteration 3F (22590.400000 sec): 3 clusters Score: Raw -153974.284828 + Penalty 3389.183739 = -150585.101089 nChanged 55 SP:Iteration 4F (22590.550000 sec): 3 clusters Score: Raw -154151.373366 + Penalty 3389.183739 = -150762.189626 nChanged 52 SP:Iteration 5F (22590.700000 sec): 3 clusters Score: Raw -154296.219668 + Penalty 3389.183739 = -150907.035929 nChanged 32 SP:Iteration 6Q (22590.850000 sec): 3 clusters Score: Raw -154400.505817 + Penalty 3389.183739 = -151011.322077 nChanged 23 SP:Iteration 7Q (22591.010000 sec): 3 clusters Score: Raw -154460.690636 + Penalty 3389.183739 = -151071.506896 nChanged 26 SP:Iteration 8Q (22591.160000 sec): 3 clusters Score: Raw -154542.890827 + Penalty 3389.183739 = -151153.707088 nChanged 18 SP:Iteration 9Q (22591.320000 sec): 3 clusters Score: Raw -154595.756273 + Penalty 3389.183739 = -151206.572534 nChanged 13 SP:Iteration 10Q (22591.470000 sec): 3 clusters Score: Raw -154634.255568 + Penalty 3389.183739 = -151245.071829 nChanged 13 SP:Iteration 11Q (22591.620000 sec): 3 clusters Score: Raw -154664.966889 + Penalty 3389.183739 = -151275.783149 nChanged 6 SP:Iteration 12Q (22591.780000 sec): 3 clusters Score: Raw -154676.059430 + Penalty 3389.183739 = -151286.875691 nChanged 8 SP:Iteration 13Q (22591.940000 sec): 3 clusters Score: Raw -154702.361891 + Penalty 3389.183739 = -151313.178152 nChanged 5 SP:Iteration 14Q (22592.100000 sec): 3 clusters Score: Raw -154717.952760 + Penalty 3389.183739 = -151328.769021 nChanged 5 SP:Iteration 15Q (22592.270000 sec): 3 clusters Score: Raw -154731.115047 + Penalty 3389.183739 = -151341.931308 nChanged 6 SP:Iteration 16Q (22592.440000 sec): 3 clusters Score: Raw -154746.801790 + Penalty 3389.183739 = -151357.618051 nChanged 6 SP:Iteration 17Q (22592.590000 sec): 3 clusters Score: Raw -154758.223103 + Penalty 3389.183739 = -151369.039364 nChanged 3 SP:Iteration 18Q (22592.780000 sec): 3 clusters Score: Raw -154762.911715 + Penalty 3389.183739 = -151373.727975 nChanged 0 SP:Iteration 19F (22592.980000 sec): 3 clusters Score: Raw -154762.911715 + Penalty 3389.183739 = -151373.727975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22593.050000 sec): 2 clusters Score: Raw -34644.649472 + Penalty 1352.919637 = -33291.729836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22593.210000 sec): 3 clusters Score: Raw -34837.781789 + Penalty 2705.839273 = -32131.942516 nChanged 16 SP:Iteration 1F (22593.370000 sec): 3 clusters Score: Raw -34919.660096 + Penalty 2705.839273 = -32213.820823 nChanged 5 SP:Iteration 2Q (22593.530000 sec): 3 clusters Score: Raw -34949.166993 + Penalty 2705.839273 = -32243.327720 nChanged 3 SP:Iteration 3Q (22593.690000 sec): 3 clusters Score: Raw -34958.914458 + Penalty 2705.839273 = -32253.075185 nChanged 0 SP:Iteration 4F (22593.860000 sec): 3 clusters Score: Raw -34958.914458 + Penalty 2705.839273 = -32253.075185 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22593.940000 sec): 2 clusters Score: Raw -72411.567699 + Penalty 1531.615083 = -70879.952616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22594.100000 sec): 3 clusters Score: Raw -72493.103935 + Penalty 3063.230166 = -69429.873769 nChanged 93 SP:Iteration 1F (22594.260000 sec): 3 clusters Score: Raw -72731.479194 + Penalty 3063.230166 = -69668.249028 nChanged 29 SP:Iteration 2F (22594.420000 sec): 3 clusters Score: Raw -72845.541860 + Penalty 3063.230166 = -69782.311694 nChanged 18 SP:Iteration 3Q (22594.580000 sec): 3 clusters Score: Raw -72945.408993 + Penalty 3063.230166 = -69882.178827 nChanged 8 SP:Iteration 4Q (22594.730000 sec): 3 clusters Score: Raw -72975.906805 + Penalty 3063.230166 = -69912.676639 nChanged 4 SP:Iteration 5Q (22594.880000 sec): 3 clusters Score: Raw -72995.994332 + Penalty 3063.230166 = -69932.764166 nChanged 3 SP:Iteration 6Q (22595.020000 sec): 3 clusters Score: Raw -73000.543182 + Penalty 3063.230166 = -69937.313016 nChanged 1 SP:Iteration 7Q (22595.220000 sec): 3 clusters Score: Raw -73003.832711 + Penalty 3063.230166 = -69940.602545 nChanged 1 SP:Iteration 8Q (22595.380000 sec): 3 clusters Score: Raw -73005.810884 + Penalty 3063.230166 = -69942.580718 nChanged 2 SP:Iteration 9Q (22595.510000 sec): 3 clusters Score: Raw -73012.273785 + Penalty 3063.230166 = -69949.043619 nChanged 2 SP:Iteration 10Q (22595.680000 sec): 3 clusters Score: Raw -73017.724287 + Penalty 3063.230166 = -69954.494121 nChanged 2 SP:Iteration 11Q (22595.850000 sec): 3 clusters Score: Raw -73022.181464 + Penalty 3063.230166 = -69958.951298 nChanged 2 SP:Iteration 12Q (22596.020000 sec): 3 clusters Score: Raw -73025.272436 + Penalty 3063.230166 = -69962.042270 nChanged 0 SP:Iteration 13F (22596.200000 sec): 3 clusters Score: Raw -73025.272436 + Penalty 3063.230166 = -69962.042270 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22596.410000 sec): 2 clusters Score: Raw -2638269.469985 + Penalty 2393.522726 = -2635875.947259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22596.670000 sec): 3 clusters Score: Raw -2629384.694481 + Penalty 4787.045453 = -2624597.649028 nChanged 6689 SP:Iteration 1F (22596.930000 sec): 3 clusters Score: Raw -2632971.716032 + Penalty 4787.045453 = -2628184.670579 nChanged 950 SP:Iteration 2F (22597.200000 sec): 3 clusters Score: Raw -2633372.713834 + Penalty 4787.045453 = -2628585.668381 nChanged 816 SP:Iteration 3F (22597.460000 sec): 3 clusters Score: Raw -2633680.864756 + Penalty 4787.045453 = -2628893.819303 nChanged 649 SP:Iteration 4Q (22597.710000 sec): 3 clusters Score: Raw -2633931.884396 + Penalty 4787.045453 = -2629144.838943 nChanged 593 SP:Iteration 5Q (22598.040000 sec): 3 clusters Score: Raw -2634146.848953 + Penalty 4787.045453 = -2629359.803500 nChanged 524 SP:Iteration 6Q (22598.300000 sec): 3 clusters Score: Raw -2634316.676969 + Penalty 4787.045453 = -2629529.631516 nChanged 444 SP:Iteration 7Q (22598.590000 sec): 3 clusters Score: Raw -2634450.420017 + Penalty 4787.045453 = -2629663.374564 nChanged 408 SP:Iteration 8Q (22598.840000 sec): 3 clusters Score: Raw -2634584.450883 + Penalty 4787.045453 = -2629797.405430 nChanged 386 SP:Iteration 9Q (22599.090000 sec): 3 clusters Score: Raw -2634711.030075 + Penalty 4787.045453 = -2629923.984622 nChanged 406 SP:Iteration 10Q (22599.350000 sec): 3 clusters Score: Raw -2634843.407532 + Penalty 4787.045453 = -2630056.362079 nChanged 396 SP:Iteration 11Q (22599.630000 sec): 3 clusters Score: Raw -2634960.982180 + Penalty 4787.045453 = -2630173.936728 nChanged 343 SP:Iteration 12Q (22599.910000 sec): 3 clusters Score: Raw -2635053.612238 + Penalty 4787.045453 = -2630266.566786 nChanged 302 SP:Iteration 13Q (22600.200000 sec): 3 clusters Score: Raw -2635136.827099 + Penalty 4787.045453 = -2630349.781646 nChanged 265 SP:Iteration 14Q (22600.460000 sec): 3 clusters Score: Raw -2635203.553435 + Penalty 4787.045453 = -2630416.507982 nChanged 272 SP:Iteration 15Q (22600.750000 sec): 3 clusters Score: Raw -2635264.624343 + Penalty 4787.045453 = -2630477.578891 nChanged 240 SP:Iteration 16Q (22601.020000 sec): 3 clusters Score: Raw -2635319.488523 + Penalty 4787.045453 = -2630532.443070 nChanged 229 SP:Iteration 17Q (22601.270000 sec): 3 clusters Score: Raw -2635376.177910 + Penalty 4787.045453 = -2630589.132458 nChanged 244 SP:Iteration 18Q (22601.520000 sec): 3 clusters Score: Raw -2635445.432676 + Penalty 4787.045453 = -2630658.387223 nChanged 293 SP:Iteration 19Q (22601.790000 sec): 3 clusters Score: Raw -2635527.238806 + Penalty 4787.045453 = -2630740.193353 nChanged 283 SP:Iteration 20F (22602.030000 sec): 3 clusters Score: Raw -2635607.987311 + Penalty 4787.045453 = -2630820.941859 nChanged 272 SP:Iteration 21Q (22602.330000 sec): 3 clusters Score: Raw -2635693.501028 + Penalty 4787.045453 = -2630906.455575 nChanged 284 SP:Iteration 22Q (22602.580000 sec): 3 clusters Score: Raw -2635790.286884 + Penalty 4787.045453 = -2631003.241431 nChanged 312 SP:Iteration 23Q (22602.880000 sec): 3 clusters Score: Raw -2635916.165699 + Penalty 4787.045453 = -2631129.120246 nChanged 367 SP:Iteration 24Q (22603.160000 sec): 3 clusters Score: Raw -2636093.990405 + Penalty 4787.045453 = -2631306.944953 nChanged 401 SP:Iteration 25Q (22603.450000 sec): 3 clusters Score: Raw -2636308.462111 + Penalty 4787.045453 = -2631521.416658 nChanged 437 SP:Iteration 26Q (22603.700000 sec): 3 clusters Score: Raw -2636568.543462 + Penalty 4787.045453 = -2631781.498009 nChanged 468 SP:Iteration 27Q (22603.940000 sec): 3 clusters Score: Raw -2636856.798136 + Penalty 4787.045453 = -2632069.752683 nChanged 456 SP:Iteration 28Q (22604.220000 sec): 3 clusters Score: Raw -2637154.325947 + Penalty 4787.045453 = -2632367.280494 nChanged 418 SP:Iteration 29Q (22604.530000 sec): 3 clusters Score: Raw -2637436.717656 + Penalty 4787.045453 = -2632649.672203 nChanged 375 SP:Iteration 30Q (22604.740000 sec): 3 clusters Score: Raw -2637693.977001 + Penalty 4787.045453 = -2632906.931549 nChanged 316 SP:Iteration 31Q (22604.990000 sec): 3 clusters Score: Raw -2637933.254079 + Penalty 4787.045453 = -2633146.208626 nChanged 280 SP:Iteration 32Q (22605.300000 sec): 3 clusters Score: Raw -2638159.172746 + Penalty 4787.045453 = -2633372.127293 nChanged 226 SP:Iteration 33Q (22605.520000 sec): 3 clusters Score: Raw -2638355.696663 + Penalty 4787.045453 = -2633568.651210 nChanged 193 SP:Iteration 34Q (22605.770000 sec): 3 clusters Score: Raw -2638513.986003 + Penalty 4787.045453 = -2633726.940550 nChanged 141 SP:Iteration 35Q (22606.040000 sec): 3 clusters Score: Raw -2638641.694184 + Penalty 4787.045453 = -2633854.648732 nChanged 125 SP:Iteration 36Q (22606.270000 sec): 3 clusters Score: Raw -2638739.265301 + Penalty 4787.045453 = -2633952.219849 nChanged 87 SP:Iteration 37Q (22606.550000 sec): 3 clusters Score: Raw -2638788.163828 + Penalty 4787.045453 = -2634001.118375 nChanged 73 SP:Iteration 38Q (22606.800000 sec): 3 clusters Score: Raw -2638827.828943 + Penalty 4787.045453 = -2634040.783490 nChanged 56 SP:Iteration 39Q (22607.020000 sec): 3 clusters Score: Raw -2638858.370114 + Penalty 4787.045453 = -2634071.324661 nChanged 51 SP:Iteration 40F (22607.270000 sec): 3 clusters Score: Raw -2638878.682988 + Penalty 4787.045453 = -2634091.637536 nChanged 38 SP:Iteration 41Q (22607.520000 sec): 3 clusters Score: Raw -2638891.174179 + Penalty 4787.045453 = -2634104.128727 nChanged 27 SP:Iteration 42Q (22607.770000 sec): 3 clusters Score: Raw -2638901.129413 + Penalty 4787.045453 = -2634114.083961 nChanged 21 SP:Iteration 43Q (22608.030000 sec): 3 clusters Score: Raw -2638909.451343 + Penalty 4787.045453 = -2634122.405890 nChanged 15 SP:Iteration 44Q (22608.320000 sec): 3 clusters Score: Raw -2638915.905024 + Penalty 4787.045453 = -2634128.859571 nChanged 18 SP:Iteration 45Q (22608.560000 sec): 3 clusters Score: Raw -2638921.272841 + Penalty 4787.045453 = -2634134.227389 nChanged 14 SP:Iteration 46Q (22608.840000 sec): 3 clusters Score: Raw -2638926.513516 + Penalty 4787.045453 = -2634139.468063 nChanged 9 SP:Iteration 47Q (22609.070000 sec): 3 clusters Score: Raw -2638931.100927 + Penalty 4787.045453 = -2634144.055475 nChanged 9 SP:Iteration 48Q (22609.320000 sec): 3 clusters Score: Raw -2638934.496702 + Penalty 4787.045453 = -2634147.451249 nChanged 8 SP:Iteration 49Q (22609.600000 sec): 3 clusters Score: Raw -2638938.057198 + Penalty 4787.045453 = -2634151.011745 nChanged 16 SP:Iteration 50Q (22609.860000 sec): 3 clusters Score: Raw -2638944.345172 + Penalty 4787.045453 = -2634157.299720 nChanged 12 SP:Iteration 51Q (22610.070000 sec): 3 clusters Score: Raw -2638947.826078 + Penalty 4787.045453 = -2634160.780625 nChanged 8 SP:Iteration 52Q (22610.300000 sec): 3 clusters Score: Raw -2638951.735895 + Penalty 4787.045453 = -2634164.690443 nChanged 6 SP:Iteration 53Q (22610.580000 sec): 3 clusters Score: Raw -2638953.589174 + Penalty 4787.045453 = -2634166.543721 nChanged 3 SP:Iteration 54Q (22610.830000 sec): 3 clusters Score: Raw -2638954.497105 + Penalty 4787.045453 = -2634167.451653 nChanged 4 SP:Iteration 55Q (22611.080000 sec): 3 clusters Score: Raw -2638955.849770 + Penalty 4787.045453 = -2634168.804317 nChanged 2 SP:Iteration 56Q (22611.330000 sec): 3 clusters Score: Raw -2638956.568057 + Penalty 4787.045453 = -2634169.522604 nChanged 0 SP:Iteration 57F (22611.580000 sec): 3 clusters Score: Raw -2638956.568057 + Penalty 4787.045453 = -2634169.522604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22611.650000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22611.810000 sec): 3 clusters Score: Raw -46429.993347 + Penalty 2851.698921 = -43578.294426 nChanged 45 SP:Iteration 1F (22611.980000 sec): 3 clusters Score: Raw -46554.692238 + Penalty 2851.698921 = -43702.993317 nChanged 14 SP:Iteration 2Q (22612.140000 sec): 3 clusters Score: Raw -46630.963095 + Penalty 2851.698921 = -43779.264174 nChanged 8 SP:Iteration 3Q (22612.300000 sec): 3 clusters Score: Raw -46887.027214 + Penalty 2851.698921 = -44035.328293 nChanged 9 SP:Iteration 4Q (22612.500000 sec): 3 clusters Score: Raw -46934.103608 + Penalty 2851.698921 = -44082.404687 nChanged 11 SP:Iteration 5Q (22612.650000 sec): 3 clusters Score: Raw -47033.663136 + Penalty 2851.698921 = -44181.964215 nChanged 15 SP:Iteration 6Q (22612.840000 sec): 3 clusters Score: Raw -47122.523166 + Penalty 2851.698921 = -44270.824245 nChanged 19 SP:Iteration 7F (22613.000000 sec): 3 clusters Score: Raw -47230.778115 + Penalty 2851.698921 = -44379.079194 nChanged 6 SP:Iteration 8Q (22613.160000 sec): 3 clusters Score: Raw -47294.155257 + Penalty 2851.698921 = -44442.456336 nChanged 4 SP:Iteration 9Q (22613.330000 sec): 3 clusters Score: Raw -47317.158751 + Penalty 2851.698921 = -44465.459830 nChanged 5 SP:Iteration 10Q (22613.490000 sec): 3 clusters Score: Raw -47346.913873 + Penalty 2851.698921 = -44495.214952 nChanged 3 SP:Iteration 11Q (22613.660000 sec): 3 clusters Score: Raw -47368.348212 + Penalty 2851.698921 = -44516.649291 nChanged 3 SP:Iteration 12Q (22613.820000 sec): 3 clusters Score: Raw -47402.158636 + Penalty 2851.698921 = -44550.459715 nChanged 2 SP:Iteration 13Q (22613.980000 sec): 3 clusters Score: Raw -47425.314719 + Penalty 2851.698921 = -44573.615798 nChanged 1 SP:Iteration 14Q (22614.140000 sec): 3 clusters Score: Raw -47432.916092 + Penalty 2851.698921 = -44581.217171 nChanged 2 SP:Iteration 15Q (22614.280000 sec): 3 clusters Score: Raw -47444.333898 + Penalty 2851.698921 = -44592.634977 nChanged 2 SP:Iteration 16Q (22614.430000 sec): 3 clusters Score: Raw -47460.034605 + Penalty 2851.698921 = -44608.335684 nChanged 0 SP:Iteration 17F (22614.550000 sec): 3 clusters Score: Raw -47460.034605 + Penalty 2851.698921 = -44608.335684 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22614.660000 sec): 2 clusters Score: Raw -686115.827485 + Penalty 2045.700102 = -684070.127383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22614.820000 sec): 3 clusters Score: Raw -684348.826644 + Penalty 4091.400204 = -680257.426440 nChanged 1407 SP:Iteration 1F (22614.960000 sec): 3 clusters Score: Raw -685292.295293 + Penalty 4091.400204 = -681200.895089 nChanged 322 SP:Iteration 2F (22615.130000 sec): 3 clusters Score: Raw -685598.334944 + Penalty 4091.400204 = -681506.934740 nChanged 243 SP:Iteration 3F (22615.300000 sec): 3 clusters Score: Raw -685860.179105 + Penalty 4091.400204 = -681768.778901 nChanged 221 SP:Iteration 4F (22615.470000 sec): 3 clusters Score: Raw -686131.733938 + Penalty 4091.400204 = -682040.333734 nChanged 231 SP:Iteration 5F (22615.630000 sec): 3 clusters Score: Raw -686430.138053 + Penalty 4091.400204 = -682338.737849 nChanged 215 SP:Iteration 6F (22615.770000 sec): 3 clusters Score: Raw -686645.159546 + Penalty 4091.400204 = -682553.759342 nChanged 190 SP:Iteration 7Q (22615.970000 sec): 3 clusters Score: Raw -686814.261898 + Penalty 4091.400204 = -682722.861694 nChanged 147 SP:Iteration 8Q (22616.130000 sec): 3 clusters Score: Raw -686924.980528 + Penalty 4091.400204 = -682833.580324 nChanged 102 SP:Iteration 9Q (22616.300000 sec): 3 clusters Score: Raw -686993.510057 + Penalty 4091.400204 = -682902.109853 nChanged 65 SP:Iteration 10Q (22616.520000 sec): 3 clusters Score: Raw -687034.127275 + Penalty 4091.400204 = -682942.727071 nChanged 59 SP:Iteration 11Q (22616.690000 sec): 3 clusters Score: Raw -687067.552044 + Penalty 4091.400204 = -682976.151840 nChanged 42 SP:Iteration 12Q (22616.850000 sec): 3 clusters Score: Raw -687089.306257 + Penalty 4091.400204 = -682997.906053 nChanged 20 SP:Iteration 13Q (22617.020000 sec): 3 clusters Score: Raw -687097.972755 + Penalty 4091.400204 = -683006.572551 nChanged 9 SP:Iteration 14Q (22617.230000 sec): 3 clusters Score: Raw -687101.041055 + Penalty 4091.400204 = -683009.640852 nChanged 9 SP:Iteration 15Q (22617.390000 sec): 3 clusters Score: Raw -687104.952043 + Penalty 4091.400204 = -683013.551839 nChanged 6 SP:Iteration 16Q (22617.590000 sec): 3 clusters Score: Raw -687106.713857 + Penalty 4091.400204 = -683015.313653 nChanged 4 SP:Iteration 17Q (22617.740000 sec): 3 clusters Score: Raw -687108.438040 + Penalty 4091.400204 = -683017.037836 nChanged 3 SP:Iteration 18Q (22617.930000 sec): 3 clusters Score: Raw -687109.838477 + Penalty 4091.400204 = -683018.438273 nChanged 0 SP:Iteration 19F (22618.120000 sec): 3 clusters Score: Raw -687109.838477 + Penalty 4091.400204 = -683018.438273 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22618.230000 sec): 2 clusters Score: Raw -14538.685604 + Penalty 1237.627282 = -13301.058322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22618.320000 sec): 3 clusters Score: Raw -14954.995465 + Penalty 2475.254563 = -12479.740902 nChanged 15 SP:Iteration 1F (22618.500000 sec): 3 clusters Score: Raw -15031.613246 + Penalty 2475.254563 = -12556.358683 nChanged 3 SP:Iteration 2Q (22618.640000 sec): 3 clusters Score: Raw -15050.953353 + Penalty 2475.254563 = -12575.698790 nChanged 3 SP:Iteration 3Q (22618.790000 sec): 3 clusters Score: Raw -15074.934488 + Penalty 2475.254563 = -12599.679925 nChanged 2 SP:Iteration 4Q (22618.950000 sec): 3 clusters Score: Raw -15145.600406 + Penalty 2475.254563 = -12670.345843 nChanged 2 SP:Iteration 5Q (22619.150000 sec): 3 clusters Score: Raw -15157.717060 + Penalty 2475.254563 = -12682.462497 nChanged 0 SP:Iteration 6F (22619.270000 sec): 3 clusters Score: Raw -15157.717060 + Penalty 2475.254563 = -12682.462497 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22619.350000 sec): 2 clusters Score: Raw -30959.215138 + Penalty 1318.893758 = -29640.321379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22619.510000 sec): 3 clusters Score: Raw -31176.398079 + Penalty 2637.787517 = -28538.610562 nChanged 15 SP:Iteration 1F (22619.670000 sec): 3 clusters Score: Raw -31260.585703 + Penalty 2637.787517 = -28622.798186 nChanged 5 SP:Iteration 2Q (22619.830000 sec): 3 clusters Score: Raw -31285.822459 + Penalty 2637.787517 = -28648.034942 nChanged 2 SP:Iteration 3Q (22619.990000 sec): 3 clusters Score: Raw -31295.902977 + Penalty 2637.787517 = -28658.115460 nChanged 2 SP:Iteration 4Q (22620.150000 sec): 3 clusters Score: Raw -31299.656075 + Penalty 2637.787517 = -28661.868558 nChanged 0 SP:Iteration 5F (22620.310000 sec): 3 clusters Score: Raw -31299.656075 + Penalty 2637.787517 = -28661.868558 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22620.390000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22620.550000 sec): 3 clusters Score: Raw -54110.989862 + Penalty 2894.066126 = -51216.923737 nChanged 50 SP:Iteration 1F (22620.710000 sec): 3 clusters Score: Raw -54247.647448 + Penalty 2894.066126 = -51353.581322 nChanged 12 SP:Iteration 2Q (22620.870000 sec): 3 clusters Score: Raw -54282.283628 + Penalty 2894.066126 = -51388.217503 nChanged 3 SP:Iteration 3Q (22621.080000 sec): 3 clusters Score: Raw -54290.007690 + Penalty 2894.066126 = -51395.941565 nChanged 3 SP:Iteration 4Q (22621.210000 sec): 3 clusters Score: Raw -54298.745095 + Penalty 2894.066126 = -51404.678970 nChanged 2 SP:Iteration 5Q (22621.380000 sec): 3 clusters Score: Raw -54304.226908 + Penalty 2894.066126 = -51410.160782 nChanged 1 SP:Iteration 6Q (22621.540000 sec): 3 clusters Score: Raw -54305.109083 + Penalty 2894.066126 = -51411.042957 nChanged 0 SP:Iteration 7F (22621.660000 sec): 3 clusters Score: Raw -54305.109083 + Penalty 2894.066126 = -51411.042957 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22621.730000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22621.870000 sec): 3 clusters Score: Raw -23153.344534 + Penalty 2495.097209 = -20658.247325 nChanged 7 SP:Iteration 1Q (22622.010000 sec): 3 clusters Score: Raw -23211.596260 + Penalty 2495.097209 = -20716.499051 nChanged 1 SP:Iteration 2Q (22622.160000 sec): 3 clusters Score: Raw -23214.741595 + Penalty 2495.097209 = -20719.644386 nChanged 0 SP:Iteration 3F (22622.300000 sec): 3 clusters Score: Raw -23214.741595 + Penalty 2495.097209 = -20719.644386 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22622.940000 sec): 2 clusters Score: Raw -17748773.421136 + Penalty 2861.602538 = -17745911.818598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22623.840000 sec): 3 clusters Score: Raw -17683051.136299 + Penalty 5723.205075 = -17677327.931224 nChanged 48405 SP:Iteration 1F (22624.720000 sec): 3 clusters Score: Raw -17711018.629759 + Penalty 5723.205075 = -17705295.424684 nChanged 3623 SP:Iteration 2Q (22625.670000 sec): 3 clusters Score: Raw -17711982.329221 + Penalty 5723.205075 = -17706259.124146 nChanged 3835 SP:Iteration 3Q (22626.690000 sec): 3 clusters Score: Raw -17713179.281849 + Penalty 5723.205075 = -17707456.076774 nChanged 4401 SP:Iteration 4Q (22627.730000 sec): 3 clusters Score: Raw -17714839.401761 + Penalty 5723.205075 = -17709116.196686 nChanged 5122 SP:Iteration 5Q (22628.630000 sec): 3 clusters Score: Raw -17717213.853906 + Penalty 5723.205075 = -17711490.648831 nChanged 6029 SP:Iteration 6F (22629.530000 sec): 3 clusters Score: Raw -17720718.130211 + Penalty 5723.205075 = -17714994.925135 nChanged 6944 SP:Iteration 7F (22630.360000 sec): 3 clusters Score: Raw -17725607.200076 + Penalty 5723.205075 = -17719883.995001 nChanged 7278 SP:Iteration 8F (22631.360000 sec): 3 clusters Score: Raw -17731390.703558 + Penalty 5723.205075 = -17725667.498483 nChanged 6611 SP:Iteration 9F (22632.320000 sec): 3 clusters Score: Raw -17737066.656909 + Penalty 5723.205075 = -17731343.451834 nChanged 5304 SP:Iteration 10F (22633.080000 sec): 3 clusters Score: Raw -17741669.936722 + Penalty 5723.205075 = -17735946.731647 nChanged 3713 SP:Iteration 11Q (22634.060000 sec): 3 clusters Score: Raw -17744901.914054 + Penalty 5723.205075 = -17739178.708979 nChanged 2276 SP:Iteration 12Q (22634.930000 sec): 3 clusters Score: Raw -17746739.308994 + Penalty 5723.205075 = -17741016.103919 nChanged 1328 SP:Iteration 13Q (22635.840000 sec): 3 clusters Score: Raw -17747744.723921 + Penalty 5723.205075 = -17742021.518846 nChanged 757 SP:Iteration 14Q (22636.790000 sec): 3 clusters Score: Raw -17748286.832435 + Penalty 5723.205075 = -17742563.627360 nChanged 437 SP:Iteration 15Q (22637.430000 sec): 3 clusters Score: Raw -17748603.802928 + Penalty 5723.205075 = -17742880.597853 nChanged 262 SP:Iteration 16Q (22638.290000 sec): 3 clusters Score: Raw -17748799.209714 + Penalty 5723.205075 = -17743076.004639 nChanged 154 SP:Iteration 17Q (22639.070000 sec): 3 clusters Score: Raw -17748906.956843 + Penalty 5723.205075 = -17743183.751768 nChanged 108 SP:Iteration 18Q (22639.970000 sec): 3 clusters Score: Raw -17748989.716694 + Penalty 5723.205075 = -17743266.511619 nChanged 79 SP:Iteration 19Q (22640.730000 sec): 3 clusters Score: Raw -17749049.112001 + Penalty 5723.205075 = -17743325.906926 nChanged 53 SP:Iteration 20F (22641.690000 sec): 3 clusters Score: Raw -17749091.444458 + Penalty 5723.205075 = -17743368.239383 nChanged 40 SP:Iteration 21Q (22642.570000 sec): 3 clusters Score: Raw -17749125.674127 + Penalty 5723.205075 = -17743402.469052 nChanged 35 SP:Iteration 22Q (22643.360000 sec): 3 clusters Score: Raw -17749149.398478 + Penalty 5723.205075 = -17743426.193403 nChanged 21 SP:Iteration 23Q (22644.340000 sec): 3 clusters Score: Raw -17749160.262137 + Penalty 5723.205075 = -17743437.057062 nChanged 7 SP:Iteration 24Q (22645.130000 sec): 3 clusters Score: Raw -17749164.105400 + Penalty 5723.205075 = -17743440.900325 nChanged 5 SP:Iteration 25Q (22645.840000 sec): 3 clusters Score: Raw -17749168.225592 + Penalty 5723.205075 = -17743445.020517 nChanged 7 SP:Iteration 26Q (22646.530000 sec): 3 clusters Score: Raw -17749174.259248 + Penalty 5723.205075 = -17743451.054173 nChanged 4 SP:Iteration 27Q (22647.310000 sec): 3 clusters Score: Raw -17749175.539548 + Penalty 5723.205075 = -17743452.334473 nChanged 2 SP:Iteration 28Q (22648.060000 sec): 3 clusters Score: Raw -17749176.881625 + Penalty 5723.205075 = -17743453.676550 nChanged 1 SP:Iteration 29Q (22648.850000 sec): 3 clusters Score: Raw -17749177.221001 + Penalty 5723.205075 = -17743454.015926 nChanged 0 SP:Iteration 30F (22649.700000 sec): 3 clusters Score: Raw -17749177.221001 + Penalty 5723.205075 = -17743454.015926 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22649.810000 sec): 2 clusters Score: Raw -1586457.881337 + Penalty 2268.132404 = -1584189.748933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22650.030000 sec): 3 clusters Score: Raw -1581490.140940 + Penalty 4536.264809 = -1576953.876132 nChanged 3811 SP:Iteration 1F (22650.220000 sec): 3 clusters Score: Raw -1583595.451966 + Penalty 4536.264809 = -1579059.187157 nChanged 698 SP:Iteration 2F (22650.380000 sec): 3 clusters Score: Raw -1584144.451924 + Penalty 4536.264809 = -1579608.187116 nChanged 678 SP:Iteration 3F (22650.630000 sec): 3 clusters Score: Raw -1584725.609547 + Penalty 4536.264809 = -1580189.344739 nChanged 649 SP:Iteration 4F (22650.780000 sec): 3 clusters Score: Raw -1585304.168827 + Penalty 4536.264809 = -1580767.904018 nChanged 627 SP:Iteration 5F (22651.010000 sec): 3 clusters Score: Raw -1585827.009163 + Penalty 4536.264809 = -1581290.744355 nChanged 557 SP:Iteration 6F (22651.240000 sec): 3 clusters Score: Raw -1586226.725845 + Penalty 4536.264809 = -1581690.461036 nChanged 468 SP:Iteration 7Q (22651.470000 sec): 3 clusters Score: Raw -1586525.206828 + Penalty 4536.264809 = -1581988.942020 nChanged 398 SP:Iteration 8Q (22651.660000 sec): 3 clusters Score: Raw -1586743.809086 + Penalty 4536.264809 = -1582207.544278 nChanged 292 SP:Iteration 9Q (22651.880000 sec): 3 clusters Score: Raw -1586902.892690 + Penalty 4536.264809 = -1582366.627881 nChanged 238 SP:Iteration 10Q (22652.070000 sec): 3 clusters Score: Raw -1587023.017096 + Penalty 4536.264809 = -1582486.752287 nChanged 182 SP:Iteration 11Q (22652.260000 sec): 3 clusters Score: Raw -1587106.622110 + Penalty 4536.264809 = -1582570.357302 nChanged 152 SP:Iteration 12Q (22652.500000 sec): 3 clusters Score: Raw -1587180.006087 + Penalty 4536.264809 = -1582643.741278 nChanged 155 SP:Iteration 13Q (22652.670000 sec): 3 clusters Score: Raw -1587256.071406 + Penalty 4536.264809 = -1582719.806597 nChanged 140 SP:Iteration 14Q (22652.840000 sec): 3 clusters Score: Raw -1587335.017304 + Penalty 4536.264809 = -1582798.752496 nChanged 134 SP:Iteration 15Q (22653.000000 sec): 3 clusters Score: Raw -1587415.145759 + Penalty 4536.264809 = -1582878.880950 nChanged 125 SP:Iteration 16Q (22653.250000 sec): 3 clusters Score: Raw -1587487.100605 + Penalty 4536.264809 = -1582950.835797 nChanged 103 SP:Iteration 17Q (22653.450000 sec): 3 clusters Score: Raw -1587537.827141 + Penalty 4536.264809 = -1583001.562332 nChanged 90 SP:Iteration 18Q (22653.660000 sec): 3 clusters Score: Raw -1587581.120087 + Penalty 4536.264809 = -1583044.855278 nChanged 80 SP:Iteration 19Q (22653.840000 sec): 3 clusters Score: Raw -1587616.817366 + Penalty 4536.264809 = -1583080.552557 nChanged 69 SP:Iteration 20F (22654.040000 sec): 3 clusters Score: Raw -1587651.285815 + Penalty 4536.264809 = -1583115.021006 nChanged 64 SP:Iteration 21Q (22654.250000 sec): 3 clusters Score: Raw -1587678.873258 + Penalty 4536.264809 = -1583142.608449 nChanged 63 SP:Iteration 22Q (22654.380000 sec): 3 clusters Score: Raw -1587706.002466 + Penalty 4536.264809 = -1583169.737657 nChanged 47 SP:Iteration 23Q (22654.520000 sec): 3 clusters Score: Raw -1587726.357095 + Penalty 4536.264809 = -1583190.092287 nChanged 36 SP:Iteration 24Q (22654.760000 sec): 3 clusters Score: Raw -1587740.793480 + Penalty 4536.264809 = -1583204.528671 nChanged 24 SP:Iteration 25Q (22655.000000 sec): 3 clusters Score: Raw -1587748.083807 + Penalty 4536.264809 = -1583211.818998 nChanged 24 SP:Iteration 26Q (22655.220000 sec): 3 clusters Score: Raw -1587757.294906 + Penalty 4536.264809 = -1583221.030097 nChanged 20 SP:Iteration 27Q (22655.440000 sec): 3 clusters Score: Raw -1587765.239113 + Penalty 4536.264809 = -1583228.974304 nChanged 20 SP:Iteration 28Q (22655.640000 sec): 3 clusters Score: Raw -1587773.354625 + Penalty 4536.264809 = -1583237.089816 nChanged 16 SP:Iteration 29Q (22655.830000 sec): 3 clusters Score: Raw -1587778.865284 + Penalty 4536.264809 = -1583242.600476 nChanged 11 SP:Iteration 30Q (22656.020000 sec): 3 clusters Score: Raw -1587783.932684 + Penalty 4536.264809 = -1583247.667876 nChanged 8 SP:Iteration 31Q (22656.210000 sec): 3 clusters Score: Raw -1587786.131169 + Penalty 4536.264809 = -1583249.866360 nChanged 7 SP:Iteration 32Q (22656.410000 sec): 3 clusters Score: Raw -1587788.634690 + Penalty 4536.264809 = -1583252.369881 nChanged 3 SP:Iteration 33Q (22656.670000 sec): 3 clusters Score: Raw -1587789.728449 + Penalty 4536.264809 = -1583253.463640 nChanged 5 SP:Iteration 34Q (22656.850000 sec): 3 clusters Score: Raw -1587791.801324 + Penalty 4536.264809 = -1583255.536515 nChanged 6 SP:Iteration 35Q (22657.040000 sec): 3 clusters Score: Raw -1587794.021059 + Penalty 4536.264809 = -1583257.756250 nChanged 11 SP:Iteration 36Q (22657.250000 sec): 3 clusters Score: Raw -1587799.003355 + Penalty 4536.264809 = -1583262.738547 nChanged 13 SP:Iteration 37Q (22657.460000 sec): 3 clusters Score: Raw -1587805.099692 + Penalty 4536.264809 = -1583268.834884 nChanged 12 SP:Iteration 38Q (22657.640000 sec): 3 clusters Score: Raw -1587811.233745 + Penalty 4536.264809 = -1583274.968936 nChanged 10 SP:Iteration 39Q (22657.820000 sec): 3 clusters Score: Raw -1587817.496849 + Penalty 4536.264809 = -1583281.232040 nChanged 13 SP:Iteration 40F (22658.040000 sec): 3 clusters Score: Raw -1587822.099298 + Penalty 4536.264809 = -1583285.834490 nChanged 12 SP:Iteration 41Q (22658.230000 sec): 3 clusters Score: Raw -1587826.166594 + Penalty 4536.264809 = -1583289.901785 nChanged 4 SP:Iteration 42Q (22658.480000 sec): 3 clusters Score: Raw -1587827.483747 + Penalty 4536.264809 = -1583291.218938 nChanged 4 SP:Iteration 43Q (22658.660000 sec): 3 clusters Score: Raw -1587829.422358 + Penalty 4536.264809 = -1583293.157549 nChanged 5 SP:Iteration 44Q (22658.880000 sec): 3 clusters Score: Raw -1587831.684958 + Penalty 4536.264809 = -1583295.420149 nChanged 3 SP:Iteration 45Q (22659.110000 sec): 3 clusters Score: Raw -1587832.730376 + Penalty 4536.264809 = -1583296.465568 nChanged 4 SP:Iteration 46Q (22659.280000 sec): 3 clusters Score: Raw -1587834.435934 + Penalty 4536.264809 = -1583298.171126 nChanged 6 SP:Iteration 47Q (22659.450000 sec): 3 clusters Score: Raw -1587836.525574 + Penalty 4536.264809 = -1583300.260765 nChanged 6 SP:Iteration 48Q (22659.690000 sec): 3 clusters Score: Raw -1587838.360963 + Penalty 4536.264809 = -1583302.096155 nChanged 5 SP:Iteration 49Q (22659.900000 sec): 3 clusters Score: Raw -1587842.240016 + Penalty 4536.264809 = -1583305.975207 nChanged 13 SP:Iteration 50Q (22660.020000 sec): 3 clusters Score: Raw -1587856.172734 + Penalty 4536.264809 = -1583319.907925 nChanged 14 SP:Iteration 51Q (22660.270000 sec): 3 clusters Score: Raw -1587866.998265 + Penalty 4536.264809 = -1583330.733456 nChanged 13 SP:Iteration 52Q (22660.410000 sec): 3 clusters Score: Raw -1587873.791276 + Penalty 4536.264809 = -1583337.526468 nChanged 7 SP:Iteration 53Q (22660.580000 sec): 3 clusters Score: Raw -1587879.028146 + Penalty 4536.264809 = -1583342.763338 nChanged 6 SP:Iteration 54Q (22660.780000 sec): 3 clusters Score: Raw -1587881.999981 + Penalty 4536.264809 = -1583345.735172 nChanged 4 SP:Iteration 55Q (22661.040000 sec): 3 clusters Score: Raw -1587884.646195 + Penalty 4536.264809 = -1583348.381387 nChanged 4 SP:Iteration 56Q (22661.200000 sec): 3 clusters Score: Raw -1587887.028063 + Penalty 4536.264809 = -1583350.763254 nChanged 8 SP:Iteration 57Q (22661.420000 sec): 3 clusters Score: Raw -1587890.911374 + Penalty 4536.264809 = -1583354.646566 nChanged 4 SP:Iteration 58Q (22661.600000 sec): 3 clusters Score: Raw -1587893.337592 + Penalty 4536.264809 = -1583357.072784 nChanged 4 SP:Iteration 59Q (22661.810000 sec): 3 clusters Score: Raw -1587894.836908 + Penalty 4536.264809 = -1583358.572100 nChanged 0 SP:Iteration 60F (22662.010000 sec): 3 clusters Score: Raw -1587894.836908 + Penalty 4536.264809 = -1583358.572100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22662.100000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22662.240000 sec): 3 clusters Score: Raw -41293.287628 + Penalty 2771.275335 = -38522.012293 nChanged 36 SP:Iteration 1F (22662.340000 sec): 3 clusters Score: Raw -41589.086236 + Penalty 2771.275335 = -38817.810902 nChanged 11 SP:Iteration 2Q (22662.470000 sec): 3 clusters Score: Raw -41639.300500 + Penalty 2771.275335 = -38868.025165 nChanged 4 SP:Iteration 3Q (22662.570000 sec): 3 clusters Score: Raw -41656.457287 + Penalty 2771.275335 = -38885.181952 nChanged 1 SP:Iteration 4Q (22662.740000 sec): 3 clusters Score: Raw -41659.329180 + Penalty 2771.275335 = -38888.053845 nChanged 0 SP:Iteration 5F (22662.920000 sec): 3 clusters Score: Raw -41659.329180 + Penalty 2771.275335 = -38888.053845 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22663.000000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22663.180000 sec): 3 clusters Score: Raw -94958.245982 + Penalty 3166.219291 = -91792.026691 nChanged 123 SP:Iteration 1F (22663.350000 sec): 3 clusters Score: Raw -95177.290830 + Penalty 3166.219291 = -92011.071539 nChanged 23 SP:Iteration 2Q (22663.560000 sec): 3 clusters Score: Raw -95223.507038 + Penalty 3166.219291 = -92057.287748 nChanged 9 SP:Iteration 3Q (22663.690000 sec): 3 clusters Score: Raw -95244.940333 + Penalty 3166.219291 = -92078.721042 nChanged 0 SP:Iteration 4F (22663.870000 sec): 3 clusters Score: Raw -95244.940333 + Penalty 3166.219291 = -92078.721042 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (80036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22664.430000 sec): 2 clusters Score: Raw -13609863.236868 + Penalty 2799.977489 = -13607063.259379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22665.120000 sec): 3 clusters Score: Raw -13559136.257703 + Penalty 5599.954979 = -13553536.302724 nChanged 37639 SP:Iteration 1F (22665.760000 sec): 3 clusters Score: Raw -13580412.502274 + Penalty 5599.954979 = -13574812.547295 nChanged 2845 SP:Iteration 2Q (22666.440000 sec): 3 clusters Score: Raw -13581193.690254 + Penalty 5599.954979 = -13575593.735275 nChanged 3121 SP:Iteration 3Q (22667.160000 sec): 3 clusters Score: Raw -13582227.940958 + Penalty 5599.954979 = -13576627.985980 nChanged 3624 SP:Iteration 4Q (22667.910000 sec): 3 clusters Score: Raw -13583764.436772 + Penalty 5599.954979 = -13578164.481793 nChanged 4640 SP:Iteration 5F (22668.570000 sec): 3 clusters Score: Raw -13586348.294008 + Penalty 5599.954979 = -13580748.339029 nChanged 5918 SP:Iteration 6F (22669.250000 sec): 3 clusters Score: Raw -13590630.755021 + Penalty 5599.954979 = -13585030.800042 nChanged 6791 SP:Iteration 7F (22669.970000 sec): 3 clusters Score: Raw -13596591.444461 + Penalty 5599.954979 = -13590991.489482 nChanged 6468 SP:Iteration 8F (22670.610000 sec): 3 clusters Score: Raw -13602842.438948 + Penalty 5599.954979 = -13597242.483969 nChanged 4304 SP:Iteration 9F (22671.250000 sec): 3 clusters Score: Raw -13607046.261530 + Penalty 5599.954979 = -13601446.306551 nChanged 2100 SP:Iteration 10Q (22671.980000 sec): 3 clusters Score: Raw -13609090.503896 + Penalty 5599.954979 = -13603490.548917 nChanged 773 SP:Iteration 11Q (22672.560000 sec): 3 clusters Score: Raw -13609878.893734 + Penalty 5599.954979 = -13604278.938755 nChanged 311 SP:Iteration 12Q (22673.170000 sec): 3 clusters Score: Raw -13610209.987489 + Penalty 5599.954979 = -13604610.032510 nChanged 185 SP:Iteration 13Q (22673.780000 sec): 3 clusters Score: Raw -13610396.265601 + Penalty 5599.954979 = -13604796.310622 nChanged 117 SP:Iteration 14Q (22674.370000 sec): 3 clusters Score: Raw -13610514.054246 + Penalty 5599.954979 = -13604914.099267 nChanged 94 SP:Iteration 15Q (22674.960000 sec): 3 clusters Score: Raw -13610600.227074 + Penalty 5599.954979 = -13605000.272095 nChanged 67 SP:Iteration 16Q (22675.590000 sec): 3 clusters Score: Raw -13610653.018147 + Penalty 5599.954979 = -13605053.063168 nChanged 65 SP:Iteration 17Q (22676.180000 sec): 3 clusters Score: Raw -13610692.813141 + Penalty 5599.954979 = -13605092.858162 nChanged 44 SP:Iteration 18Q (22676.800000 sec): 3 clusters Score: Raw -13610715.542151 + Penalty 5599.954979 = -13605115.587172 nChanged 30 SP:Iteration 19Q (22677.390000 sec): 3 clusters Score: Raw -13610731.295914 + Penalty 5599.954979 = -13605131.340935 nChanged 21 SP:Iteration 20F (22678.000000 sec): 3 clusters Score: Raw -13610742.780928 + Penalty 5599.954979 = -13605142.825949 nChanged 17 SP:Iteration 21Q (22678.550000 sec): 3 clusters Score: Raw -13610752.398370 + Penalty 5599.954979 = -13605152.443391 nChanged 19 SP:Iteration 22Q (22679.170000 sec): 3 clusters Score: Raw -13610760.982033 + Penalty 5599.954979 = -13605161.027054 nChanged 13 SP:Iteration 23Q (22679.860000 sec): 3 clusters Score: Raw -13610766.198838 + Penalty 5599.954979 = -13605166.243859 nChanged 8 SP:Iteration 24Q (22680.450000 sec): 3 clusters Score: Raw -13610769.491055 + Penalty 5599.954979 = -13605169.536076 nChanged 6 SP:Iteration 25Q (22681.060000 sec): 3 clusters Score: Raw -13610771.911489 + Penalty 5599.954979 = -13605171.956510 nChanged 2 SP:Iteration 26Q (22681.650000 sec): 3 clusters Score: Raw -13610772.771210 + Penalty 5599.954979 = -13605172.816231 nChanged 6 SP:Iteration 27Q (22682.280000 sec): 3 clusters Score: Raw -13610775.126268 + Penalty 5599.954979 = -13605175.171289 nChanged 6 SP:Iteration 28Q (22682.950000 sec): 3 clusters Score: Raw -13610778.696885 + Penalty 5599.954979 = -13605178.741906 nChanged 6 SP:Iteration 29Q (22683.460000 sec): 3 clusters Score: Raw -13610781.339752 + Penalty 5599.954979 = -13605181.384773 nChanged 5 SP:Iteration 30Q (22684.060000 sec): 3 clusters Score: Raw -13610783.776406 + Penalty 5599.954979 = -13605183.821428 nChanged 4 SP:Iteration 31Q (22684.640000 sec): 3 clusters Score: Raw -13610785.383454 + Penalty 5599.954979 = -13605185.428475 nChanged 2 SP:Iteration 32Q (22685.160000 sec): 3 clusters Score: Raw -13610786.011124 + Penalty 5599.954979 = -13605186.056145 nChanged 3 SP:Iteration 33Q (22685.760000 sec): 3 clusters Score: Raw -13610786.976942 + Penalty 5599.954979 = -13605187.021963 nChanged 3 SP:Iteration 34Q (22686.330000 sec): 3 clusters Score: Raw -13610787.719086 + Penalty 5599.954979 = -13605187.764107 nChanged 2 SP:Iteration 35Q (22686.970000 sec): 3 clusters Score: Raw -13610788.726101 + Penalty 5599.954979 = -13605188.771122 nChanged 4 SP:Iteration 36Q (22687.580000 sec): 3 clusters Score: Raw -13610790.734486 + Penalty 5599.954979 = -13605190.779507 nChanged 5 SP:Iteration 37Q (22688.180000 sec): 3 clusters Score: Raw -13610792.773580 + Penalty 5599.954979 = -13605192.818601 nChanged 5 SP:Iteration 38Q (22688.740000 sec): 3 clusters Score: Raw -13610794.779541 + Penalty 5599.954979 = -13605194.824562 nChanged 3 SP:Iteration 39Q (22689.380000 sec): 3 clusters Score: Raw -13610795.418006 + Penalty 5599.954979 = -13605195.463027 nChanged 0 SP:Iteration 40F (22690.020000 sec): 3 clusters Score: Raw -13610795.418006 + Penalty 5599.954979 = -13605195.463027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22690.080000 sec): 2 clusters Score: Raw -15466.365646 + Penalty 1165.719131 = -14300.646516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22690.230000 sec): 3 clusters Score: Raw -15834.119953 + Penalty 2331.438261 = -13502.681692 nChanged 2 SP:Iteration 1Q (22690.390000 sec): 3 clusters Score: Raw -15856.500188 + Penalty 2331.438261 = -13525.061927 nChanged 1 SP:Iteration 2Q (22690.490000 sec): 3 clusters Score: Raw -15861.039837 + Penalty 2331.438261 = -13529.601575 nChanged 0 SP:Iteration 3F (22690.590000 sec): 3 clusters Score: Raw -15861.039837 + Penalty 2331.438261 = -13529.601575 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22690.690000 sec): 2 clusters Score: Raw -382303.242485 + Penalty 1903.074656 = -380400.167829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22690.820000 sec): 3 clusters Score: Raw -381457.085027 + Penalty 3806.149312 = -377650.935715 nChanged 707 SP:Iteration 1F (22690.940000 sec): 3 clusters Score: Raw -381924.645218 + Penalty 3806.149312 = -378118.495906 nChanged 160 SP:Iteration 2F (22691.040000 sec): 3 clusters Score: Raw -382076.336020 + Penalty 3806.149312 = -378270.186708 nChanged 102 SP:Iteration 3Q (22691.180000 sec): 3 clusters Score: Raw -382165.220373 + Penalty 3806.149312 = -378359.071060 nChanged 76 SP:Iteration 4Q (22691.320000 sec): 3 clusters Score: Raw -382226.843514 + Penalty 3806.149312 = -378420.694202 nChanged 57 SP:Iteration 5Q (22691.420000 sec): 3 clusters Score: Raw -382267.940410 + Penalty 3806.149312 = -378461.791098 nChanged 44 SP:Iteration 6Q (22691.510000 sec): 3 clusters Score: Raw -382306.362522 + Penalty 3806.149312 = -378500.213210 nChanged 43 SP:Iteration 7Q (22691.610000 sec): 3 clusters Score: Raw -382333.940196 + Penalty 3806.149312 = -378527.790884 nChanged 38 SP:Iteration 8Q (22691.740000 sec): 3 clusters Score: Raw -382367.481786 + Penalty 3806.149312 = -378561.332474 nChanged 38 SP:Iteration 9Q (22691.870000 sec): 3 clusters Score: Raw -382412.671022 + Penalty 3806.149312 = -378606.521710 nChanged 39 SP:Iteration 10Q (22691.970000 sec): 3 clusters Score: Raw -382472.520712 + Penalty 3806.149312 = -378666.371400 nChanged 56 SP:Iteration 11Q (22692.130000 sec): 3 clusters Score: Raw -382539.290262 + Penalty 3806.149312 = -378733.140950 nChanged 59 SP:Iteration 12Q (22692.240000 sec): 3 clusters Score: Raw -382603.989645 + Penalty 3806.149312 = -378797.840333 nChanged 56 SP:Iteration 13Q (22692.340000 sec): 3 clusters Score: Raw -382668.986881 + Penalty 3806.149312 = -378862.837569 nChanged 70 SP:Iteration 14Q (22692.510000 sec): 3 clusters Score: Raw -382754.678095 + Penalty 3806.149312 = -378948.528782 nChanged 61 SP:Iteration 15Q (22692.660000 sec): 3 clusters Score: Raw -382854.247971 + Penalty 3806.149312 = -379048.098659 nChanged 76 SP:Iteration 16Q (22692.840000 sec): 3 clusters Score: Raw -382948.529895 + Penalty 3806.149312 = -379142.380583 nChanged 64 SP:Iteration 17Q (22692.970000 sec): 3 clusters Score: Raw -383040.087229 + Penalty 3806.149312 = -379233.937917 nChanged 55 SP:Iteration 18Q (22693.090000 sec): 3 clusters Score: Raw -383106.710972 + Penalty 3806.149312 = -379300.561660 nChanged 43 SP:Iteration 19Q (22693.280000 sec): 3 clusters Score: Raw -383167.362064 + Penalty 3806.149312 = -379361.212752 nChanged 48 SP:Iteration 20F (22693.380000 sec): 3 clusters Score: Raw -383235.180125 + Penalty 3806.149312 = -379429.030813 nChanged 41 SP:Iteration 21Q (22693.480000 sec): 3 clusters Score: Raw -383296.740094 + Penalty 3806.149312 = -379490.590782 nChanged 35 SP:Iteration 22Q (22693.610000 sec): 3 clusters Score: Raw -383341.259175 + Penalty 3806.149312 = -379535.109863 nChanged 33 SP:Iteration 23Q (22693.700000 sec): 3 clusters Score: Raw -383376.532609 + Penalty 3806.149312 = -379570.383296 nChanged 28 SP:Iteration 24Q (22693.830000 sec): 3 clusters Score: Raw -383407.109342 + Penalty 3806.149312 = -379600.960030 nChanged 27 SP:Iteration 25Q (22694.020000 sec): 3 clusters Score: Raw -383437.758350 + Penalty 3806.149312 = -379631.609038 nChanged 30 SP:Iteration 26Q (22694.170000 sec): 3 clusters Score: Raw -383467.866701 + Penalty 3806.149312 = -379661.717389 nChanged 12 SP:Iteration 27Q (22694.350000 sec): 3 clusters Score: Raw -383478.713486 + Penalty 3806.149312 = -379672.564174 nChanged 16 SP:Iteration 28Q (22694.500000 sec): 3 clusters Score: Raw -383494.423000 + Penalty 3806.149312 = -379688.273688 nChanged 11 SP:Iteration 29Q (22694.650000 sec): 3 clusters Score: Raw -383501.742575 + Penalty 3806.149312 = -379695.593263 nChanged 7 SP:Iteration 30Q (22694.780000 sec): 3 clusters Score: Raw -383508.122588 + Penalty 3806.149312 = -379701.973276 nChanged 10 SP:Iteration 31Q (22694.950000 sec): 3 clusters Score: Raw -383518.166325 + Penalty 3806.149312 = -379712.017012 nChanged 6 SP:Iteration 32Q (22695.100000 sec): 3 clusters Score: Raw -383523.028671 + Penalty 3806.149312 = -379716.879359 nChanged 1 SP:Iteration 33Q (22695.240000 sec): 3 clusters Score: Raw -383523.745766 + Penalty 3806.149312 = -379717.596454 nChanged 2 SP:Iteration 34Q (22695.420000 sec): 3 clusters Score: Raw -383524.897085 + Penalty 3806.149312 = -379718.747773 nChanged 0 SP:Iteration 35F (22695.580000 sec): 3 clusters Score: Raw -383524.897085 + Penalty 3806.149312 = -379718.747773 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22695.660000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22695.750000 sec): 3 clusters Score: Raw -95715.757747 + Penalty 3179.446741 = -92536.311006 nChanged 117 SP:Iteration 1F (22695.900000 sec): 3 clusters Score: Raw -95923.149339 + Penalty 3179.446741 = -92743.702597 nChanged 34 SP:Iteration 2F (22696.000000 sec): 3 clusters Score: Raw -95996.254918 + Penalty 3179.446741 = -92816.808176 nChanged 17 SP:Iteration 3Q (22696.200000 sec): 3 clusters Score: Raw -96029.614845 + Penalty 3179.446741 = -92850.168103 nChanged 7 SP:Iteration 4Q (22696.340000 sec): 3 clusters Score: Raw -96042.470398 + Penalty 3179.446741 = -92863.023657 nChanged 2 SP:Iteration 5Q (22696.480000 sec): 3 clusters Score: Raw -96048.242991 + Penalty 3179.446741 = -92868.796250 nChanged 2 SP:Iteration 6Q (22696.630000 sec): 3 clusters Score: Raw -96054.232583 + Penalty 3179.446741 = -92874.785841 nChanged 0 SP:Iteration 7F (22696.780000 sec): 3 clusters Score: Raw -96054.232583 + Penalty 3179.446741 = -92874.785841 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22696.910000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22697.030000 sec): 3 clusters Score: Raw -27485.868618 + Penalty 2541.486134 = -24944.382484 nChanged 8 SP:Iteration 1Q (22697.220000 sec): 3 clusters Score: Raw -27526.065459 + Penalty 2541.486134 = -24984.579326 nChanged 1 SP:Iteration 2Q (22697.360000 sec): 3 clusters Score: Raw -27529.583310 + Penalty 2541.486134 = -24988.097176 nChanged 0 SP:Iteration 3F (22697.530000 sec): 3 clusters Score: Raw -27529.583310 + Penalty 2541.486134 = -24988.097176 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22697.580000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22697.750000 sec): 3 clusters Score: Raw -21833.143761 + Penalty 2558.891428 = -19274.252333 nChanged 15 SP:Iteration 1F (22697.920000 sec): 3 clusters Score: Raw -21909.762890 + Penalty 2558.891428 = -19350.871461 nChanged 10 SP:Iteration 2F (22698.060000 sec): 3 clusters Score: Raw -21953.870663 + Penalty 2558.891428 = -19394.979234 nChanged 6 SP:Iteration 3Q (22698.240000 sec): 3 clusters Score: Raw -21975.547643 + Penalty 2558.891428 = -19416.656215 nChanged 2 SP:Iteration 4Q (22698.370000 sec): 3 clusters Score: Raw -21980.485170 + Penalty 2558.891428 = -19421.593742 nChanged 0 SP:Iteration 5F (22698.540000 sec): 3 clusters Score: Raw -21980.485170 + Penalty 2558.891428 = -19421.593742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22698.590000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22698.760000 sec): 3 clusters Score: Raw -33754.608004 + Penalty 2690.775209 = -31063.832796 nChanged 23 SP:Iteration 1F (22698.860000 sec): 3 clusters Score: Raw -33883.524811 + Penalty 2690.775209 = -31192.749602 nChanged 14 SP:Iteration 2F (22698.970000 sec): 3 clusters Score: Raw -33963.192625 + Penalty 2690.775209 = -31272.417417 nChanged 4 SP:Iteration 3Q (22699.080000 sec): 3 clusters Score: Raw -33999.394157 + Penalty 2690.775209 = -31308.618949 nChanged 6 SP:Iteration 4Q (22699.200000 sec): 3 clusters Score: Raw -34051.661750 + Penalty 2690.775209 = -31360.886541 nChanged 2 SP:Iteration 5Q (22699.290000 sec): 3 clusters Score: Raw -34067.211964 + Penalty 2690.775209 = -31376.436755 nChanged 0 SP:Iteration 6F (22699.420000 sec): 3 clusters Score: Raw -34067.211964 + Penalty 2690.775209 = -31376.436755 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22699.500000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22699.610000 sec): 3 clusters Score: Raw -73383.903193 + Penalty 3024.644844 = -70359.258349 nChanged 81 SP:Iteration 1F (22699.720000 sec): 3 clusters Score: Raw -73567.342921 + Penalty 3024.644844 = -70542.698077 nChanged 23 SP:Iteration 2F (22699.840000 sec): 3 clusters Score: Raw -73628.340024 + Penalty 3024.644844 = -70603.695181 nChanged 10 SP:Iteration 3Q (22699.970000 sec): 3 clusters Score: Raw -73656.264362 + Penalty 3024.644844 = -70631.619518 nChanged 6 SP:Iteration 4Q (22700.110000 sec): 3 clusters Score: Raw -73676.739877 + Penalty 3024.644844 = -70652.095033 nChanged 2 SP:Iteration 5Q (22700.300000 sec): 3 clusters Score: Raw -73679.133404 + Penalty 3024.644844 = -70654.488560 nChanged 2 SP:Iteration 6Q (22700.430000 sec): 3 clusters Score: Raw -73686.208473 + Penalty 3024.644844 = -70661.563630 nChanged 0 SP:Iteration 7F (22700.590000 sec): 3 clusters Score: Raw -73686.208473 + Penalty 3024.644844 = -70661.563630 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22700.670000 sec): 2 clusters Score: Raw -226060.349105 + Penalty 1806.975545 = -224253.373559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22700.820000 sec): 3 clusters Score: Raw -225628.002301 + Penalty 3613.951090 = -222014.051210 nChanged 431 SP:Iteration 1F (22700.970000 sec): 3 clusters Score: Raw -226093.167224 + Penalty 3613.951090 = -222479.216134 nChanged 118 SP:Iteration 2F (22701.180000 sec): 3 clusters Score: Raw -226252.303842 + Penalty 3613.951090 = -222638.352751 nChanged 84 SP:Iteration 3F (22701.300000 sec): 3 clusters Score: Raw -226385.364318 + Penalty 3613.951090 = -222771.413228 nChanged 66 SP:Iteration 4Q (22701.470000 sec): 3 clusters Score: Raw -226519.684516 + Penalty 3613.951090 = -222905.733425 nChanged 64 SP:Iteration 5Q (22701.660000 sec): 3 clusters Score: Raw -226636.521418 + Penalty 3613.951090 = -223022.570328 nChanged 51 SP:Iteration 6Q (22701.790000 sec): 3 clusters Score: Raw -226698.484562 + Penalty 3613.951090 = -223084.533472 nChanged 42 SP:Iteration 7Q (22701.990000 sec): 3 clusters Score: Raw -226751.465333 + Penalty 3613.951090 = -223137.514243 nChanged 34 SP:Iteration 8Q (22702.090000 sec): 3 clusters Score: Raw -226799.103047 + Penalty 3613.951090 = -223185.151957 nChanged 30 SP:Iteration 9Q (22702.280000 sec): 3 clusters Score: Raw -226844.565691 + Penalty 3613.951090 = -223230.614601 nChanged 22 SP:Iteration 10Q (22702.450000 sec): 3 clusters Score: Raw -226871.246400 + Penalty 3613.951090 = -223257.295309 nChanged 20 SP:Iteration 11Q (22702.550000 sec): 3 clusters Score: Raw -226893.119543 + Penalty 3613.951090 = -223279.168453 nChanged 13 SP:Iteration 12Q (22702.700000 sec): 3 clusters Score: Raw -226903.274678 + Penalty 3613.951090 = -223289.323588 nChanged 9 SP:Iteration 13Q (22702.840000 sec): 3 clusters Score: Raw -226913.279698 + Penalty 3613.951090 = -223299.328608 nChanged 11 SP:Iteration 14Q (22702.980000 sec): 3 clusters Score: Raw -226928.968437 + Penalty 3613.951090 = -223315.017347 nChanged 9 SP:Iteration 15Q (22703.110000 sec): 3 clusters Score: Raw -226939.733588 + Penalty 3613.951090 = -223325.782497 nChanged 7 SP:Iteration 16Q (22703.240000 sec): 3 clusters Score: Raw -226951.511239 + Penalty 3613.951090 = -223337.560149 nChanged 5 SP:Iteration 17Q (22703.380000 sec): 3 clusters Score: Raw -226955.021336 + Penalty 3613.951090 = -223341.070246 nChanged 7 SP:Iteration 18Q (22703.520000 sec): 3 clusters Score: Raw -226962.299203 + Penalty 3613.951090 = -223348.348113 nChanged 8 SP:Iteration 19Q (22703.690000 sec): 3 clusters Score: Raw -226971.036331 + Penalty 3613.951090 = -223357.085241 nChanged 10 SP:Iteration 20F (22703.870000 sec): 3 clusters Score: Raw -226978.554592 + Penalty 3613.951090 = -223364.603501 nChanged 3 SP:Iteration 21Q (22704.040000 sec): 3 clusters Score: Raw -226980.622520 + Penalty 3613.951090 = -223366.671430 nChanged 2 SP:Iteration 22Q (22704.220000 sec): 3 clusters Score: Raw -226981.258244 + Penalty 3613.951090 = -223367.307153 nChanged 2 SP:Iteration 23Q (22704.360000 sec): 3 clusters Score: Raw -226982.213190 + Penalty 3613.951090 = -223368.262100 nChanged 0 SP:Iteration 24F (22704.550000 sec): 3 clusters Score: Raw -226982.213190 + Penalty 3613.951090 = -223368.262100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22704.660000 sec): 2 clusters Score: Raw -307314.041827 + Penalty 1866.759468 = -305447.282359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22704.830000 sec): 3 clusters Score: Raw -306697.746772 + Penalty 3733.518936 = -302964.227836 nChanged 607 SP:Iteration 1F (22705.000000 sec): 3 clusters Score: Raw -307267.140487 + Penalty 3733.518936 = -303533.621551 nChanged 178 SP:Iteration 2F (22705.180000 sec): 3 clusters Score: Raw -307553.258377 + Penalty 3733.518936 = -303819.739441 nChanged 125 SP:Iteration 3F (22705.270000 sec): 3 clusters Score: Raw -307787.643383 + Penalty 3733.518936 = -304054.124447 nChanged 112 SP:Iteration 4F (22705.410000 sec): 3 clusters Score: Raw -308007.327551 + Penalty 3733.518936 = -304273.808615 nChanged 101 SP:Iteration 5F (22705.510000 sec): 3 clusters Score: Raw -308199.558717 + Penalty 3733.518936 = -304466.039781 nChanged 77 SP:Iteration 6Q (22705.650000 sec): 3 clusters Score: Raw -308303.946574 + Penalty 3733.518936 = -304570.427638 nChanged 51 SP:Iteration 7Q (22705.750000 sec): 3 clusters Score: Raw -308367.090391 + Penalty 3733.518936 = -304633.571455 nChanged 39 SP:Iteration 8Q (22705.840000 sec): 3 clusters Score: Raw -308428.352399 + Penalty 3733.518936 = -304694.833463 nChanged 38 SP:Iteration 9Q (22705.940000 sec): 3 clusters Score: Raw -308475.184642 + Penalty 3733.518936 = -304741.665706 nChanged 27 SP:Iteration 10Q (22706.030000 sec): 3 clusters Score: Raw -308505.268926 + Penalty 3733.518936 = -304771.749990 nChanged 20 SP:Iteration 11Q (22706.130000 sec): 3 clusters Score: Raw -308529.259609 + Penalty 3733.518936 = -304795.740673 nChanged 17 SP:Iteration 12Q (22706.230000 sec): 3 clusters Score: Raw -308551.397155 + Penalty 3733.518936 = -304817.878219 nChanged 16 SP:Iteration 13Q (22706.410000 sec): 3 clusters Score: Raw -308566.010584 + Penalty 3733.518936 = -304832.491648 nChanged 10 SP:Iteration 14Q (22706.550000 sec): 3 clusters Score: Raw -308574.122100 + Penalty 3733.518936 = -304840.603164 nChanged 6 SP:Iteration 15Q (22706.720000 sec): 3 clusters Score: Raw -308578.004378 + Penalty 3733.518936 = -304844.485442 nChanged 1 SP:Iteration 16Q (22706.920000 sec): 3 clusters Score: Raw -308579.362284 + Penalty 3733.518936 = -304845.843348 nChanged 2 SP:Iteration 17Q (22707.040000 sec): 3 clusters Score: Raw -308580.917841 + Penalty 3733.518936 = -304847.398905 nChanged 1 SP:Iteration 18Q (22707.190000 sec): 3 clusters Score: Raw -308581.225048 + Penalty 3733.518936 = -304847.706112 nChanged 0 SP:Iteration 19F (22707.380000 sec): 3 clusters Score: Raw -308581.225048 + Penalty 3733.518936 = -304847.706112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22707.470000 sec): 2 clusters Score: Raw -23801.629713 + Penalty 1340.978599 = -22460.651113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22707.630000 sec): 3 clusters Score: Raw -24327.785002 + Penalty 2681.957199 = -21645.827804 nChanged 46 SP:Iteration 1F (22707.770000 sec): 3 clusters Score: Raw -24666.157271 + Penalty 2681.957199 = -21984.200072 nChanged 10 SP:Iteration 2Q (22707.860000 sec): 3 clusters Score: Raw -24757.918997 + Penalty 2681.957199 = -22075.961798 nChanged 9 SP:Iteration 3Q (22707.990000 sec): 3 clusters Score: Raw -24833.401156 + Penalty 2681.957199 = -22151.443957 nChanged 4 SP:Iteration 4Q (22708.170000 sec): 3 clusters Score: Raw -24842.212794 + Penalty 2681.957199 = -22160.255595 nChanged 0 SP:Iteration 5F (22708.320000 sec): 3 clusters Score: Raw -24842.212794 + Penalty 2681.957199 = -22160.255595 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22708.420000 sec): 2 clusters Score: Raw -25809.891192 + Penalty 1283.685134 = -24526.206059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22708.530000 sec): 3 clusters Score: Raw -26061.893351 + Penalty 2567.370267 = -23494.523084 nChanged 11 SP:Iteration 1F (22708.690000 sec): 3 clusters Score: Raw -26124.436850 + Penalty 2567.370267 = -23557.066583 nChanged 3 SP:Iteration 2Q (22708.870000 sec): 3 clusters Score: Raw -26149.026908 + Penalty 2567.370267 = -23581.656641 nChanged 2 SP:Iteration 3Q (22709.030000 sec): 3 clusters Score: Raw -26160.955198 + Penalty 2567.370267 = -23593.584931 nChanged 0 SP:Iteration 4F (22709.200000 sec): 3 clusters Score: Raw -26160.955198 + Penalty 2567.370267 = -23593.584931 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22709.290000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22709.440000 sec): 3 clusters Score: Raw -106286.235924 + Penalty 3204.888215 = -103081.347708 nChanged 139 SP:Iteration 1F (22709.580000 sec): 3 clusters Score: Raw -106528.023481 + Penalty 3204.888215 = -103323.135265 nChanged 37 SP:Iteration 2F (22709.760000 sec): 3 clusters Score: Raw -106618.749905 + Penalty 3204.888215 = -103413.861690 nChanged 25 SP:Iteration 3Q (22709.930000 sec): 3 clusters Score: Raw -106677.346192 + Penalty 3204.888215 = -103472.457976 nChanged 9 SP:Iteration 4Q (22710.110000 sec): 3 clusters Score: Raw -106701.778640 + Penalty 3204.888215 = -103496.890424 nChanged 3 SP:Iteration 5Q (22710.240000 sec): 3 clusters Score: Raw -106706.382470 + Penalty 3204.888215 = -103501.494255 nChanged 1 SP:Iteration 6Q (22710.410000 sec): 3 clusters Score: Raw -106710.037397 + Penalty 3204.888215 = -103505.149182 nChanged 3 SP:Iteration 7Q (22710.590000 sec): 3 clusters Score: Raw -106715.801709 + Penalty 3204.888215 = -103510.913494 nChanged 4 SP:Iteration 8Q (22710.770000 sec): 3 clusters Score: Raw -106721.071342 + Penalty 3204.888215 = -103516.183127 nChanged 2 SP:Iteration 9Q (22710.930000 sec): 3 clusters Score: Raw -106723.890735 + Penalty 3204.888215 = -103519.002519 nChanged 2 SP:Iteration 10Q (22711.070000 sec): 3 clusters Score: Raw -106728.742316 + Penalty 3204.888215 = -103523.854100 nChanged 3 SP:Iteration 11Q (22711.220000 sec): 3 clusters Score: Raw -106732.364694 + Penalty 3204.888215 = -103527.476479 nChanged 2 SP:Iteration 12Q (22711.310000 sec): 3 clusters Score: Raw -106734.272910 + Penalty 3204.888215 = -103529.384694 nChanged 2 SP:Iteration 13Q (22711.420000 sec): 3 clusters Score: Raw -106742.321385 + Penalty 3204.888215 = -103537.433169 nChanged 1 SP:Iteration 14Q (22711.550000 sec): 3 clusters Score: Raw -106745.728676 + Penalty 3204.888215 = -103540.840460 nChanged 3 SP:Iteration 15Q (22711.750000 sec): 3 clusters Score: Raw -106760.685390 + Penalty 3204.888215 = -103555.797174 nChanged 5 SP:Iteration 16Q (22711.860000 sec): 3 clusters Score: Raw -106779.518179 + Penalty 3204.888215 = -103574.629964 nChanged 3 SP:Iteration 17Q (22712.050000 sec): 3 clusters Score: Raw -106788.058209 + Penalty 3204.888215 = -103583.169993 nChanged 4 SP:Iteration 18Q (22712.130000 sec): 3 clusters Score: Raw -106799.839484 + Penalty 3204.888215 = -103594.951269 nChanged 1 SP:Iteration 19Q (22712.270000 sec): 3 clusters Score: Raw -106803.038979 + Penalty 3204.888215 = -103598.150764 nChanged 2 SP:Iteration 20F (22712.430000 sec): 3 clusters Score: Raw -106805.795882 + Penalty 3204.888215 = -103600.907667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22712.520000 sec): 2 clusters Score: Raw -74592.706126 + Penalty 1513.434531 = -73079.271595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22712.670000 sec): 3 clusters Score: Raw -74602.159931 + Penalty 3026.869063 = -71575.290868 nChanged 69 SP:Iteration 1F (22712.800000 sec): 3 clusters Score: Raw -74740.160107 + Penalty 3026.869063 = -71713.291044 nChanged 26 SP:Iteration 2F (22712.970000 sec): 3 clusters Score: Raw -74803.614141 + Penalty 3026.869063 = -71776.745079 nChanged 10 SP:Iteration 3Q (22713.110000 sec): 3 clusters Score: Raw -74826.354863 + Penalty 3026.869063 = -71799.485800 nChanged 4 SP:Iteration 4Q (22713.250000 sec): 3 clusters Score: Raw -74834.672860 + Penalty 3026.869063 = -71807.803797 nChanged 1 SP:Iteration 5Q (22713.360000 sec): 3 clusters Score: Raw -74835.364672 + Penalty 3026.869063 = -71808.495609 nChanged 0 SP:Iteration 6F (22713.490000 sec): 3 clusters Score: Raw -74835.364672 + Penalty 3026.869063 = -71808.495609 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22713.570000 sec): 2 clusters Score: Raw -343908.771730 + Penalty 1901.687240 = -342007.084490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22713.790000 sec): 3 clusters Score: Raw -343102.530735 + Penalty 3803.374480 = -339299.156255 nChanged 701 SP:Iteration 1F (22713.910000 sec): 3 clusters Score: Raw -343639.446423 + Penalty 3803.374480 = -339836.071944 nChanged 158 SP:Iteration 2F (22714.070000 sec): 3 clusters Score: Raw -343796.509106 + Penalty 3803.374480 = -339993.134626 nChanged 86 SP:Iteration 3Q (22714.200000 sec): 3 clusters Score: Raw -343896.350567 + Penalty 3803.374480 = -340092.976087 nChanged 83 SP:Iteration 4Q (22714.360000 sec): 3 clusters Score: Raw -344005.921950 + Penalty 3803.374480 = -340202.547471 nChanged 80 SP:Iteration 5Q (22714.530000 sec): 3 clusters Score: Raw -344110.952933 + Penalty 3803.374480 = -340307.578453 nChanged 63 SP:Iteration 6Q (22714.680000 sec): 3 clusters Score: Raw -344200.118803 + Penalty 3803.374480 = -340396.744324 nChanged 65 SP:Iteration 7Q (22714.830000 sec): 3 clusters Score: Raw -344264.638754 + Penalty 3803.374480 = -340461.264274 nChanged 56 SP:Iteration 8Q (22714.970000 sec): 3 clusters Score: Raw -344311.556589 + Penalty 3803.374480 = -340508.182110 nChanged 39 SP:Iteration 9Q (22715.160000 sec): 3 clusters Score: Raw -344340.872666 + Penalty 3803.374480 = -340537.498187 nChanged 28 SP:Iteration 10Q (22715.310000 sec): 3 clusters Score: Raw -344360.525940 + Penalty 3803.374480 = -340557.151460 nChanged 21 SP:Iteration 11Q (22715.490000 sec): 3 clusters Score: Raw -344373.956625 + Penalty 3803.374480 = -340570.582146 nChanged 20 SP:Iteration 12Q (22715.690000 sec): 3 clusters Score: Raw -344386.555884 + Penalty 3803.374480 = -340583.181404 nChanged 20 SP:Iteration 13Q (22715.820000 sec): 3 clusters Score: Raw -344403.032297 + Penalty 3803.374480 = -340599.657817 nChanged 30 SP:Iteration 14Q (22715.910000 sec): 3 clusters Score: Raw -344424.658365 + Penalty 3803.374480 = -340621.283885 nChanged 24 SP:Iteration 15Q (22716.000000 sec): 3 clusters Score: Raw -344444.407732 + Penalty 3803.374480 = -340641.033252 nChanged 20 SP:Iteration 16Q (22716.090000 sec): 3 clusters Score: Raw -344460.638249 + Penalty 3803.374480 = -340657.263769 nChanged 20 SP:Iteration 17Q (22716.230000 sec): 3 clusters Score: Raw -344477.673401 + Penalty 3803.374480 = -340674.298922 nChanged 26 SP:Iteration 18Q (22716.370000 sec): 3 clusters Score: Raw -344499.800501 + Penalty 3803.374480 = -340696.426021 nChanged 21 SP:Iteration 19Q (22716.500000 sec): 3 clusters Score: Raw -344515.528393 + Penalty 3803.374480 = -340712.153914 nChanged 21 SP:Iteration 20F (22716.640000 sec): 3 clusters Score: Raw -344533.327292 + Penalty 3803.374480 = -340729.952813 nChanged 31 SP:Iteration 21Q (22716.770000 sec): 3 clusters Score: Raw -344566.590737 + Penalty 3803.374480 = -340763.216257 nChanged 32 SP:Iteration 22Q (22716.930000 sec): 3 clusters Score: Raw -344597.256011 + Penalty 3803.374480 = -340793.881531 nChanged 25 SP:Iteration 23Q (22717.030000 sec): 3 clusters Score: Raw -344622.127853 + Penalty 3803.374480 = -340818.753373 nChanged 25 SP:Iteration 24Q (22717.190000 sec): 3 clusters Score: Raw -344645.501718 + Penalty 3803.374480 = -340842.127239 nChanged 21 SP:Iteration 25Q (22717.320000 sec): 3 clusters Score: Raw -344673.787693 + Penalty 3803.374480 = -340870.413213 nChanged 25 SP:Iteration 26Q (22717.460000 sec): 3 clusters Score: Raw -344697.986690 + Penalty 3803.374480 = -340894.612211 nChanged 23 SP:Iteration 27Q (22717.590000 sec): 3 clusters Score: Raw -344717.827707 + Penalty 3803.374480 = -340914.453227 nChanged 17 SP:Iteration 28Q (22717.730000 sec): 3 clusters Score: Raw -344737.347657 + Penalty 3803.374480 = -340933.973177 nChanged 16 SP:Iteration 29Q (22717.870000 sec): 3 clusters Score: Raw -344755.183151 + Penalty 3803.374480 = -340951.808672 nChanged 15 SP:Iteration 30Q (22718.000000 sec): 3 clusters Score: Raw -344766.588557 + Penalty 3803.374480 = -340963.214077 nChanged 10 SP:Iteration 31Q (22718.120000 sec): 3 clusters Score: Raw -344772.715776 + Penalty 3803.374480 = -340969.341297 nChanged 9 SP:Iteration 32Q (22718.290000 sec): 3 clusters Score: Raw -344780.445469 + Penalty 3803.374480 = -340977.070990 nChanged 6 SP:Iteration 33Q (22718.460000 sec): 3 clusters Score: Raw -344784.717382 + Penalty 3803.374480 = -340981.342902 nChanged 7 SP:Iteration 34Q (22718.610000 sec): 3 clusters Score: Raw -344791.015182 + Penalty 3803.374480 = -340987.640703 nChanged 8 SP:Iteration 35Q (22718.770000 sec): 3 clusters Score: Raw -344798.716797 + Penalty 3803.374480 = -340995.342318 nChanged 7 SP:Iteration 36Q (22718.910000 sec): 3 clusters Score: Raw -344804.563126 + Penalty 3803.374480 = -341001.188646 nChanged 3 SP:Iteration 37Q (22719.040000 sec): 3 clusters Score: Raw -344806.388201 + Penalty 3803.374480 = -341003.013721 nChanged 1 SP:Iteration 38Q (22719.170000 sec): 3 clusters Score: Raw -344807.385300 + Penalty 3803.374480 = -341004.010821 nChanged 0 SP:Iteration 39F (22719.320000 sec): 3 clusters Score: Raw -344807.385300 + Penalty 3803.374480 = -341004.010821 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22719.420000 sec): 2 clusters Score: Raw -1833505.060969 + Penalty 2294.605504 = -1831210.455465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22719.630000 sec): 3 clusters Score: Raw -1827861.434787 + Penalty 4589.211008 = -1823272.223780 nChanged 4325 SP:Iteration 1F (22719.910000 sec): 3 clusters Score: Raw -1830116.886340 + Penalty 4589.211008 = -1825527.675332 nChanged 735 SP:Iteration 2F (22720.120000 sec): 3 clusters Score: Raw -1830493.018689 + Penalty 4589.211008 = -1825903.807681 nChanged 644 SP:Iteration 3F (22720.340000 sec): 3 clusters Score: Raw -1830819.252078 + Penalty 4589.211008 = -1826230.041070 nChanged 547 SP:Iteration 4F (22720.590000 sec): 3 clusters Score: Raw -1831123.506314 + Penalty 4589.211008 = -1826534.295306 nChanged 522 SP:Iteration 5F (22720.830000 sec): 3 clusters Score: Raw -1831421.921641 + Penalty 4589.211008 = -1826832.710633 nChanged 453 SP:Iteration 6Q (22721.110000 sec): 3 clusters Score: Raw -1831656.796114 + Penalty 4589.211008 = -1827067.585106 nChanged 440 SP:Iteration 7Q (22721.320000 sec): 3 clusters Score: Raw -1831858.434649 + Penalty 4589.211008 = -1827269.223641 nChanged 349 SP:Iteration 8Q (22721.500000 sec): 3 clusters Score: Raw -1832009.116621 + Penalty 4589.211008 = -1827419.905613 nChanged 325 SP:Iteration 9Q (22721.760000 sec): 3 clusters Score: Raw -1832137.543095 + Penalty 4589.211008 = -1827548.332087 nChanged 279 SP:Iteration 10Q (22721.950000 sec): 3 clusters Score: Raw -1832244.039170 + Penalty 4589.211008 = -1827654.828162 nChanged 242 SP:Iteration 11Q (22722.190000 sec): 3 clusters Score: Raw -1832328.429124 + Penalty 4589.211008 = -1827739.218116 nChanged 205 SP:Iteration 12Q (22722.390000 sec): 3 clusters Score: Raw -1832400.923003 + Penalty 4589.211008 = -1827811.711995 nChanged 183 SP:Iteration 13Q (22722.560000 sec): 3 clusters Score: Raw -1832464.385658 + Penalty 4589.211008 = -1827875.174650 nChanged 176 SP:Iteration 14Q (22722.820000 sec): 3 clusters Score: Raw -1832520.939802 + Penalty 4589.211008 = -1827931.728794 nChanged 167 SP:Iteration 15Q (22723.060000 sec): 3 clusters Score: Raw -1832575.166439 + Penalty 4589.211008 = -1827985.955432 nChanged 130 SP:Iteration 16Q (22723.310000 sec): 3 clusters Score: Raw -1832614.403199 + Penalty 4589.211008 = -1828025.192192 nChanged 120 SP:Iteration 17Q (22723.580000 sec): 3 clusters Score: Raw -1832646.617950 + Penalty 4589.211008 = -1828057.406942 nChanged 95 SP:Iteration 18Q (22723.790000 sec): 3 clusters Score: Raw -1832673.329155 + Penalty 4589.211008 = -1828084.118147 nChanged 94 SP:Iteration 19Q (22724.030000 sec): 3 clusters Score: Raw -1832699.094985 + Penalty 4589.211008 = -1828109.883977 nChanged 89 SP:Iteration 20F (22724.280000 sec): 3 clusters Score: Raw -1832722.598208 + Penalty 4589.211008 = -1828133.387200 nChanged 93 SP:Iteration 21Q (22724.450000 sec): 3 clusters Score: Raw -1832747.897441 + Penalty 4589.211008 = -1828158.686433 nChanged 95 SP:Iteration 22Q (22724.730000 sec): 3 clusters Score: Raw -1832775.527977 + Penalty 4589.211008 = -1828186.316970 nChanged 102 SP:Iteration 23Q (22724.910000 sec): 3 clusters Score: Raw -1832810.593376 + Penalty 4589.211008 = -1828221.382368 nChanged 101 SP:Iteration 24Q (22725.150000 sec): 3 clusters Score: Raw -1832842.561989 + Penalty 4589.211008 = -1828253.350982 nChanged 103 SP:Iteration 25Q (22725.350000 sec): 3 clusters Score: Raw -1832877.130579 + Penalty 4589.211008 = -1828287.919571 nChanged 109 SP:Iteration 26Q (22725.560000 sec): 3 clusters Score: Raw -1832920.809467 + Penalty 4589.211008 = -1828331.598459 nChanged 107 SP:Iteration 27Q (22725.810000 sec): 3 clusters Score: Raw -1832961.865076 + Penalty 4589.211008 = -1828372.654069 nChanged 120 SP:Iteration 28Q (22726.090000 sec): 3 clusters Score: Raw -1833017.749461 + Penalty 4589.211008 = -1828428.538453 nChanged 118 SP:Iteration 29Q (22726.300000 sec): 3 clusters Score: Raw -1833065.785495 + Penalty 4589.211008 = -1828476.574487 nChanged 119 SP:Iteration 30Q (22726.510000 sec): 3 clusters Score: Raw -1833111.833209 + Penalty 4589.211008 = -1828522.622202 nChanged 114 SP:Iteration 31Q (22726.700000 sec): 3 clusters Score: Raw -1833154.790358 + Penalty 4589.211008 = -1828565.579350 nChanged 106 SP:Iteration 32Q (22726.910000 sec): 3 clusters Score: Raw -1833196.606116 + Penalty 4589.211008 = -1828607.395109 nChanged 110 SP:Iteration 33Q (22727.110000 sec): 3 clusters Score: Raw -1833236.903164 + Penalty 4589.211008 = -1828647.692156 nChanged 98 SP:Iteration 34Q (22727.360000 sec): 3 clusters Score: Raw -1833279.636841 + Penalty 4589.211008 = -1828690.425833 nChanged 108 SP:Iteration 35Q (22727.560000 sec): 3 clusters Score: Raw -1833330.779371 + Penalty 4589.211008 = -1828741.568363 nChanged 110 SP:Iteration 36Q (22727.820000 sec): 3 clusters Score: Raw -1833395.403943 + Penalty 4589.211008 = -1828806.192935 nChanged 120 SP:Iteration 37Q (22727.990000 sec): 3 clusters Score: Raw -1833484.222520 + Penalty 4589.211008 = -1828895.011512 nChanged 144 SP:Iteration 38Q (22728.210000 sec): 3 clusters Score: Raw -1833606.237037 + Penalty 4589.211008 = -1829017.026029 nChanged 143 SP:Iteration 39Q (22728.440000 sec): 3 clusters Score: Raw -1833744.476992 + Penalty 4589.211008 = -1829155.265984 nChanged 141 SP:Iteration 40F (22728.640000 sec): 3 clusters Score: Raw -1833879.836765 + Penalty 4589.211008 = -1829290.625757 nChanged 116 SP:Iteration 41Q (22728.850000 sec): 3 clusters Score: Raw -1834007.961231 + Penalty 4589.211008 = -1829418.750223 nChanged 119 SP:Iteration 42Q (22729.040000 sec): 3 clusters Score: Raw -1834099.871979 + Penalty 4589.211008 = -1829510.660971 nChanged 96 SP:Iteration 43Q (22729.240000 sec): 3 clusters Score: Raw -1834166.558770 + Penalty 4589.211008 = -1829577.347763 nChanged 80 SP:Iteration 44Q (22729.440000 sec): 3 clusters Score: Raw -1834218.857933 + Penalty 4589.211008 = -1829629.646925 nChanged 60 SP:Iteration 45Q (22729.610000 sec): 3 clusters Score: Raw -1834251.865447 + Penalty 4589.211008 = -1829662.654440 nChanged 32 SP:Iteration 46Q (22729.800000 sec): 3 clusters Score: Raw -1834266.851310 + Penalty 4589.211008 = -1829677.640302 nChanged 31 SP:Iteration 47Q (22730.000000 sec): 3 clusters Score: Raw -1834280.320069 + Penalty 4589.211008 = -1829691.109061 nChanged 34 SP:Iteration 48Q (22730.200000 sec): 3 clusters Score: Raw -1834294.875257 + Penalty 4589.211008 = -1829705.664249 nChanged 23 SP:Iteration 49Q (22730.410000 sec): 3 clusters Score: Raw -1834304.026576 + Penalty 4589.211008 = -1829714.815568 nChanged 15 SP:Iteration 50Q (22730.610000 sec): 3 clusters Score: Raw -1834308.137196 + Penalty 4589.211008 = -1829718.926188 nChanged 6 SP:Iteration 51Q (22730.770000 sec): 3 clusters Score: Raw -1834309.193308 + Penalty 4589.211008 = -1829719.982300 nChanged 3 SP:Iteration 52Q (22730.990000 sec): 3 clusters Score: Raw -1834310.477846 + Penalty 4589.211008 = -1829721.266838 nChanged 0 SP:Iteration 53F (22731.170000 sec): 3 clusters Score: Raw -1834310.477846 + Penalty 4589.211008 = -1829721.266838 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22731.270000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22731.420000 sec): 3 clusters Score: Raw -80693.717516 + Penalty 3102.852021 = -77590.865495 nChanged 90 SP:Iteration 1F (22731.580000 sec): 3 clusters Score: Raw -80871.002234 + Penalty 3102.852021 = -77768.150213 nChanged 27 SP:Iteration 2F (22731.740000 sec): 3 clusters Score: Raw -80922.815723 + Penalty 3102.852021 = -77819.963702 nChanged 11 SP:Iteration 3Q (22731.830000 sec): 3 clusters Score: Raw -80945.021526 + Penalty 3102.852021 = -77842.169505 nChanged 3 SP:Iteration 4Q (22731.930000 sec): 3 clusters Score: Raw -80951.101439 + Penalty 3102.852021 = -77848.249418 nChanged 3 SP:Iteration 5Q (22732.070000 sec): 3 clusters Score: Raw -80957.740531 + Penalty 3102.852021 = -77854.888511 nChanged 3 SP:Iteration 6Q (22732.180000 sec): 3 clusters Score: Raw -80964.471040 + Penalty 3102.852021 = -77861.619020 nChanged 3 SP:Iteration 7Q (22732.270000 sec): 3 clusters Score: Raw -80973.204736 + Penalty 3102.852021 = -77870.352715 nChanged 3 SP:Iteration 8Q (22732.350000 sec): 3 clusters Score: Raw -80977.045555 + Penalty 3102.852021 = -77874.193534 nChanged 2 SP:Iteration 9Q (22732.450000 sec): 3 clusters Score: Raw -80982.518812 + Penalty 3102.852021 = -77879.666792 nChanged 0 SP:Iteration 10F (22732.630000 sec): 3 clusters Score: Raw -80982.518812 + Penalty 3102.852021 = -77879.666792 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22732.750000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22732.900000 sec): 3 clusters Score: Raw -31063.492213 + Penalty 2610.294334 = -28453.197880 nChanged 8 SP:Iteration 1Q (22733.060000 sec): 3 clusters Score: Raw -31129.391003 + Penalty 2610.294334 = -28519.096669 nChanged 7 SP:Iteration 2Q (22733.230000 sec): 3 clusters Score: Raw -31210.224108 + Penalty 2610.294334 = -28599.929774 nChanged 5 SP:Iteration 3Q (22733.420000 sec): 3 clusters Score: Raw -31231.263622 + Penalty 2610.294334 = -28620.969289 nChanged 3 SP:Iteration 4Q (22733.600000 sec): 3 clusters Score: Raw -31255.858651 + Penalty 2610.294334 = -28645.564318 nChanged 1 SP:Iteration 5Q (22733.770000 sec): 3 clusters Score: Raw -31262.775363 + Penalty 2610.294334 = -28652.481029 nChanged 1 SP:Iteration 6Q (22733.960000 sec): 3 clusters Score: Raw -31270.799250 + Penalty 2610.294334 = -28660.504916 nChanged 0 SP:Iteration 7F (22734.080000 sec): 3 clusters Score: Raw -31270.799250 + Penalty 2610.294334 = -28660.504916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22734.170000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22734.310000 sec): 3 clusters Score: Raw -39890.062788 + Penalty 2810.547637 = -37079.515151 nChanged 43 SP:Iteration 1F (22734.450000 sec): 3 clusters Score: Raw -40009.548056 + Penalty 2810.547637 = -37199.000418 nChanged 12 SP:Iteration 2Q (22734.550000 sec): 3 clusters Score: Raw -40080.881477 + Penalty 2810.547637 = -37270.333840 nChanged 7 SP:Iteration 3Q (22734.690000 sec): 3 clusters Score: Raw -40118.018233 + Penalty 2810.547637 = -37307.470595 nChanged 7 SP:Iteration 4Q (22734.830000 sec): 3 clusters Score: Raw -40158.139330 + Penalty 2810.547637 = -37347.591693 nChanged 6 SP:Iteration 5Q (22734.940000 sec): 3 clusters Score: Raw -40188.361388 + Penalty 2810.547637 = -37377.813751 nChanged 0 SP:Iteration 6F (22735.050000 sec): 3 clusters Score: Raw -40188.361388 + Penalty 2810.547637 = -37377.813751 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22735.100000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22735.200000 sec): 3 clusters Score: Raw -152822.008062 + Penalty 3359.447866 = -149462.560196 nChanged 199 SP:Iteration 1F (22735.350000 sec): 3 clusters Score: Raw -153062.941245 + Penalty 3359.447866 = -149703.493379 nChanged 65 SP:Iteration 2F (22735.500000 sec): 3 clusters Score: Raw -153162.247382 + Penalty 3359.447866 = -149802.799516 nChanged 29 SP:Iteration 3Q (22735.630000 sec): 3 clusters Score: Raw -153196.685396 + Penalty 3359.447866 = -149837.237530 nChanged 13 SP:Iteration 4Q (22735.820000 sec): 3 clusters Score: Raw -153216.893409 + Penalty 3359.447866 = -149857.445543 nChanged 9 SP:Iteration 5Q (22736.020000 sec): 3 clusters Score: Raw -153225.350663 + Penalty 3359.447866 = -149865.902797 nChanged 4 SP:Iteration 6Q (22736.150000 sec): 3 clusters Score: Raw -153229.401500 + Penalty 3359.447866 = -149869.953634 nChanged 4 SP:Iteration 7Q (22736.340000 sec): 3 clusters Score: Raw -153233.653202 + Penalty 3359.447866 = -149874.205336 nChanged 3 SP:Iteration 8Q (22736.500000 sec): 3 clusters Score: Raw -153236.127549 + Penalty 3359.447866 = -149876.679683 nChanged 0 SP:Iteration 9F (22736.630000 sec): 3 clusters Score: Raw -153236.127549 + Penalty 3359.447866 = -149876.679683 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22736.830000 sec): 2 clusters Score: Raw -3190280.383717 + Penalty 2435.494077 = -3187844.889640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22737.070000 sec): 3 clusters Score: Raw -3179570.605679 + Penalty 4870.988153 = -3174699.617526 nChanged 8132 SP:Iteration 1F (22737.300000 sec): 3 clusters Score: Raw -3183866.897796 + Penalty 4870.988153 = -3178995.909643 nChanged 960 SP:Iteration 2F (22737.580000 sec): 3 clusters Score: Raw -3184201.029826 + Penalty 4870.988153 = -3179330.041673 nChanged 812 SP:Iteration 3Q (22737.860000 sec): 3 clusters Score: Raw -3184457.628725 + Penalty 4870.988153 = -3179586.640572 nChanged 655 SP:Iteration 4Q (22738.080000 sec): 3 clusters Score: Raw -3184659.181944 + Penalty 4870.988153 = -3179788.193791 nChanged 609 SP:Iteration 5Q (22738.330000 sec): 3 clusters Score: Raw -3184837.835426 + Penalty 4870.988153 = -3179966.847273 nChanged 567 SP:Iteration 6Q (22738.630000 sec): 3 clusters Score: Raw -3185016.126665 + Penalty 4870.988153 = -3180145.138512 nChanged 569 SP:Iteration 7Q (22738.890000 sec): 3 clusters Score: Raw -3185213.689635 + Penalty 4870.988153 = -3180342.701482 nChanged 605 SP:Iteration 8Q (22739.120000 sec): 3 clusters Score: Raw -3185431.367350 + Penalty 4870.988153 = -3180560.379197 nChanged 644 SP:Iteration 9Q (22739.390000 sec): 3 clusters Score: Raw -3185702.072991 + Penalty 4870.988153 = -3180831.084837 nChanged 784 SP:Iteration 10Q (22739.680000 sec): 3 clusters Score: Raw -3186098.692128 + Penalty 4870.988153 = -3181227.703975 nChanged 915 SP:Iteration 11Q (22739.960000 sec): 3 clusters Score: Raw -3186665.639462 + Penalty 4870.988153 = -3181794.651308 nChanged 1038 SP:Iteration 12F (22740.180000 sec): 3 clusters Score: Raw -3187386.252401 + Penalty 4870.988153 = -3182515.264247 nChanged 1067 SP:Iteration 13F (22740.440000 sec): 3 clusters Score: Raw -3188234.227406 + Penalty 4870.988153 = -3183363.239252 nChanged 928 SP:Iteration 14F (22740.670000 sec): 3 clusters Score: Raw -3189062.150351 + Penalty 4870.988153 = -3184191.162197 nChanged 690 SP:Iteration 15Q (22740.910000 sec): 3 clusters Score: Raw -3189677.025536 + Penalty 4870.988153 = -3184806.037383 nChanged 395 SP:Iteration 16Q (22741.160000 sec): 3 clusters Score: Raw -3190044.657122 + Penalty 4870.988153 = -3185173.668969 nChanged 211 SP:Iteration 17Q (22741.410000 sec): 3 clusters Score: Raw -3190239.472516 + Penalty 4870.988153 = -3185368.484363 nChanged 125 SP:Iteration 18Q (22741.660000 sec): 3 clusters Score: Raw -3190381.662427 + Penalty 4870.988153 = -3185510.674273 nChanged 78 SP:Iteration 19Q (22741.940000 sec): 3 clusters Score: Raw -3190472.332821 + Penalty 4870.988153 = -3185601.344667 nChanged 36 SP:Iteration 20F (22742.160000 sec): 3 clusters Score: Raw -3190519.031416 + Penalty 4870.988153 = -3185648.043262 nChanged 29 SP:Iteration 21Q (22742.410000 sec): 3 clusters Score: Raw -3190553.819789 + Penalty 4870.988153 = -3185682.831636 nChanged 19 SP:Iteration 22Q (22742.650000 sec): 3 clusters Score: Raw -3190572.587042 + Penalty 4870.988153 = -3185701.598888 nChanged 4 SP:Iteration 23Q (22742.900000 sec): 3 clusters Score: Raw -3190577.442527 + Penalty 4870.988153 = -3185706.454373 nChanged 1 SP:Iteration 24Q (22743.120000 sec): 3 clusters Score: Raw -3190578.504412 + Penalty 4870.988153 = -3185707.516258 nChanged 1 SP:Iteration 25Q (22743.380000 sec): 3 clusters Score: Raw -3190579.877837 + Penalty 4870.988153 = -3185708.889683 nChanged 3 SP:Iteration 26Q (22743.560000 sec): 3 clusters Score: Raw -3190582.551937 + Penalty 4870.988153 = -3185711.563784 nChanged 2 SP:Iteration 27Q (22743.820000 sec): 3 clusters Score: Raw -3190584.710337 + Penalty 4870.988153 = -3185713.722184 nChanged 3 SP:Iteration 28Q (22744.040000 sec): 3 clusters Score: Raw -3190588.092265 + Penalty 4870.988153 = -3185717.104111 nChanged 1 SP:Iteration 29Q (22744.270000 sec): 3 clusters Score: Raw -3190589.003839 + Penalty 4870.988153 = -3185718.015686 nChanged 1 SP:Iteration 30Q (22744.530000 sec): 3 clusters Score: Raw -3190589.786901 + Penalty 4870.988153 = -3185718.798748 nChanged 0 SP:Iteration 31F (22744.800000 sec): 3 clusters Score: Raw -3190589.786901 + Penalty 4870.988153 = -3185718.798748 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22744.880000 sec): 2 clusters Score: Raw -947885.766850 + Penalty 2132.083978 = -945753.682872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22745.020000 sec): 3 clusters Score: Raw -945238.577509 + Penalty 4264.167956 = -940974.409553 nChanged 2091 SP:Iteration 1F (22745.160000 sec): 3 clusters Score: Raw -946377.891115 + Penalty 4264.167956 = -942113.723159 nChanged 380 SP:Iteration 2F (22745.280000 sec): 3 clusters Score: Raw -946583.193950 + Penalty 4264.167956 = -942319.025994 nChanged 244 SP:Iteration 3Q (22745.460000 sec): 3 clusters Score: Raw -946703.865705 + Penalty 4264.167956 = -942439.697749 nChanged 174 SP:Iteration 4Q (22745.630000 sec): 3 clusters Score: Raw -946791.020804 + Penalty 4264.167956 = -942526.852848 nChanged 159 SP:Iteration 5Q (22745.800000 sec): 3 clusters Score: Raw -946861.511639 + Penalty 4264.167956 = -942597.343683 nChanged 146 SP:Iteration 6Q (22746.020000 sec): 3 clusters Score: Raw -946928.495401 + Penalty 4264.167956 = -942664.327445 nChanged 139 SP:Iteration 7Q (22746.170000 sec): 3 clusters Score: Raw -946990.050883 + Penalty 4264.167956 = -942725.882927 nChanged 107 SP:Iteration 8Q (22746.310000 sec): 3 clusters Score: Raw -947028.050136 + Penalty 4264.167956 = -942763.882180 nChanged 85 SP:Iteration 9Q (22746.450000 sec): 3 clusters Score: Raw -947056.735137 + Penalty 4264.167956 = -942792.567181 nChanged 62 SP:Iteration 10Q (22746.640000 sec): 3 clusters Score: Raw -947078.670325 + Penalty 4264.167956 = -942814.502369 nChanged 56 SP:Iteration 11Q (22746.800000 sec): 3 clusters Score: Raw -947100.372760 + Penalty 4264.167956 = -942836.204804 nChanged 57 SP:Iteration 12Q (22746.970000 sec): 3 clusters Score: Raw -947119.652181 + Penalty 4264.167956 = -942855.484225 nChanged 50 SP:Iteration 13Q (22747.160000 sec): 3 clusters Score: Raw -947136.728105 + Penalty 4264.167956 = -942872.560149 nChanged 45 SP:Iteration 14Q (22747.320000 sec): 3 clusters Score: Raw -947151.871807 + Penalty 4264.167956 = -942887.703851 nChanged 49 SP:Iteration 15Q (22747.470000 sec): 3 clusters Score: Raw -947167.865440 + Penalty 4264.167956 = -942903.697484 nChanged 34 SP:Iteration 16Q (22747.660000 sec): 3 clusters Score: Raw -947177.880638 + Penalty 4264.167956 = -942913.712682 nChanged 32 SP:Iteration 17Q (22747.900000 sec): 3 clusters Score: Raw -947187.956054 + Penalty 4264.167956 = -942923.788098 nChanged 32 SP:Iteration 18Q (22748.110000 sec): 3 clusters Score: Raw -947197.981454 + Penalty 4264.167956 = -942933.813498 nChanged 34 SP:Iteration 19Q (22748.280000 sec): 3 clusters Score: Raw -947209.175543 + Penalty 4264.167956 = -942945.007587 nChanged 45 SP:Iteration 20F (22748.460000 sec): 3 clusters Score: Raw -947223.727238 + Penalty 4264.167956 = -942959.559282 nChanged 42 SP:Iteration 21Q (22748.670000 sec): 3 clusters Score: Raw -947238.418020 + Penalty 4264.167956 = -942974.250064 nChanged 42 SP:Iteration 22Q (22748.860000 sec): 3 clusters Score: Raw -947254.918419 + Penalty 4264.167956 = -942990.750463 nChanged 50 SP:Iteration 23Q (22748.980000 sec): 3 clusters Score: Raw -947271.584914 + Penalty 4264.167956 = -943007.416958 nChanged 40 SP:Iteration 24Q (22749.190000 sec): 3 clusters Score: Raw -947288.459144 + Penalty 4264.167956 = -943024.291188 nChanged 52 SP:Iteration 25Q (22749.390000 sec): 3 clusters Score: Raw -947307.436120 + Penalty 4264.167956 = -943043.268164 nChanged 49 SP:Iteration 26Q (22749.610000 sec): 3 clusters Score: Raw -947326.601213 + Penalty 4264.167956 = -943062.433257 nChanged 40 SP:Iteration 27Q (22749.790000 sec): 3 clusters Score: Raw -947340.426779 + Penalty 4264.167956 = -943076.258823 nChanged 36 SP:Iteration 28Q (22749.950000 sec): 3 clusters Score: Raw -947356.218799 + Penalty 4264.167956 = -943092.050843 nChanged 52 SP:Iteration 29Q (22750.120000 sec): 3 clusters Score: Raw -947378.415811 + Penalty 4264.167956 = -943114.247855 nChanged 46 SP:Iteration 30Q (22750.350000 sec): 3 clusters Score: Raw -947395.633495 + Penalty 4264.167956 = -943131.465539 nChanged 47 SP:Iteration 31Q (22750.520000 sec): 3 clusters Score: Raw -947414.830896 + Penalty 4264.167956 = -943150.662940 nChanged 57 SP:Iteration 32Q (22750.710000 sec): 3 clusters Score: Raw -947437.960699 + Penalty 4264.167956 = -943173.792743 nChanged 74 SP:Iteration 33Q (22750.860000 sec): 3 clusters Score: Raw -947469.773102 + Penalty 4264.167956 = -943205.605146 nChanged 60 SP:Iteration 34Q (22751.010000 sec): 3 clusters Score: Raw -947497.095366 + Penalty 4264.167956 = -943232.927410 nChanged 62 SP:Iteration 35Q (22751.220000 sec): 3 clusters Score: Raw -947528.309715 + Penalty 4264.167956 = -943264.141759 nChanged 66 SP:Iteration 36Q (22751.390000 sec): 3 clusters Score: Raw -947563.263596 + Penalty 4264.167956 = -943299.095640 nChanged 76 SP:Iteration 37Q (22751.550000 sec): 3 clusters Score: Raw -947598.655128 + Penalty 4264.167956 = -943334.487172 nChanged 66 SP:Iteration 38Q (22751.700000 sec): 3 clusters Score: Raw -947630.371650 + Penalty 4264.167956 = -943366.203694 nChanged 59 SP:Iteration 39Q (22751.860000 sec): 3 clusters Score: Raw -947661.023944 + Penalty 4264.167956 = -943396.855988 nChanged 70 SP:Iteration 40F (22752.070000 sec): 3 clusters Score: Raw -947702.371809 + Penalty 4264.167956 = -943438.203853 nChanged 58 SP:Iteration 41Q (22752.220000 sec): 3 clusters Score: Raw -947734.996708 + Penalty 4264.167956 = -943470.828752 nChanged 57 SP:Iteration 42Q (22752.390000 sec): 3 clusters Score: Raw -947766.682079 + Penalty 4264.167956 = -943502.514123 nChanged 56 SP:Iteration 43Q (22752.560000 sec): 3 clusters Score: Raw -947801.006712 + Penalty 4264.167956 = -943536.838756 nChanged 64 SP:Iteration 44Q (22752.790000 sec): 3 clusters Score: Raw -947846.956438 + Penalty 4264.167956 = -943582.788482 nChanged 54 SP:Iteration 45Q (22752.970000 sec): 3 clusters Score: Raw -947888.098153 + Penalty 4264.167956 = -943623.930197 nChanged 58 SP:Iteration 46Q (22753.230000 sec): 3 clusters Score: Raw -947929.392693 + Penalty 4264.167956 = -943665.224737 nChanged 56 SP:Iteration 47Q (22753.340000 sec): 3 clusters Score: Raw -947965.452824 + Penalty 4264.167956 = -943701.284868 nChanged 43 SP:Iteration 48Q (22753.510000 sec): 3 clusters Score: Raw -947999.962982 + Penalty 4264.167956 = -943735.795026 nChanged 41 SP:Iteration 49Q (22753.640000 sec): 3 clusters Score: Raw -948028.866833 + Penalty 4264.167956 = -943764.698877 nChanged 34 SP:Iteration 50Q (22753.790000 sec): 3 clusters Score: Raw -948055.199669 + Penalty 4264.167956 = -943791.031712 nChanged 31 SP:Iteration 51Q (22753.980000 sec): 3 clusters Score: Raw -948076.801727 + Penalty 4264.167956 = -943812.633771 nChanged 17 SP:Iteration 52Q (22754.150000 sec): 3 clusters Score: Raw -948088.367713 + Penalty 4264.167956 = -943824.199757 nChanged 13 SP:Iteration 53Q (22754.330000 sec): 3 clusters Score: Raw -948098.374761 + Penalty 4264.167956 = -943834.206805 nChanged 13 SP:Iteration 54Q (22754.530000 sec): 3 clusters Score: Raw -948107.259109 + Penalty 4264.167956 = -943843.091153 nChanged 13 SP:Iteration 55Q (22754.710000 sec): 3 clusters Score: Raw -948117.190216 + Penalty 4264.167956 = -943853.022260 nChanged 12 SP:Iteration 56Q (22754.910000 sec): 3 clusters Score: Raw -948126.514786 + Penalty 4264.167956 = -943862.346830 nChanged 9 SP:Iteration 57Q (22755.070000 sec): 3 clusters Score: Raw -948132.546213 + Penalty 4264.167956 = -943868.378257 nChanged 10 SP:Iteration 58Q (22755.270000 sec): 3 clusters Score: Raw -948139.294865 + Penalty 4264.167956 = -943875.126909 nChanged 10 SP:Iteration 59Q (22755.420000 sec): 3 clusters Score: Raw -948149.006243 + Penalty 4264.167956 = -943884.838287 nChanged 8 SP:Iteration 60F (22755.590000 sec): 3 clusters Score: Raw -948155.797953 + Penalty 4264.167956 = -943891.629997 nChanged 9 SP:Iteration 61Q (22755.760000 sec): 3 clusters Score: Raw -948160.753058 + Penalty 4264.167956 = -943896.585102 nChanged 5 SP:Iteration 62Q (22755.880000 sec): 3 clusters Score: Raw -948164.180419 + Penalty 4264.167956 = -943900.012463 nChanged 4 SP:Iteration 63Q (22756.060000 sec): 3 clusters Score: Raw -948166.762297 + Penalty 4264.167956 = -943902.594341 nChanged 2 SP:Iteration 64Q (22756.250000 sec): 3 clusters Score: Raw -948167.786177 + Penalty 4264.167956 = -943903.618221 nChanged 2 SP:Iteration 65Q (22756.430000 sec): 3 clusters Score: Raw -948169.454465 + Penalty 4264.167956 = -943905.286509 nChanged 0 SP:Iteration 66F (22756.590000 sec): 3 clusters Score: Raw -948169.454465 + Penalty 4264.167956 = -943905.286509 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22756.680000 sec): 2 clusters Score: Raw -88304.554779 + Penalty 1590.537821 = -86714.016957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22756.780000 sec): 3 clusters Score: Raw -88381.649422 + Penalty 3181.075643 = -85200.573780 nChanged 158 SP:Iteration 1F (22756.920000 sec): 3 clusters Score: Raw -88697.430404 + Penalty 3181.075643 = -85516.354761 nChanged 58 SP:Iteration 2F (22757.030000 sec): 3 clusters Score: Raw -88856.380445 + Penalty 3181.075643 = -85675.304802 nChanged 39 SP:Iteration 3F (22757.120000 sec): 3 clusters Score: Raw -88961.950887 + Penalty 3181.075643 = -85780.875244 nChanged 25 SP:Iteration 4Q (22757.210000 sec): 3 clusters Score: Raw -89011.067559 + Penalty 3181.075643 = -85829.991916 nChanged 12 SP:Iteration 5Q (22757.320000 sec): 3 clusters Score: Raw -89026.944768 + Penalty 3181.075643 = -85845.869125 nChanged 8 SP:Iteration 6Q (22757.460000 sec): 3 clusters Score: Raw -89045.385226 + Penalty 3181.075643 = -85864.309583 nChanged 10 SP:Iteration 7Q (22757.550000 sec): 3 clusters Score: Raw -89067.437415 + Penalty 3181.075643 = -85886.361772 nChanged 5 SP:Iteration 8Q (22757.680000 sec): 3 clusters Score: Raw -89075.155925 + Penalty 3181.075643 = -85894.080282 nChanged 4 SP:Iteration 9Q (22757.800000 sec): 3 clusters Score: Raw -89081.755597 + Penalty 3181.075643 = -85900.679955 nChanged 1 SP:Iteration 10Q (22757.970000 sec): 3 clusters Score: Raw -89083.614005 + Penalty 3181.075643 = -85902.538362 nChanged 1 SP:Iteration 11Q (22758.080000 sec): 3 clusters Score: Raw -89090.816401 + Penalty 3181.075643 = -85909.740758 nChanged 1 SP:Iteration 12Q (22758.230000 sec): 3 clusters Score: Raw -89092.312896 + Penalty 3181.075643 = -85911.237253 nChanged 0 SP:Iteration 13F (22758.330000 sec): 3 clusters Score: Raw -89092.312896 + Penalty 3181.075643 = -85911.237253 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22758.420000 sec): 2 clusters Score: Raw -24332.459672 + Penalty 1275.132562 = -23057.327110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22758.550000 sec): 3 clusters Score: Raw -24707.491937 + Penalty 2550.265124 = -22157.226813 nChanged 11 SP:Iteration 1F (22758.680000 sec): 3 clusters Score: Raw -24766.021244 + Penalty 2550.265124 = -22215.756120 nChanged 2 SP:Iteration 2Q (22758.820000 sec): 3 clusters Score: Raw -24795.271561 + Penalty 2550.265124 = -22245.006437 nChanged 0 SP:Iteration 3F (22758.970000 sec): 3 clusters Score: Raw -24795.271561 + Penalty 2550.265124 = -22245.006437 nChanged 0 Iteration 299Q (22796.100000 sec): 56 clusters Score: Raw -68037307.633157 + Penalty 176085.131824 = -67861222.501333 nChanged 2 Iteration 300F (22845.620000 sec): 56 clusters Score: Raw -68037307.767018 + Penalty 176085.131824 = -67861222.635194 nChanged 0 Writing temp clu file Because OldScore, -67861222.501333, is greater than current (better) Score,-67861222.635194 Compute initial score before splitting: Score: Raw -68037307.767018 + Penalty 176085.131824 = -67861222.635194 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22845.740000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22845.890000 sec): 3 clusters Score: Raw -44340.585733 + Penalty 2778.650935 = -41561.934798 nChanged 28 SP:Iteration 1F (22846.030000 sec): 3 clusters Score: Raw -44436.968893 + Penalty 2778.650935 = -41658.317958 nChanged 6 SP:Iteration 2Q (22846.170000 sec): 3 clusters Score: Raw -44464.910060 + Penalty 2778.650935 = -41686.259125 nChanged 1 SP:Iteration 3Q (22846.310000 sec): 3 clusters Score: Raw -44468.547448 + Penalty 2778.650935 = -41689.896513 nChanged 0 SP:Iteration 4F (22846.460000 sec): 3 clusters Score: Raw -44468.547448 + Penalty 2778.650935 = -41689.896513 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22846.530000 sec): 2 clusters Score: Raw -109184.839532 + Penalty 1624.313384 = -107560.526148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22846.670000 sec): 3 clusters Score: Raw -109128.278063 + Penalty 3248.626768 = -105879.651295 nChanged 153 SP:Iteration 1F (22846.830000 sec): 3 clusters Score: Raw -109348.892008 + Penalty 3248.626768 = -106100.265240 nChanged 46 SP:Iteration 2F (22846.960000 sec): 3 clusters Score: Raw -109419.356152 + Penalty 3248.626768 = -106170.729384 nChanged 18 SP:Iteration 3Q (22847.110000 sec): 3 clusters Score: Raw -109474.415955 + Penalty 3248.626768 = -106225.789187 nChanged 18 SP:Iteration 4Q (22847.250000 sec): 3 clusters Score: Raw -109565.412138 + Penalty 3248.626768 = -106316.785370 nChanged 23 SP:Iteration 5Q (22847.410000 sec): 3 clusters Score: Raw -109627.230471 + Penalty 3248.626768 = -106378.603703 nChanged 22 SP:Iteration 6Q (22847.570000 sec): 3 clusters Score: Raw -109676.157554 + Penalty 3248.626768 = -106427.530786 nChanged 16 SP:Iteration 7Q (22847.770000 sec): 3 clusters Score: Raw -109710.403194 + Penalty 3248.626768 = -106461.776426 nChanged 14 SP:Iteration 8Q (22847.930000 sec): 3 clusters Score: Raw -109752.155333 + Penalty 3248.626768 = -106503.528565 nChanged 20 SP:Iteration 9Q (22848.080000 sec): 3 clusters Score: Raw -109808.779728 + Penalty 3248.626768 = -106560.152960 nChanged 22 SP:Iteration 10Q (22848.240000 sec): 3 clusters Score: Raw -109866.706932 + Penalty 3248.626768 = -106618.080163 nChanged 25 SP:Iteration 11Q (22848.400000 sec): 3 clusters Score: Raw -109937.715637 + Penalty 3248.626768 = -106689.088869 nChanged 23 SP:Iteration 12Q (22848.560000 sec): 3 clusters Score: Raw -109996.529092 + Penalty 3248.626768 = -106747.902324 nChanged 18 SP:Iteration 13Q (22848.720000 sec): 3 clusters Score: Raw -110041.503709 + Penalty 3248.626768 = -106792.876940 nChanged 9 SP:Iteration 14Q (22848.880000 sec): 3 clusters Score: Raw -110057.036772 + Penalty 3248.626768 = -106808.410004 nChanged 3 SP:Iteration 15Q (22849.100000 sec): 3 clusters Score: Raw -110061.419941 + Penalty 3248.626768 = -106812.793173 nChanged 2 SP:Iteration 16Q (22849.230000 sec): 3 clusters Score: Raw -110065.621357 + Penalty 3248.626768 = -106816.994589 nChanged 1 SP:Iteration 17Q (22849.400000 sec): 3 clusters Score: Raw -110066.297047 + Penalty 3248.626768 = -106817.670279 nChanged 0 SP:Iteration 18F (22849.590000 sec): 3 clusters Score: Raw -110066.297047 + Penalty 3248.626768 = -106817.670279 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22849.700000 sec): 2 clusters Score: Raw -1028561.424327 + Penalty 2167.484444 = -1026393.939883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22849.910000 sec): 3 clusters Score: Raw -1025419.040658 + Penalty 4334.968887 = -1021084.071771 nChanged 2479 SP:Iteration 1F (22850.180000 sec): 3 clusters Score: Raw -1026951.640305 + Penalty 4334.968887 = -1022616.671418 nChanged 534 SP:Iteration 2F (22850.380000 sec): 3 clusters Score: Raw -1027442.758545 + Penalty 4334.968887 = -1023107.789658 nChanged 447 SP:Iteration 3F (22850.550000 sec): 3 clusters Score: Raw -1027891.697920 + Penalty 4334.968887 = -1023556.729033 nChanged 397 SP:Iteration 4F (22850.750000 sec): 3 clusters Score: Raw -1028254.943604 + Penalty 4334.968887 = -1023919.974717 nChanged 343 SP:Iteration 5F (22850.990000 sec): 3 clusters Score: Raw -1028537.506184 + Penalty 4334.968887 = -1024202.537297 nChanged 342 SP:Iteration 6F (22851.230000 sec): 3 clusters Score: Raw -1028815.947124 + Penalty 4334.968887 = -1024480.978237 nChanged 284 SP:Iteration 7Q (22851.400000 sec): 3 clusters Score: Raw -1028999.538164 + Penalty 4334.968887 = -1024664.569277 nChanged 209 SP:Iteration 8Q (22851.650000 sec): 3 clusters Score: Raw -1029114.021630 + Penalty 4334.968887 = -1024779.052742 nChanged 157 SP:Iteration 9Q (22851.950000 sec): 3 clusters Score: Raw -1029188.765071 + Penalty 4334.968887 = -1024853.796184 nChanged 127 SP:Iteration 10Q (22852.170000 sec): 3 clusters Score: Raw -1029252.147349 + Penalty 4334.968887 = -1024917.178462 nChanged 120 SP:Iteration 11Q (22852.390000 sec): 3 clusters Score: Raw -1029313.177516 + Penalty 4334.968887 = -1024978.208629 nChanged 94 SP:Iteration 12Q (22852.630000 sec): 3 clusters Score: Raw -1029370.645001 + Penalty 4334.968887 = -1025035.676114 nChanged 95 SP:Iteration 13Q (22852.860000 sec): 3 clusters Score: Raw -1029435.408347 + Penalty 4334.968887 = -1025100.439460 nChanged 87 SP:Iteration 14Q (22853.090000 sec): 3 clusters Score: Raw -1029492.602741 + Penalty 4334.968887 = -1025157.633854 nChanged 80 SP:Iteration 15Q (22853.300000 sec): 3 clusters Score: Raw -1029553.413378 + Penalty 4334.968887 = -1025218.444490 nChanged 81 SP:Iteration 16Q (22853.530000 sec): 3 clusters Score: Raw -1029630.585032 + Penalty 4334.968887 = -1025295.616144 nChanged 91 SP:Iteration 17Q (22853.720000 sec): 3 clusters Score: Raw -1029728.287507 + Penalty 4334.968887 = -1025393.318620 nChanged 90 SP:Iteration 18Q (22853.980000 sec): 3 clusters Score: Raw -1029843.754919 + Penalty 4334.968887 = -1025508.786032 nChanged 82 SP:Iteration 19Q (22854.190000 sec): 3 clusters Score: Raw -1029923.661395 + Penalty 4334.968887 = -1025588.692508 nChanged 104 SP:Iteration 20F (22854.410000 sec): 3 clusters Score: Raw -1029971.355271 + Penalty 4334.968887 = -1025636.386384 nChanged 74 SP:Iteration 21Q (22854.650000 sec): 3 clusters Score: Raw -1030004.122265 + Penalty 4334.968887 = -1025669.153378 nChanged 72 SP:Iteration 22Q (22854.830000 sec): 3 clusters Score: Raw -1030034.140888 + Penalty 4334.968887 = -1025699.172001 nChanged 61 SP:Iteration 23Q (22855.110000 sec): 3 clusters Score: Raw -1030063.241288 + Penalty 4334.968887 = -1025728.272401 nChanged 58 SP:Iteration 24Q (22855.300000 sec): 3 clusters Score: Raw -1030088.527700 + Penalty 4334.968887 = -1025753.558813 nChanged 48 SP:Iteration 25Q (22855.460000 sec): 3 clusters Score: Raw -1030113.927573 + Penalty 4334.968887 = -1025778.958686 nChanged 45 SP:Iteration 26Q (22855.650000 sec): 3 clusters Score: Raw -1030133.110060 + Penalty 4334.968887 = -1025798.141172 nChanged 32 SP:Iteration 27Q (22855.890000 sec): 3 clusters Score: Raw -1030145.944269 + Penalty 4334.968887 = -1025810.975381 nChanged 31 SP:Iteration 28Q (22856.090000 sec): 3 clusters Score: Raw -1030156.464654 + Penalty 4334.968887 = -1025821.495767 nChanged 30 SP:Iteration 29Q (22856.340000 sec): 3 clusters Score: Raw -1030168.498451 + Penalty 4334.968887 = -1025833.529563 nChanged 24 SP:Iteration 30Q (22856.550000 sec): 3 clusters Score: Raw -1030176.220891 + Penalty 4334.968887 = -1025841.252004 nChanged 26 SP:Iteration 31Q (22856.800000 sec): 3 clusters Score: Raw -1030182.763515 + Penalty 4334.968887 = -1025847.794627 nChanged 23 SP:Iteration 32Q (22856.980000 sec): 3 clusters Score: Raw -1030187.893707 + Penalty 4334.968887 = -1025852.924820 nChanged 18 SP:Iteration 33Q (22857.170000 sec): 3 clusters Score: Raw -1030191.576367 + Penalty 4334.968887 = -1025856.607480 nChanged 10 SP:Iteration 34Q (22857.350000 sec): 3 clusters Score: Raw -1030193.651611 + Penalty 4334.968887 = -1025858.682724 nChanged 7 SP:Iteration 35Q (22857.450000 sec): 3 clusters Score: Raw -1030195.642834 + Penalty 4334.968887 = -1025860.673947 nChanged 8 SP:Iteration 36Q (22857.660000 sec): 3 clusters Score: Raw -1030197.709200 + Penalty 4334.968887 = -1025862.740312 nChanged 6 SP:Iteration 37Q (22857.870000 sec): 3 clusters Score: Raw -1030199.058261 + Penalty 4334.968887 = -1025864.089374 nChanged 9 SP:Iteration 38Q (22858.090000 sec): 3 clusters Score: Raw -1030200.805369 + Penalty 4334.968887 = -1025865.836482 nChanged 9 SP:Iteration 39Q (22858.290000 sec): 3 clusters Score: Raw -1030202.480934 + Penalty 4334.968887 = -1025867.512047 nChanged 8 SP:Iteration 40F (22858.520000 sec): 3 clusters Score: Raw -1030204.238522 + Penalty 4334.968887 = -1025869.269635 nChanged 7 SP:Iteration 41Q (22858.730000 sec): 3 clusters Score: Raw -1030205.458176 + Penalty 4334.968887 = -1025870.489289 nChanged 3 SP:Iteration 42Q (22859.050000 sec): 3 clusters Score: Raw -1030205.948481 + Penalty 4334.968887 = -1025870.979594 nChanged 2 SP:Iteration 43Q (22859.280000 sec): 3 clusters Score: Raw -1030206.341127 + Penalty 4334.968887 = -1025871.372240 nChanged 2 SP:Iteration 44Q (22859.460000 sec): 3 clusters Score: Raw -1030207.145963 + Penalty 4334.968887 = -1025872.177075 nChanged 2 SP:Iteration 45Q (22859.660000 sec): 3 clusters Score: Raw -1030207.533014 + Penalty 4334.968887 = -1025872.564127 nChanged 1 SP:Iteration 46Q (22859.970000 sec): 3 clusters Score: Raw -1030207.703009 + Penalty 4334.968887 = -1025872.734122 nChanged 0 SP:Iteration 47F (22860.230000 sec): 3 clusters Score: Raw -1030207.703009 + Penalty 4334.968887 = -1025872.734122 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22860.330000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22860.460000 sec): 3 clusters Score: Raw -94348.339336 + Penalty 3179.446741 = -91168.892595 nChanged 115 SP:Iteration 1F (22860.680000 sec): 3 clusters Score: Raw -94560.398095 + Penalty 3179.446741 = -91380.951354 nChanged 34 SP:Iteration 2F (22860.840000 sec): 3 clusters Score: Raw -94646.713265 + Penalty 3179.446741 = -91467.266524 nChanged 17 SP:Iteration 3Q (22860.980000 sec): 3 clusters Score: Raw -94717.099468 + Penalty 3179.446741 = -91537.652727 nChanged 12 SP:Iteration 4Q (22861.120000 sec): 3 clusters Score: Raw -94744.946783 + Penalty 3179.446741 = -91565.500041 nChanged 11 SP:Iteration 5Q (22861.230000 sec): 3 clusters Score: Raw -94767.554329 + Penalty 3179.446741 = -91588.107588 nChanged 10 SP:Iteration 6Q (22861.330000 sec): 3 clusters Score: Raw -94783.789930 + Penalty 3179.446741 = -91604.343189 nChanged 7 SP:Iteration 7Q (22861.420000 sec): 3 clusters Score: Raw -94801.497146 + Penalty 3179.446741 = -91622.050404 nChanged 5 SP:Iteration 8Q (22861.570000 sec): 3 clusters Score: Raw -94809.242082 + Penalty 3179.446741 = -91629.795341 nChanged 1 SP:Iteration 9Q (22861.660000 sec): 3 clusters Score: Raw -94810.361892 + Penalty 3179.446741 = -91630.915151 nChanged 2 SP:Iteration 10Q (22861.760000 sec): 3 clusters Score: Raw -94814.299931 + Penalty 3179.446741 = -91634.853189 nChanged 1 SP:Iteration 11Q (22861.910000 sec): 3 clusters Score: Raw -94818.806343 + Penalty 3179.446741 = -91639.359601 nChanged 2 SP:Iteration 12Q (22862.000000 sec): 3 clusters Score: Raw -94823.344084 + Penalty 3179.446741 = -91643.897343 nChanged 3 SP:Iteration 13Q (22862.140000 sec): 3 clusters Score: Raw -94828.780958 + Penalty 3179.446741 = -91649.334216 nChanged 4 SP:Iteration 14Q (22862.240000 sec): 3 clusters Score: Raw -94840.770081 + Penalty 3179.446741 = -91661.323340 nChanged 3 SP:Iteration 15Q (22862.380000 sec): 3 clusters Score: Raw -94862.170143 + Penalty 3179.446741 = -91682.723402 nChanged 4 SP:Iteration 16Q (22862.530000 sec): 3 clusters Score: Raw -94879.549071 + Penalty 3179.446741 = -91700.102330 nChanged 5 SP:Iteration 17Q (22862.640000 sec): 3 clusters Score: Raw -94895.473045 + Penalty 3179.446741 = -91716.026304 nChanged 9 SP:Iteration 18Q (22862.770000 sec): 3 clusters Score: Raw -94916.084014 + Penalty 3179.446741 = -91736.637272 nChanged 7 SP:Iteration 19Q (22862.900000 sec): 3 clusters Score: Raw -94930.127596 + Penalty 3179.446741 = -91750.680854 nChanged 4 SP:Iteration 20F (22863.020000 sec): 3 clusters Score: Raw -94938.910466 + Penalty 3179.446741 = -91759.463725 nChanged 6 SP:Iteration 21Q (22863.160000 sec): 3 clusters Score: Raw -94959.657496 + Penalty 3179.446741 = -91780.210755 nChanged 10 SP:Iteration 22Q (22863.390000 sec): 3 clusters Score: Raw -94986.809654 + Penalty 3179.446741 = -91807.362913 nChanged 9 SP:Iteration 23Q (22863.510000 sec): 3 clusters Score: Raw -95004.607021 + Penalty 3179.446741 = -91825.160280 nChanged 4 SP:Iteration 24Q (22863.690000 sec): 3 clusters Score: Raw -95019.837441 + Penalty 3179.446741 = -91840.390699 nChanged 6 SP:Iteration 25Q (22863.840000 sec): 3 clusters Score: Raw -95036.542303 + Penalty 3179.446741 = -91857.095561 nChanged 6 SP:Iteration 26Q (22864.010000 sec): 3 clusters Score: Raw -95051.285119 + Penalty 3179.446741 = -91871.838378 nChanged 4 SP:Iteration 27Q (22864.140000 sec): 3 clusters Score: Raw -95063.119910 + Penalty 3179.446741 = -91883.673169 nChanged 4 SP:Iteration 28Q (22864.310000 sec): 3 clusters Score: Raw -95071.902292 + Penalty 3179.446741 = -91892.455551 nChanged 6 SP:Iteration 29Q (22864.500000 sec): 3 clusters Score: Raw -95091.782600 + Penalty 3179.446741 = -91912.335858 nChanged 6 SP:Iteration 30Q (22864.620000 sec): 3 clusters Score: Raw -95100.980396 + Penalty 3179.446741 = -91921.533655 nChanged 1 SP:Iteration 31Q (22864.750000 sec): 3 clusters Score: Raw -95103.243305 + Penalty 3179.446741 = -91923.796563 nChanged 0 SP:Iteration 32F (22864.900000 sec): 3 clusters Score: Raw -95103.243305 + Penalty 3179.446741 = -91923.796563 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22864.970000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22865.110000 sec): 3 clusters Score: Raw -92497.203004 + Penalty 3123.366223 = -89373.836781 nChanged 104 SP:Iteration 1F (22865.260000 sec): 3 clusters Score: Raw -92714.712937 + Penalty 3123.366223 = -89591.346715 nChanged 32 SP:Iteration 2F (22865.400000 sec): 3 clusters Score: Raw -92801.694845 + Penalty 3123.366223 = -89678.328622 nChanged 21 SP:Iteration 3Q (22865.540000 sec): 3 clusters Score: Raw -92874.226050 + Penalty 3123.366223 = -89750.859827 nChanged 9 SP:Iteration 4Q (22865.690000 sec): 3 clusters Score: Raw -92898.270994 + Penalty 3123.366223 = -89774.904771 nChanged 1 SP:Iteration 5Q (22865.830000 sec): 3 clusters Score: Raw -92901.322816 + Penalty 3123.366223 = -89777.956593 nChanged 3 SP:Iteration 6Q (22865.980000 sec): 3 clusters Score: Raw -92907.331922 + Penalty 3123.366223 = -89783.965699 nChanged 1 SP:Iteration 7Q (22866.120000 sec): 3 clusters Score: Raw -92908.382396 + Penalty 3123.366223 = -89785.016173 nChanged 0 SP:Iteration 8F (22866.260000 sec): 3 clusters Score: Raw -92908.382396 + Penalty 3123.366223 = -89785.016173 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22866.340000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22866.480000 sec): 3 clusters Score: Raw -19543.493847 + Penalty 2454.584906 = -17088.908941 nChanged 12 SP:Iteration 1F (22866.620000 sec): 3 clusters Score: Raw -19617.876629 + Penalty 2454.584906 = -17163.291723 nChanged 2 SP:Iteration 2Q (22866.770000 sec): 3 clusters Score: Raw -19634.800824 + Penalty 2454.584906 = -17180.215918 nChanged 1 SP:Iteration 3Q (22866.910000 sec): 3 clusters Score: Raw -19648.609276 + Penalty 2454.584906 = -17194.024371 nChanged 0 SP:Iteration 4F (22867.060000 sec): 3 clusters Score: Raw -19648.609276 + Penalty 2454.584906 = -17194.024371 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22867.130000 sec): 2 clusters Score: Raw -26077.606470 + Penalty 1294.648245 = -24782.958225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22867.270000 sec): 3 clusters Score: Raw -26294.174676 + Penalty 2589.296489 = -23704.878187 nChanged 16 SP:Iteration 1F (22867.420000 sec): 3 clusters Score: Raw -26375.651323 + Penalty 2589.296489 = -23786.354833 nChanged 4 SP:Iteration 2Q (22867.560000 sec): 3 clusters Score: Raw -26400.837063 + Penalty 2589.296489 = -23811.540574 nChanged 1 SP:Iteration 3Q (22867.700000 sec): 3 clusters Score: Raw -26404.112065 + Penalty 2589.296489 = -23814.815576 nChanged 0 SP:Iteration 4F (22867.850000 sec): 3 clusters Score: Raw -26404.112065 + Penalty 2589.296489 = -23814.815576 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22867.980000 sec): 2 clusters Score: Raw -1014671.571010 + Penalty 2163.159451 = -1012508.411559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22868.170000 sec): 3 clusters Score: Raw -1011650.513245 + Penalty 4326.318902 = -1007324.194343 nChanged 2412 SP:Iteration 1F (22868.350000 sec): 3 clusters Score: Raw -1013282.772833 + Penalty 4326.318902 = -1008956.453931 nChanged 516 SP:Iteration 2F (22868.540000 sec): 3 clusters Score: Raw -1013697.732738 + Penalty 4326.318902 = -1009371.413836 nChanged 382 SP:Iteration 3F (22868.720000 sec): 3 clusters Score: Raw -1013980.085064 + Penalty 4326.318902 = -1009653.766162 nChanged 323 SP:Iteration 4F (22868.970000 sec): 3 clusters Score: Raw -1014225.312657 + Penalty 4326.318902 = -1009898.993755 nChanged 317 SP:Iteration 5F (22869.170000 sec): 3 clusters Score: Raw -1014483.194994 + Penalty 4326.318902 = -1010156.876092 nChanged 298 SP:Iteration 6Q (22869.350000 sec): 3 clusters Score: Raw -1014732.212418 + Penalty 4326.318902 = -1010405.893516 nChanged 291 SP:Iteration 7Q (22869.550000 sec): 3 clusters Score: Raw -1014969.075726 + Penalty 4326.318902 = -1010642.756824 nChanged 268 SP:Iteration 8Q (22869.740000 sec): 3 clusters Score: Raw -1015171.690220 + Penalty 4326.318902 = -1010845.371318 nChanged 270 SP:Iteration 9Q (22869.890000 sec): 3 clusters Score: Raw -1015431.800033 + Penalty 4326.318902 = -1011105.481131 nChanged 268 SP:Iteration 10Q (22870.040000 sec): 3 clusters Score: Raw -1015700.488449 + Penalty 4326.318902 = -1011374.169547 nChanged 252 SP:Iteration 11Q (22870.280000 sec): 3 clusters Score: Raw -1015897.986030 + Penalty 4326.318902 = -1011571.667127 nChanged 189 SP:Iteration 12Q (22870.490000 sec): 3 clusters Score: Raw -1016034.652701 + Penalty 4326.318902 = -1011708.333798 nChanged 141 SP:Iteration 13Q (22870.640000 sec): 3 clusters Score: Raw -1016153.703688 + Penalty 4326.318902 = -1011827.384786 nChanged 124 SP:Iteration 14Q (22870.840000 sec): 3 clusters Score: Raw -1016249.931647 + Penalty 4326.318902 = -1011923.612745 nChanged 89 SP:Iteration 15Q (22871.080000 sec): 3 clusters Score: Raw -1016303.826551 + Penalty 4326.318902 = -1011977.507649 nChanged 72 SP:Iteration 16Q (22871.290000 sec): 3 clusters Score: Raw -1016334.274952 + Penalty 4326.318902 = -1012007.956050 nChanged 46 SP:Iteration 17Q (22871.530000 sec): 3 clusters Score: Raw -1016351.150753 + Penalty 4326.318902 = -1012024.831851 nChanged 32 SP:Iteration 18Q (22871.760000 sec): 3 clusters Score: Raw -1016361.902411 + Penalty 4326.318902 = -1012035.583509 nChanged 20 SP:Iteration 19Q (22871.970000 sec): 3 clusters Score: Raw -1016369.130189 + Penalty 4326.318902 = -1012042.811287 nChanged 23 SP:Iteration 20F (22872.180000 sec): 3 clusters Score: Raw -1016377.734091 + Penalty 4326.318902 = -1012051.415189 nChanged 17 SP:Iteration 21Q (22872.400000 sec): 3 clusters Score: Raw -1016382.402999 + Penalty 4326.318902 = -1012056.084096 nChanged 14 SP:Iteration 22Q (22872.620000 sec): 3 clusters Score: Raw -1016386.643272 + Penalty 4326.318902 = -1012060.324370 nChanged 9 SP:Iteration 23Q (22872.820000 sec): 3 clusters Score: Raw -1016388.931309 + Penalty 4326.318902 = -1012062.612407 nChanged 5 SP:Iteration 24Q (22872.980000 sec): 3 clusters Score: Raw -1016390.267284 + Penalty 4326.318902 = -1012063.948382 nChanged 5 SP:Iteration 25Q (22873.220000 sec): 3 clusters Score: Raw -1016392.053119 + Penalty 4326.318902 = -1012065.734217 nChanged 3 SP:Iteration 26Q (22873.450000 sec): 3 clusters Score: Raw -1016393.428837 + Penalty 4326.318902 = -1012067.109935 nChanged 6 SP:Iteration 27Q (22873.670000 sec): 3 clusters Score: Raw -1016395.547012 + Penalty 4326.318902 = -1012069.228110 nChanged 6 SP:Iteration 28Q (22873.900000 sec): 3 clusters Score: Raw -1016397.376408 + Penalty 4326.318902 = -1012071.057506 nChanged 9 SP:Iteration 29Q (22874.170000 sec): 3 clusters Score: Raw -1016400.520087 + Penalty 4326.318902 = -1012074.201184 nChanged 10 SP:Iteration 30Q (22874.420000 sec): 3 clusters Score: Raw -1016404.583002 + Penalty 4326.318902 = -1012078.264100 nChanged 4 SP:Iteration 31Q (22874.630000 sec): 3 clusters Score: Raw -1016405.784014 + Penalty 4326.318902 = -1012079.465112 nChanged 5 SP:Iteration 32Q (22874.820000 sec): 3 clusters Score: Raw -1016406.557176 + Penalty 4326.318902 = -1012080.238274 nChanged 3 SP:Iteration 33Q (22875.070000 sec): 3 clusters Score: Raw -1016407.428491 + Penalty 4326.318902 = -1012081.109589 nChanged 4 SP:Iteration 34Q (22875.270000 sec): 3 clusters Score: Raw -1016408.822268 + Penalty 4326.318902 = -1012082.503366 nChanged 8 SP:Iteration 35Q (22875.420000 sec): 3 clusters Score: Raw -1016411.987344 + Penalty 4326.318902 = -1012085.668442 nChanged 8 SP:Iteration 36Q (22875.670000 sec): 3 clusters Score: Raw -1016416.442817 + Penalty 4326.318902 = -1012090.123915 nChanged 10 SP:Iteration 37Q (22875.860000 sec): 3 clusters Score: Raw -1016419.336782 + Penalty 4326.318902 = -1012093.017880 nChanged 6 SP:Iteration 38Q (22876.040000 sec): 3 clusters Score: Raw -1016420.845898 + Penalty 4326.318902 = -1012094.526996 nChanged 4 SP:Iteration 39Q (22876.250000 sec): 3 clusters Score: Raw -1016421.776467 + Penalty 4326.318902 = -1012095.457565 nChanged 2 SP:Iteration 40F (22876.470000 sec): 3 clusters Score: Raw -1016422.138595 + Penalty 4326.318902 = -1012095.819693 nChanged 3 SP:Iteration 41Q (22876.700000 sec): 3 clusters Score: Raw -1016423.275723 + Penalty 4326.318902 = -1012096.956820 nChanged 3 SP:Iteration 42Q (22876.890000 sec): 3 clusters Score: Raw -1016424.256012 + Penalty 4326.318902 = -1012097.937110 nChanged 4 SP:Iteration 43Q (22877.160000 sec): 3 clusters Score: Raw -1016425.517153 + Penalty 4326.318902 = -1012099.198251 nChanged 3 SP:Iteration 44Q (22877.390000 sec): 3 clusters Score: Raw -1016426.010904 + Penalty 4326.318902 = -1012099.692002 nChanged 1 SP:Iteration 45Q (22877.570000 sec): 3 clusters Score: Raw -1016426.466915 + Penalty 4326.318902 = -1012100.148013 nChanged 1 SP:Iteration 46Q (22877.840000 sec): 3 clusters Score: Raw -1016426.786668 + Penalty 4326.318902 = -1012100.467766 nChanged 1 SP:Iteration 47Q (22878.040000 sec): 3 clusters Score: Raw -1016427.051711 + Penalty 4326.318902 = -1012100.732809 nChanged 1 SP:Iteration 48Q (22878.250000 sec): 3 clusters Score: Raw -1016427.320188 + Penalty 4326.318902 = -1012101.001285 nChanged 0 SP:Iteration 49F (22878.510000 sec): 3 clusters Score: Raw -1016427.320188 + Penalty 4326.318902 = -1012101.001285 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22878.600000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22878.750000 sec): 3 clusters Score: Raw -174015.178083 + Penalty 3419.756340 = -170595.421743 nChanged 250 SP:Iteration 1F (22878.930000 sec): 3 clusters Score: Raw -174292.775689 + Penalty 3419.756340 = -170873.019350 nChanged 49 SP:Iteration 2Q (22879.090000 sec): 3 clusters Score: Raw -174359.374035 + Penalty 3419.756340 = -170939.617695 nChanged 36 SP:Iteration 3Q (22879.290000 sec): 3 clusters Score: Raw -174402.840902 + Penalty 3419.756340 = -170983.084562 nChanged 18 SP:Iteration 4Q (22879.450000 sec): 3 clusters Score: Raw -174436.357135 + Penalty 3419.756340 = -171016.600795 nChanged 11 SP:Iteration 5Q (22879.570000 sec): 3 clusters Score: Raw -174457.528738 + Penalty 3419.756340 = -171037.772399 nChanged 9 SP:Iteration 6Q (22879.760000 sec): 3 clusters Score: Raw -174468.561990 + Penalty 3419.756340 = -171048.805650 nChanged 7 SP:Iteration 7Q (22879.930000 sec): 3 clusters Score: Raw -174479.448828 + Penalty 3419.756340 = -171059.692489 nChanged 3 SP:Iteration 8Q (22880.090000 sec): 3 clusters Score: Raw -174481.489065 + Penalty 3419.756340 = -171061.732726 nChanged 1 SP:Iteration 9Q (22880.230000 sec): 3 clusters Score: Raw -174481.654987 + Penalty 3419.756340 = -171061.898647 nChanged 0 SP:Iteration 10F (22880.360000 sec): 3 clusters Score: Raw -174481.654987 + Penalty 3419.756340 = -171061.898647 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22880.450000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22880.590000 sec): 3 clusters Score: Raw -93183.215233 + Penalty 3168.726457 = -90014.488776 nChanged 110 SP:Iteration 1F (22880.670000 sec): 3 clusters Score: Raw -93337.820785 + Penalty 3168.726457 = -90169.094328 nChanged 20 SP:Iteration 2Q (22880.810000 sec): 3 clusters Score: Raw -93370.777042 + Penalty 3168.726457 = -90202.050585 nChanged 4 SP:Iteration 3Q (22880.930000 sec): 3 clusters Score: Raw -93379.691856 + Penalty 3168.726457 = -90210.965399 nChanged 4 SP:Iteration 4Q (22881.120000 sec): 3 clusters Score: Raw -93387.980767 + Penalty 3168.726457 = -90219.254310 nChanged 5 SP:Iteration 5Q (22881.300000 sec): 3 clusters Score: Raw -93394.945491 + Penalty 3168.726457 = -90226.219033 nChanged 6 SP:Iteration 6Q (22881.430000 sec): 3 clusters Score: Raw -93405.352175 + Penalty 3168.726457 = -90236.625717 nChanged 1 SP:Iteration 7Q (22881.610000 sec): 3 clusters Score: Raw -93407.516443 + Penalty 3168.726457 = -90238.789986 nChanged 2 SP:Iteration 8Q (22881.790000 sec): 3 clusters Score: Raw -93410.051349 + Penalty 3168.726457 = -90241.324891 nChanged 0 SP:Iteration 9F (22882.010000 sec): 3 clusters Score: Raw -93410.051349 + Penalty 3168.726457 = -90241.324891 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22882.670000 sec): 2 clusters Score: Raw -11815708.439192 + Penalty 2746.375527 = -11812962.063665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22883.380000 sec): 3 clusters Score: Raw -11775104.429722 + Penalty 5492.751055 = -11769611.678667 nChanged 30178 SP:Iteration 1F (22884.040000 sec): 3 clusters Score: Raw -11791646.392979 + Penalty 5492.751055 = -11786153.641925 nChanged 2177 SP:Iteration 2Q (22884.730000 sec): 3 clusters Score: Raw -11792128.240460 + Penalty 5492.751055 = -11786635.489405 nChanged 2030 SP:Iteration 3Q (22885.350000 sec): 3 clusters Score: Raw -11792584.139948 + Penalty 5492.751055 = -11787091.388894 nChanged 1944 SP:Iteration 4Q (22885.980000 sec): 3 clusters Score: Raw -11793033.913395 + Penalty 5492.751055 = -11787541.162341 nChanged 2050 SP:Iteration 5Q (22886.680000 sec): 3 clusters Score: Raw -11793529.633022 + Penalty 5492.751055 = -11788036.881968 nChanged 1994 SP:Iteration 6Q (22887.310000 sec): 3 clusters Score: Raw -11794082.391350 + Penalty 5492.751055 = -11788589.640295 nChanged 2170 SP:Iteration 7Q (22887.970000 sec): 3 clusters Score: Raw -11794749.742815 + Penalty 5492.751055 = -11789256.991760 nChanged 2383 SP:Iteration 8Q (22888.600000 sec): 3 clusters Score: Raw -11795613.900461 + Penalty 5492.751055 = -11790121.149406 nChanged 2568 SP:Iteration 9Q (22889.220000 sec): 3 clusters Score: Raw -11796715.276741 + Penalty 5492.751055 = -11791222.525686 nChanged 2935 SP:Iteration 10Q (22889.930000 sec): 3 clusters Score: Raw -11798219.052906 + Penalty 5492.751055 = -11792726.301852 nChanged 3360 SP:Iteration 11F (22890.540000 sec): 3 clusters Score: Raw -11800193.203144 + Penalty 5492.751055 = -11794700.452089 nChanged 3626 SP:Iteration 12F (22891.180000 sec): 3 clusters Score: Raw -11802565.012492 + Penalty 5492.751055 = -11797072.261438 nChanged 3922 SP:Iteration 13F (22891.790000 sec): 3 clusters Score: Raw -11805412.068446 + Penalty 5492.751055 = -11799919.317391 nChanged 3741 SP:Iteration 14F (22892.400000 sec): 3 clusters Score: Raw -11808348.035485 + Penalty 5492.751055 = -11802855.284431 nChanged 3278 SP:Iteration 15F (22892.980000 sec): 3 clusters Score: Raw -11811095.018326 + Penalty 5492.751055 = -11805602.267271 nChanged 2490 SP:Iteration 16Q (22893.570000 sec): 3 clusters Score: Raw -11813230.631861 + Penalty 5492.751055 = -11807737.880806 nChanged 1582 SP:Iteration 17Q (22894.220000 sec): 3 clusters Score: Raw -11814576.038213 + Penalty 5492.751055 = -11809083.287159 nChanged 845 SP:Iteration 18Q (22894.820000 sec): 3 clusters Score: Raw -11815255.704520 + Penalty 5492.751055 = -11809762.953465 nChanged 430 SP:Iteration 19Q (22895.470000 sec): 3 clusters Score: Raw -11815594.302236 + Penalty 5492.751055 = -11810101.551181 nChanged 220 SP:Iteration 20F (22896.170000 sec): 3 clusters Score: Raw -11815772.375943 + Penalty 5492.751055 = -11810279.624888 nChanged 118 SP:Iteration 21Q (22896.830000 sec): 3 clusters Score: Raw -11815873.985974 + Penalty 5492.751055 = -11810381.234919 nChanged 77 SP:Iteration 22Q (22897.410000 sec): 3 clusters Score: Raw -11815931.568177 + Penalty 5492.751055 = -11810438.817123 nChanged 52 SP:Iteration 23Q (22898.000000 sec): 3 clusters Score: Raw -11815974.613746 + Penalty 5492.751055 = -11810481.862691 nChanged 32 SP:Iteration 24Q (22898.590000 sec): 3 clusters Score: Raw -11815998.195751 + Penalty 5492.751055 = -11810505.444696 nChanged 21 SP:Iteration 25Q (22899.090000 sec): 3 clusters Score: Raw -11816018.159885 + Penalty 5492.751055 = -11810525.408830 nChanged 16 SP:Iteration 26Q (22899.670000 sec): 3 clusters Score: Raw -11816035.136828 + Penalty 5492.751055 = -11810542.385774 nChanged 18 SP:Iteration 27Q (22900.270000 sec): 3 clusters Score: Raw -11816049.451958 + Penalty 5492.751055 = -11810556.700903 nChanged 14 SP:Iteration 28Q (22900.830000 sec): 3 clusters Score: Raw -11816058.469062 + Penalty 5492.751055 = -11810565.718008 nChanged 8 SP:Iteration 29Q (22901.360000 sec): 3 clusters Score: Raw -11816062.652262 + Penalty 5492.751055 = -11810569.901208 nChanged 5 SP:Iteration 30Q (22901.890000 sec): 3 clusters Score: Raw -11816066.298536 + Penalty 5492.751055 = -11810573.547482 nChanged 4 SP:Iteration 31Q (22902.370000 sec): 3 clusters Score: Raw -11816069.529105 + Penalty 5492.751055 = -11810576.778050 nChanged 4 SP:Iteration 32Q (22902.940000 sec): 3 clusters Score: Raw -11816072.925625 + Penalty 5492.751055 = -11810580.174570 nChanged 2 SP:Iteration 33Q (22903.500000 sec): 3 clusters Score: Raw -11816074.835800 + Penalty 5492.751055 = -11810582.084745 nChanged 3 SP:Iteration 34Q (22904.040000 sec): 3 clusters Score: Raw -11816077.372503 + Penalty 5492.751055 = -11810584.621448 nChanged 4 SP:Iteration 35Q (22904.550000 sec): 3 clusters Score: Raw -11816079.482824 + Penalty 5492.751055 = -11810586.731769 nChanged 1 SP:Iteration 36Q (22905.250000 sec): 3 clusters Score: Raw -11816080.208820 + Penalty 5492.751055 = -11810587.457766 nChanged 1 SP:Iteration 37Q (22905.780000 sec): 3 clusters Score: Raw -11816080.825099 + Penalty 5492.751055 = -11810588.074044 nChanged 1 SP:Iteration 38Q (22906.410000 sec): 3 clusters Score: Raw -11816081.738908 + Penalty 5492.751055 = -11810588.987854 nChanged 0 SP:Iteration 39F (22907.080000 sec): 3 clusters Score: Raw -11816081.738908 + Penalty 5492.751055 = -11810588.987854 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22907.230000 sec): 2 clusters Score: Raw -691112.336261 + Penalty 2065.755201 = -689046.581060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22907.410000 sec): 3 clusters Score: Raw -689188.288589 + Penalty 4131.510402 = -685056.778188 nChanged 1552 SP:Iteration 1F (22907.640000 sec): 3 clusters Score: Raw -690116.779231 + Penalty 4131.510402 = -685985.268829 nChanged 336 SP:Iteration 2F (22907.830000 sec): 3 clusters Score: Raw -690349.774917 + Penalty 4131.510402 = -686218.264516 nChanged 251 SP:Iteration 3F (22908.040000 sec): 3 clusters Score: Raw -690520.951009 + Penalty 4131.510402 = -686389.440608 nChanged 185 SP:Iteration 4Q (22908.260000 sec): 3 clusters Score: Raw -690650.215201 + Penalty 4131.510402 = -686518.704800 nChanged 165 SP:Iteration 5Q (22908.480000 sec): 3 clusters Score: Raw -690751.069352 + Penalty 4131.510402 = -686619.558950 nChanged 127 SP:Iteration 6Q (22908.690000 sec): 3 clusters Score: Raw -690835.740886 + Penalty 4131.510402 = -686704.230485 nChanged 138 SP:Iteration 7Q (22908.870000 sec): 3 clusters Score: Raw -690925.489788 + Penalty 4131.510402 = -686793.979386 nChanged 127 SP:Iteration 8Q (22909.090000 sec): 3 clusters Score: Raw -691008.440369 + Penalty 4131.510402 = -686876.929967 nChanged 120 SP:Iteration 9Q (22909.260000 sec): 3 clusters Score: Raw -691083.763444 + Penalty 4131.510402 = -686952.253042 nChanged 116 SP:Iteration 10Q (22909.450000 sec): 3 clusters Score: Raw -691165.154730 + Penalty 4131.510402 = -687033.644328 nChanged 126 SP:Iteration 11Q (22909.650000 sec): 3 clusters Score: Raw -691273.592179 + Penalty 4131.510402 = -687142.081778 nChanged 138 SP:Iteration 12Q (22909.870000 sec): 3 clusters Score: Raw -691383.745593 + Penalty 4131.510402 = -687252.235192 nChanged 138 SP:Iteration 13Q (22910.050000 sec): 3 clusters Score: Raw -691494.208124 + Penalty 4131.510402 = -687362.697723 nChanged 120 SP:Iteration 14Q (22910.200000 sec): 3 clusters Score: Raw -691585.101265 + Penalty 4131.510402 = -687453.590864 nChanged 100 SP:Iteration 15Q (22910.350000 sec): 3 clusters Score: Raw -691658.718611 + Penalty 4131.510402 = -687527.208210 nChanged 105 SP:Iteration 16Q (22910.510000 sec): 3 clusters Score: Raw -691731.088932 + Penalty 4131.510402 = -687599.578530 nChanged 83 SP:Iteration 17Q (22910.670000 sec): 3 clusters Score: Raw -691785.158867 + Penalty 4131.510402 = -687653.648465 nChanged 64 SP:Iteration 18Q (22910.820000 sec): 3 clusters Score: Raw -691823.353604 + Penalty 4131.510402 = -687691.843202 nChanged 47 SP:Iteration 19Q (22910.980000 sec): 3 clusters Score: Raw -691852.496779 + Penalty 4131.510402 = -687720.986377 nChanged 46 SP:Iteration 20F (22911.130000 sec): 3 clusters Score: Raw -691883.114896 + Penalty 4131.510402 = -687751.604495 nChanged 41 SP:Iteration 21Q (22911.290000 sec): 3 clusters Score: Raw -691907.008464 + Penalty 4131.510402 = -687775.498062 nChanged 32 SP:Iteration 22Q (22911.450000 sec): 3 clusters Score: Raw -691925.377453 + Penalty 4131.510402 = -687793.867051 nChanged 32 SP:Iteration 23Q (22911.640000 sec): 3 clusters Score: Raw -691944.262261 + Penalty 4131.510402 = -687812.751860 nChanged 22 SP:Iteration 24Q (22911.800000 sec): 3 clusters Score: Raw -691954.220794 + Penalty 4131.510402 = -687822.710392 nChanged 17 SP:Iteration 25Q (22911.990000 sec): 3 clusters Score: Raw -691964.997671 + Penalty 4131.510402 = -687833.487270 nChanged 21 SP:Iteration 26Q (22912.150000 sec): 3 clusters Score: Raw -691980.083476 + Penalty 4131.510402 = -687848.573075 nChanged 24 SP:Iteration 27Q (22912.300000 sec): 3 clusters Score: Raw -691994.183223 + Penalty 4131.510402 = -687862.672822 nChanged 23 SP:Iteration 28Q (22912.460000 sec): 3 clusters Score: Raw -692007.851027 + Penalty 4131.510402 = -687876.340625 nChanged 19 SP:Iteration 29Q (22912.610000 sec): 3 clusters Score: Raw -692017.796948 + Penalty 4131.510402 = -687886.286547 nChanged 21 SP:Iteration 30Q (22912.770000 sec): 3 clusters Score: Raw -692029.841377 + Penalty 4131.510402 = -687898.330975 nChanged 19 SP:Iteration 31Q (22912.930000 sec): 3 clusters Score: Raw -692039.098890 + Penalty 4131.510402 = -687907.588489 nChanged 14 SP:Iteration 32Q (22913.090000 sec): 3 clusters Score: Raw -692048.810952 + Penalty 4131.510402 = -687917.300551 nChanged 18 SP:Iteration 33Q (22913.240000 sec): 3 clusters Score: Raw -692058.779274 + Penalty 4131.510402 = -687927.268873 nChanged 14 SP:Iteration 34Q (22913.400000 sec): 3 clusters Score: Raw -692069.137403 + Penalty 4131.510402 = -687937.627001 nChanged 18 SP:Iteration 35Q (22913.550000 sec): 3 clusters Score: Raw -692082.760153 + Penalty 4131.510402 = -687951.249751 nChanged 19 SP:Iteration 36Q (22913.730000 sec): 3 clusters Score: Raw -692093.028955 + Penalty 4131.510402 = -687961.518553 nChanged 14 SP:Iteration 37Q (22913.890000 sec): 3 clusters Score: Raw -692098.759300 + Penalty 4131.510402 = -687967.248899 nChanged 9 SP:Iteration 38Q (22914.050000 sec): 3 clusters Score: Raw -692102.454740 + Penalty 4131.510402 = -687970.944338 nChanged 10 SP:Iteration 39Q (22914.200000 sec): 3 clusters Score: Raw -692106.767808 + Penalty 4131.510402 = -687975.257406 nChanged 11 SP:Iteration 40F (22914.360000 sec): 3 clusters Score: Raw -692110.939122 + Penalty 4131.510402 = -687979.428721 nChanged 5 SP:Iteration 41Q (22914.510000 sec): 3 clusters Score: Raw -692112.560908 + Penalty 4131.510402 = -687981.050507 nChanged 2 SP:Iteration 42Q (22914.690000 sec): 3 clusters Score: Raw -692113.493673 + Penalty 4131.510402 = -687981.983271 nChanged 1 SP:Iteration 43Q (22914.950000 sec): 3 clusters Score: Raw -692113.832022 + Penalty 4131.510402 = -687982.321621 nChanged 1 SP:Iteration 44Q (22915.090000 sec): 3 clusters Score: Raw -692114.036332 + Penalty 4131.510402 = -687982.525930 nChanged 1 SP:Iteration 45Q (22915.290000 sec): 3 clusters Score: Raw -692114.359695 + Penalty 4131.510402 = -687982.849294 nChanged 1 SP:Iteration 46Q (22915.500000 sec): 3 clusters Score: Raw -692114.448936 + Penalty 4131.510402 = -687982.938534 nChanged 0 SP:Iteration 47F (22915.690000 sec): 3 clusters Score: Raw -692114.448936 + Penalty 4131.510402 = -687982.938534 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22915.750000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22915.960000 sec): 3 clusters Score: Raw -19127.800911 + Penalty 2374.595904 = -16753.205006 nChanged 7 SP:Iteration 1F (22916.180000 sec): 3 clusters Score: Raw -19184.437771 + Penalty 2374.595904 = -16809.841866 nChanged 1 SP:Iteration 2Q (22916.320000 sec): 3 clusters Score: Raw -19187.927186 + Penalty 2374.595904 = -16813.331282 nChanged 0 SP:Iteration 3F (22916.450000 sec): 3 clusters Score: Raw -19187.927186 + Penalty 2374.595904 = -16813.331282 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22916.530000 sec): 2 clusters Score: Raw -106336.781996 + Penalty 1594.570431 = -104742.211565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22916.710000 sec): 3 clusters Score: Raw -106266.578724 + Penalty 3189.140861 = -103077.437863 nChanged 141 SP:Iteration 1F (22916.860000 sec): 3 clusters Score: Raw -106509.683877 + Penalty 3189.140861 = -103320.543015 nChanged 31 SP:Iteration 2Q (22917.050000 sec): 3 clusters Score: Raw -106582.134129 + Penalty 3189.140861 = -103392.993268 nChanged 18 SP:Iteration 3Q (22917.200000 sec): 3 clusters Score: Raw -106626.517194 + Penalty 3189.140861 = -103437.376333 nChanged 11 SP:Iteration 4Q (22917.430000 sec): 3 clusters Score: Raw -106646.980405 + Penalty 3189.140861 = -103457.839544 nChanged 9 SP:Iteration 5Q (22917.600000 sec): 3 clusters Score: Raw -106667.221626 + Penalty 3189.140861 = -103478.080765 nChanged 6 SP:Iteration 6Q (22917.770000 sec): 3 clusters Score: Raw -106689.866040 + Penalty 3189.140861 = -103500.725179 nChanged 9 SP:Iteration 7Q (22917.910000 sec): 3 clusters Score: Raw -106737.141469 + Penalty 3189.140861 = -103548.000608 nChanged 11 SP:Iteration 8Q (22918.050000 sec): 3 clusters Score: Raw -106766.548995 + Penalty 3189.140861 = -103577.408133 nChanged 5 SP:Iteration 9Q (22918.210000 sec): 3 clusters Score: Raw -106777.049317 + Penalty 3189.140861 = -103587.908456 nChanged 5 SP:Iteration 10Q (22918.360000 sec): 3 clusters Score: Raw -106790.580005 + Penalty 3189.140861 = -103601.439144 nChanged 6 SP:Iteration 11Q (22918.500000 sec): 3 clusters Score: Raw -106806.709322 + Penalty 3189.140861 = -103617.568461 nChanged 3 SP:Iteration 12Q (22918.640000 sec): 3 clusters Score: Raw -106813.684376 + Penalty 3189.140861 = -103624.543514 nChanged 3 SP:Iteration 13Q (22918.750000 sec): 3 clusters Score: Raw -106819.074483 + Penalty 3189.140861 = -103629.933621 nChanged 1 SP:Iteration 14Q (22918.900000 sec): 3 clusters Score: Raw -106820.264637 + Penalty 3189.140861 = -103631.123776 nChanged 0 SP:Iteration 15F (22919.040000 sec): 3 clusters Score: Raw -106820.264637 + Penalty 3189.140861 = -103631.123776 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22919.240000 sec): 2 clusters Score: Raw -2001269.449620 + Penalty 2319.922768 = -1998949.526852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22919.470000 sec): 3 clusters Score: Raw -1994919.348317 + Penalty 4639.845537 = -1990279.502780 nChanged 4841 SP:Iteration 1F (22919.680000 sec): 3 clusters Score: Raw -1997572.274690 + Penalty 4639.845537 = -1992932.429153 nChanged 736 SP:Iteration 2F (22919.910000 sec): 3 clusters Score: Raw -1997913.753557 + Penalty 4639.845537 = -1993273.908020 nChanged 607 SP:Iteration 3F (22920.090000 sec): 3 clusters Score: Raw -1998260.070651 + Penalty 4639.845537 = -1993620.225114 nChanged 589 SP:Iteration 4F (22920.290000 sec): 3 clusters Score: Raw -1998635.975092 + Penalty 4639.845537 = -1993996.129555 nChanged 636 SP:Iteration 5F (22920.520000 sec): 3 clusters Score: Raw -1999089.241151 + Penalty 4639.845537 = -1994449.395614 nChanged 716 SP:Iteration 6F (22920.740000 sec): 3 clusters Score: Raw -1999632.493759 + Penalty 4639.845537 = -1994992.648222 nChanged 726 SP:Iteration 7F (22920.940000 sec): 3 clusters Score: Raw -2000183.665226 + Penalty 4639.845537 = -1995543.819689 nChanged 716 SP:Iteration 8F (22921.190000 sec): 3 clusters Score: Raw -2000781.780785 + Penalty 4639.845537 = -1996141.935248 nChanged 643 SP:Iteration 9F (22921.390000 sec): 3 clusters Score: Raw -2001260.591804 + Penalty 4639.845537 = -1996620.746267 nChanged 540 SP:Iteration 10Q (22921.640000 sec): 3 clusters Score: Raw -2001602.841868 + Penalty 4639.845537 = -1996962.996331 nChanged 376 SP:Iteration 11Q (22921.920000 sec): 3 clusters Score: Raw -2001827.753901 + Penalty 4639.845537 = -1997187.908364 nChanged 278 SP:Iteration 12Q (22922.170000 sec): 3 clusters Score: Raw -2002007.079994 + Penalty 4639.845537 = -1997367.234457 nChanged 224 SP:Iteration 13Q (22922.430000 sec): 3 clusters Score: Raw -2002128.389481 + Penalty 4639.845537 = -1997488.543944 nChanged 160 SP:Iteration 14Q (22922.720000 sec): 3 clusters Score: Raw -2002198.685820 + Penalty 4639.845537 = -1997558.840283 nChanged 113 SP:Iteration 15Q (22922.910000 sec): 3 clusters Score: Raw -2002247.461529 + Penalty 4639.845537 = -1997607.615992 nChanged 91 SP:Iteration 16Q (22923.130000 sec): 3 clusters Score: Raw -2002280.502554 + Penalty 4639.845537 = -1997640.657017 nChanged 70 SP:Iteration 17Q (22923.370000 sec): 3 clusters Score: Raw -2002308.869224 + Penalty 4639.845537 = -1997669.023687 nChanged 62 SP:Iteration 18Q (22923.660000 sec): 3 clusters Score: Raw -2002329.004209 + Penalty 4639.845537 = -1997689.158672 nChanged 54 SP:Iteration 19Q (22923.860000 sec): 3 clusters Score: Raw -2002345.855041 + Penalty 4639.845537 = -1997706.009504 nChanged 46 SP:Iteration 20F (22924.130000 sec): 3 clusters Score: Raw -2002359.001278 + Penalty 4639.845537 = -1997719.155741 nChanged 31 SP:Iteration 21Q (22924.330000 sec): 3 clusters Score: Raw -2002368.994573 + Penalty 4639.845537 = -1997729.149036 nChanged 27 SP:Iteration 22Q (22924.580000 sec): 3 clusters Score: Raw -2002377.554764 + Penalty 4639.845537 = -1997737.709227 nChanged 26 SP:Iteration 23Q (22924.870000 sec): 3 clusters Score: Raw -2002384.600309 + Penalty 4639.845537 = -1997744.754772 nChanged 19 SP:Iteration 24Q (22925.080000 sec): 3 clusters Score: Raw -2002389.398156 + Penalty 4639.845537 = -1997749.552619 nChanged 15 SP:Iteration 25Q (22925.280000 sec): 3 clusters Score: Raw -2002392.686712 + Penalty 4639.845537 = -1997752.841175 nChanged 15 SP:Iteration 26Q (22925.490000 sec): 3 clusters Score: Raw -2002395.178588 + Penalty 4639.845537 = -1997755.333051 nChanged 9 SP:Iteration 27Q (22925.650000 sec): 3 clusters Score: Raw -2002396.977348 + Penalty 4639.845537 = -1997757.131811 nChanged 11 SP:Iteration 28Q (22925.880000 sec): 3 clusters Score: Raw -2002399.081714 + Penalty 4639.845537 = -1997759.236177 nChanged 11 SP:Iteration 29Q (22926.110000 sec): 3 clusters Score: Raw -2002400.891166 + Penalty 4639.845537 = -1997761.045629 nChanged 15 SP:Iteration 30Q (22926.350000 sec): 3 clusters Score: Raw -2002403.887110 + Penalty 4639.845537 = -1997764.041573 nChanged 13 SP:Iteration 31Q (22926.620000 sec): 3 clusters Score: Raw -2002405.741772 + Penalty 4639.845537 = -1997765.896235 nChanged 13 SP:Iteration 32Q (22926.870000 sec): 3 clusters Score: Raw -2002408.340524 + Penalty 4639.845537 = -1997768.494987 nChanged 8 SP:Iteration 33Q (22927.140000 sec): 3 clusters Score: Raw -2002409.948381 + Penalty 4639.845537 = -1997770.102844 nChanged 7 SP:Iteration 34Q (22927.340000 sec): 3 clusters Score: Raw -2002411.154770 + Penalty 4639.845537 = -1997771.309233 nChanged 6 SP:Iteration 35Q (22927.620000 sec): 3 clusters Score: Raw -2002412.095688 + Penalty 4639.845537 = -1997772.250151 nChanged 3 SP:Iteration 36Q (22927.920000 sec): 3 clusters Score: Raw -2002412.608818 + Penalty 4639.845537 = -1997772.763281 nChanged 2 SP:Iteration 37Q (22928.120000 sec): 3 clusters Score: Raw -2002412.766215 + Penalty 4639.845537 = -1997772.920678 nChanged 1 SP:Iteration 38Q (22928.280000 sec): 3 clusters Score: Raw -2002412.902528 + Penalty 4639.845537 = -1997773.056991 nChanged 0 SP:Iteration 39F (22928.550000 sec): 3 clusters Score: Raw -2002412.902528 + Penalty 4639.845537 = -1997773.056991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22928.730000 sec): 2 clusters Score: Raw -752553.383815 + Penalty 2095.436946 = -750457.946869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22928.900000 sec): 3 clusters Score: Raw -750397.134344 + Penalty 4190.873892 = -746206.260452 nChanged 1759 SP:Iteration 1F (22929.070000 sec): 3 clusters Score: Raw -751501.052787 + Penalty 4190.873892 = -747310.178895 nChanged 394 SP:Iteration 2F (22929.240000 sec): 3 clusters Score: Raw -751791.497856 + Penalty 4190.873892 = -747600.623964 nChanged 283 SP:Iteration 3F (22929.420000 sec): 3 clusters Score: Raw -752009.598812 + Penalty 4190.873892 = -747818.724919 nChanged 229 SP:Iteration 4Q (22929.600000 sec): 3 clusters Score: Raw -752177.931920 + Penalty 4190.873892 = -747987.058028 nChanged 214 SP:Iteration 5Q (22929.790000 sec): 3 clusters Score: Raw -752331.232330 + Penalty 4190.873892 = -748140.358438 nChanged 178 SP:Iteration 6Q (22929.980000 sec): 3 clusters Score: Raw -752462.311801 + Penalty 4190.873892 = -748271.437909 nChanged 164 SP:Iteration 7Q (22930.160000 sec): 3 clusters Score: Raw -752575.417954 + Penalty 4190.873892 = -748384.544062 nChanged 122 SP:Iteration 8Q (22930.350000 sec): 3 clusters Score: Raw -752654.567070 + Penalty 4190.873892 = -748463.693177 nChanged 102 SP:Iteration 9Q (22930.540000 sec): 3 clusters Score: Raw -752714.777634 + Penalty 4190.873892 = -748523.903741 nChanged 83 SP:Iteration 10Q (22930.730000 sec): 3 clusters Score: Raw -752770.072412 + Penalty 4190.873892 = -748579.198520 nChanged 73 SP:Iteration 11Q (22930.920000 sec): 3 clusters Score: Raw -752809.141921 + Penalty 4190.873892 = -748618.268029 nChanged 68 SP:Iteration 12Q (22931.110000 sec): 3 clusters Score: Raw -752843.569454 + Penalty 4190.873892 = -748652.695562 nChanged 53 SP:Iteration 13Q (22931.310000 sec): 3 clusters Score: Raw -752868.460981 + Penalty 4190.873892 = -748677.587088 nChanged 45 SP:Iteration 14Q (22931.500000 sec): 3 clusters Score: Raw -752890.921531 + Penalty 4190.873892 = -748700.047639 nChanged 44 SP:Iteration 15Q (22931.700000 sec): 3 clusters Score: Raw -752908.119701 + Penalty 4190.873892 = -748717.245809 nChanged 27 SP:Iteration 16Q (22931.890000 sec): 3 clusters Score: Raw -752916.398559 + Penalty 4190.873892 = -748725.524667 nChanged 12 SP:Iteration 17Q (22932.080000 sec): 3 clusters Score: Raw -752919.891935 + Penalty 4190.873892 = -748729.018043 nChanged 12 SP:Iteration 18Q (22932.270000 sec): 3 clusters Score: Raw -752923.039714 + Penalty 4190.873892 = -748732.165822 nChanged 7 SP:Iteration 19Q (22932.460000 sec): 3 clusters Score: Raw -752925.696654 + Penalty 4190.873892 = -748734.822762 nChanged 6 SP:Iteration 20F (22932.660000 sec): 3 clusters Score: Raw -752927.640464 + Penalty 4190.873892 = -748736.766572 nChanged 10 SP:Iteration 21Q (22932.850000 sec): 3 clusters Score: Raw -752930.738915 + Penalty 4190.873892 = -748739.865022 nChanged 10 SP:Iteration 22Q (22933.040000 sec): 3 clusters Score: Raw -752934.717615 + Penalty 4190.873892 = -748743.843723 nChanged 8 SP:Iteration 23Q (22933.230000 sec): 3 clusters Score: Raw -752937.255949 + Penalty 4190.873892 = -748746.382057 nChanged 8 SP:Iteration 24Q (22933.420000 sec): 3 clusters Score: Raw -752939.958657 + Penalty 4190.873892 = -748749.084765 nChanged 13 SP:Iteration 25Q (22933.600000 sec): 3 clusters Score: Raw -752944.083020 + Penalty 4190.873892 = -748753.209128 nChanged 9 SP:Iteration 26Q (22933.800000 sec): 3 clusters Score: Raw -752946.583218 + Penalty 4190.873892 = -748755.709326 nChanged 7 SP:Iteration 27Q (22934.010000 sec): 3 clusters Score: Raw -752949.170084 + Penalty 4190.873892 = -748758.296192 nChanged 11 SP:Iteration 28Q (22934.200000 sec): 3 clusters Score: Raw -752952.819402 + Penalty 4190.873892 = -748761.945510 nChanged 10 SP:Iteration 29Q (22934.430000 sec): 3 clusters Score: Raw -752957.516379 + Penalty 4190.873892 = -748766.642487 nChanged 11 SP:Iteration 30Q (22934.600000 sec): 3 clusters Score: Raw -752962.226152 + Penalty 4190.873892 = -748771.352260 nChanged 11 SP:Iteration 31Q (22934.830000 sec): 3 clusters Score: Raw -752965.955948 + Penalty 4190.873892 = -748775.082056 nChanged 8 SP:Iteration 32Q (22935.010000 sec): 3 clusters Score: Raw -752968.006589 + Penalty 4190.873892 = -748777.132697 nChanged 6 SP:Iteration 33Q (22935.260000 sec): 3 clusters Score: Raw -752969.433824 + Penalty 4190.873892 = -748778.559932 nChanged 6 SP:Iteration 34Q (22935.510000 sec): 3 clusters Score: Raw -752971.361523 + Penalty 4190.873892 = -748780.487631 nChanged 4 SP:Iteration 35Q (22935.690000 sec): 3 clusters Score: Raw -752972.449369 + Penalty 4190.873892 = -748781.575477 nChanged 3 SP:Iteration 36Q (22935.910000 sec): 3 clusters Score: Raw -752973.514403 + Penalty 4190.873892 = -748782.640511 nChanged 4 SP:Iteration 37Q (22936.060000 sec): 3 clusters Score: Raw -752975.513996 + Penalty 4190.873892 = -748784.640104 nChanged 6 SP:Iteration 38Q (22936.200000 sec): 3 clusters Score: Raw -752977.796325 + Penalty 4190.873892 = -748786.922433 nChanged 3 SP:Iteration 39Q (22936.380000 sec): 3 clusters Score: Raw -752978.775540 + Penalty 4190.873892 = -748787.901648 nChanged 6 SP:Iteration 40F (22936.540000 sec): 3 clusters Score: Raw -752980.276231 + Penalty 4190.873892 = -748789.402339 nChanged 3 SP:Iteration 41Q (22936.710000 sec): 3 clusters Score: Raw -752981.084939 + Penalty 4190.873892 = -748790.211047 nChanged 2 SP:Iteration 42Q (22936.900000 sec): 3 clusters Score: Raw -752981.431560 + Penalty 4190.873892 = -748790.557668 nChanged 2 SP:Iteration 43Q (22937.140000 sec): 3 clusters Score: Raw -752981.867351 + Penalty 4190.873892 = -748790.993458 nChanged 2 SP:Iteration 44Q (22937.350000 sec): 3 clusters Score: Raw -752982.184629 + Penalty 4190.873892 = -748791.310737 nChanged 1 SP:Iteration 45Q (22937.530000 sec): 3 clusters Score: Raw -752982.357568 + Penalty 4190.873892 = -748791.483676 nChanged 0 SP:Iteration 46F (22937.770000 sec): 3 clusters Score: Raw -752982.357568 + Penalty 4190.873892 = -748791.483676 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (36188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22938.140000 sec): 2 clusters Score: Raw -5958437.245426 + Penalty 2603.127747 = -5955834.117679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22938.580000 sec): 3 clusters Score: Raw -5936510.077179 + Penalty 5206.255494 = -5931303.821685 nChanged 16430 SP:Iteration 1F (22938.980000 sec): 3 clusters Score: Raw -5945492.061323 + Penalty 5206.255494 = -5940285.805829 nChanged 1509 SP:Iteration 2Q (22939.480000 sec): 3 clusters Score: Raw -5945965.974557 + Penalty 5206.255494 = -5940759.719063 nChanged 1523 SP:Iteration 3Q (22939.880000 sec): 3 clusters Score: Raw -5946483.468803 + Penalty 5206.255494 = -5941277.213309 nChanged 1584 SP:Iteration 4Q (22940.340000 sec): 3 clusters Score: Raw -5947098.479245 + Penalty 5206.255494 = -5941892.223751 nChanged 1703 SP:Iteration 5Q (22940.740000 sec): 3 clusters Score: Raw -5947861.803826 + Penalty 5206.255494 = -5942655.548332 nChanged 1916 SP:Iteration 6F (22941.160000 sec): 3 clusters Score: Raw -5948887.606594 + Penalty 5206.255494 = -5943681.351100 nChanged 2159 SP:Iteration 7F (22941.600000 sec): 3 clusters Score: Raw -5950281.585863 + Penalty 5206.255494 = -5945075.330369 nChanged 2340 SP:Iteration 8F (22941.990000 sec): 3 clusters Score: Raw -5952057.288386 + Penalty 5206.255494 = -5946851.032892 nChanged 2273 SP:Iteration 9F (22942.450000 sec): 3 clusters Score: Raw -5953989.104732 + Penalty 5206.255494 = -5948782.849238 nChanged 1889 SP:Iteration 10F (22942.860000 sec): 3 clusters Score: Raw -5955762.398293 + Penalty 5206.255494 = -5950556.142798 nChanged 1274 SP:Iteration 11Q (22943.250000 sec): 3 clusters Score: Raw -5957044.500882 + Penalty 5206.255494 = -5951838.245388 nChanged 843 SP:Iteration 12Q (22943.700000 sec): 3 clusters Score: Raw -5957956.572163 + Penalty 5206.255494 = -5952750.316669 nChanged 535 SP:Iteration 13Q (22944.100000 sec): 3 clusters Score: Raw -5958550.777870 + Penalty 5206.255494 = -5953344.522376 nChanged 389 SP:Iteration 14Q (22944.540000 sec): 3 clusters Score: Raw -5958958.911030 + Penalty 5206.255494 = -5953752.655536 nChanged 301 SP:Iteration 15Q (22944.980000 sec): 3 clusters Score: Raw -5959167.928267 + Penalty 5206.255494 = -5953961.672773 nChanged 198 SP:Iteration 16Q (22945.390000 sec): 3 clusters Score: Raw -5959269.706842 + Penalty 5206.255494 = -5954063.451348 nChanged 145 SP:Iteration 17Q (22945.810000 sec): 3 clusters Score: Raw -5959327.423013 + Penalty 5206.255494 = -5954121.167518 nChanged 102 SP:Iteration 18Q (22946.160000 sec): 3 clusters Score: Raw -5959364.279129 + Penalty 5206.255494 = -5954158.023635 nChanged 86 SP:Iteration 19Q (22946.580000 sec): 3 clusters Score: Raw -5959397.751399 + Penalty 5206.255494 = -5954191.495905 nChanged 65 SP:Iteration 20F (22947.000000 sec): 3 clusters Score: Raw -5959419.932109 + Penalty 5206.255494 = -5954213.676615 nChanged 61 SP:Iteration 21Q (22947.430000 sec): 3 clusters Score: Raw -5959438.429982 + Penalty 5206.255494 = -5954232.174488 nChanged 50 SP:Iteration 22Q (22947.860000 sec): 3 clusters Score: Raw -5959454.917689 + Penalty 5206.255494 = -5954248.662195 nChanged 45 SP:Iteration 23Q (22948.250000 sec): 3 clusters Score: Raw -5959470.249767 + Penalty 5206.255494 = -5954263.994272 nChanged 38 SP:Iteration 24Q (22948.650000 sec): 3 clusters Score: Raw -5959482.270815 + Penalty 5206.255494 = -5954276.015321 nChanged 33 SP:Iteration 25Q (22949.060000 sec): 3 clusters Score: Raw -5959492.139501 + Penalty 5206.255494 = -5954285.884007 nChanged 27 SP:Iteration 26Q (22949.460000 sec): 3 clusters Score: Raw -5959499.019640 + Penalty 5206.255494 = -5954292.764146 nChanged 18 SP:Iteration 27Q (22949.820000 sec): 3 clusters Score: Raw -5959504.439212 + Penalty 5206.255494 = -5954298.183718 nChanged 16 SP:Iteration 28Q (22950.300000 sec): 3 clusters Score: Raw -5959507.752490 + Penalty 5206.255494 = -5954301.496996 nChanged 13 SP:Iteration 29Q (22950.650000 sec): 3 clusters Score: Raw -5959510.933892 + Penalty 5206.255494 = -5954304.678398 nChanged 15 SP:Iteration 30Q (22951.060000 sec): 3 clusters Score: Raw -5959515.165656 + Penalty 5206.255494 = -5954308.910162 nChanged 17 SP:Iteration 31Q (22951.450000 sec): 3 clusters Score: Raw -5959518.959832 + Penalty 5206.255494 = -5954312.704338 nChanged 12 SP:Iteration 32Q (22951.910000 sec): 3 clusters Score: Raw -5959521.358943 + Penalty 5206.255494 = -5954315.103449 nChanged 7 SP:Iteration 33Q (22952.310000 sec): 3 clusters Score: Raw -5959522.636145 + Penalty 5206.255494 = -5954316.380651 nChanged 4 SP:Iteration 34Q (22952.730000 sec): 3 clusters Score: Raw -5959523.101132 + Penalty 5206.255494 = -5954316.845638 nChanged 3 SP:Iteration 35Q (22953.140000 sec): 3 clusters Score: Raw -5959523.670655 + Penalty 5206.255494 = -5954317.415161 nChanged 3 SP:Iteration 36Q (22953.540000 sec): 3 clusters Score: Raw -5959524.134777 + Penalty 5206.255494 = -5954317.879283 nChanged 5 SP:Iteration 37Q (22953.960000 sec): 3 clusters Score: Raw -5959524.955099 + Penalty 5206.255494 = -5954318.699605 nChanged 3 SP:Iteration 38Q (22954.370000 sec): 3 clusters Score: Raw -5959525.525394 + Penalty 5206.255494 = -5954319.269900 nChanged 2 SP:Iteration 39Q (22954.770000 sec): 3 clusters Score: Raw -5959525.802318 + Penalty 5206.255494 = -5954319.546824 nChanged 0 SP:Iteration 40F (22955.160000 sec): 3 clusters Score: Raw -5959525.802318 + Penalty 5206.255494 = -5954319.546824 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22955.320000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22955.480000 sec): 3 clusters Score: Raw -153176.139633 + Penalty 3389.183739 = -149786.955894 nChanged 223 SP:Iteration 1F (22955.610000 sec): 3 clusters Score: Raw -153404.311892 + Penalty 3389.183739 = -150015.128152 nChanged 53 SP:Iteration 2F (22955.810000 sec): 3 clusters Score: Raw -153476.882679 + Penalty 3389.183739 = -150087.698940 nChanged 25 SP:Iteration 3Q (22955.940000 sec): 3 clusters Score: Raw -153511.847543 + Penalty 3389.183739 = -150122.663803 nChanged 20 SP:Iteration 4Q (22956.130000 sec): 3 clusters Score: Raw -153538.760243 + Penalty 3389.183739 = -150149.576504 nChanged 18 SP:Iteration 5Q (22956.320000 sec): 3 clusters Score: Raw -153569.964599 + Penalty 3389.183739 = -150180.780860 nChanged 10 SP:Iteration 6Q (22956.460000 sec): 3 clusters Score: Raw -153595.275680 + Penalty 3389.183739 = -150206.091941 nChanged 12 SP:Iteration 7Q (22956.690000 sec): 3 clusters Score: Raw -153615.327386 + Penalty 3389.183739 = -150226.143647 nChanged 14 SP:Iteration 8Q (22956.880000 sec): 3 clusters Score: Raw -153639.820733 + Penalty 3389.183739 = -150250.636994 nChanged 25 SP:Iteration 9Q (22957.090000 sec): 3 clusters Score: Raw -153685.776457 + Penalty 3389.183739 = -150296.592718 nChanged 14 SP:Iteration 10Q (22957.250000 sec): 3 clusters Score: Raw -153724.230775 + Penalty 3389.183739 = -150335.047035 nChanged 19 SP:Iteration 11Q (22957.390000 sec): 3 clusters Score: Raw -153800.653430 + Penalty 3389.183739 = -150411.469690 nChanged 31 SP:Iteration 12Q (22957.480000 sec): 3 clusters Score: Raw -153907.152303 + Penalty 3389.183739 = -150517.968563 nChanged 43 SP:Iteration 13Q (22957.620000 sec): 3 clusters Score: Raw -154028.143414 + Penalty 3389.183739 = -150638.959674 nChanged 47 SP:Iteration 14F (22957.810000 sec): 3 clusters Score: Raw -154175.743665 + Penalty 3389.183739 = -150786.559925 nChanged 49 SP:Iteration 15F (22957.960000 sec): 3 clusters Score: Raw -154329.113246 + Penalty 3389.183739 = -150939.929506 nChanged 47 SP:Iteration 16F (22958.080000 sec): 3 clusters Score: Raw -154487.840423 + Penalty 3389.183739 = -151098.656684 nChanged 29 SP:Iteration 17Q (22958.250000 sec): 3 clusters Score: Raw -154570.299839 + Penalty 3389.183739 = -151181.116099 nChanged 18 SP:Iteration 18Q (22958.420000 sec): 3 clusters Score: Raw -154619.489112 + Penalty 3389.183739 = -151230.305373 nChanged 11 SP:Iteration 19Q (22958.540000 sec): 3 clusters Score: Raw -154647.114618 + Penalty 3389.183739 = -151257.930879 nChanged 6 SP:Iteration 20F (22958.710000 sec): 3 clusters Score: Raw -154666.013388 + Penalty 3389.183739 = -151276.829649 nChanged 8 SP:Iteration 21Q (22958.880000 sec): 3 clusters Score: Raw -154680.121659 + Penalty 3389.183739 = -151290.937919 nChanged 5 SP:Iteration 22Q (22959.010000 sec): 3 clusters Score: Raw -154697.504658 + Penalty 3389.183739 = -151308.320919 nChanged 9 SP:Iteration 23Q (22959.130000 sec): 3 clusters Score: Raw -154723.175070 + Penalty 3389.183739 = -151333.991330 nChanged 10 SP:Iteration 24Q (22959.260000 sec): 3 clusters Score: Raw -154746.813416 + Penalty 3389.183739 = -151357.629677 nChanged 1 SP:Iteration 25Q (22959.430000 sec): 3 clusters Score: Raw -154747.898441 + Penalty 3389.183739 = -151358.714702 nChanged 0 SP:Iteration 26F (22959.520000 sec): 3 clusters Score: Raw -154747.898441 + Penalty 3389.183739 = -151358.714702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22959.580000 sec): 2 clusters Score: Raw -34644.649472 + Penalty 1352.919637 = -33291.729836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22959.710000 sec): 3 clusters Score: Raw -34827.882574 + Penalty 2705.839273 = -32122.043300 nChanged 25 SP:Iteration 1F (22959.850000 sec): 3 clusters Score: Raw -34967.373111 + Penalty 2705.839273 = -32261.533837 nChanged 9 SP:Iteration 2Q (22959.990000 sec): 3 clusters Score: Raw -35048.871457 + Penalty 2705.839273 = -32343.032184 nChanged 6 SP:Iteration 3Q (22960.160000 sec): 3 clusters Score: Raw -35087.780843 + Penalty 2705.839273 = -32381.941570 nChanged 3 SP:Iteration 4Q (22960.300000 sec): 3 clusters Score: Raw -35101.853271 + Penalty 2705.839273 = -32396.013998 nChanged 0 SP:Iteration 5F (22960.480000 sec): 3 clusters Score: Raw -35101.853271 + Penalty 2705.839273 = -32396.013998 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22960.570000 sec): 2 clusters Score: Raw -72411.567699 + Penalty 1531.615083 = -70879.952616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22960.650000 sec): 3 clusters Score: Raw -72518.121297 + Penalty 3063.230166 = -69454.891131 nChanged 84 SP:Iteration 1F (22960.860000 sec): 3 clusters Score: Raw -72729.426008 + Penalty 3063.230166 = -69666.195843 nChanged 25 SP:Iteration 2F (22960.950000 sec): 3 clusters Score: Raw -72805.356027 + Penalty 3063.230166 = -69742.125861 nChanged 13 SP:Iteration 3Q (22961.120000 sec): 3 clusters Score: Raw -72847.389468 + Penalty 3063.230166 = -69784.159302 nChanged 7 SP:Iteration 4Q (22961.280000 sec): 3 clusters Score: Raw -72863.634617 + Penalty 3063.230166 = -69800.404451 nChanged 9 SP:Iteration 5Q (22961.430000 sec): 3 clusters Score: Raw -72922.135442 + Penalty 3063.230166 = -69858.905276 nChanged 8 SP:Iteration 6Q (22961.520000 sec): 3 clusters Score: Raw -72967.237423 + Penalty 3063.230166 = -69904.007257 nChanged 7 SP:Iteration 7Q (22961.710000 sec): 3 clusters Score: Raw -72998.073249 + Penalty 3063.230166 = -69934.843083 nChanged 2 SP:Iteration 8Q (22961.850000 sec): 3 clusters Score: Raw -73004.258271 + Penalty 3063.230166 = -69941.028105 nChanged 2 SP:Iteration 9Q (22962.000000 sec): 3 clusters Score: Raw -73008.665666 + Penalty 3063.230166 = -69945.435500 nChanged 0 SP:Iteration 10F (22962.110000 sec): 3 clusters Score: Raw -73008.665666 + Penalty 3063.230166 = -69945.435500 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22962.330000 sec): 2 clusters Score: Raw -2638112.091648 + Penalty 2393.506769 = -2635718.584879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22962.620000 sec): 3 clusters Score: Raw -2629328.150641 + Penalty 4787.013538 = -2624541.137102 nChanged 6705 SP:Iteration 1F (22962.880000 sec): 3 clusters Score: Raw -2632899.052123 + Penalty 4787.013538 = -2628112.038585 nChanged 869 SP:Iteration 2F (22963.100000 sec): 3 clusters Score: Raw -2633251.127432 + Penalty 4787.013538 = -2628464.113894 nChanged 720 SP:Iteration 3Q (22963.380000 sec): 3 clusters Score: Raw -2633531.484840 + Penalty 4787.013538 = -2628744.471302 nChanged 638 SP:Iteration 4Q (22963.660000 sec): 3 clusters Score: Raw -2633793.495731 + Penalty 4787.013538 = -2629006.482193 nChanged 599 SP:Iteration 5Q (22963.950000 sec): 3 clusters Score: Raw -2634046.044851 + Penalty 4787.013538 = -2629259.031313 nChanged 619 SP:Iteration 6Q (22964.240000 sec): 3 clusters Score: Raw -2634297.040902 + Penalty 4787.013538 = -2629510.027364 nChanged 587 SP:Iteration 7Q (22964.520000 sec): 3 clusters Score: Raw -2634560.854914 + Penalty 4787.013538 = -2629773.841376 nChanged 601 SP:Iteration 8Q (22964.800000 sec): 3 clusters Score: Raw -2634843.359722 + Penalty 4787.013538 = -2630056.346184 nChanged 604 SP:Iteration 9Q (22965.090000 sec): 3 clusters Score: Raw -2635116.869609 + Penalty 4787.013538 = -2630329.856071 nChanged 559 SP:Iteration 10Q (22965.370000 sec): 3 clusters Score: Raw -2635368.504601 + Penalty 4787.013538 = -2630581.491063 nChanged 539 SP:Iteration 11Q (22965.660000 sec): 3 clusters Score: Raw -2635612.478550 + Penalty 4787.013538 = -2630825.465012 nChanged 514 SP:Iteration 12Q (22965.970000 sec): 3 clusters Score: Raw -2635850.189914 + Penalty 4787.013538 = -2631063.176376 nChanged 486 SP:Iteration 13Q (22966.210000 sec): 3 clusters Score: Raw -2636094.695836 + Penalty 4787.013538 = -2631307.682298 nChanged 440 SP:Iteration 14Q (22966.430000 sec): 3 clusters Score: Raw -2636294.807476 + Penalty 4787.013538 = -2631507.793938 nChanged 386 SP:Iteration 15Q (22966.690000 sec): 3 clusters Score: Raw -2636469.505365 + Penalty 4787.013538 = -2631682.491827 nChanged 353 SP:Iteration 16Q (22966.940000 sec): 3 clusters Score: Raw -2636636.409340 + Penalty 4787.013538 = -2631849.395802 nChanged 306 SP:Iteration 17Q (22967.160000 sec): 3 clusters Score: Raw -2636787.741932 + Penalty 4787.013538 = -2632000.728394 nChanged 275 SP:Iteration 18Q (22967.430000 sec): 3 clusters Score: Raw -2636909.310731 + Penalty 4787.013538 = -2632122.297193 nChanged 226 SP:Iteration 19Q (22967.720000 sec): 3 clusters Score: Raw -2637006.139139 + Penalty 4787.013538 = -2632219.125601 nChanged 228 SP:Iteration 20F (22967.940000 sec): 3 clusters Score: Raw -2637111.177574 + Penalty 4787.013538 = -2632324.164036 nChanged 243 SP:Iteration 21Q (22968.210000 sec): 3 clusters Score: Raw -2637213.905879 + Penalty 4787.013538 = -2632426.892341 nChanged 199 SP:Iteration 22Q (22968.480000 sec): 3 clusters Score: Raw -2637303.787212 + Penalty 4787.013538 = -2632516.773674 nChanged 189 SP:Iteration 23Q (22968.740000 sec): 3 clusters Score: Raw -2637387.337560 + Penalty 4787.013538 = -2632600.324022 nChanged 201 SP:Iteration 24Q (22968.990000 sec): 3 clusters Score: Raw -2637490.745582 + Penalty 4787.013538 = -2632703.732044 nChanged 188 SP:Iteration 25Q (22969.260000 sec): 3 clusters Score: Raw -2637588.053320 + Penalty 4787.013538 = -2632801.039782 nChanged 174 SP:Iteration 26Q (22969.500000 sec): 3 clusters Score: Raw -2637666.394518 + Penalty 4787.013538 = -2632879.380980 nChanged 133 SP:Iteration 27Q (22969.720000 sec): 3 clusters Score: Raw -2637724.760758 + Penalty 4787.013538 = -2632937.747220 nChanged 122 SP:Iteration 28Q (22969.970000 sec): 3 clusters Score: Raw -2637774.631388 + Penalty 4787.013538 = -2632987.617850 nChanged 98 SP:Iteration 29Q (22970.210000 sec): 3 clusters Score: Raw -2637811.585902 + Penalty 4787.013538 = -2633024.572364 nChanged 101 SP:Iteration 30Q (22970.430000 sec): 3 clusters Score: Raw -2637846.589304 + Penalty 4787.013538 = -2633059.575766 nChanged 83 SP:Iteration 31Q (22970.680000 sec): 3 clusters Score: Raw -2637876.713979 + Penalty 4787.013538 = -2633089.700441 nChanged 81 SP:Iteration 32Q (22970.900000 sec): 3 clusters Score: Raw -2637904.359912 + Penalty 4787.013538 = -2633117.346374 nChanged 74 SP:Iteration 33Q (22971.130000 sec): 3 clusters Score: Raw -2637929.539205 + Penalty 4787.013538 = -2633142.525667 nChanged 58 SP:Iteration 34Q (22971.340000 sec): 3 clusters Score: Raw -2637947.153595 + Penalty 4787.013538 = -2633160.140057 nChanged 47 SP:Iteration 35Q (22971.550000 sec): 3 clusters Score: Raw -2637965.895532 + Penalty 4787.013538 = -2633178.881994 nChanged 55 SP:Iteration 36Q (22971.820000 sec): 3 clusters Score: Raw -2637985.926750 + Penalty 4787.013538 = -2633198.913212 nChanged 56 SP:Iteration 37Q (22972.080000 sec): 3 clusters Score: Raw -2638007.244047 + Penalty 4787.013538 = -2633220.230509 nChanged 64 SP:Iteration 38Q (22972.310000 sec): 3 clusters Score: Raw -2638035.086948 + Penalty 4787.013538 = -2633248.073410 nChanged 66 SP:Iteration 39Q (22972.580000 sec): 3 clusters Score: Raw -2638063.695772 + Penalty 4787.013538 = -2633276.682234 nChanged 65 SP:Iteration 40F (22972.870000 sec): 3 clusters Score: Raw -2638089.522396 + Penalty 4787.013538 = -2633302.508858 nChanged 60 SP:Iteration 41Q (22973.120000 sec): 3 clusters Score: Raw -2638114.582560 + Penalty 4787.013538 = -2633327.569022 nChanged 67 SP:Iteration 42Q (22973.370000 sec): 3 clusters Score: Raw -2638141.153563 + Penalty 4787.013538 = -2633354.140025 nChanged 59 SP:Iteration 43Q (22973.650000 sec): 3 clusters Score: Raw -2638167.167170 + Penalty 4787.013538 = -2633380.153632 nChanged 56 SP:Iteration 44Q (22973.890000 sec): 3 clusters Score: Raw -2638191.308052 + Penalty 4787.013538 = -2633404.294514 nChanged 49 SP:Iteration 45Q (22974.180000 sec): 3 clusters Score: Raw -2638208.523791 + Penalty 4787.013538 = -2633421.510253 nChanged 41 SP:Iteration 46Q (22974.450000 sec): 3 clusters Score: Raw -2638228.211874 + Penalty 4787.013538 = -2633441.198336 nChanged 43 SP:Iteration 47Q (22974.660000 sec): 3 clusters Score: Raw -2638247.422771 + Penalty 4787.013538 = -2633460.409233 nChanged 42 SP:Iteration 48Q (22974.960000 sec): 3 clusters Score: Raw -2638268.206580 + Penalty 4787.013538 = -2633481.193042 nChanged 41 SP:Iteration 49Q (22975.170000 sec): 3 clusters Score: Raw -2638287.369641 + Penalty 4787.013538 = -2633500.356103 nChanged 42 SP:Iteration 50Q (22975.470000 sec): 3 clusters Score: Raw -2638305.311887 + Penalty 4787.013538 = -2633518.298349 nChanged 41 SP:Iteration 51Q (22975.690000 sec): 3 clusters Score: Raw -2638321.207202 + Penalty 4787.013538 = -2633534.193664 nChanged 30 SP:Iteration 52Q (22975.940000 sec): 3 clusters Score: Raw -2638334.167860 + Penalty 4787.013538 = -2633547.154322 nChanged 28 SP:Iteration 53Q (22976.160000 sec): 3 clusters Score: Raw -2638345.581125 + Penalty 4787.013538 = -2633558.567587 nChanged 30 SP:Iteration 54Q (22976.390000 sec): 3 clusters Score: Raw -2638357.810741 + Penalty 4787.013538 = -2633570.797203 nChanged 21 SP:Iteration 55Q (22976.670000 sec): 3 clusters Score: Raw -2638367.436071 + Penalty 4787.013538 = -2633580.422533 nChanged 19 SP:Iteration 56Q (22976.920000 sec): 3 clusters Score: Raw -2638375.483136 + Penalty 4787.013538 = -2633588.469598 nChanged 16 SP:Iteration 57Q (22977.210000 sec): 3 clusters Score: Raw -2638382.583544 + Penalty 4787.013538 = -2633595.570006 nChanged 20 SP:Iteration 58Q (22977.430000 sec): 3 clusters Score: Raw -2638390.822563 + Penalty 4787.013538 = -2633603.809025 nChanged 15 SP:Iteration 59Q (22977.660000 sec): 3 clusters Score: Raw -2638396.299497 + Penalty 4787.013538 = -2633609.285959 nChanged 14 SP:Iteration 60F (22977.940000 sec): 3 clusters Score: Raw -2638402.340669 + Penalty 4787.013538 = -2633615.327131 nChanged 11 SP:Iteration 61Q (22978.160000 sec): 3 clusters Score: Raw -2638408.103772 + Penalty 4787.013538 = -2633621.090234 nChanged 12 SP:Iteration 62Q (22978.400000 sec): 3 clusters Score: Raw -2638413.438193 + Penalty 4787.013538 = -2633626.424655 nChanged 9 SP:Iteration 63Q (22978.670000 sec): 3 clusters Score: Raw -2638417.344516 + Penalty 4787.013538 = -2633630.330978 nChanged 10 SP:Iteration 64Q (22978.930000 sec): 3 clusters Score: Raw -2638421.157607 + Penalty 4787.013538 = -2633634.144069 nChanged 2 SP:Iteration 65Q (22979.130000 sec): 3 clusters Score: Raw -2638421.915996 + Penalty 4787.013538 = -2633634.902458 nChanged 4 SP:Iteration 66Q (22979.330000 sec): 3 clusters Score: Raw -2638423.884227 + Penalty 4787.013538 = -2633636.870689 nChanged 6 SP:Iteration 67Q (22979.610000 sec): 3 clusters Score: Raw -2638426.583970 + Penalty 4787.013538 = -2633639.570432 nChanged 8 SP:Iteration 68Q (22979.850000 sec): 3 clusters Score: Raw -2638428.566476 + Penalty 4787.013538 = -2633641.552938 nChanged 7 SP:Iteration 69Q (22980.110000 sec): 3 clusters Score: Raw -2638430.826278 + Penalty 4787.013538 = -2633643.812739 nChanged 3 SP:Iteration 70Q (22980.350000 sec): 3 clusters Score: Raw -2638431.727285 + Penalty 4787.013538 = -2633644.713747 nChanged 4 SP:Iteration 71Q (22980.560000 sec): 3 clusters Score: Raw -2638432.884306 + Penalty 4787.013538 = -2633645.870768 nChanged 6 SP:Iteration 72Q (22980.850000 sec): 3 clusters Score: Raw -2638435.660619 + Penalty 4787.013538 = -2633648.647081 nChanged 7 SP:Iteration 73Q (22981.050000 sec): 3 clusters Score: Raw -2638438.228886 + Penalty 4787.013538 = -2633651.215348 nChanged 7 SP:Iteration 74Q (22981.300000 sec): 3 clusters Score: Raw -2638441.390229 + Penalty 4787.013538 = -2633654.376691 nChanged 5 SP:Iteration 75Q (22981.530000 sec): 3 clusters Score: Raw -2638444.079982 + Penalty 4787.013538 = -2633657.066444 nChanged 7 SP:Iteration 76Q (22981.750000 sec): 3 clusters Score: Raw -2638447.175150 + Penalty 4787.013538 = -2633660.161612 nChanged 4 SP:Iteration 77Q (22982.000000 sec): 3 clusters Score: Raw -2638448.089634 + Penalty 4787.013538 = -2633661.076096 nChanged 3 SP:Iteration 78Q (22982.250000 sec): 3 clusters Score: Raw -2638449.339773 + Penalty 4787.013538 = -2633662.326235 nChanged 5 SP:Iteration 79Q (22982.460000 sec): 3 clusters Score: Raw -2638452.097227 + Penalty 4787.013538 = -2633665.083689 nChanged 9 SP:Iteration 80F (22982.750000 sec): 3 clusters Score: Raw -2638455.809795 + Penalty 4787.013538 = -2633668.796256 nChanged 5 SP:Iteration 81Q (22982.980000 sec): 3 clusters Score: Raw -2638458.130452 + Penalty 4787.013538 = -2633671.116914 nChanged 7 SP:Iteration 82Q (22983.220000 sec): 3 clusters Score: Raw -2638461.559046 + Penalty 4787.013538 = -2633674.545508 nChanged 5 SP:Iteration 83Q (22983.420000 sec): 3 clusters Score: Raw -2638463.375492 + Penalty 4787.013538 = -2633676.361954 nChanged 7 SP:Iteration 84Q (22983.660000 sec): 3 clusters Score: Raw -2638466.253611 + Penalty 4787.013538 = -2633679.240073 nChanged 5 SP:Iteration 85Q (22983.900000 sec): 3 clusters Score: Raw -2638467.955379 + Penalty 4787.013538 = -2633680.941841 nChanged 2 SP:Iteration 86Q (22984.150000 sec): 3 clusters Score: Raw -2638468.636933 + Penalty 4787.013538 = -2633681.623395 nChanged 3 SP:Iteration 87Q (22984.400000 sec): 3 clusters Score: Raw -2638469.907737 + Penalty 4787.013538 = -2633682.894199 nChanged 4 SP:Iteration 88Q (22984.650000 sec): 3 clusters Score: Raw -2638473.038051 + Penalty 4787.013538 = -2633686.024513 nChanged 5 SP:Iteration 89Q (22984.920000 sec): 3 clusters Score: Raw -2638476.775041 + Penalty 4787.013538 = -2633689.761503 nChanged 10 SP:Iteration 90Q (22985.130000 sec): 3 clusters Score: Raw -2638482.116118 + Penalty 4787.013538 = -2633695.102580 nChanged 11 SP:Iteration 91Q (22985.410000 sec): 3 clusters Score: Raw -2638485.994515 + Penalty 4787.013538 = -2633698.980977 nChanged 10 SP:Iteration 92Q (22985.610000 sec): 3 clusters Score: Raw -2638491.292681 + Penalty 4787.013538 = -2633704.279143 nChanged 11 SP:Iteration 93Q (22985.880000 sec): 3 clusters Score: Raw -2638498.218890 + Penalty 4787.013538 = -2633711.205352 nChanged 7 SP:Iteration 94Q (22986.130000 sec): 3 clusters Score: Raw -2638502.454812 + Penalty 4787.013538 = -2633715.441274 nChanged 7 SP:Iteration 95Q (22986.380000 sec): 3 clusters Score: Raw -2638505.196871 + Penalty 4787.013538 = -2633718.183333 nChanged 10 SP:Iteration 96Q (22986.640000 sec): 3 clusters Score: Raw -2638509.877857 + Penalty 4787.013538 = -2633722.864319 nChanged 5 SP:Iteration 97Q (22986.880000 sec): 3 clusters Score: Raw -2638511.291295 + Penalty 4787.013538 = -2633724.277757 nChanged 2 SP:Iteration 98Q (22987.090000 sec): 3 clusters Score: Raw -2638512.988833 + Penalty 4787.013538 = -2633725.975295 nChanged 4 SP:Iteration 99Q (22987.300000 sec): 3 clusters Score: Raw -2638514.842596 + Penalty 4787.013538 = -2633727.829058 nChanged 1 SP:Iteration 100F (22987.590000 sec): 3 clusters Score: Raw -2638515.055815 + Penalty 4787.013538 = -2633728.042277 nChanged 2 SP:Iteration 101Q (22987.850000 sec): 3 clusters Score: Raw -2638515.956651 + Penalty 4787.013538 = -2633728.943113 nChanged 2 SP:Iteration 102Q (22988.110000 sec): 3 clusters Score: Raw -2638517.702106 + Penalty 4787.013538 = -2633730.688568 nChanged 5 SP:Iteration 103Q (22988.370000 sec): 3 clusters Score: Raw -2638522.041048 + Penalty 4787.013538 = -2633735.027510 nChanged 4 SP:Iteration 104Q (22988.580000 sec): 3 clusters Score: Raw -2638523.736620 + Penalty 4787.013538 = -2633736.723082 nChanged 3 SP:Iteration 105Q (22988.800000 sec): 3 clusters Score: Raw -2638525.009353 + Penalty 4787.013538 = -2633737.995815 nChanged 1 SP:Iteration 106Q (22988.960000 sec): 3 clusters Score: Raw -2638525.355513 + Penalty 4787.013538 = -2633738.341975 nChanged 0 SP:Iteration 107F (22989.250000 sec): 3 clusters Score: Raw -2638525.355513 + Penalty 4787.013538 = -2633738.341975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22989.300000 sec): 2 clusters Score: Raw -46273.047396 + Penalty 1425.849461 = -44847.197936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22989.460000 sec): 3 clusters Score: Raw -46485.593933 + Penalty 2851.698921 = -43633.895012 nChanged 47 SP:Iteration 1F (22989.620000 sec): 3 clusters Score: Raw -46720.421315 + Penalty 2851.698921 = -43868.722394 nChanged 24 SP:Iteration 2F (22989.760000 sec): 3 clusters Score: Raw -47044.984603 + Penalty 2851.698921 = -44193.285682 nChanged 14 SP:Iteration 3Q (22989.880000 sec): 3 clusters Score: Raw -47150.965356 + Penalty 2851.698921 = -44299.266435 nChanged 13 SP:Iteration 4Q (22990.030000 sec): 3 clusters Score: Raw -47234.902987 + Penalty 2851.698921 = -44383.204066 nChanged 10 SP:Iteration 5Q (22990.200000 sec): 3 clusters Score: Raw -47344.498006 + Penalty 2851.698921 = -44492.799085 nChanged 7 SP:Iteration 6Q (22990.360000 sec): 3 clusters Score: Raw -47537.660867 + Penalty 2851.698921 = -44685.961946 nChanged 7 SP:Iteration 7Q (22990.500000 sec): 3 clusters Score: Raw -47691.986170 + Penalty 2851.698921 = -44840.287249 nChanged 5 SP:Iteration 8Q (22990.660000 sec): 3 clusters Score: Raw -47717.818176 + Penalty 2851.698921 = -44866.119255 nChanged 4 SP:Iteration 9Q (22990.840000 sec): 3 clusters Score: Raw -47739.204582 + Penalty 2851.698921 = -44887.505661 nChanged 3 SP:Iteration 10Q (22990.990000 sec): 3 clusters Score: Raw -47754.679847 + Penalty 2851.698921 = -44902.980926 nChanged 4 SP:Iteration 11Q (22991.140000 sec): 3 clusters Score: Raw -47776.449411 + Penalty 2851.698921 = -44924.750490 nChanged 2 SP:Iteration 12Q (22991.320000 sec): 3 clusters Score: Raw -47785.424774 + Penalty 2851.698921 = -44933.725853 nChanged 0 SP:Iteration 13F (22991.490000 sec): 3 clusters Score: Raw -47785.424774 + Penalty 2851.698921 = -44933.725853 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22991.590000 sec): 2 clusters Score: Raw -686115.827485 + Penalty 2045.700102 = -684070.127383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22991.750000 sec): 3 clusters Score: Raw -684402.079161 + Penalty 4091.400204 = -680310.678957 nChanged 1397 SP:Iteration 1F (22991.950000 sec): 3 clusters Score: Raw -685296.766323 + Penalty 4091.400204 = -681205.366119 nChanged 330 SP:Iteration 2F (22992.090000 sec): 3 clusters Score: Raw -685554.203908 + Penalty 4091.400204 = -681462.803704 nChanged 222 SP:Iteration 3F (22992.240000 sec): 3 clusters Score: Raw -685724.089317 + Penalty 4091.400204 = -681632.689113 nChanged 178 SP:Iteration 4Q (22992.430000 sec): 3 clusters Score: Raw -685856.083911 + Penalty 4091.400204 = -681764.683707 nChanged 144 SP:Iteration 5Q (22992.680000 sec): 3 clusters Score: Raw -685968.592204 + Penalty 4091.400204 = -681877.192000 nChanged 135 SP:Iteration 6Q (22992.800000 sec): 3 clusters Score: Raw -686070.106944 + Penalty 4091.400204 = -681978.706740 nChanged 137 SP:Iteration 7Q (22992.980000 sec): 3 clusters Score: Raw -686171.961985 + Penalty 4091.400204 = -682080.561781 nChanged 140 SP:Iteration 8Q (22993.160000 sec): 3 clusters Score: Raw -686292.197485 + Penalty 4091.400204 = -682200.797281 nChanged 144 SP:Iteration 9Q (22993.300000 sec): 3 clusters Score: Raw -686412.952825 + Penalty 4091.400204 = -682321.552621 nChanged 147 SP:Iteration 10Q (22993.430000 sec): 3 clusters Score: Raw -686549.006575 + Penalty 4091.400204 = -682457.606371 nChanged 150 SP:Iteration 11Q (22993.570000 sec): 3 clusters Score: Raw -686698.291776 + Penalty 4091.400204 = -682606.891572 nChanged 141 SP:Iteration 12Q (22993.780000 sec): 3 clusters Score: Raw -686843.521053 + Penalty 4091.400204 = -682752.120849 nChanged 108 SP:Iteration 13Q (22993.920000 sec): 3 clusters Score: Raw -686949.914273 + Penalty 4091.400204 = -682858.514069 nChanged 85 SP:Iteration 14Q (22994.120000 sec): 3 clusters Score: Raw -687043.101651 + Penalty 4091.400204 = -682951.701447 nChanged 64 SP:Iteration 15Q (22994.260000 sec): 3 clusters Score: Raw -687105.969413 + Penalty 4091.400204 = -683014.569210 nChanged 48 SP:Iteration 16Q (22994.420000 sec): 3 clusters Score: Raw -687152.188938 + Penalty 4091.400204 = -683060.788734 nChanged 33 SP:Iteration 17Q (22994.620000 sec): 3 clusters Score: Raw -687183.532667 + Penalty 4091.400204 = -683092.132463 nChanged 18 SP:Iteration 18Q (22994.790000 sec): 3 clusters Score: Raw -687202.748982 + Penalty 4091.400204 = -683111.348778 nChanged 15 SP:Iteration 19Q (22994.960000 sec): 3 clusters Score: Raw -687216.794973 + Penalty 4091.400204 = -683125.394769 nChanged 11 SP:Iteration 20F (22995.110000 sec): 3 clusters Score: Raw -687224.418616 + Penalty 4091.400204 = -683133.018413 nChanged 9 SP:Iteration 21Q (22995.280000 sec): 3 clusters Score: Raw -687229.772389 + Penalty 4091.400204 = -683138.372185 nChanged 4 SP:Iteration 22Q (22995.460000 sec): 3 clusters Score: Raw -687231.311268 + Penalty 4091.400204 = -683139.911064 nChanged 1 SP:Iteration 23Q (22995.640000 sec): 3 clusters Score: Raw -687232.062213 + Penalty 4091.400204 = -683140.662009 nChanged 2 SP:Iteration 24Q (22995.840000 sec): 3 clusters Score: Raw -687233.269110 + Penalty 4091.400204 = -683141.868906 nChanged 2 SP:Iteration 25Q (22995.990000 sec): 3 clusters Score: Raw -687234.594990 + Penalty 4091.400204 = -683143.194786 nChanged 1 SP:Iteration 26Q (22996.130000 sec): 3 clusters Score: Raw -687235.588438 + Penalty 4091.400204 = -683144.188234 nChanged 4 SP:Iteration 27Q (22996.330000 sec): 3 clusters Score: Raw -687237.641530 + Penalty 4091.400204 = -683146.241326 nChanged 1 SP:Iteration 28Q (22996.510000 sec): 3 clusters Score: Raw -687238.094226 + Penalty 4091.400204 = -683146.694022 nChanged 0 SP:Iteration 29F (22996.660000 sec): 3 clusters Score: Raw -687238.094226 + Penalty 4091.400204 = -683146.694022 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22996.720000 sec): 2 clusters Score: Raw -14538.685604 + Penalty 1237.627282 = -13301.058322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22996.880000 sec): 3 clusters Score: Raw -15045.218457 + Penalty 2475.254563 = -12569.963894 nChanged 22 SP:Iteration 1F (22997.020000 sec): 3 clusters Score: Raw -15198.229952 + Penalty 2475.254563 = -12722.975389 nChanged 2 SP:Iteration 2Q (22997.180000 sec): 3 clusters Score: Raw -15205.834436 + Penalty 2475.254563 = -12730.579873 nChanged 1 SP:Iteration 3Q (22997.300000 sec): 3 clusters Score: Raw -15223.730392 + Penalty 2475.254563 = -12748.475829 nChanged 0 SP:Iteration 4F (22997.480000 sec): 3 clusters Score: Raw -15223.730392 + Penalty 2475.254563 = -12748.475829 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22997.530000 sec): 2 clusters Score: Raw -30959.215138 + Penalty 1318.893758 = -29640.321379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22997.660000 sec): 3 clusters Score: Raw -31168.886568 + Penalty 2637.787517 = -28531.099051 nChanged 15 SP:Iteration 1F (22997.830000 sec): 3 clusters Score: Raw -31249.126733 + Penalty 2637.787517 = -28611.339216 nChanged 2 SP:Iteration 2Q (22997.910000 sec): 3 clusters Score: Raw -31262.505377 + Penalty 2637.787517 = -28624.717860 nChanged 1 SP:Iteration 3Q (22998.070000 sec): 3 clusters Score: Raw -31265.189330 + Penalty 2637.787517 = -28627.401813 nChanged 0 SP:Iteration 4F (22998.230000 sec): 3 clusters Score: Raw -31265.189330 + Penalty 2637.787517 = -28627.401813 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22998.310000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22998.480000 sec): 3 clusters Score: Raw -54126.600952 + Penalty 2894.066126 = -51232.534827 nChanged 51 SP:Iteration 1F (22998.630000 sec): 3 clusters Score: Raw -54256.741793 + Penalty 2894.066126 = -51362.675667 nChanged 15 SP:Iteration 2Q (22998.790000 sec): 3 clusters Score: Raw -54310.710408 + Penalty 2894.066126 = -51416.644282 nChanged 6 SP:Iteration 3Q (22998.950000 sec): 3 clusters Score: Raw -54341.815706 + Penalty 2894.066126 = -51447.749581 nChanged 5 SP:Iteration 4Q (22999.110000 sec): 3 clusters Score: Raw -54355.822273 + Penalty 2894.066126 = -51461.756148 nChanged 5 SP:Iteration 5Q (22999.270000 sec): 3 clusters Score: Raw -54372.775294 + Penalty 2894.066126 = -51478.709168 nChanged 2 SP:Iteration 6Q (22999.430000 sec): 3 clusters Score: Raw -54382.344056 + Penalty 2894.066126 = -51488.277930 nChanged 0 SP:Iteration 7F (22999.590000 sec): 3 clusters Score: Raw -54382.344056 + Penalty 2894.066126 = -51488.277930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22999.670000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22999.830000 sec): 3 clusters Score: Raw -23127.014797 + Penalty 2495.097209 = -20631.917588 nChanged 7 SP:Iteration 1Q (22999.990000 sec): 3 clusters Score: Raw -23200.961711 + Penalty 2495.097209 = -20705.864502 nChanged 2 SP:Iteration 2Q (23000.150000 sec): 3 clusters Score: Raw -23211.276304 + Penalty 2495.097209 = -20716.179095 nChanged 0 SP:Iteration 3F (23000.310000 sec): 3 clusters Score: Raw -23211.276304 + Penalty 2495.097209 = -20716.179095 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23001.000000 sec): 2 clusters Score: Raw -17748773.421136 + Penalty 2861.602538 = -17745911.818598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23001.810000 sec): 3 clusters Score: Raw -17683172.043380 + Penalty 5723.205075 = -17677448.838305 nChanged 48479 SP:Iteration 1F (23002.830000 sec): 3 clusters Score: Raw -17711343.715565 + Penalty 5723.205075 = -17705620.510490 nChanged 3757 SP:Iteration 2Q (23003.720000 sec): 3 clusters Score: Raw -17712471.840768 + Penalty 5723.205075 = -17706748.635693 nChanged 3947 SP:Iteration 3Q (23004.690000 sec): 3 clusters Score: Raw -17713851.287508 + Penalty 5723.205075 = -17708128.082433 nChanged 4278 SP:Iteration 4Q (23005.600000 sec): 3 clusters Score: Raw -17715475.212160 + Penalty 5723.205075 = -17709752.007085 nChanged 4475 SP:Iteration 5Q (23006.640000 sec): 3 clusters Score: Raw -17717284.781530 + Penalty 5723.205075 = -17711561.576455 nChanged 4692 SP:Iteration 6Q (23007.550000 sec): 3 clusters Score: Raw -17719240.288513 + Penalty 5723.205075 = -17713517.083438 nChanged 4913 SP:Iteration 7Q (23008.580000 sec): 3 clusters Score: Raw -17721322.055638 + Penalty 5723.205075 = -17715598.850563 nChanged 4838 SP:Iteration 8Q (23009.440000 sec): 3 clusters Score: Raw -17723398.876372 + Penalty 5723.205075 = -17717675.671297 nChanged 4591 SP:Iteration 9Q (23010.480000 sec): 3 clusters Score: Raw -17725320.491774 + Penalty 5723.205075 = -17719597.286699 nChanged 4289 SP:Iteration 10Q (23011.450000 sec): 3 clusters Score: Raw -17727093.742438 + Penalty 5723.205075 = -17721370.537363 nChanged 3962 SP:Iteration 11Q (23012.440000 sec): 3 clusters Score: Raw -17728706.291259 + Penalty 5723.205075 = -17722983.086184 nChanged 3727 SP:Iteration 12Q (23013.290000 sec): 3 clusters Score: Raw -17730231.063923 + Penalty 5723.205075 = -17724507.858848 nChanged 3327 SP:Iteration 13Q (23014.310000 sec): 3 clusters Score: Raw -17731632.901413 + Penalty 5723.205075 = -17725909.696338 nChanged 2951 SP:Iteration 14Q (23015.190000 sec): 3 clusters Score: Raw -17732818.585648 + Penalty 5723.205075 = -17727095.380573 nChanged 2428 SP:Iteration 15Q (23016.200000 sec): 3 clusters Score: Raw -17733681.004660 + Penalty 5723.205075 = -17727957.799585 nChanged 1921 SP:Iteration 16Q (23017.160000 sec): 3 clusters Score: Raw -17734274.830872 + Penalty 5723.205075 = -17728551.625797 nChanged 1484 SP:Iteration 17Q (23018.150000 sec): 3 clusters Score: Raw -17734654.283648 + Penalty 5723.205075 = -17728931.078573 nChanged 1267 SP:Iteration 18Q (23019.180000 sec): 3 clusters Score: Raw -17734936.727256 + Penalty 5723.205075 = -17729213.522181 nChanged 1196 SP:Iteration 19Q (23019.970000 sec): 3 clusters Score: Raw -17735173.923074 + Penalty 5723.205075 = -17729450.717999 nChanged 1192 SP:Iteration 20F (23020.890000 sec): 3 clusters Score: Raw -17735408.395628 + Penalty 5723.205075 = -17729685.190553 nChanged 1205 SP:Iteration 21Q (23021.710000 sec): 3 clusters Score: Raw -17735643.730103 + Penalty 5723.205075 = -17729920.525028 nChanged 1315 SP:Iteration 22Q (23022.730000 sec): 3 clusters Score: Raw -17735929.101488 + Penalty 5723.205075 = -17730205.896413 nChanged 1427 SP:Iteration 23Q (23023.650000 sec): 3 clusters Score: Raw -17736259.827675 + Penalty 5723.205075 = -17730536.622600 nChanged 1508 SP:Iteration 24Q (23024.660000 sec): 3 clusters Score: Raw -17736619.170432 + Penalty 5723.205075 = -17730895.965357 nChanged 1528 SP:Iteration 25Q (23025.710000 sec): 3 clusters Score: Raw -17736995.640013 + Penalty 5723.205075 = -17731272.434938 nChanged 1636 SP:Iteration 26Q (23026.490000 sec): 3 clusters Score: Raw -17737425.701515 + Penalty 5723.205075 = -17731702.496440 nChanged 1728 SP:Iteration 27Q (23027.520000 sec): 3 clusters Score: Raw -17737910.916571 + Penalty 5723.205075 = -17732187.711496 nChanged 1760 SP:Iteration 28Q (23028.410000 sec): 3 clusters Score: Raw -17738436.522375 + Penalty 5723.205075 = -17732713.317300 nChanged 1759 SP:Iteration 29Q (23029.400000 sec): 3 clusters Score: Raw -17738986.179715 + Penalty 5723.205075 = -17733262.974640 nChanged 1761 SP:Iteration 30Q (23030.410000 sec): 3 clusters Score: Raw -17739562.484656 + Penalty 5723.205075 = -17733839.279581 nChanged 1751 SP:Iteration 31Q (23031.260000 sec): 3 clusters Score: Raw -17740153.055127 + Penalty 5723.205075 = -17734429.850052 nChanged 1741 SP:Iteration 32Q (23032.220000 sec): 3 clusters Score: Raw -17740763.460252 + Penalty 5723.205075 = -17735040.255177 nChanged 1729 SP:Iteration 33Q (23033.190000 sec): 3 clusters Score: Raw -17741401.047715 + Penalty 5723.205075 = -17735677.842640 nChanged 1764 SP:Iteration 34Q (23034.060000 sec): 3 clusters Score: Raw -17742069.041157 + Penalty 5723.205075 = -17736345.836082 nChanged 1723 SP:Iteration 35Q (23035.040000 sec): 3 clusters Score: Raw -17742738.342569 + Penalty 5723.205075 = -17737015.137494 nChanged 1693 SP:Iteration 36Q (23035.880000 sec): 3 clusters Score: Raw -17743424.640210 + Penalty 5723.205075 = -17737701.435135 nChanged 1521 SP:Iteration 37Q (23036.810000 sec): 3 clusters Score: Raw -17744024.125763 + Penalty 5723.205075 = -17738300.920688 nChanged 1404 SP:Iteration 38Q (23037.770000 sec): 3 clusters Score: Raw -17744575.578450 + Penalty 5723.205075 = -17738852.373375 nChanged 1279 SP:Iteration 39Q (23038.540000 sec): 3 clusters Score: Raw -17745052.763684 + Penalty 5723.205075 = -17739329.558609 nChanged 1131 SP:Iteration 40F (23039.560000 sec): 3 clusters Score: Raw -17745501.943528 + Penalty 5723.205075 = -17739778.738453 nChanged 1051 SP:Iteration 41Q (23040.350000 sec): 3 clusters Score: Raw -17745899.431514 + Penalty 5723.205075 = -17740176.226438 nChanged 1004 SP:Iteration 42Q (23041.300000 sec): 3 clusters Score: Raw -17746272.087057 + Penalty 5723.205075 = -17740548.881982 nChanged 891 SP:Iteration 43Q (23042.280000 sec): 3 clusters Score: Raw -17746590.028482 + Penalty 5723.205075 = -17740866.823407 nChanged 803 SP:Iteration 44Q (23043.100000 sec): 3 clusters Score: Raw -17746876.809146 + Penalty 5723.205075 = -17741153.604071 nChanged 719 SP:Iteration 45Q (23043.950000 sec): 3 clusters Score: Raw -17747130.413500 + Penalty 5723.205075 = -17741407.208425 nChanged 648 SP:Iteration 46Q (23044.760000 sec): 3 clusters Score: Raw -17747349.560485 + Penalty 5723.205075 = -17741626.355410 nChanged 554 SP:Iteration 47Q (23045.590000 sec): 3 clusters Score: Raw -17747527.987966 + Penalty 5723.205075 = -17741804.782891 nChanged 490 SP:Iteration 48Q (23046.420000 sec): 3 clusters Score: Raw -17747679.420989 + Penalty 5723.205075 = -17741956.215914 nChanged 432 SP:Iteration 49Q (23047.110000 sec): 3 clusters Score: Raw -17747813.939652 + Penalty 5723.205075 = -17742090.734577 nChanged 414 SP:Iteration 50Q (23047.930000 sec): 3 clusters Score: Raw -17747940.408877 + Penalty 5723.205075 = -17742217.203802 nChanged 384 SP:Iteration 51Q (23048.720000 sec): 3 clusters Score: Raw -17748065.098182 + Penalty 5723.205075 = -17742341.893107 nChanged 373 SP:Iteration 52Q (23049.640000 sec): 3 clusters Score: Raw -17748194.479789 + Penalty 5723.205075 = -17742471.274714 nChanged 330 SP:Iteration 53Q (23050.510000 sec): 3 clusters Score: Raw -17748305.403972 + Penalty 5723.205075 = -17742582.198897 nChanged 289 SP:Iteration 54Q (23051.410000 sec): 3 clusters Score: Raw -17748403.560948 + Penalty 5723.205075 = -17742680.355873 nChanged 276 SP:Iteration 55Q (23052.300000 sec): 3 clusters Score: Raw -17748505.900943 + Penalty 5723.205075 = -17742782.695868 nChanged 253 SP:Iteration 56Q (23053.220000 sec): 3 clusters Score: Raw -17748591.263348 + Penalty 5723.205075 = -17742868.058273 nChanged 214 SP:Iteration 57Q (23054.050000 sec): 3 clusters Score: Raw -17748660.100688 + Penalty 5723.205075 = -17742936.895613 nChanged 188 SP:Iteration 58Q (23054.940000 sec): 3 clusters Score: Raw -17748716.279424 + Penalty 5723.205075 = -17742993.074349 nChanged 164 SP:Iteration 59Q (23055.710000 sec): 3 clusters Score: Raw -17748762.903969 + Penalty 5723.205075 = -17743039.698894 nChanged 141 SP:Iteration 60F (23056.690000 sec): 3 clusters Score: Raw -17748804.662827 + Penalty 5723.205075 = -17743081.457752 nChanged 120 SP:Iteration 61Q (23057.610000 sec): 3 clusters Score: Raw -17748839.900124 + Penalty 5723.205075 = -17743116.695049 nChanged 117 SP:Iteration 62Q (23058.540000 sec): 3 clusters Score: Raw -17748873.976254 + Penalty 5723.205075 = -17743150.771179 nChanged 111 SP:Iteration 63Q (23059.510000 sec): 3 clusters Score: Raw -17748906.209814 + Penalty 5723.205075 = -17743183.004739 nChanged 101 SP:Iteration 64Q (23060.280000 sec): 3 clusters Score: Raw -17748934.557207 + Penalty 5723.205075 = -17743211.352132 nChanged 89 SP:Iteration 65Q (23061.190000 sec): 3 clusters Score: Raw -17748961.388931 + Penalty 5723.205075 = -17743238.183855 nChanged 92 SP:Iteration 66Q (23061.980000 sec): 3 clusters Score: Raw -17748983.005039 + Penalty 5723.205075 = -17743259.799964 nChanged 70 SP:Iteration 67Q (23062.710000 sec): 3 clusters Score: Raw -17749002.262601 + Penalty 5723.205075 = -17743279.057526 nChanged 82 SP:Iteration 68Q (23063.520000 sec): 3 clusters Score: Raw -17749027.386219 + Penalty 5723.205075 = -17743304.181144 nChanged 75 SP:Iteration 69Q (23064.270000 sec): 3 clusters Score: Raw -17749050.771334 + Penalty 5723.205075 = -17743327.566259 nChanged 87 SP:Iteration 70Q (23064.980000 sec): 3 clusters Score: Raw -17749076.860239 + Penalty 5723.205075 = -17743353.655164 nChanged 82 SP:Iteration 71Q (23065.740000 sec): 3 clusters Score: Raw -17749102.361475 + Penalty 5723.205075 = -17743379.156400 nChanged 85 SP:Iteration 72Q (23066.500000 sec): 3 clusters Score: Raw -17749127.899272 + Penalty 5723.205075 = -17743404.694197 nChanged 72 SP:Iteration 73Q (23067.240000 sec): 3 clusters Score: Raw -17749149.270308 + Penalty 5723.205075 = -17743426.065233 nChanged 60 SP:Iteration 74Q (23068.000000 sec): 3 clusters Score: Raw -17749167.016629 + Penalty 5723.205075 = -17743443.811554 nChanged 61 SP:Iteration 75Q (23068.710000 sec): 3 clusters Score: Raw -17749185.101527 + Penalty 5723.205075 = -17743461.896452 nChanged 54 SP:Iteration 76Q (23069.470000 sec): 3 clusters Score: Raw -17749200.909639 + Penalty 5723.205075 = -17743477.704564 nChanged 47 SP:Iteration 77Q (23070.270000 sec): 3 clusters Score: Raw -17749213.820359 + Penalty 5723.205075 = -17743490.615284 nChanged 33 SP:Iteration 78Q (23071.050000 sec): 3 clusters Score: Raw -17749223.316702 + Penalty 5723.205075 = -17743500.111627 nChanged 34 SP:Iteration 79Q (23071.780000 sec): 3 clusters Score: Raw -17749232.942045 + Penalty 5723.205075 = -17743509.736970 nChanged 35 SP:Iteration 80F (23072.600000 sec): 3 clusters Score: Raw -17749242.889140 + Penalty 5723.205075 = -17743519.684065 nChanged 22 SP:Iteration 81Q (23073.410000 sec): 3 clusters Score: Raw -17749247.830621 + Penalty 5723.205075 = -17743524.625546 nChanged 21 SP:Iteration 82Q (23074.210000 sec): 3 clusters Score: Raw -17749253.025804 + Penalty 5723.205075 = -17743529.820729 nChanged 17 SP:Iteration 83Q (23075.020000 sec): 3 clusters Score: Raw -17749257.368533 + Penalty 5723.205075 = -17743534.163458 nChanged 19 SP:Iteration 84Q (23075.860000 sec): 3 clusters Score: Raw -17749261.840426 + Penalty 5723.205075 = -17743538.635351 nChanged 9 SP:Iteration 85Q (23076.650000 sec): 3 clusters Score: Raw -17749263.737254 + Penalty 5723.205075 = -17743540.532179 nChanged 5 SP:Iteration 86Q (23077.560000 sec): 3 clusters Score: Raw -17749264.610558 + Penalty 5723.205075 = -17743541.405483 nChanged 3 SP:Iteration 87Q (23078.320000 sec): 3 clusters Score: Raw -17749265.410714 + Penalty 5723.205075 = -17743542.205639 nChanged 6 SP:Iteration 88Q (23079.130000 sec): 3 clusters Score: Raw -17749266.706953 + Penalty 5723.205075 = -17743543.501878 nChanged 8 SP:Iteration 89Q (23079.860000 sec): 3 clusters Score: Raw -17749268.079297 + Penalty 5723.205075 = -17743544.874222 nChanged 4 SP:Iteration 90Q (23080.630000 sec): 3 clusters Score: Raw -17749269.143835 + Penalty 5723.205075 = -17743545.938760 nChanged 5 SP:Iteration 91Q (23081.380000 sec): 3 clusters Score: Raw -17749270.223293 + Penalty 5723.205075 = -17743547.018218 nChanged 3 SP:Iteration 92Q (23082.170000 sec): 3 clusters Score: Raw -17749270.786195 + Penalty 5723.205075 = -17743547.581120 nChanged 3 SP:Iteration 93Q (23082.950000 sec): 3 clusters Score: Raw -17749271.347339 + Penalty 5723.205075 = -17743548.142263 nChanged 1 SP:Iteration 94Q (23083.740000 sec): 3 clusters Score: Raw -17749271.612609 + Penalty 5723.205075 = -17743548.407534 nChanged 3 SP:Iteration 95Q (23084.430000 sec): 3 clusters Score: Raw -17749272.218934 + Penalty 5723.205075 = -17743549.013859 nChanged 3 SP:Iteration 96Q (23085.190000 sec): 3 clusters Score: Raw -17749272.777756 + Penalty 5723.205075 = -17743549.572681 nChanged 6 SP:Iteration 97Q (23086.000000 sec): 3 clusters Score: Raw -17749273.518455 + Penalty 5723.205075 = -17743550.313380 nChanged 3 SP:Iteration 98Q (23086.790000 sec): 3 clusters Score: Raw -17749273.927941 + Penalty 5723.205075 = -17743550.722866 nChanged 2 SP:Iteration 99Q (23087.630000 sec): 3 clusters Score: Raw -17749274.330592 + Penalty 5723.205075 = -17743551.125517 nChanged 1 SP:Iteration 100F (23088.500000 sec): 3 clusters Score: Raw -17749274.563255 + Penalty 5723.205075 = -17743551.358180 nChanged 2 SP:Iteration 101Q (23089.270000 sec): 3 clusters Score: Raw -17749274.978903 + Penalty 5723.205075 = -17743551.773828 nChanged 1 SP:Iteration 102Q (23090.030000 sec): 3 clusters Score: Raw -17749275.122796 + Penalty 5723.205075 = -17743551.917721 nChanged 0 SP:Iteration 103F (23090.970000 sec): 3 clusters Score: Raw -17749275.122796 + Penalty 5723.205075 = -17743551.917721 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23091.090000 sec): 2 clusters Score: Raw -1586457.881337 + Penalty 2268.132404 = -1584189.748933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23091.320000 sec): 3 clusters Score: Raw -1581481.025549 + Penalty 4536.264809 = -1576944.760741 nChanged 3829 SP:Iteration 1F (23091.530000 sec): 3 clusters Score: Raw -1583794.864226 + Penalty 4536.264809 = -1579258.599417 nChanged 819 SP:Iteration 2F (23091.750000 sec): 3 clusters Score: Raw -1584627.210549 + Penalty 4536.264809 = -1580090.945741 nChanged 832 SP:Iteration 3F (23091.930000 sec): 3 clusters Score: Raw -1585519.386582 + Penalty 4536.264809 = -1580983.121773 nChanged 796 SP:Iteration 4F (23092.110000 sec): 3 clusters Score: Raw -1586267.028428 + Penalty 4536.264809 = -1581730.763620 nChanged 650 SP:Iteration 5F (23092.310000 sec): 3 clusters Score: Raw -1586787.387174 + Penalty 4536.264809 = -1582251.122365 nChanged 474 SP:Iteration 6F (23092.540000 sec): 3 clusters Score: Raw -1587108.825254 + Penalty 4536.264809 = -1582572.560445 nChanged 325 SP:Iteration 7Q (23092.790000 sec): 3 clusters Score: Raw -1587306.608532 + Penalty 4536.264809 = -1582770.343723 nChanged 199 SP:Iteration 8Q (23092.990000 sec): 3 clusters Score: Raw -1587404.079418 + Penalty 4536.264809 = -1582867.814609 nChanged 135 SP:Iteration 9Q (23093.190000 sec): 3 clusters Score: Raw -1587461.731140 + Penalty 4536.264809 = -1582925.466332 nChanged 97 SP:Iteration 10Q (23093.430000 sec): 3 clusters Score: Raw -1587496.963078 + Penalty 4536.264809 = -1582960.698270 nChanged 64 SP:Iteration 11Q (23093.650000 sec): 3 clusters Score: Raw -1587519.625427 + Penalty 4536.264809 = -1582983.360618 nChanged 62 SP:Iteration 12Q (23093.830000 sec): 3 clusters Score: Raw -1587539.240367 + Penalty 4536.264809 = -1583002.975558 nChanged 40 SP:Iteration 13Q (23094.060000 sec): 3 clusters Score: Raw -1587552.841472 + Penalty 4536.264809 = -1583016.576663 nChanged 44 SP:Iteration 14Q (23094.310000 sec): 3 clusters Score: Raw -1587568.472617 + Penalty 4536.264809 = -1583032.207808 nChanged 49 SP:Iteration 15Q (23094.510000 sec): 3 clusters Score: Raw -1587584.544029 + Penalty 4536.264809 = -1583048.279220 nChanged 46 SP:Iteration 16Q (23094.760000 sec): 3 clusters Score: Raw -1587597.558836 + Penalty 4536.264809 = -1583061.294027 nChanged 37 SP:Iteration 17Q (23095.010000 sec): 3 clusters Score: Raw -1587608.777492 + Penalty 4536.264809 = -1583072.512683 nChanged 32 SP:Iteration 18Q (23095.190000 sec): 3 clusters Score: Raw -1587617.830570 + Penalty 4536.264809 = -1583081.565761 nChanged 26 SP:Iteration 19Q (23095.440000 sec): 3 clusters Score: Raw -1587622.893564 + Penalty 4536.264809 = -1583086.628756 nChanged 18 SP:Iteration 20F (23095.590000 sec): 3 clusters Score: Raw -1587626.736970 + Penalty 4536.264809 = -1583090.472161 nChanged 19 SP:Iteration 21Q (23095.820000 sec): 3 clusters Score: Raw -1587631.835718 + Penalty 4536.264809 = -1583095.570909 nChanged 29 SP:Iteration 22Q (23096.010000 sec): 3 clusters Score: Raw -1587639.205619 + Penalty 4536.264809 = -1583102.940811 nChanged 20 SP:Iteration 23Q (23096.240000 sec): 3 clusters Score: Raw -1587644.416748 + Penalty 4536.264809 = -1583108.151939 nChanged 24 SP:Iteration 24Q (23096.440000 sec): 3 clusters Score: Raw -1587651.641438 + Penalty 4536.264809 = -1583115.376629 nChanged 19 SP:Iteration 25Q (23096.670000 sec): 3 clusters Score: Raw -1587657.185516 + Penalty 4536.264809 = -1583120.920707 nChanged 15 SP:Iteration 26Q (23096.840000 sec): 3 clusters Score: Raw -1587661.339202 + Penalty 4536.264809 = -1583125.074394 nChanged 15 SP:Iteration 27Q (23097.070000 sec): 3 clusters Score: Raw -1587664.805430 + Penalty 4536.264809 = -1583128.540622 nChanged 9 SP:Iteration 28Q (23097.270000 sec): 3 clusters Score: Raw -1587666.770025 + Penalty 4536.264809 = -1583130.505216 nChanged 12 SP:Iteration 29Q (23097.460000 sec): 3 clusters Score: Raw -1587669.592851 + Penalty 4536.264809 = -1583133.328042 nChanged 13 SP:Iteration 30Q (23097.650000 sec): 3 clusters Score: Raw -1587672.607699 + Penalty 4536.264809 = -1583136.342890 nChanged 12 SP:Iteration 31Q (23097.850000 sec): 3 clusters Score: Raw -1587675.725454 + Penalty 4536.264809 = -1583139.460645 nChanged 10 SP:Iteration 32Q (23098.090000 sec): 3 clusters Score: Raw -1587678.402658 + Penalty 4536.264809 = -1583142.137849 nChanged 10 SP:Iteration 33Q (23098.260000 sec): 3 clusters Score: Raw -1587680.679087 + Penalty 4536.264809 = -1583144.414278 nChanged 9 SP:Iteration 34Q (23098.460000 sec): 3 clusters Score: Raw -1587683.029876 + Penalty 4536.264809 = -1583146.765068 nChanged 8 SP:Iteration 35Q (23098.680000 sec): 3 clusters Score: Raw -1587685.092351 + Penalty 4536.264809 = -1583148.827543 nChanged 9 SP:Iteration 36Q (23098.930000 sec): 3 clusters Score: Raw -1587687.432713 + Penalty 4536.264809 = -1583151.167905 nChanged 9 SP:Iteration 37Q (23099.100000 sec): 3 clusters Score: Raw -1587689.927650 + Penalty 4536.264809 = -1583153.662842 nChanged 12 SP:Iteration 38Q (23099.300000 sec): 3 clusters Score: Raw -1587692.975814 + Penalty 4536.264809 = -1583156.711005 nChanged 10 SP:Iteration 39Q (23099.520000 sec): 3 clusters Score: Raw -1587696.656578 + Penalty 4536.264809 = -1583160.391770 nChanged 17 SP:Iteration 40F (23099.700000 sec): 3 clusters Score: Raw -1587701.189206 + Penalty 4536.264809 = -1583164.924398 nChanged 17 SP:Iteration 41Q (23099.900000 sec): 3 clusters Score: Raw -1587706.831690 + Penalty 4536.264809 = -1583170.566882 nChanged 19 SP:Iteration 42Q (23100.080000 sec): 3 clusters Score: Raw -1587713.098361 + Penalty 4536.264809 = -1583176.833553 nChanged 16 SP:Iteration 43Q (23100.330000 sec): 3 clusters Score: Raw -1587718.072806 + Penalty 4536.264809 = -1583181.807997 nChanged 13 SP:Iteration 44Q (23100.540000 sec): 3 clusters Score: Raw -1587721.668361 + Penalty 4536.264809 = -1583185.403552 nChanged 11 SP:Iteration 45Q (23100.740000 sec): 3 clusters Score: Raw -1587724.205211 + Penalty 4536.264809 = -1583187.940403 nChanged 8 SP:Iteration 46Q (23100.940000 sec): 3 clusters Score: Raw -1587726.133359 + Penalty 4536.264809 = -1583189.868550 nChanged 9 SP:Iteration 47Q (23101.170000 sec): 3 clusters Score: Raw -1587728.324745 + Penalty 4536.264809 = -1583192.059937 nChanged 10 SP:Iteration 48Q (23101.370000 sec): 3 clusters Score: Raw -1587731.477978 + Penalty 4536.264809 = -1583195.213170 nChanged 11 SP:Iteration 49Q (23101.630000 sec): 3 clusters Score: Raw -1587733.947328 + Penalty 4536.264809 = -1583197.682519 nChanged 5 SP:Iteration 50Q (23101.800000 sec): 3 clusters Score: Raw -1587735.389678 + Penalty 4536.264809 = -1583199.124869 nChanged 3 SP:Iteration 51Q (23101.960000 sec): 3 clusters Score: Raw -1587736.056072 + Penalty 4536.264809 = -1583199.791264 nChanged 2 SP:Iteration 52Q (23102.140000 sec): 3 clusters Score: Raw -1587736.689224 + Penalty 4536.264809 = -1583200.424416 nChanged 1 SP:Iteration 53Q (23102.370000 sec): 3 clusters Score: Raw -1587736.798331 + Penalty 4536.264809 = -1583200.533522 nChanged 1 SP:Iteration 54Q (23102.600000 sec): 3 clusters Score: Raw -1587736.904418 + Penalty 4536.264809 = -1583200.639610 nChanged 0 SP:Iteration 55F (23102.790000 sec): 3 clusters Score: Raw -1587736.904418 + Penalty 4536.264809 = -1583200.639610 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23102.910000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23103.010000 sec): 3 clusters Score: Raw -41337.465849 + Penalty 2771.275335 = -38566.190514 nChanged 30 SP:Iteration 1F (23103.200000 sec): 3 clusters Score: Raw -41568.249972 + Penalty 2771.275335 = -38796.974638 nChanged 9 SP:Iteration 2Q (23103.320000 sec): 3 clusters Score: Raw -41604.547185 + Penalty 2771.275335 = -38833.271850 nChanged 2 SP:Iteration 3Q (23103.440000 sec): 3 clusters Score: Raw -41617.934904 + Penalty 2771.275335 = -38846.659570 nChanged 2 SP:Iteration 4Q (23103.570000 sec): 3 clusters Score: Raw -41626.000557 + Penalty 2771.275335 = -38854.725223 nChanged 1 SP:Iteration 5Q (23103.710000 sec): 3 clusters Score: Raw -41630.379881 + Penalty 2771.275335 = -38859.104547 nChanged 0 SP:Iteration 6F (23103.860000 sec): 3 clusters Score: Raw -41630.379881 + Penalty 2771.275335 = -38859.104547 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23103.970000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23104.070000 sec): 3 clusters Score: Raw -94955.281275 + Penalty 3166.219291 = -91789.061984 nChanged 119 SP:Iteration 1F (23104.220000 sec): 3 clusters Score: Raw -95161.613973 + Penalty 3166.219291 = -91995.394682 nChanged 31 SP:Iteration 2F (23104.340000 sec): 3 clusters Score: Raw -95225.645276 + Penalty 3166.219291 = -92059.425985 nChanged 12 SP:Iteration 3Q (23104.470000 sec): 3 clusters Score: Raw -95246.038249 + Penalty 3166.219291 = -92079.818958 nChanged 6 SP:Iteration 4Q (23104.610000 sec): 3 clusters Score: Raw -95258.757250 + Penalty 3166.219291 = -92092.537959 nChanged 5 SP:Iteration 5Q (23104.790000 sec): 3 clusters Score: Raw -95270.683484 + Penalty 3166.219291 = -92104.464193 nChanged 3 SP:Iteration 6Q (23104.910000 sec): 3 clusters Score: Raw -95276.605603 + Penalty 3166.219291 = -92110.386312 nChanged 3 SP:Iteration 7Q (23105.080000 sec): 3 clusters Score: Raw -95284.481253 + Penalty 3166.219291 = -92118.261963 nChanged 3 SP:Iteration 8Q (23105.200000 sec): 3 clusters Score: Raw -95288.388383 + Penalty 3166.219291 = -92122.169092 nChanged 1 SP:Iteration 9Q (23105.320000 sec): 3 clusters Score: Raw -95289.399083 + Penalty 3166.219291 = -92123.179792 nChanged 0 SP:Iteration 10F (23105.430000 sec): 3 clusters Score: Raw -95289.399083 + Penalty 3166.219291 = -92123.179792 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (80035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23105.930000 sec): 2 clusters Score: Raw -13609694.226371 + Penalty 2799.974391 = -13606894.251980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23106.600000 sec): 3 clusters Score: Raw -13559043.717690 + Penalty 5599.948782 = -13553443.768908 nChanged 37477 SP:Iteration 1F (23107.290000 sec): 3 clusters Score: Raw -13580011.973601 + Penalty 5599.948782 = -13574412.024819 nChanged 2928 SP:Iteration 2Q (23107.980000 sec): 3 clusters Score: Raw -13580917.634065 + Penalty 5599.948782 = -13575317.685283 nChanged 3401 SP:Iteration 3Q (23108.690000 sec): 3 clusters Score: Raw -13582232.000292 + Penalty 5599.948782 = -13576632.051510 nChanged 4251 SP:Iteration 4F (23109.330000 sec): 3 clusters Score: Raw -13584420.998225 + Penalty 5599.948782 = -13578821.049443 nChanged 5614 SP:Iteration 5F (23109.930000 sec): 3 clusters Score: Raw -13588262.858763 + Penalty 5599.948782 = -13582662.909981 nChanged 6897 SP:Iteration 6F (23110.510000 sec): 3 clusters Score: Raw -13594166.854821 + Penalty 5599.948782 = -13588566.906040 nChanged 6850 SP:Iteration 7F (23111.230000 sec): 3 clusters Score: Raw -13600728.248074 + Penalty 5599.948782 = -13595128.299292 nChanged 5183 SP:Iteration 8F (23111.850000 sec): 3 clusters Score: Raw -13605910.623596 + Penalty 5599.948782 = -13600310.674814 nChanged 2751 SP:Iteration 9Q (23112.470000 sec): 3 clusters Score: Raw -13608565.941263 + Penalty 5599.948782 = -13602965.992482 nChanged 967 SP:Iteration 10Q (23113.230000 sec): 3 clusters Score: Raw -13609474.215683 + Penalty 5599.948782 = -13603874.266901 nChanged 311 SP:Iteration 11Q (23113.840000 sec): 3 clusters Score: Raw -13609795.294401 + Penalty 5599.948782 = -13604195.345619 nChanged 118 SP:Iteration 12Q (23114.480000 sec): 3 clusters Score: Raw -13609927.095331 + Penalty 5599.948782 = -13604327.146549 nChanged 43 SP:Iteration 13Q (23115.110000 sec): 3 clusters Score: Raw -13609979.960151 + Penalty 5599.948782 = -13604380.011369 nChanged 21 SP:Iteration 14Q (23115.720000 sec): 3 clusters Score: Raw -13610007.692383 + Penalty 5599.948782 = -13604407.743601 nChanged 16 SP:Iteration 15Q (23116.290000 sec): 3 clusters Score: Raw -13610026.595189 + Penalty 5599.948782 = -13604426.646407 nChanged 16 SP:Iteration 16Q (23116.880000 sec): 3 clusters Score: Raw -13610046.838947 + Penalty 5599.948782 = -13604446.890165 nChanged 14 SP:Iteration 17Q (23117.470000 sec): 3 clusters Score: Raw -13610059.203857 + Penalty 5599.948782 = -13604459.255076 nChanged 4 SP:Iteration 18Q (23118.020000 sec): 3 clusters Score: Raw -13610065.552718 + Penalty 5599.948782 = -13604465.603936 nChanged 5 SP:Iteration 19Q (23118.580000 sec): 3 clusters Score: Raw -13610075.735251 + Penalty 5599.948782 = -13604475.786470 nChanged 5 SP:Iteration 20F (23119.270000 sec): 3 clusters Score: Raw -13610080.268348 + Penalty 5599.948782 = -13604480.319566 nChanged 2 SP:Iteration 21Q (23119.890000 sec): 3 clusters Score: Raw -13610082.254474 + Penalty 5599.948782 = -13604482.305692 nChanged 2 SP:Iteration 22Q (23120.540000 sec): 3 clusters Score: Raw -13610084.325554 + Penalty 5599.948782 = -13604484.376772 nChanged 0 SP:Iteration 23F (23121.170000 sec): 3 clusters Score: Raw -13610084.325554 + Penalty 5599.948782 = -13604484.376772 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23121.280000 sec): 2 clusters Score: Raw -15466.365646 + Penalty 1165.719131 = -14300.646516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23121.410000 sec): 3 clusters Score: Raw -15822.974549 + Penalty 2331.438261 = -13491.536287 nChanged 4 SP:Iteration 1Q (23121.520000 sec): 3 clusters Score: Raw -15898.991738 + Penalty 2331.438261 = -13567.553477 nChanged 1 SP:Iteration 2Q (23121.700000 sec): 3 clusters Score: Raw -15904.179802 + Penalty 2331.438261 = -13572.741541 nChanged 0 SP:Iteration 3F (23121.790000 sec): 3 clusters Score: Raw -15904.179802 + Penalty 2331.438261 = -13572.741541 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23121.860000 sec): 2 clusters Score: Raw -382303.242485 + Penalty 1903.074656 = -380400.167829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23122.030000 sec): 3 clusters Score: Raw -381496.306730 + Penalty 3806.149312 = -377690.157418 nChanged 704 SP:Iteration 1F (23122.200000 sec): 3 clusters Score: Raw -382033.651992 + Penalty 3806.149312 = -378227.502680 nChanged 197 SP:Iteration 2F (23122.330000 sec): 3 clusters Score: Raw -382206.960670 + Penalty 3806.149312 = -378400.811358 nChanged 108 SP:Iteration 3F (23122.460000 sec): 3 clusters Score: Raw -382341.438579 + Penalty 3806.149312 = -378535.289266 nChanged 113 SP:Iteration 4F (23122.580000 sec): 3 clusters Score: Raw -382438.719881 + Penalty 3806.149312 = -378632.570569 nChanged 80 SP:Iteration 5Q (23122.690000 sec): 3 clusters Score: Raw -382524.097316 + Penalty 3806.149312 = -378717.948004 nChanged 69 SP:Iteration 6Q (23122.830000 sec): 3 clusters Score: Raw -382600.213286 + Penalty 3806.149312 = -378794.063974 nChanged 77 SP:Iteration 7Q (23123.010000 sec): 3 clusters Score: Raw -382705.285879 + Penalty 3806.149312 = -378899.136567 nChanged 86 SP:Iteration 8Q (23123.160000 sec): 3 clusters Score: Raw -382837.669388 + Penalty 3806.149312 = -379031.520076 nChanged 87 SP:Iteration 9Q (23123.310000 sec): 3 clusters Score: Raw -382972.075981 + Penalty 3806.149312 = -379165.926668 nChanged 78 SP:Iteration 10Q (23123.430000 sec): 3 clusters Score: Raw -383065.114819 + Penalty 3806.149312 = -379258.965507 nChanged 51 SP:Iteration 11Q (23123.620000 sec): 3 clusters Score: Raw -383133.109124 + Penalty 3806.149312 = -379326.959812 nChanged 36 SP:Iteration 12Q (23123.780000 sec): 3 clusters Score: Raw -383170.470067 + Penalty 3806.149312 = -379364.320755 nChanged 30 SP:Iteration 13Q (23123.960000 sec): 3 clusters Score: Raw -383211.293786 + Penalty 3806.149312 = -379405.144474 nChanged 25 SP:Iteration 14Q (23124.130000 sec): 3 clusters Score: Raw -383240.088559 + Penalty 3806.149312 = -379433.939247 nChanged 19 SP:Iteration 15Q (23124.270000 sec): 3 clusters Score: Raw -383259.953072 + Penalty 3806.149312 = -379453.803760 nChanged 17 SP:Iteration 16Q (23124.430000 sec): 3 clusters Score: Raw -383274.895128 + Penalty 3806.149312 = -379468.745816 nChanged 9 SP:Iteration 17Q (23124.550000 sec): 3 clusters Score: Raw -383284.470859 + Penalty 3806.149312 = -379478.321547 nChanged 7 SP:Iteration 18Q (23124.700000 sec): 3 clusters Score: Raw -383289.159040 + Penalty 3806.149312 = -379483.009727 nChanged 6 SP:Iteration 19Q (23124.860000 sec): 3 clusters Score: Raw -383292.658245 + Penalty 3806.149312 = -379486.508932 nChanged 4 SP:Iteration 20F (23125.000000 sec): 3 clusters Score: Raw -383295.867663 + Penalty 3806.149312 = -379489.718351 nChanged 4 SP:Iteration 21Q (23125.100000 sec): 3 clusters Score: Raw -383299.581164 + Penalty 3806.149312 = -379493.431852 nChanged 4 SP:Iteration 22Q (23125.250000 sec): 3 clusters Score: Raw -383302.599626 + Penalty 3806.149312 = -379496.450313 nChanged 2 SP:Iteration 23Q (23125.430000 sec): 3 clusters Score: Raw -383303.862984 + Penalty 3806.149312 = -379497.713672 nChanged 0 SP:Iteration 24F (23125.530000 sec): 3 clusters Score: Raw -383303.862984 + Penalty 3806.149312 = -379497.713672 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23125.580000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23125.720000 sec): 3 clusters Score: Raw -95704.814342 + Penalty 3179.446741 = -92525.367601 nChanged 121 SP:Iteration 1F (23125.870000 sec): 3 clusters Score: Raw -95903.088330 + Penalty 3179.446741 = -92723.641589 nChanged 33 SP:Iteration 2F (23126.000000 sec): 3 clusters Score: Raw -95986.636592 + Penalty 3179.446741 = -92807.189851 nChanged 23 SP:Iteration 3Q (23126.140000 sec): 3 clusters Score: Raw -96052.107354 + Penalty 3179.446741 = -92872.660612 nChanged 15 SP:Iteration 4Q (23126.300000 sec): 3 clusters Score: Raw -96103.214016 + Penalty 3179.446741 = -92923.767274 nChanged 17 SP:Iteration 5Q (23126.450000 sec): 3 clusters Score: Raw -96140.178520 + Penalty 3179.446741 = -92960.731779 nChanged 6 SP:Iteration 6Q (23126.620000 sec): 3 clusters Score: Raw -96149.345931 + Penalty 3179.446741 = -92969.899189 nChanged 4 SP:Iteration 7Q (23126.800000 sec): 3 clusters Score: Raw -96155.309313 + Penalty 3179.446741 = -92975.862572 nChanged 3 SP:Iteration 8Q (23126.970000 sec): 3 clusters Score: Raw -96161.384650 + Penalty 3179.446741 = -92981.937909 nChanged 2 SP:Iteration 9Q (23127.150000 sec): 3 clusters Score: Raw -96168.186337 + Penalty 3179.446741 = -92988.739595 nChanged 2 SP:Iteration 10Q (23127.310000 sec): 3 clusters Score: Raw -96172.049507 + Penalty 3179.446741 = -92992.602766 nChanged 1 SP:Iteration 11Q (23127.470000 sec): 3 clusters Score: Raw -96173.311861 + Penalty 3179.446741 = -92993.865120 nChanged 0 SP:Iteration 12F (23127.630000 sec): 3 clusters Score: Raw -96173.311861 + Penalty 3179.446741 = -92993.865120 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23127.710000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23127.880000 sec): 3 clusters Score: Raw -27542.873212 + Penalty 2541.486134 = -25001.387078 nChanged 7 SP:Iteration 1Q (23127.980000 sec): 3 clusters Score: Raw -27584.238920 + Penalty 2541.486134 = -25042.752786 nChanged 0 SP:Iteration 2F (23128.180000 sec): 3 clusters Score: Raw -27584.238920 + Penalty 2541.486134 = -25042.752786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23128.240000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23128.370000 sec): 3 clusters Score: Raw -21834.391485 + Penalty 2558.891428 = -19275.500057 nChanged 16 SP:Iteration 1F (23128.550000 sec): 3 clusters Score: Raw -21893.206918 + Penalty 2558.891428 = -19334.315489 nChanged 5 SP:Iteration 2Q (23128.670000 sec): 3 clusters Score: Raw -21935.437933 + Penalty 2558.891428 = -19376.546504 nChanged 1 SP:Iteration 3Q (23128.840000 sec): 3 clusters Score: Raw -21941.342019 + Penalty 2558.891428 = -19382.450591 nChanged 0 SP:Iteration 4F (23129.010000 sec): 3 clusters Score: Raw -21941.342019 + Penalty 2558.891428 = -19382.450591 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23129.070000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23129.260000 sec): 3 clusters Score: Raw -33826.101972 + Penalty 2690.775209 = -31135.326764 nChanged 30 SP:Iteration 1F (23129.390000 sec): 3 clusters Score: Raw -34039.144268 + Penalty 2690.775209 = -31348.369059 nChanged 11 SP:Iteration 2Q (23129.500000 sec): 3 clusters Score: Raw -34118.733105 + Penalty 2690.775209 = -31427.957897 nChanged 2 SP:Iteration 3Q (23129.590000 sec): 3 clusters Score: Raw -34128.604282 + Penalty 2690.775209 = -31437.829074 nChanged 0 SP:Iteration 4F (23129.740000 sec): 3 clusters Score: Raw -34128.604282 + Penalty 2690.775209 = -31437.829074 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23129.830000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23129.950000 sec): 3 clusters Score: Raw -73326.861894 + Penalty 3024.644844 = -70302.217050 nChanged 71 SP:Iteration 1F (23130.140000 sec): 3 clusters Score: Raw -73475.663440 + Penalty 3024.644844 = -70451.018597 nChanged 20 SP:Iteration 2Q (23130.280000 sec): 3 clusters Score: Raw -73545.812219 + Penalty 3024.644844 = -70521.167375 nChanged 11 SP:Iteration 3Q (23130.440000 sec): 3 clusters Score: Raw -73584.820670 + Penalty 3024.644844 = -70560.175826 nChanged 9 SP:Iteration 4Q (23130.570000 sec): 3 clusters Score: Raw -73613.850682 + Penalty 3024.644844 = -70589.205838 nChanged 5 SP:Iteration 5Q (23130.730000 sec): 3 clusters Score: Raw -73627.245757 + Penalty 3024.644844 = -70602.600913 nChanged 6 SP:Iteration 6Q (23130.890000 sec): 3 clusters Score: Raw -73648.862198 + Penalty 3024.644844 = -70624.217354 nChanged 6 SP:Iteration 7Q (23131.070000 sec): 3 clusters Score: Raw -73674.757406 + Penalty 3024.644844 = -70650.112562 nChanged 3 SP:Iteration 8Q (23131.220000 sec): 3 clusters Score: Raw -73685.997928 + Penalty 3024.644844 = -70661.353084 nChanged 3 SP:Iteration 9Q (23131.360000 sec): 3 clusters Score: Raw -73707.042550 + Penalty 3024.644844 = -70682.397706 nChanged 5 SP:Iteration 10Q (23131.520000 sec): 3 clusters Score: Raw -73721.691554 + Penalty 3024.644844 = -70697.046710 nChanged 5 SP:Iteration 11Q (23131.680000 sec): 3 clusters Score: Raw -73778.144409 + Penalty 3024.644844 = -70753.499565 nChanged 11 SP:Iteration 12Q (23131.830000 sec): 3 clusters Score: Raw -73837.335638 + Penalty 3024.644844 = -70812.690794 nChanged 11 SP:Iteration 13Q (23131.900000 sec): 3 clusters Score: Raw -73895.714212 + Penalty 3024.644844 = -70871.069368 nChanged 11 SP:Iteration 14Q (23131.950000 sec): 3 clusters Score: Raw -73936.412068 + Penalty 3024.644844 = -70911.767224 nChanged 9 SP:Iteration 15Q (23131.960000 sec): 3 clusters Score: Raw -73977.499372 + Penalty 3024.644844 = -70952.854528 nChanged 10 SP:Iteration 16Q (23131.970000 sec): 3 clusters Score: Raw -74008.636195 + Penalty 3024.644844 = -70983.991351 nChanged 10 SP:Iteration 17Q (23131.990000 sec): 3 clusters Score: Raw -74040.784131 + Penalty 3024.644844 = -71016.139287 nChanged 5 SP:Iteration 18Q (23132.010000 sec): 3 clusters Score: Raw -74057.253573 + Penalty 3024.644844 = -71032.608729 nChanged 5 SP:Iteration 19Q (23132.020000 sec): 3 clusters Score: Raw -74072.394728 + Penalty 3024.644844 = -71047.749884 nChanged 8 SP:Iteration 20F (23132.030000 sec): 3 clusters Score: Raw -74117.048534 + Penalty 3024.644844 = -71092.403691 nChanged 7 SP:Iteration 21Q (23132.200000 sec): 3 clusters Score: Raw -74155.832020 + Penalty 3024.644844 = -71131.187176 nChanged 6 SP:Iteration 22Q (23132.370000 sec): 3 clusters Score: Raw -74182.163003 + Penalty 3024.644844 = -71157.518159 nChanged 9 SP:Iteration 23Q (23132.510000 sec): 3 clusters Score: Raw -74224.708601 + Penalty 3024.644844 = -71200.063757 nChanged 10 SP:Iteration 24Q (23132.650000 sec): 3 clusters Score: Raw -74258.647999 + Penalty 3024.644844 = -71234.003155 nChanged 6 SP:Iteration 25Q (23132.740000 sec): 3 clusters Score: Raw -74286.991987 + Penalty 3024.644844 = -71262.347143 nChanged 7 SP:Iteration 26Q (23132.910000 sec): 3 clusters Score: Raw -74330.438761 + Penalty 3024.644844 = -71305.793917 nChanged 3 SP:Iteration 27Q (23133.070000 sec): 3 clusters Score: Raw -74352.854889 + Penalty 3024.644844 = -71328.210045 nChanged 3 SP:Iteration 28Q (23133.210000 sec): 3 clusters Score: Raw -74371.318189 + Penalty 3024.644844 = -71346.673345 nChanged 4 SP:Iteration 29Q (23133.350000 sec): 3 clusters Score: Raw -74383.315782 + Penalty 3024.644844 = -71358.670938 nChanged 0 SP:Iteration 30F (23133.460000 sec): 3 clusters Score: Raw -74385.888026 + Penalty 3024.644844 = -71361.243182 nChanged 1 SP:Iteration 31Q (23133.600000 sec): 3 clusters Score: Raw -74394.459353 + Penalty 3024.644844 = -71369.814509 nChanged 2 SP:Iteration 32Q (23133.730000 sec): 3 clusters Score: Raw -74401.193245 + Penalty 3024.644844 = -71376.548401 nChanged 1 SP:Iteration 33Q (23133.900000 sec): 3 clusters Score: Raw -74403.039972 + Penalty 3024.644844 = -71378.395128 nChanged 0 SP:Iteration 34F (23134.070000 sec): 3 clusters Score: Raw -74403.039972 + Penalty 3024.644844 = -71378.395128 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23134.160000 sec): 2 clusters Score: Raw -226060.349105 + Penalty 1806.975545 = -224253.373559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23134.310000 sec): 3 clusters Score: Raw -225627.622572 + Penalty 3613.951090 = -222013.671482 nChanged 418 SP:Iteration 1F (23134.490000 sec): 3 clusters Score: Raw -226089.566825 + Penalty 3613.951090 = -222475.615735 nChanged 125 SP:Iteration 2F (23134.650000 sec): 3 clusters Score: Raw -226336.583655 + Penalty 3613.951090 = -222722.632564 nChanged 93 SP:Iteration 3F (23134.800000 sec): 3 clusters Score: Raw -226504.324063 + Penalty 3613.951090 = -222890.372972 nChanged 64 SP:Iteration 4Q (23134.940000 sec): 3 clusters Score: Raw -226597.577430 + Penalty 3613.951090 = -222983.626339 nChanged 50 SP:Iteration 5Q (23135.130000 sec): 3 clusters Score: Raw -226672.988768 + Penalty 3613.951090 = -223059.037677 nChanged 48 SP:Iteration 6Q (23135.250000 sec): 3 clusters Score: Raw -226749.035727 + Penalty 3613.951090 = -223135.084636 nChanged 40 SP:Iteration 7Q (23135.450000 sec): 3 clusters Score: Raw -226799.311032 + Penalty 3613.951090 = -223185.359941 nChanged 28 SP:Iteration 8Q (23135.590000 sec): 3 clusters Score: Raw -226836.492445 + Penalty 3613.951090 = -223222.541355 nChanged 22 SP:Iteration 9Q (23135.740000 sec): 3 clusters Score: Raw -226862.449449 + Penalty 3613.951090 = -223248.498358 nChanged 17 SP:Iteration 10Q (23135.910000 sec): 3 clusters Score: Raw -226880.962135 + Penalty 3613.951090 = -223267.011045 nChanged 12 SP:Iteration 11Q (23136.000000 sec): 3 clusters Score: Raw -226902.402259 + Penalty 3613.951090 = -223288.451168 nChanged 18 SP:Iteration 12Q (23136.110000 sec): 3 clusters Score: Raw -226926.820314 + Penalty 3613.951090 = -223312.869224 nChanged 24 SP:Iteration 13Q (23136.280000 sec): 3 clusters Score: Raw -226952.575714 + Penalty 3613.951090 = -223338.624624 nChanged 16 SP:Iteration 14Q (23136.450000 sec): 3 clusters Score: Raw -226968.977229 + Penalty 3613.951090 = -223355.026139 nChanged 9 SP:Iteration 15Q (23136.650000 sec): 3 clusters Score: Raw -226978.319127 + Penalty 3613.951090 = -223364.368036 nChanged 11 SP:Iteration 16Q (23136.810000 sec): 3 clusters Score: Raw -226994.012221 + Penalty 3613.951090 = -223380.061130 nChanged 15 SP:Iteration 17Q (23136.910000 sec): 3 clusters Score: Raw -227010.538141 + Penalty 3613.951090 = -223396.587051 nChanged 11 SP:Iteration 18Q (23137.010000 sec): 3 clusters Score: Raw -227023.941961 + Penalty 3613.951090 = -223409.990870 nChanged 7 SP:Iteration 19Q (23137.100000 sec): 3 clusters Score: Raw -227030.768718 + Penalty 3613.951090 = -223416.817627 nChanged 5 SP:Iteration 20F (23137.260000 sec): 3 clusters Score: Raw -227035.985244 + Penalty 3613.951090 = -223422.034153 nChanged 3 SP:Iteration 21Q (23137.360000 sec): 3 clusters Score: Raw -227037.806857 + Penalty 3613.951090 = -223423.855766 nChanged 2 SP:Iteration 22Q (23137.510000 sec): 3 clusters Score: Raw -227039.619406 + Penalty 3613.951090 = -223425.668315 nChanged 1 SP:Iteration 23Q (23137.650000 sec): 3 clusters Score: Raw -227040.507047 + Penalty 3613.951090 = -223426.555957 nChanged 4 SP:Iteration 24Q (23137.820000 sec): 3 clusters Score: Raw -227043.362455 + Penalty 3613.951090 = -223429.411364 nChanged 5 SP:Iteration 25Q (23137.980000 sec): 3 clusters Score: Raw -227050.508169 + Penalty 3613.951090 = -223436.557078 nChanged 8 SP:Iteration 26Q (23138.140000 sec): 3 clusters Score: Raw -227058.470538 + Penalty 3613.951090 = -223444.519448 nChanged 4 SP:Iteration 27Q (23138.300000 sec): 3 clusters Score: Raw -227062.587879 + Penalty 3613.951090 = -223448.636788 nChanged 3 SP:Iteration 28Q (23138.470000 sec): 3 clusters Score: Raw -227065.717856 + Penalty 3613.951090 = -223451.766766 nChanged 4 SP:Iteration 29Q (23138.620000 sec): 3 clusters Score: Raw -227069.071323 + Penalty 3613.951090 = -223455.120233 nChanged 4 SP:Iteration 30Q (23138.740000 sec): 3 clusters Score: Raw -227071.957183 + Penalty 3613.951090 = -223458.006092 nChanged 3 SP:Iteration 31Q (23138.800000 sec): 3 clusters Score: Raw -227074.501966 + Penalty 3613.951090 = -223460.550875 nChanged 2 SP:Iteration 32Q (23138.960000 sec): 3 clusters Score: Raw -227077.678888 + Penalty 3613.951090 = -223463.727798 nChanged 3 SP:Iteration 33Q (23139.130000 sec): 3 clusters Score: Raw -227081.184240 + Penalty 3613.951090 = -223467.233150 nChanged 5 SP:Iteration 34Q (23139.270000 sec): 3 clusters Score: Raw -227086.770981 + Penalty 3613.951090 = -223472.819891 nChanged 1 SP:Iteration 35Q (23139.410000 sec): 3 clusters Score: Raw -227087.425056 + Penalty 3613.951090 = -223473.473966 nChanged 1 SP:Iteration 36Q (23139.510000 sec): 3 clusters Score: Raw -227088.182097 + Penalty 3613.951090 = -223474.231007 nChanged 1 SP:Iteration 37Q (23139.680000 sec): 3 clusters Score: Raw -227089.293279 + Penalty 3613.951090 = -223475.342189 nChanged 1 SP:Iteration 38Q (23139.840000 sec): 3 clusters Score: Raw -227091.219032 + Penalty 3613.951090 = -223477.267941 nChanged 2 SP:Iteration 39Q (23139.970000 sec): 3 clusters Score: Raw -227094.599322 + Penalty 3613.951090 = -223480.648231 nChanged 1 SP:Iteration 40F (23140.130000 sec): 3 clusters Score: Raw -227095.216600 + Penalty 3613.951090 = -223481.265510 nChanged 2 SP:Iteration 41Q (23140.230000 sec): 3 clusters Score: Raw -227097.295361 + Penalty 3613.951090 = -223483.344270 nChanged 2 SP:Iteration 42Q (23140.400000 sec): 3 clusters Score: Raw -227099.213001 + Penalty 3613.951090 = -223485.261911 nChanged 1 SP:Iteration 43Q (23140.530000 sec): 3 clusters Score: Raw -227099.655644 + Penalty 3613.951090 = -223485.704553 nChanged 1 SP:Iteration 44Q (23140.640000 sec): 3 clusters Score: Raw -227100.821845 + Penalty 3613.951090 = -223486.870754 nChanged 0 SP:Iteration 45F (23140.770000 sec): 3 clusters Score: Raw -227100.821845 + Penalty 3613.951090 = -223486.870754 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23140.900000 sec): 2 clusters Score: Raw -307314.041827 + Penalty 1866.759468 = -305447.282359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23141.040000 sec): 3 clusters Score: Raw -306668.452295 + Penalty 3733.518936 = -302934.933359 nChanged 613 SP:Iteration 1F (23141.130000 sec): 3 clusters Score: Raw -307123.698187 + Penalty 3733.518936 = -303390.179251 nChanged 113 SP:Iteration 2F (23141.290000 sec): 3 clusters Score: Raw -307223.747182 + Penalty 3733.518936 = -303490.228246 nChanged 77 SP:Iteration 3Q (23141.430000 sec): 3 clusters Score: Raw -307302.338302 + Penalty 3733.518936 = -303568.819366 nChanged 58 SP:Iteration 4Q (23141.570000 sec): 3 clusters Score: Raw -307361.285591 + Penalty 3733.518936 = -303627.766655 nChanged 38 SP:Iteration 5Q (23141.680000 sec): 3 clusters Score: Raw -307410.704074 + Penalty 3733.518936 = -303677.185138 nChanged 40 SP:Iteration 6Q (23141.770000 sec): 3 clusters Score: Raw -307461.912769 + Penalty 3733.518936 = -303728.393833 nChanged 39 SP:Iteration 7Q (23141.900000 sec): 3 clusters Score: Raw -307500.247942 + Penalty 3733.518936 = -303766.729006 nChanged 41 SP:Iteration 8Q (23142.040000 sec): 3 clusters Score: Raw -307541.550024 + Penalty 3733.518936 = -303808.031088 nChanged 33 SP:Iteration 9Q (23142.140000 sec): 3 clusters Score: Raw -307573.095381 + Penalty 3733.518936 = -303839.576445 nChanged 23 SP:Iteration 10Q (23142.270000 sec): 3 clusters Score: Raw -307588.678477 + Penalty 3733.518936 = -303855.159541 nChanged 19 SP:Iteration 11Q (23142.360000 sec): 3 clusters Score: Raw -307602.611163 + Penalty 3733.518936 = -303869.092227 nChanged 16 SP:Iteration 12Q (23142.500000 sec): 3 clusters Score: Raw -307611.078981 + Penalty 3733.518936 = -303877.560045 nChanged 11 SP:Iteration 13Q (23142.700000 sec): 3 clusters Score: Raw -307620.053074 + Penalty 3733.518936 = -303886.534138 nChanged 16 SP:Iteration 14Q (23142.820000 sec): 3 clusters Score: Raw -307632.311782 + Penalty 3733.518936 = -303898.792846 nChanged 9 SP:Iteration 15Q (23143.010000 sec): 3 clusters Score: Raw -307636.372093 + Penalty 3733.518936 = -303902.853157 nChanged 2 SP:Iteration 16Q (23143.170000 sec): 3 clusters Score: Raw -307638.122917 + Penalty 3733.518936 = -303904.603981 nChanged 6 SP:Iteration 17Q (23143.260000 sec): 3 clusters Score: Raw -307645.264766 + Penalty 3733.518936 = -303911.745830 nChanged 7 SP:Iteration 18Q (23143.440000 sec): 3 clusters Score: Raw -307649.945143 + Penalty 3733.518936 = -303916.426207 nChanged 6 SP:Iteration 19Q (23143.600000 sec): 3 clusters Score: Raw -307656.595455 + Penalty 3733.518936 = -303923.076519 nChanged 5 SP:Iteration 20F (23143.770000 sec): 3 clusters Score: Raw -307661.823550 + Penalty 3733.518936 = -303928.304614 nChanged 8 SP:Iteration 21Q (23143.900000 sec): 3 clusters Score: Raw -307668.866134 + Penalty 3733.518936 = -303935.347198 nChanged 7 SP:Iteration 22Q (23144.040000 sec): 3 clusters Score: Raw -307674.234213 + Penalty 3733.518936 = -303940.715277 nChanged 5 SP:Iteration 23Q (23144.200000 sec): 3 clusters Score: Raw -307677.671951 + Penalty 3733.518936 = -303944.153015 nChanged 4 SP:Iteration 24Q (23144.380000 sec): 3 clusters Score: Raw -307681.075045 + Penalty 3733.518936 = -303947.556109 nChanged 8 SP:Iteration 25Q (23144.560000 sec): 3 clusters Score: Raw -307686.156827 + Penalty 3733.518936 = -303952.637891 nChanged 9 SP:Iteration 26Q (23144.760000 sec): 3 clusters Score: Raw -307693.705676 + Penalty 3733.518936 = -303960.186740 nChanged 9 SP:Iteration 27Q (23144.910000 sec): 3 clusters Score: Raw -307699.785920 + Penalty 3733.518936 = -303966.266984 nChanged 9 SP:Iteration 28Q (23145.050000 sec): 3 clusters Score: Raw -307706.831232 + Penalty 3733.518936 = -303973.312296 nChanged 7 SP:Iteration 29Q (23145.140000 sec): 3 clusters Score: Raw -307711.804538 + Penalty 3733.518936 = -303978.285602 nChanged 6 SP:Iteration 30Q (23145.240000 sec): 3 clusters Score: Raw -307714.874049 + Penalty 3733.518936 = -303981.355113 nChanged 4 SP:Iteration 31Q (23145.330000 sec): 3 clusters Score: Raw -307717.711351 + Penalty 3733.518936 = -303984.192415 nChanged 6 SP:Iteration 32Q (23145.460000 sec): 3 clusters Score: Raw -307723.134356 + Penalty 3733.518936 = -303989.615420 nChanged 7 SP:Iteration 33Q (23145.590000 sec): 3 clusters Score: Raw -307726.742899 + Penalty 3733.518936 = -303993.223963 nChanged 8 SP:Iteration 34Q (23145.700000 sec): 3 clusters Score: Raw -307732.054693 + Penalty 3733.518936 = -303998.535757 nChanged 11 SP:Iteration 35Q (23145.840000 sec): 3 clusters Score: Raw -307738.771073 + Penalty 3733.518936 = -304005.252137 nChanged 9 SP:Iteration 36Q (23145.930000 sec): 3 clusters Score: Raw -307746.045639 + Penalty 3733.518936 = -304012.526703 nChanged 9 SP:Iteration 37Q (23146.060000 sec): 3 clusters Score: Raw -307751.624868 + Penalty 3733.518936 = -304018.105932 nChanged 7 SP:Iteration 38Q (23146.200000 sec): 3 clusters Score: Raw -307755.791607 + Penalty 3733.518936 = -304022.272671 nChanged 5 SP:Iteration 39Q (23146.360000 sec): 3 clusters Score: Raw -307760.083345 + Penalty 3733.518936 = -304026.564409 nChanged 4 SP:Iteration 40F (23146.480000 sec): 3 clusters Score: Raw -307763.112255 + Penalty 3733.518936 = -304029.593319 nChanged 4 SP:Iteration 41Q (23146.670000 sec): 3 clusters Score: Raw -307766.445329 + Penalty 3733.518936 = -304032.926393 nChanged 5 SP:Iteration 42Q (23146.840000 sec): 3 clusters Score: Raw -307771.246587 + Penalty 3733.518936 = -304037.727651 nChanged 7 SP:Iteration 43Q (23147.020000 sec): 3 clusters Score: Raw -307777.930425 + Penalty 3733.518936 = -304044.411489 nChanged 5 SP:Iteration 44Q (23147.190000 sec): 3 clusters Score: Raw -307784.790835 + Penalty 3733.518936 = -304051.271899 nChanged 11 SP:Iteration 45Q (23147.370000 sec): 3 clusters Score: Raw -307796.561783 + Penalty 3733.518936 = -304063.042847 nChanged 10 SP:Iteration 46Q (23147.510000 sec): 3 clusters Score: Raw -307806.224191 + Penalty 3733.518936 = -304072.705255 nChanged 12 SP:Iteration 47Q (23147.630000 sec): 3 clusters Score: Raw -307814.120856 + Penalty 3733.518936 = -304080.601919 nChanged 7 SP:Iteration 48Q (23147.730000 sec): 3 clusters Score: Raw -307819.736253 + Penalty 3733.518936 = -304086.217317 nChanged 6 SP:Iteration 49Q (23147.830000 sec): 3 clusters Score: Raw -307824.224130 + Penalty 3733.518936 = -304090.705194 nChanged 5 SP:Iteration 50Q (23147.910000 sec): 3 clusters Score: Raw -307830.842053 + Penalty 3733.518936 = -304097.323117 nChanged 3 SP:Iteration 51Q (23148.000000 sec): 3 clusters Score: Raw -307833.023017 + Penalty 3733.518936 = -304099.504081 nChanged 5 SP:Iteration 52Q (23148.100000 sec): 3 clusters Score: Raw -307836.633723 + Penalty 3733.518936 = -304103.114787 nChanged 4 SP:Iteration 53Q (23148.200000 sec): 3 clusters Score: Raw -307840.737605 + Penalty 3733.518936 = -304107.218669 nChanged 9 SP:Iteration 54Q (23148.400000 sec): 3 clusters Score: Raw -307851.317001 + Penalty 3733.518936 = -304117.798065 nChanged 13 SP:Iteration 55Q (23148.530000 sec): 3 clusters Score: Raw -307869.560836 + Penalty 3733.518936 = -304136.041900 nChanged 20 SP:Iteration 56Q (23148.660000 sec): 3 clusters Score: Raw -307899.479587 + Penalty 3733.518936 = -304165.960651 nChanged 28 SP:Iteration 57Q (23148.800000 sec): 3 clusters Score: Raw -307930.883482 + Penalty 3733.518936 = -304197.364546 nChanged 22 SP:Iteration 58Q (23148.940000 sec): 3 clusters Score: Raw -307951.941333 + Penalty 3733.518936 = -304218.422397 nChanged 21 SP:Iteration 59Q (23149.070000 sec): 3 clusters Score: Raw -307970.668401 + Penalty 3733.518936 = -304237.149465 nChanged 15 SP:Iteration 60F (23149.210000 sec): 3 clusters Score: Raw -307986.812894 + Penalty 3733.518936 = -304253.293958 nChanged 19 SP:Iteration 61Q (23149.400000 sec): 3 clusters Score: Raw -308009.643913 + Penalty 3733.518936 = -304276.124977 nChanged 21 SP:Iteration 62Q (23149.480000 sec): 3 clusters Score: Raw -308034.800988 + Penalty 3733.518936 = -304301.282052 nChanged 25 SP:Iteration 63Q (23149.580000 sec): 3 clusters Score: Raw -308066.821720 + Penalty 3733.518936 = -304333.302784 nChanged 25 SP:Iteration 64Q (23149.720000 sec): 3 clusters Score: Raw -308094.893470 + Penalty 3733.518936 = -304361.374534 nChanged 25 SP:Iteration 65Q (23149.820000 sec): 3 clusters Score: Raw -308121.852039 + Penalty 3733.518936 = -304388.333103 nChanged 21 SP:Iteration 66Q (23149.920000 sec): 3 clusters Score: Raw -308162.430687 + Penalty 3733.518936 = -304428.911751 nChanged 27 SP:Iteration 67Q (23150.060000 sec): 3 clusters Score: Raw -308207.546094 + Penalty 3733.518936 = -304474.027158 nChanged 24 SP:Iteration 68Q (23150.160000 sec): 3 clusters Score: Raw -308239.662778 + Penalty 3733.518936 = -304506.143842 nChanged 21 SP:Iteration 69Q (23150.250000 sec): 3 clusters Score: Raw -308263.354600 + Penalty 3733.518936 = -304529.835664 nChanged 29 SP:Iteration 70Q (23150.350000 sec): 3 clusters Score: Raw -308295.635285 + Penalty 3733.518936 = -304562.116349 nChanged 23 SP:Iteration 71Q (23150.420000 sec): 3 clusters Score: Raw -308325.887328 + Penalty 3733.518936 = -304592.368392 nChanged 20 SP:Iteration 72Q (23150.560000 sec): 3 clusters Score: Raw -308354.875652 + Penalty 3733.518936 = -304621.356716 nChanged 23 SP:Iteration 73Q (23150.690000 sec): 3 clusters Score: Raw -308388.369862 + Penalty 3733.518936 = -304654.850926 nChanged 31 SP:Iteration 74Q (23150.880000 sec): 3 clusters Score: Raw -308428.119671 + Penalty 3733.518936 = -304694.600735 nChanged 28 SP:Iteration 75Q (23151.020000 sec): 3 clusters Score: Raw -308454.854329 + Penalty 3733.518936 = -304721.335392 nChanged 20 SP:Iteration 76Q (23151.150000 sec): 3 clusters Score: Raw -308477.404585 + Penalty 3733.518936 = -304743.885649 nChanged 20 SP:Iteration 77Q (23151.290000 sec): 3 clusters Score: Raw -308494.827924 + Penalty 3733.518936 = -304761.308988 nChanged 11 SP:Iteration 78Q (23151.430000 sec): 3 clusters Score: Raw -308502.838341 + Penalty 3733.518936 = -304769.319405 nChanged 2 SP:Iteration 79Q (23151.550000 sec): 3 clusters Score: Raw -308503.681985 + Penalty 3733.518936 = -304770.163049 nChanged 1 SP:Iteration 80F (23151.680000 sec): 3 clusters Score: Raw -308505.979255 + Penalty 3733.518936 = -304772.460319 nChanged 1 SP:Iteration 81Q (23151.840000 sec): 3 clusters Score: Raw -308508.247831 + Penalty 3733.518936 = -304774.728895 nChanged 3 SP:Iteration 82Q (23151.940000 sec): 3 clusters Score: Raw -308512.835152 + Penalty 3733.518936 = -304779.316216 nChanged 5 SP:Iteration 83Q (23152.110000 sec): 3 clusters Score: Raw -308522.741827 + Penalty 3733.518936 = -304789.222891 nChanged 4 SP:Iteration 84Q (23152.240000 sec): 3 clusters Score: Raw -308529.205419 + Penalty 3733.518936 = -304795.686483 nChanged 8 SP:Iteration 85Q (23152.370000 sec): 3 clusters Score: Raw -308537.948234 + Penalty 3733.518936 = -304804.429298 nChanged 9 SP:Iteration 86Q (23152.500000 sec): 3 clusters Score: Raw -308550.656690 + Penalty 3733.518936 = -304817.137754 nChanged 4 SP:Iteration 87Q (23152.580000 sec): 3 clusters Score: Raw -308553.338079 + Penalty 3733.518936 = -304819.819143 nChanged 3 SP:Iteration 88Q (23152.710000 sec): 3 clusters Score: Raw -308554.902982 + Penalty 3733.518936 = -304821.384046 nChanged 3 SP:Iteration 89Q (23152.870000 sec): 3 clusters Score: Raw -308556.129028 + Penalty 3733.518936 = -304822.610092 nChanged 1 SP:Iteration 90Q (23152.990000 sec): 3 clusters Score: Raw -308557.975015 + Penalty 3733.518936 = -304824.456079 nChanged 3 SP:Iteration 91Q (23153.080000 sec): 3 clusters Score: Raw -308560.930517 + Penalty 3733.518936 = -304827.411581 nChanged 5 SP:Iteration 92Q (23153.200000 sec): 3 clusters Score: Raw -308563.512394 + Penalty 3733.518936 = -304829.993458 nChanged 1 SP:Iteration 93Q (23153.380000 sec): 3 clusters Score: Raw -308563.849931 + Penalty 3733.518936 = -304830.330995 nChanged 0 SP:Iteration 94F (23153.460000 sec): 3 clusters Score: Raw -308563.849931 + Penalty 3733.518936 = -304830.330995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23153.520000 sec): 2 clusters Score: Raw -23801.629713 + Penalty 1340.978599 = -22460.651113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23153.630000 sec): 3 clusters Score: Raw -24462.885526 + Penalty 2681.957199 = -21780.928327 nChanged 53 SP:Iteration 1F (23153.770000 sec): 3 clusters Score: Raw -24930.257471 + Penalty 2681.957199 = -22248.300272 nChanged 15 SP:Iteration 2F (23153.930000 sec): 3 clusters Score: Raw -25175.801308 + Penalty 2681.957199 = -22493.844109 nChanged 5 SP:Iteration 3Q (23154.100000 sec): 3 clusters Score: Raw -25198.550945 + Penalty 2681.957199 = -22516.593746 nChanged 1 SP:Iteration 4Q (23154.270000 sec): 3 clusters Score: Raw -25203.705027 + Penalty 2681.957199 = -22521.747828 nChanged 1 SP:Iteration 5Q (23154.440000 sec): 3 clusters Score: Raw -25206.815154 + Penalty 2681.957199 = -22524.857955 nChanged 0 SP:Iteration 6F (23154.620000 sec): 3 clusters Score: Raw -25206.815154 + Penalty 2681.957199 = -22524.857955 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23154.700000 sec): 2 clusters Score: Raw -25809.891192 + Penalty 1283.685134 = -24526.206059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23154.850000 sec): 3 clusters Score: Raw -26042.802616 + Penalty 2567.370267 = -23475.432349 nChanged 11 SP:Iteration 1F (23155.000000 sec): 3 clusters Score: Raw -26133.357596 + Penalty 2567.370267 = -23565.987329 nChanged 3 SP:Iteration 2Q (23155.120000 sec): 3 clusters Score: Raw -26148.686634 + Penalty 2567.370267 = -23581.316366 nChanged 0 SP:Iteration 3F (23155.250000 sec): 3 clusters Score: Raw -26148.686634 + Penalty 2567.370267 = -23581.316366 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23155.350000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23155.470000 sec): 3 clusters Score: Raw -106249.740581 + Penalty 3204.888215 = -103044.852366 nChanged 149 SP:Iteration 1F (23155.540000 sec): 3 clusters Score: Raw -106485.637961 + Penalty 3204.888215 = -103280.749746 nChanged 36 SP:Iteration 2F (23155.700000 sec): 3 clusters Score: Raw -106553.475704 + Penalty 3204.888215 = -103348.587488 nChanged 13 SP:Iteration 3Q (23155.820000 sec): 3 clusters Score: Raw -106577.423968 + Penalty 3204.888215 = -103372.535752 nChanged 5 SP:Iteration 4Q (23155.940000 sec): 3 clusters Score: Raw -106587.044936 + Penalty 3204.888215 = -103382.156721 nChanged 3 SP:Iteration 5Q (23156.080000 sec): 3 clusters Score: Raw -106594.325626 + Penalty 3204.888215 = -103389.437410 nChanged 4 SP:Iteration 6Q (23156.220000 sec): 3 clusters Score: Raw -106602.357108 + Penalty 3204.888215 = -103397.468892 nChanged 5 SP:Iteration 7Q (23156.330000 sec): 3 clusters Score: Raw -106610.260868 + Penalty 3204.888215 = -103405.372652 nChanged 6 SP:Iteration 8Q (23156.470000 sec): 3 clusters Score: Raw -106619.818396 + Penalty 3204.888215 = -103414.930181 nChanged 3 SP:Iteration 9Q (23156.570000 sec): 3 clusters Score: Raw -106622.699207 + Penalty 3204.888215 = -103417.810992 nChanged 1 SP:Iteration 10Q (23156.680000 sec): 3 clusters Score: Raw -106631.179884 + Penalty 3204.888215 = -103426.291668 nChanged 3 SP:Iteration 11Q (23156.790000 sec): 3 clusters Score: Raw -106635.098295 + Penalty 3204.888215 = -103430.210079 nChanged 1 SP:Iteration 12Q (23157.020000 sec): 3 clusters Score: Raw -106636.859895 + Penalty 3204.888215 = -103431.971680 nChanged 0 SP:Iteration 13F (23157.140000 sec): 3 clusters Score: Raw -106636.859895 + Penalty 3204.888215 = -103431.971680 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23157.220000 sec): 2 clusters Score: Raw -74592.706126 + Penalty 1513.434531 = -73079.271595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23157.360000 sec): 3 clusters Score: Raw -74667.123541 + Penalty 3026.869063 = -71640.254478 nChanged 59 SP:Iteration 1F (23157.490000 sec): 3 clusters Score: Raw -74804.547623 + Penalty 3026.869063 = -71777.678560 nChanged 21 SP:Iteration 2Q (23157.620000 sec): 3 clusters Score: Raw -74856.466898 + Penalty 3026.869063 = -71829.597835 nChanged 11 SP:Iteration 3Q (23157.750000 sec): 3 clusters Score: Raw -74888.560471 + Penalty 3026.869063 = -71861.691408 nChanged 3 SP:Iteration 4Q (23157.880000 sec): 3 clusters Score: Raw -74894.234788 + Penalty 3026.869063 = -71867.365725 nChanged 0 SP:Iteration 5F (23158.010000 sec): 3 clusters Score: Raw -74894.234788 + Penalty 3026.869063 = -71867.365725 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23158.060000 sec): 2 clusters Score: Raw -343908.771730 + Penalty 1901.687240 = -342007.084490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23158.240000 sec): 3 clusters Score: Raw -343107.598265 + Penalty 3803.374480 = -339304.223786 nChanged 686 SP:Iteration 1F (23158.400000 sec): 3 clusters Score: Raw -343709.883983 + Penalty 3803.374480 = -339906.509503 nChanged 195 SP:Iteration 2F (23158.540000 sec): 3 clusters Score: Raw -344029.712817 + Penalty 3803.374480 = -340226.338337 nChanged 168 SP:Iteration 3F (23158.630000 sec): 3 clusters Score: Raw -344275.948129 + Penalty 3803.374480 = -340472.573649 nChanged 132 SP:Iteration 4F (23158.760000 sec): 3 clusters Score: Raw -344442.203465 + Penalty 3803.374480 = -340638.828986 nChanged 102 SP:Iteration 5Q (23158.910000 sec): 3 clusters Score: Raw -344563.219516 + Penalty 3803.374480 = -340759.845036 nChanged 81 SP:Iteration 6Q (23159.130000 sec): 3 clusters Score: Raw -344658.673980 + Penalty 3803.374480 = -340855.299501 nChanged 59 SP:Iteration 7Q (23159.230000 sec): 3 clusters Score: Raw -344723.156821 + Penalty 3803.374480 = -340919.782342 nChanged 35 SP:Iteration 8Q (23159.400000 sec): 3 clusters Score: Raw -344770.160985 + Penalty 3803.374480 = -340966.786506 nChanged 34 SP:Iteration 9Q (23159.530000 sec): 3 clusters Score: Raw -344809.994354 + Penalty 3803.374480 = -341006.619874 nChanged 27 SP:Iteration 10Q (23159.660000 sec): 3 clusters Score: Raw -344841.739886 + Penalty 3803.374480 = -341038.365407 nChanged 31 SP:Iteration 11Q (23159.790000 sec): 3 clusters Score: Raw -344874.942442 + Penalty 3803.374480 = -341071.567962 nChanged 18 SP:Iteration 12Q (23159.920000 sec): 3 clusters Score: Raw -344893.083086 + Penalty 3803.374480 = -341089.708606 nChanged 16 SP:Iteration 13Q (23160.060000 sec): 3 clusters Score: Raw -344908.165986 + Penalty 3803.374480 = -341104.791507 nChanged 9 SP:Iteration 14Q (23160.160000 sec): 3 clusters Score: Raw -344922.218231 + Penalty 3803.374480 = -341118.843751 nChanged 11 SP:Iteration 15Q (23160.290000 sec): 3 clusters Score: Raw -344931.884972 + Penalty 3803.374480 = -341128.510492 nChanged 7 SP:Iteration 16Q (23160.410000 sec): 3 clusters Score: Raw -344939.771791 + Penalty 3803.374480 = -341136.397312 nChanged 9 SP:Iteration 17Q (23160.500000 sec): 3 clusters Score: Raw -344948.853723 + Penalty 3803.374480 = -341145.479243 nChanged 11 SP:Iteration 18Q (23160.660000 sec): 3 clusters Score: Raw -344964.826230 + Penalty 3803.374480 = -341161.451750 nChanged 10 SP:Iteration 19Q (23160.800000 sec): 3 clusters Score: Raw -344973.519728 + Penalty 3803.374480 = -341170.145248 nChanged 5 SP:Iteration 20F (23160.930000 sec): 3 clusters Score: Raw -344978.795593 + Penalty 3803.374480 = -341175.421114 nChanged 4 SP:Iteration 21Q (23161.080000 sec): 3 clusters Score: Raw -344981.672227 + Penalty 3803.374480 = -341178.297747 nChanged 5 SP:Iteration 22Q (23161.200000 sec): 3 clusters Score: Raw -344985.097894 + Penalty 3803.374480 = -341181.723414 nChanged 1 SP:Iteration 23Q (23161.320000 sec): 3 clusters Score: Raw -344986.199903 + Penalty 3803.374480 = -341182.825423 nChanged 2 SP:Iteration 24Q (23161.470000 sec): 3 clusters Score: Raw -344987.131940 + Penalty 3803.374480 = -341183.757461 nChanged 1 SP:Iteration 25Q (23161.610000 sec): 3 clusters Score: Raw -344988.128589 + Penalty 3803.374480 = -341184.754110 nChanged 0 SP:Iteration 26F (23161.760000 sec): 3 clusters Score: Raw -344988.128589 + Penalty 3803.374480 = -341184.754110 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23161.880000 sec): 2 clusters Score: Raw -1833505.060969 + Penalty 2294.605504 = -1831210.455465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23162.080000 sec): 3 clusters Score: Raw -1827845.376286 + Penalty 4589.211008 = -1823256.165278 nChanged 4401 SP:Iteration 1F (23162.260000 sec): 3 clusters Score: Raw -1830254.190477 + Penalty 4589.211008 = -1825664.979469 nChanged 724 SP:Iteration 2F (23162.460000 sec): 3 clusters Score: Raw -1830647.000178 + Penalty 4589.211008 = -1826057.789170 nChanged 601 SP:Iteration 3F (23162.620000 sec): 3 clusters Score: Raw -1830994.213031 + Penalty 4589.211008 = -1826405.002023 nChanged 620 SP:Iteration 4F (23162.840000 sec): 3 clusters Score: Raw -1831399.558393 + Penalty 4589.211008 = -1826810.347385 nChanged 628 SP:Iteration 5F (23163.060000 sec): 3 clusters Score: Raw -1831856.013842 + Penalty 4589.211008 = -1827266.802834 nChanged 645 SP:Iteration 6F (23163.250000 sec): 3 clusters Score: Raw -1832343.699472 + Penalty 4589.211008 = -1827754.488464 nChanged 545 SP:Iteration 7F (23163.510000 sec): 3 clusters Score: Raw -1832724.752224 + Penalty 4589.211008 = -1828135.541216 nChanged 400 SP:Iteration 8Q (23163.720000 sec): 3 clusters Score: Raw -1832973.164704 + Penalty 4589.211008 = -1828383.953696 nChanged 319 SP:Iteration 9Q (23163.910000 sec): 3 clusters Score: Raw -1833173.658960 + Penalty 4589.211008 = -1828584.447952 nChanged 244 SP:Iteration 10Q (23164.120000 sec): 3 clusters Score: Raw -1833326.099513 + Penalty 4589.211008 = -1828736.888505 nChanged 203 SP:Iteration 11Q (23164.360000 sec): 3 clusters Score: Raw -1833453.008712 + Penalty 4589.211008 = -1828863.797704 nChanged 162 SP:Iteration 12Q (23164.580000 sec): 3 clusters Score: Raw -1833572.809104 + Penalty 4589.211008 = -1828983.598097 nChanged 152 SP:Iteration 13Q (23164.800000 sec): 3 clusters Score: Raw -1833689.915903 + Penalty 4589.211008 = -1829100.704895 nChanged 132 SP:Iteration 14Q (23165.030000 sec): 3 clusters Score: Raw -1833807.271806 + Penalty 4589.211008 = -1829218.060798 nChanged 119 SP:Iteration 15Q (23165.210000 sec): 3 clusters Score: Raw -1833942.653458 + Penalty 4589.211008 = -1829353.442450 nChanged 106 SP:Iteration 16Q (23165.430000 sec): 3 clusters Score: Raw -1834068.376539 + Penalty 4589.211008 = -1829479.165532 nChanged 96 SP:Iteration 17Q (23165.630000 sec): 3 clusters Score: Raw -1834144.361098 + Penalty 4589.211008 = -1829555.150090 nChanged 79 SP:Iteration 18Q (23165.870000 sec): 3 clusters Score: Raw -1834190.897870 + Penalty 4589.211008 = -1829601.686862 nChanged 56 SP:Iteration 19Q (23166.030000 sec): 3 clusters Score: Raw -1834217.198893 + Penalty 4589.211008 = -1829627.987885 nChanged 37 SP:Iteration 20F (23166.240000 sec): 3 clusters Score: Raw -1834236.265735 + Penalty 4589.211008 = -1829647.054727 nChanged 32 SP:Iteration 21Q (23166.450000 sec): 3 clusters Score: Raw -1834252.637443 + Penalty 4589.211008 = -1829663.426435 nChanged 26 SP:Iteration 22Q (23166.640000 sec): 3 clusters Score: Raw -1834263.814555 + Penalty 4589.211008 = -1829674.603547 nChanged 20 SP:Iteration 23Q (23166.810000 sec): 3 clusters Score: Raw -1834272.033287 + Penalty 4589.211008 = -1829682.822279 nChanged 17 SP:Iteration 24Q (23167.070000 sec): 3 clusters Score: Raw -1834277.656369 + Penalty 4589.211008 = -1829688.445361 nChanged 14 SP:Iteration 25Q (23167.270000 sec): 3 clusters Score: Raw -1834283.490396 + Penalty 4589.211008 = -1829694.279388 nChanged 14 SP:Iteration 26Q (23167.410000 sec): 3 clusters Score: Raw -1834290.568665 + Penalty 4589.211008 = -1829701.357657 nChanged 20 SP:Iteration 27Q (23167.640000 sec): 3 clusters Score: Raw -1834298.355511 + Penalty 4589.211008 = -1829709.144503 nChanged 12 SP:Iteration 28Q (23167.830000 sec): 3 clusters Score: Raw -1834303.239167 + Penalty 4589.211008 = -1829714.028159 nChanged 14 SP:Iteration 29Q (23168.070000 sec): 3 clusters Score: Raw -1834307.408788 + Penalty 4589.211008 = -1829718.197780 nChanged 5 SP:Iteration 30Q (23168.230000 sec): 3 clusters Score: Raw -1834310.063242 + Penalty 4589.211008 = -1829720.852234 nChanged 8 SP:Iteration 31Q (23168.440000 sec): 3 clusters Score: Raw -1834313.341008 + Penalty 4589.211008 = -1829724.130001 nChanged 7 SP:Iteration 32Q (23168.660000 sec): 3 clusters Score: Raw -1834315.227767 + Penalty 4589.211008 = -1829726.016759 nChanged 1 SP:Iteration 33Q (23168.860000 sec): 3 clusters Score: Raw -1834315.405343 + Penalty 4589.211008 = -1829726.194335 nChanged 0 SP:Iteration 34F (23169.080000 sec): 3 clusters Score: Raw -1834315.405343 + Penalty 4589.211008 = -1829726.194335 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23169.140000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23169.280000 sec): 3 clusters Score: Raw -80689.265201 + Penalty 3102.852021 = -77586.413181 nChanged 104 SP:Iteration 1F (23169.420000 sec): 3 clusters Score: Raw -80933.015815 + Penalty 3102.852021 = -77830.163794 nChanged 38 SP:Iteration 2F (23169.520000 sec): 3 clusters Score: Raw -81049.199277 + Penalty 3102.852021 = -77946.347257 nChanged 16 SP:Iteration 3Q (23169.660000 sec): 3 clusters Score: Raw -81086.210586 + Penalty 3102.852021 = -77983.358565 nChanged 6 SP:Iteration 4Q (23169.850000 sec): 3 clusters Score: Raw -81106.758827 + Penalty 3102.852021 = -78003.906807 nChanged 4 SP:Iteration 5Q (23169.970000 sec): 3 clusters Score: Raw -81120.399941 + Penalty 3102.852021 = -78017.547921 nChanged 4 SP:Iteration 6Q (23170.080000 sec): 3 clusters Score: Raw -81128.554234 + Penalty 3102.852021 = -78025.702213 nChanged 2 SP:Iteration 7Q (23170.200000 sec): 3 clusters Score: Raw -81131.502990 + Penalty 3102.852021 = -78028.650969 nChanged 1 SP:Iteration 8Q (23170.340000 sec): 3 clusters Score: Raw -81133.067044 + Penalty 3102.852021 = -78030.215024 nChanged 2 SP:Iteration 9Q (23170.500000 sec): 3 clusters Score: Raw -81135.193008 + Penalty 3102.852021 = -78032.340987 nChanged 0 SP:Iteration 10F (23170.670000 sec): 3 clusters Score: Raw -81135.193008 + Penalty 3102.852021 = -78032.340987 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23170.790000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23170.930000 sec): 3 clusters Score: Raw -31073.878477 + Penalty 2610.294334 = -28463.584143 nChanged 13 SP:Iteration 1F (23171.070000 sec): 3 clusters Score: Raw -31149.997938 + Penalty 2610.294334 = -28539.703605 nChanged 2 SP:Iteration 2Q (23171.160000 sec): 3 clusters Score: Raw -31161.879987 + Penalty 2610.294334 = -28551.585653 nChanged 0 SP:Iteration 3F (23171.280000 sec): 3 clusters Score: Raw -31161.879987 + Penalty 2610.294334 = -28551.585653 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23171.340000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23171.450000 sec): 3 clusters Score: Raw -39881.023211 + Penalty 2810.547637 = -37070.475574 nChanged 33 SP:Iteration 1F (23171.560000 sec): 3 clusters Score: Raw -39974.268421 + Penalty 2810.547637 = -37163.720784 nChanged 13 SP:Iteration 2Q (23171.660000 sec): 3 clusters Score: Raw -40019.048947 + Penalty 2810.547637 = -37208.501309 nChanged 5 SP:Iteration 3Q (23171.820000 sec): 3 clusters Score: Raw -40042.129127 + Penalty 2810.547637 = -37231.581490 nChanged 1 SP:Iteration 4Q (23172.010000 sec): 3 clusters Score: Raw -40043.082349 + Penalty 2810.547637 = -37232.534712 nChanged 0 SP:Iteration 5F (23172.150000 sec): 3 clusters Score: Raw -40043.082349 + Penalty 2810.547637 = -37232.534712 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23172.230000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23172.400000 sec): 3 clusters Score: Raw -152827.184091 + Penalty 3359.447866 = -149467.736224 nChanged 199 SP:Iteration 1F (23172.570000 sec): 3 clusters Score: Raw -153043.592324 + Penalty 3359.447866 = -149684.144457 nChanged 63 SP:Iteration 2F (23172.700000 sec): 3 clusters Score: Raw -153147.869434 + Penalty 3359.447866 = -149788.421568 nChanged 27 SP:Iteration 3Q (23172.830000 sec): 3 clusters Score: Raw -153190.551530 + Penalty 3359.447866 = -149831.103663 nChanged 19 SP:Iteration 4Q (23172.970000 sec): 3 clusters Score: Raw -153216.225256 + Penalty 3359.447866 = -149856.777390 nChanged 14 SP:Iteration 5Q (23173.110000 sec): 3 clusters Score: Raw -153241.498734 + Penalty 3359.447866 = -149882.050868 nChanged 12 SP:Iteration 6Q (23173.280000 sec): 3 clusters Score: Raw -153260.447125 + Penalty 3359.447866 = -149900.999259 nChanged 9 SP:Iteration 7Q (23173.400000 sec): 3 clusters Score: Raw -153272.843636 + Penalty 3359.447866 = -149913.395770 nChanged 8 SP:Iteration 8Q (23173.540000 sec): 3 clusters Score: Raw -153284.136269 + Penalty 3359.447866 = -149924.688402 nChanged 8 SP:Iteration 9Q (23173.630000 sec): 3 clusters Score: Raw -153294.190151 + Penalty 3359.447866 = -149934.742284 nChanged 6 SP:Iteration 10Q (23173.790000 sec): 3 clusters Score: Raw -153302.839089 + Penalty 3359.447866 = -149943.391223 nChanged 4 SP:Iteration 11Q (23173.880000 sec): 3 clusters Score: Raw -153307.042678 + Penalty 3359.447866 = -149947.594812 nChanged 5 SP:Iteration 12Q (23173.970000 sec): 3 clusters Score: Raw -153314.720823 + Penalty 3359.447866 = -149955.272957 nChanged 4 SP:Iteration 13Q (23174.080000 sec): 3 clusters Score: Raw -153319.629715 + Penalty 3359.447866 = -149960.181849 nChanged 4 SP:Iteration 14Q (23174.170000 sec): 3 clusters Score: Raw -153324.061554 + Penalty 3359.447866 = -149964.613688 nChanged 2 SP:Iteration 15Q (23174.310000 sec): 3 clusters Score: Raw -153331.217961 + Penalty 3359.447866 = -149971.770094 nChanged 2 SP:Iteration 16Q (23174.410000 sec): 3 clusters Score: Raw -153333.548508 + Penalty 3359.447866 = -149974.100642 nChanged 0 SP:Iteration 17F (23174.540000 sec): 3 clusters Score: Raw -153333.548508 + Penalty 3359.447866 = -149974.100642 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23174.740000 sec): 2 clusters Score: Raw -3190280.383717 + Penalty 2435.494077 = -3187844.889640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23174.960000 sec): 3 clusters Score: Raw -3179762.060124 + Penalty 4870.988153 = -3174891.071971 nChanged 7990 SP:Iteration 1F (23175.210000 sec): 3 clusters Score: Raw -3183942.587912 + Penalty 4870.988153 = -3179071.599759 nChanged 946 SP:Iteration 2F (23175.490000 sec): 3 clusters Score: Raw -3184292.344555 + Penalty 4870.988153 = -3179421.356401 nChanged 855 SP:Iteration 3Q (23175.780000 sec): 3 clusters Score: Raw -3184626.285253 + Penalty 4870.988153 = -3179755.297100 nChanged 823 SP:Iteration 4Q (23176.070000 sec): 3 clusters Score: Raw -3184976.820105 + Penalty 4870.988153 = -3180105.831951 nChanged 886 SP:Iteration 5Q (23176.330000 sec): 3 clusters Score: Raw -3185432.918073 + Penalty 4870.988153 = -3180561.929919 nChanged 1038 SP:Iteration 6F (23176.560000 sec): 3 clusters Score: Raw -3186068.710714 + Penalty 4870.988153 = -3181197.722561 nChanged 1158 SP:Iteration 7F (23176.830000 sec): 3 clusters Score: Raw -3186916.066624 + Penalty 4870.988153 = -3182045.078470 nChanged 1179 SP:Iteration 8F (23177.060000 sec): 3 clusters Score: Raw -3187881.101528 + Penalty 4870.988153 = -3183010.113375 nChanged 1085 SP:Iteration 9F (23177.300000 sec): 3 clusters Score: Raw -3188896.505860 + Penalty 4870.988153 = -3184025.517706 nChanged 791 SP:Iteration 10Q (23177.600000 sec): 3 clusters Score: Raw -3189689.455298 + Penalty 4870.988153 = -3184818.467145 nChanged 431 SP:Iteration 11Q (23177.870000 sec): 3 clusters Score: Raw -3190109.483488 + Penalty 4870.988153 = -3185238.495335 nChanged 200 SP:Iteration 12Q (23178.160000 sec): 3 clusters Score: Raw -3190311.857682 + Penalty 4870.988153 = -3185440.869529 nChanged 80 SP:Iteration 13Q (23178.410000 sec): 3 clusters Score: Raw -3190407.959067 + Penalty 4870.988153 = -3185536.970914 nChanged 51 SP:Iteration 14Q (23178.660000 sec): 3 clusters Score: Raw -3190462.018132 + Penalty 4870.988153 = -3185591.029979 nChanged 26 SP:Iteration 15Q (23178.900000 sec): 3 clusters Score: Raw -3190490.388328 + Penalty 4870.988153 = -3185619.400175 nChanged 13 SP:Iteration 16Q (23179.160000 sec): 3 clusters Score: Raw -3190506.304124 + Penalty 4870.988153 = -3185635.315971 nChanged 11 SP:Iteration 17Q (23179.370000 sec): 3 clusters Score: Raw -3190518.792495 + Penalty 4870.988153 = -3185647.804342 nChanged 8 SP:Iteration 18Q (23179.590000 sec): 3 clusters Score: Raw -3190531.052062 + Penalty 4870.988153 = -3185660.063909 nChanged 4 SP:Iteration 19Q (23179.840000 sec): 3 clusters Score: Raw -3190537.006093 + Penalty 4870.988153 = -3185666.017940 nChanged 2 SP:Iteration 20F (23180.080000 sec): 3 clusters Score: Raw -3190540.339857 + Penalty 4870.988153 = -3185669.351704 nChanged 1 SP:Iteration 21Q (23180.260000 sec): 3 clusters Score: Raw -3190541.644551 + Penalty 4870.988153 = -3185670.656398 nChanged 2 SP:Iteration 22Q (23180.510000 sec): 3 clusters Score: Raw -3190544.418487 + Penalty 4870.988153 = -3185673.430334 nChanged 2 SP:Iteration 23Q (23180.770000 sec): 3 clusters Score: Raw -3190548.005984 + Penalty 4870.988153 = -3185677.017831 nChanged 3 SP:Iteration 24Q (23181.020000 sec): 3 clusters Score: Raw -3190553.220373 + Penalty 4870.988153 = -3185682.232220 nChanged 3 SP:Iteration 25Q (23181.240000 sec): 3 clusters Score: Raw -3190558.489092 + Penalty 4870.988153 = -3185687.500938 nChanged 1 SP:Iteration 26Q (23181.480000 sec): 3 clusters Score: Raw -3190559.217732 + Penalty 4870.988153 = -3185688.229579 nChanged 2 SP:Iteration 27Q (23181.720000 sec): 3 clusters Score: Raw -3190562.297869 + Penalty 4870.988153 = -3185691.309715 nChanged 1 SP:Iteration 28Q (23181.950000 sec): 3 clusters Score: Raw -3190563.032299 + Penalty 4870.988153 = -3185692.044146 nChanged 0 SP:Iteration 29F (23182.150000 sec): 3 clusters Score: Raw -3190563.032299 + Penalty 4870.988153 = -3185692.044146 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23182.280000 sec): 2 clusters Score: Raw -947885.766850 + Penalty 2132.083978 = -945753.682872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23182.510000 sec): 3 clusters Score: Raw -945238.552687 + Penalty 4264.167956 = -940974.384731 nChanged 2060 SP:Iteration 1F (23182.670000 sec): 3 clusters Score: Raw -946339.699801 + Penalty 4264.167956 = -942075.531844 nChanged 391 SP:Iteration 2F (23182.880000 sec): 3 clusters Score: Raw -946533.462379 + Penalty 4264.167956 = -942269.294423 nChanged 249 SP:Iteration 3Q (23183.080000 sec): 3 clusters Score: Raw -946653.103026 + Penalty 4264.167956 = -942388.935070 nChanged 168 SP:Iteration 4Q (23183.280000 sec): 3 clusters Score: Raw -946727.031904 + Penalty 4264.167956 = -942462.863948 nChanged 116 SP:Iteration 5Q (23183.470000 sec): 3 clusters Score: Raw -946766.735138 + Penalty 4264.167956 = -942502.567182 nChanged 76 SP:Iteration 6Q (23183.650000 sec): 3 clusters Score: Raw -946790.764825 + Penalty 4264.167956 = -942526.596869 nChanged 50 SP:Iteration 7Q (23183.790000 sec): 3 clusters Score: Raw -946805.645780 + Penalty 4264.167956 = -942541.477824 nChanged 48 SP:Iteration 8Q (23183.980000 sec): 3 clusters Score: Raw -946818.867862 + Penalty 4264.167956 = -942554.699906 nChanged 35 SP:Iteration 9Q (23184.190000 sec): 3 clusters Score: Raw -946829.276101 + Penalty 4264.167956 = -942565.108145 nChanged 37 SP:Iteration 10Q (23184.350000 sec): 3 clusters Score: Raw -946840.170580 + Penalty 4264.167956 = -942576.002624 nChanged 36 SP:Iteration 11Q (23184.550000 sec): 3 clusters Score: Raw -946854.517719 + Penalty 4264.167956 = -942590.349763 nChanged 35 SP:Iteration 12Q (23184.690000 sec): 3 clusters Score: Raw -946863.883211 + Penalty 4264.167956 = -942599.715255 nChanged 42 SP:Iteration 13Q (23184.880000 sec): 3 clusters Score: Raw -946877.269777 + Penalty 4264.167956 = -942613.101821 nChanged 41 SP:Iteration 14Q (23185.030000 sec): 3 clusters Score: Raw -946891.739279 + Penalty 4264.167956 = -942627.571323 nChanged 43 SP:Iteration 15Q (23185.240000 sec): 3 clusters Score: Raw -946906.262939 + Penalty 4264.167956 = -942642.094983 nChanged 34 SP:Iteration 16Q (23185.450000 sec): 3 clusters Score: Raw -946917.229892 + Penalty 4264.167956 = -942653.061936 nChanged 35 SP:Iteration 17Q (23185.640000 sec): 3 clusters Score: Raw -946928.373331 + Penalty 4264.167956 = -942664.205375 nChanged 42 SP:Iteration 18Q (23185.850000 sec): 3 clusters Score: Raw -946943.296543 + Penalty 4264.167956 = -942679.128587 nChanged 42 SP:Iteration 19Q (23186.030000 sec): 3 clusters Score: Raw -946957.223882 + Penalty 4264.167956 = -942693.055926 nChanged 43 SP:Iteration 20F (23186.210000 sec): 3 clusters Score: Raw -946970.039481 + Penalty 4264.167956 = -942705.871525 nChanged 42 SP:Iteration 21Q (23186.420000 sec): 3 clusters Score: Raw -946982.316471 + Penalty 4264.167956 = -942718.148515 nChanged 29 SP:Iteration 22Q (23186.580000 sec): 3 clusters Score: Raw -946989.625942 + Penalty 4264.167956 = -942725.457986 nChanged 26 SP:Iteration 23Q (23186.840000 sec): 3 clusters Score: Raw -946995.900082 + Penalty 4264.167956 = -942731.732126 nChanged 16 SP:Iteration 24Q (23186.980000 sec): 3 clusters Score: Raw -946999.667653 + Penalty 4264.167956 = -942735.499697 nChanged 21 SP:Iteration 25Q (23187.220000 sec): 3 clusters Score: Raw -947004.194721 + Penalty 4264.167956 = -942740.026765 nChanged 20 SP:Iteration 26Q (23187.370000 sec): 3 clusters Score: Raw -947011.055783 + Penalty 4264.167956 = -942746.887827 nChanged 25 SP:Iteration 27Q (23187.590000 sec): 3 clusters Score: Raw -947018.854707 + Penalty 4264.167956 = -942754.686751 nChanged 20 SP:Iteration 28Q (23187.790000 sec): 3 clusters Score: Raw -947024.145907 + Penalty 4264.167956 = -942759.977951 nChanged 17 SP:Iteration 29Q (23187.990000 sec): 3 clusters Score: Raw -947030.209310 + Penalty 4264.167956 = -942766.041354 nChanged 17 SP:Iteration 30Q (23188.170000 sec): 3 clusters Score: Raw -947035.243192 + Penalty 4264.167956 = -942771.075236 nChanged 21 SP:Iteration 31Q (23188.370000 sec): 3 clusters Score: Raw -947042.599647 + Penalty 4264.167956 = -942778.431691 nChanged 30 SP:Iteration 32Q (23188.570000 sec): 3 clusters Score: Raw -947051.498150 + Penalty 4264.167956 = -942787.330194 nChanged 31 SP:Iteration 33Q (23188.800000 sec): 3 clusters Score: Raw -947059.745023 + Penalty 4264.167956 = -942795.577067 nChanged 29 SP:Iteration 34Q (23188.990000 sec): 3 clusters Score: Raw -947066.871453 + Penalty 4264.167956 = -942802.703497 nChanged 30 SP:Iteration 35Q (23189.180000 sec): 3 clusters Score: Raw -947074.867133 + Penalty 4264.167956 = -942810.699177 nChanged 37 SP:Iteration 36Q (23189.430000 sec): 3 clusters Score: Raw -947086.607788 + Penalty 4264.167956 = -942822.439832 nChanged 41 SP:Iteration 37Q (23189.640000 sec): 3 clusters Score: Raw -947099.339677 + Penalty 4264.167956 = -942835.171721 nChanged 43 SP:Iteration 38Q (23189.800000 sec): 3 clusters Score: Raw -947113.134469 + Penalty 4264.167956 = -942848.966513 nChanged 35 SP:Iteration 39Q (23190.020000 sec): 3 clusters Score: Raw -947124.053840 + Penalty 4264.167956 = -942859.885884 nChanged 39 SP:Iteration 40F (23190.280000 sec): 3 clusters Score: Raw -947135.557383 + Penalty 4264.167956 = -942871.389427 nChanged 32 SP:Iteration 41Q (23190.510000 sec): 3 clusters Score: Raw -947145.781545 + Penalty 4264.167956 = -942881.613589 nChanged 33 SP:Iteration 42Q (23190.730000 sec): 3 clusters Score: Raw -947156.964868 + Penalty 4264.167956 = -942892.796912 nChanged 40 SP:Iteration 43Q (23190.900000 sec): 3 clusters Score: Raw -947175.943646 + Penalty 4264.167956 = -942911.775690 nChanged 56 SP:Iteration 44Q (23191.130000 sec): 3 clusters Score: Raw -947199.485458 + Penalty 4264.167956 = -942935.317502 nChanged 65 SP:Iteration 45Q (23191.300000 sec): 3 clusters Score: Raw -947233.715089 + Penalty 4264.167956 = -942969.547133 nChanged 81 SP:Iteration 46Q (23191.490000 sec): 3 clusters Score: Raw -947279.990100 + Penalty 4264.167956 = -943015.822144 nChanged 92 SP:Iteration 47Q (23191.690000 sec): 3 clusters Score: Raw -947332.371104 + Penalty 4264.167956 = -943068.203148 nChanged 102 SP:Iteration 48Q (23191.880000 sec): 3 clusters Score: Raw -947387.269685 + Penalty 4264.167956 = -943123.101729 nChanged 96 SP:Iteration 49Q (23192.080000 sec): 3 clusters Score: Raw -947437.076356 + Penalty 4264.167956 = -943172.908400 nChanged 104 SP:Iteration 50Q (23192.250000 sec): 3 clusters Score: Raw -947498.001057 + Penalty 4264.167956 = -943233.833101 nChanged 109 SP:Iteration 51Q (23192.400000 sec): 3 clusters Score: Raw -947562.352686 + Penalty 4264.167956 = -943298.184730 nChanged 111 SP:Iteration 52Q (23192.600000 sec): 3 clusters Score: Raw -947637.212460 + Penalty 4264.167956 = -943373.044504 nChanged 99 SP:Iteration 53Q (23192.810000 sec): 3 clusters Score: Raw -947702.180178 + Penalty 4264.167956 = -943438.012222 nChanged 92 SP:Iteration 54Q (23192.980000 sec): 3 clusters Score: Raw -947766.145888 + Penalty 4264.167956 = -943501.977932 nChanged 88 SP:Iteration 55Q (23193.200000 sec): 3 clusters Score: Raw -947832.073486 + Penalty 4264.167956 = -943567.905530 nChanged 72 SP:Iteration 56Q (23193.370000 sec): 3 clusters Score: Raw -947887.276507 + Penalty 4264.167956 = -943623.108551 nChanged 81 SP:Iteration 57Q (23193.580000 sec): 3 clusters Score: Raw -947950.449511 + Penalty 4264.167956 = -943686.281555 nChanged 71 SP:Iteration 58Q (23193.740000 sec): 3 clusters Score: Raw -948002.950120 + Penalty 4264.167956 = -943738.782164 nChanged 47 SP:Iteration 59Q (23193.950000 sec): 3 clusters Score: Raw -948039.735321 + Penalty 4264.167956 = -943775.567365 nChanged 32 SP:Iteration 60F (23194.180000 sec): 3 clusters Score: Raw -948064.301936 + Penalty 4264.167956 = -943800.133980 nChanged 23 SP:Iteration 61Q (23194.390000 sec): 3 clusters Score: Raw -948082.507281 + Penalty 4264.167956 = -943818.339325 nChanged 12 SP:Iteration 62Q (23194.550000 sec): 3 clusters Score: Raw -948090.331499 + Penalty 4264.167956 = -943826.163543 nChanged 7 SP:Iteration 63Q (23194.720000 sec): 3 clusters Score: Raw -948093.743852 + Penalty 4264.167956 = -943829.575896 nChanged 4 SP:Iteration 64Q (23194.940000 sec): 3 clusters Score: Raw -948095.879529 + Penalty 4264.167956 = -943831.711573 nChanged 2 SP:Iteration 65Q (23195.120000 sec): 3 clusters Score: Raw -948097.893295 + Penalty 4264.167956 = -943833.725339 nChanged 4 SP:Iteration 66Q (23195.300000 sec): 3 clusters Score: Raw -948102.445938 + Penalty 4264.167956 = -943838.277982 nChanged 5 SP:Iteration 67Q (23195.470000 sec): 3 clusters Score: Raw -948107.699125 + Penalty 4264.167956 = -943843.531168 nChanged 7 SP:Iteration 68Q (23195.670000 sec): 3 clusters Score: Raw -948116.192543 + Penalty 4264.167956 = -943852.024587 nChanged 10 SP:Iteration 69Q (23195.820000 sec): 3 clusters Score: Raw -948123.476301 + Penalty 4264.167956 = -943859.308345 nChanged 5 SP:Iteration 70Q (23196.010000 sec): 3 clusters Score: Raw -948126.960930 + Penalty 4264.167956 = -943862.792974 nChanged 2 SP:Iteration 71Q (23196.230000 sec): 3 clusters Score: Raw -948128.901657 + Penalty 4264.167956 = -943864.733701 nChanged 4 SP:Iteration 72Q (23196.400000 sec): 3 clusters Score: Raw -948132.489883 + Penalty 4264.167956 = -943868.321927 nChanged 3 SP:Iteration 73Q (23196.620000 sec): 3 clusters Score: Raw -948135.573016 + Penalty 4264.167956 = -943871.405060 nChanged 6 SP:Iteration 74Q (23196.810000 sec): 3 clusters Score: Raw -948140.691520 + Penalty 4264.167956 = -943876.523564 nChanged 7 SP:Iteration 75Q (23197.000000 sec): 3 clusters Score: Raw -948145.842440 + Penalty 4264.167956 = -943881.674484 nChanged 3 SP:Iteration 76Q (23197.230000 sec): 3 clusters Score: Raw -948148.751826 + Penalty 4264.167956 = -943884.583870 nChanged 4 SP:Iteration 77Q (23197.430000 sec): 3 clusters Score: Raw -948152.383466 + Penalty 4264.167956 = -943888.215510 nChanged 5 SP:Iteration 78Q (23197.690000 sec): 3 clusters Score: Raw -948156.085466 + Penalty 4264.167956 = -943891.917510 nChanged 4 SP:Iteration 79Q (23197.910000 sec): 3 clusters Score: Raw -948159.671912 + Penalty 4264.167956 = -943895.503956 nChanged 3 SP:Iteration 80F (23198.100000 sec): 3 clusters Score: Raw -948161.390676 + Penalty 4264.167956 = -943897.222720 nChanged 1 SP:Iteration 81Q (23198.250000 sec): 3 clusters Score: Raw -948161.744695 + Penalty 4264.167956 = -943897.576739 nChanged 0 SP:Iteration 82F (23198.440000 sec): 3 clusters Score: Raw -948161.744695 + Penalty 4264.167956 = -943897.576739 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23198.540000 sec): 2 clusters Score: Raw -88304.554779 + Penalty 1590.537821 = -86714.016957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23198.740000 sec): 3 clusters Score: Raw -88425.982029 + Penalty 3181.075643 = -85244.906386 nChanged 161 SP:Iteration 1F (23198.920000 sec): 3 clusters Score: Raw -88725.505996 + Penalty 3181.075643 = -85544.430353 nChanged 45 SP:Iteration 2F (23199.060000 sec): 3 clusters Score: Raw -88806.692067 + Penalty 3181.075643 = -85625.616424 nChanged 18 SP:Iteration 3Q (23199.200000 sec): 3 clusters Score: Raw -88840.999299 + Penalty 3181.075643 = -85659.923656 nChanged 15 SP:Iteration 4Q (23199.380000 sec): 3 clusters Score: Raw -88877.281441 + Penalty 3181.075643 = -85696.205798 nChanged 15 SP:Iteration 5Q (23199.560000 sec): 3 clusters Score: Raw -88894.152605 + Penalty 3181.075643 = -85713.076963 nChanged 5 SP:Iteration 6Q (23199.770000 sec): 3 clusters Score: Raw -88908.154659 + Penalty 3181.075643 = -85727.079017 nChanged 4 SP:Iteration 7Q (23199.930000 sec): 3 clusters Score: Raw -88912.159843 + Penalty 3181.075643 = -85731.084200 nChanged 3 SP:Iteration 8Q (23200.120000 sec): 3 clusters Score: Raw -88921.171238 + Penalty 3181.075643 = -85740.095595 nChanged 4 SP:Iteration 9Q (23200.320000 sec): 3 clusters Score: Raw -88927.427984 + Penalty 3181.075643 = -85746.352341 nChanged 1 SP:Iteration 10Q (23200.500000 sec): 3 clusters Score: Raw -88929.816582 + Penalty 3181.075643 = -85748.740940 nChanged 0 SP:Iteration 11F (23200.650000 sec): 3 clusters Score: Raw -88929.816582 + Penalty 3181.075643 = -85748.740940 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23200.720000 sec): 2 clusters Score: Raw -24332.459672 + Penalty 1275.132562 = -23057.327110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23200.880000 sec): 3 clusters Score: Raw -24716.892559 + Penalty 2550.265124 = -22166.627435 nChanged 20 SP:Iteration 1F (23201.080000 sec): 3 clusters Score: Raw -24874.002586 + Penalty 2550.265124 = -22323.737462 nChanged 7 SP:Iteration 2Q (23201.240000 sec): 3 clusters Score: Raw -24903.401801 + Penalty 2550.265124 = -22353.136677 nChanged 1 SP:Iteration 3Q (23201.400000 sec): 3 clusters Score: Raw -24908.660354 + Penalty 2550.265124 = -22358.395230 nChanged 1 SP:Iteration 4Q (23201.560000 sec): 3 clusters Score: Raw -24913.715921 + Penalty 2550.265124 = -22363.450797 nChanged 0 SP:Iteration 5F (23201.670000 sec): 3 clusters Score: Raw -24913.715921 + Penalty 2550.265124 = -22363.450797 nChanged 0 Iteration 301F (23252.250000 sec): 58 clusters Score: Raw -68040260.951742 + Penalty 182488.227527 = -67857772.724215 nChanged 13 Iteration 302F (23306.750000 sec): 58 clusters Score: Raw -68040339.878061 + Penalty 182488.227527 = -67857851.650534 nChanged 22 Iteration 303Q (23339.440000 sec): 58 clusters Score: Raw -68040459.414627 + Penalty 182488.227527 = -67857971.187100 nChanged 33 Iteration 304Q (23375.290000 sec): 58 clusters Score: Raw -68040564.393065 + Penalty 182488.227527 = -67858076.165538 nChanged 44 Iteration 305Q (23411.040000 sec): 58 clusters Score: Raw -68040614.447029 + Penalty 182488.227527 = -67858126.219502 nChanged 58 Iteration 306Q (23450.710000 sec): 58 clusters Score: Raw -68040641.232160 + Penalty 182488.227527 = -67858153.004633 nChanged 67 Iteration 307Q (23489.950000 sec): 58 clusters Score: Raw -68040653.860075 + Penalty 182488.227527 = -67858165.632548 nChanged 62 Iteration 308Q (23528.870000 sec): 58 clusters Score: Raw -68040663.454825 + Penalty 182488.227527 = -67858175.227298 nChanged 59 Iteration 309Q (23567.170000 sec): 58 clusters Score: Raw -68040672.964020 + Penalty 182488.227527 = -67858184.736493 nChanged 62 Iteration 310Q (23605.970000 sec): 58 clusters Score: Raw -68040677.923371 + Penalty 182488.227527 = -67858189.695844 nChanged 48 Iteration 311Q (23645.780000 sec): 58 clusters Score: Raw -68040684.939138 + Penalty 182488.227527 = -67858196.711611 nChanged 65 Iteration 312Q (23683.680000 sec): 58 clusters Score: Raw -68040698.220574 + Penalty 182488.227527 = -67858209.993047 nChanged 68 Iteration 313Q (23724.900000 sec): 58 clusters Score: Raw -68040714.147260 + Penalty 182488.227527 = -67858225.919733 nChanged 56 Iteration 314Q (23768.420000 sec): 58 clusters Score: Raw -68040720.429008 + Penalty 182488.227527 = -67858232.201481 nChanged 59 Iteration 315Q (23812.690000 sec): 58 clusters Score: Raw -68040724.640050 + Penalty 182488.227527 = -67858236.412523 nChanged 53 Iteration 316Q (23857.980000 sec): 58 clusters Score: Raw -68040727.561286 + Penalty 182488.227527 = -67858239.333759 nChanged 51 Iteration 317Q (23902.880000 sec): 58 clusters Score: Raw -68040730.905327 + Penalty 182488.227527 = -67858242.677800 nChanged 48 Iteration 318Q (23948.250000 sec): 58 clusters Score: Raw -68040733.675177 + Penalty 182488.227527 = -67858245.447650 nChanged 37 Iteration 319Q (23993.700000 sec): 58 clusters Score: Raw -68040736.067870 + Penalty 182488.227527 = -67858247.840343 nChanged 38 Iteration 320F (24057.670000 sec): 58 clusters Score: Raw -68040737.816871 + Penalty 182488.227527 = -67858249.589344 nChanged 25 Iteration 321Q (24103.170000 sec): 58 clusters Score: Raw -68040738.995117 + Penalty 182488.227527 = -67858250.767590 nChanged 21 Iteration 322Q (24144.470000 sec): 58 clusters Score: Raw -68040740.307065 + Penalty 182488.227527 = -67858252.079538 nChanged 27 Iteration 323Q (24181.370000 sec): 58 clusters Score: Raw -68040741.603127 + Penalty 182488.227527 = -67858253.375600 nChanged 28 Iteration 324Q (24216.530000 sec): 58 clusters Score: Raw -68040742.618465 + Penalty 182488.227527 = -67858254.390938 nChanged 24 Iteration 325Q (24254.110000 sec): 58 clusters Score: Raw -68040743.696536 + Penalty 182488.227527 = -67858255.469009 nChanged 17 Iteration 326Q (24289.360000 sec): 58 clusters Score: Raw -68040744.441093 + Penalty 182488.227527 = -67858256.213566 nChanged 14 Iteration 327Q (24327.640000 sec): 58 clusters Score: Raw -68040745.117433 + Penalty 182488.227527 = -67858256.889907 nChanged 13 Iteration 328Q (24368.190000 sec): 58 clusters Score: Raw -68040745.758464 + Penalty 182488.227527 = -67858257.530937 nChanged 8 Iteration 329Q (24404.000000 sec): 58 clusters Score: Raw -68040746.856490 + Penalty 182488.227527 = -67858258.628963 nChanged 14 Iteration 330Q (24438.060000 sec): 58 clusters Score: Raw -68040747.434730 + Penalty 182488.227527 = -67858259.207203 nChanged 12 Iteration 331Q (24476.330000 sec): 58 clusters Score: Raw -68040748.183630 + Penalty 182488.227527 = -67858259.956103 nChanged 8 Iteration 332Q (24512.600000 sec): 58 clusters Score: Raw -68040748.477758 + Penalty 182488.227527 = -67858260.250231 nChanged 11 Iteration 333Q (24549.730000 sec): 58 clusters Score: Raw -68040748.876639 + Penalty 182488.227527 = -67858260.649112 nChanged 11 Iteration 334Q (24587.940000 sec): 58 clusters Score: Raw -68040749.208006 + Penalty 182488.227527 = -67858260.980479 nChanged 9 Iteration 335Q (24623.090000 sec): 58 clusters Score: Raw -68040749.508385 + Penalty 182488.227527 = -67858261.280858 nChanged 5 Iteration 336Q (24663.670000 sec): 58 clusters Score: Raw -68040749.655597 + Penalty 182488.227527 = -67858261.428070 nChanged 5 Iteration 337Q (24699.710000 sec): 58 clusters Score: Raw -68040749.853106 + Penalty 182488.227527 = -67858261.625579 nChanged 5 Iteration 338Q (24734.610000 sec): 58 clusters Score: Raw -68040750.011887 + Penalty 182488.227527 = -67858261.784360 nChanged 3 Writing temp clu file Because OldScore, -67858261.625579, is greater than current (better) Score,-67858261.784360 Compute initial score before splitting: Score: Raw -68040750.011887 + Penalty 182488.227527 = -67858261.784360 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24734.800000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24735.010000 sec): 3 clusters Score: Raw -44365.260293 + Penalty 2778.650935 = -41586.609358 nChanged 32 SP:Iteration 1F (24735.130000 sec): 3 clusters Score: Raw -44475.331543 + Penalty 2778.650935 = -41696.680608 nChanged 6 SP:Iteration 2Q (24735.320000 sec): 3 clusters Score: Raw -44495.760477 + Penalty 2778.650935 = -41717.109542 nChanged 2 SP:Iteration 3Q (24735.500000 sec): 3 clusters Score: Raw -44502.982491 + Penalty 2778.650935 = -41724.331555 nChanged 1 SP:Iteration 4Q (24735.630000 sec): 3 clusters Score: Raw -44506.136765 + Penalty 2778.650935 = -41727.485830 nChanged 0 SP:Iteration 5F (24735.830000 sec): 3 clusters Score: Raw -44506.136765 + Penalty 2778.650935 = -41727.485830 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24735.930000 sec): 2 clusters Score: Raw -109327.653879 + Penalty 1624.667923 = -107702.985956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24736.060000 sec): 3 clusters Score: Raw -109291.534210 + Penalty 3249.335846 = -106042.198364 nChanged 155 SP:Iteration 1F (24736.230000 sec): 3 clusters Score: Raw -109534.252915 + Penalty 3249.335846 = -106284.917068 nChanged 52 SP:Iteration 2F (24736.400000 sec): 3 clusters Score: Raw -109658.417199 + Penalty 3249.335846 = -106409.081353 nChanged 27 SP:Iteration 3Q (24736.600000 sec): 3 clusters Score: Raw -109733.280916 + Penalty 3249.335846 = -106483.945070 nChanged 26 SP:Iteration 4Q (24736.820000 sec): 3 clusters Score: Raw -109789.875146 + Penalty 3249.335846 = -106540.539300 nChanged 18 SP:Iteration 5Q (24737.010000 sec): 3 clusters Score: Raw -109846.469372 + Penalty 3249.335846 = -106597.133526 nChanged 13 SP:Iteration 6Q (24737.200000 sec): 3 clusters Score: Raw -109878.979895 + Penalty 3249.335846 = -106629.644049 nChanged 11 SP:Iteration 7Q (24737.380000 sec): 3 clusters Score: Raw -109898.890991 + Penalty 3249.335846 = -106649.555144 nChanged 7 SP:Iteration 8Q (24737.490000 sec): 3 clusters Score: Raw -109907.463126 + Penalty 3249.335846 = -106658.127280 nChanged 7 SP:Iteration 9Q (24737.640000 sec): 3 clusters Score: Raw -109921.503913 + Penalty 3249.335846 = -106672.168067 nChanged 3 SP:Iteration 10Q (24737.760000 sec): 3 clusters Score: Raw -109926.104775 + Penalty 3249.335846 = -106676.768928 nChanged 4 SP:Iteration 11Q (24737.940000 sec): 3 clusters Score: Raw -109932.574557 + Penalty 3249.335846 = -106683.238711 nChanged 0 SP:Iteration 12F (24738.080000 sec): 3 clusters Score: Raw -109932.574557 + Penalty 3249.335846 = -106683.238711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24738.180000 sec): 2 clusters Score: Raw -1030958.527760 + Penalty 2168.039609 = -1028790.488152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24738.380000 sec): 3 clusters Score: Raw -1027984.372941 + Penalty 4336.079217 = -1023648.293724 nChanged 2550 SP:Iteration 1F (24738.640000 sec): 3 clusters Score: Raw -1029972.445923 + Penalty 4336.079217 = -1025636.366706 nChanged 651 SP:Iteration 2F (24738.840000 sec): 3 clusters Score: Raw -1030610.578199 + Penalty 4336.079217 = -1026274.498982 nChanged 529 SP:Iteration 3F (24739.080000 sec): 3 clusters Score: Raw -1031065.997722 + Penalty 4336.079217 = -1026729.918505 nChanged 384 SP:Iteration 4F (24739.290000 sec): 3 clusters Score: Raw -1031361.089982 + Penalty 4336.079217 = -1027025.010765 nChanged 277 SP:Iteration 5Q (24739.490000 sec): 3 clusters Score: Raw -1031556.424784 + Penalty 4336.079217 = -1027220.345567 nChanged 210 SP:Iteration 6Q (24739.660000 sec): 3 clusters Score: Raw -1031719.613692 + Penalty 4336.079217 = -1027383.534475 nChanged 177 SP:Iteration 7Q (24739.880000 sec): 3 clusters Score: Raw -1031835.995136 + Penalty 4336.079217 = -1027499.915918 nChanged 138 SP:Iteration 8Q (24740.040000 sec): 3 clusters Score: Raw -1031944.154954 + Penalty 4336.079217 = -1027608.075737 nChanged 113 SP:Iteration 9Q (24740.330000 sec): 3 clusters Score: Raw -1032024.364334 + Penalty 4336.079217 = -1027688.285117 nChanged 93 SP:Iteration 10Q (24740.450000 sec): 3 clusters Score: Raw -1032082.972228 + Penalty 4336.079217 = -1027746.893011 nChanged 71 SP:Iteration 11Q (24740.680000 sec): 3 clusters Score: Raw -1032128.341610 + Penalty 4336.079217 = -1027792.262393 nChanged 52 SP:Iteration 12Q (24740.850000 sec): 3 clusters Score: Raw -1032158.935082 + Penalty 4336.079217 = -1027822.855865 nChanged 37 SP:Iteration 13Q (24741.020000 sec): 3 clusters Score: Raw -1032181.076357 + Penalty 4336.079217 = -1027844.997140 nChanged 34 SP:Iteration 14Q (24741.230000 sec): 3 clusters Score: Raw -1032200.417856 + Penalty 4336.079217 = -1027864.338639 nChanged 26 SP:Iteration 15Q (24741.420000 sec): 3 clusters Score: Raw -1032212.722547 + Penalty 4336.079217 = -1027876.643330 nChanged 18 SP:Iteration 16Q (24741.620000 sec): 3 clusters Score: Raw -1032224.945131 + Penalty 4336.079217 = -1027888.865914 nChanged 22 SP:Iteration 17Q (24741.810000 sec): 3 clusters Score: Raw -1032235.931099 + Penalty 4336.079217 = -1027899.851882 nChanged 14 SP:Iteration 18Q (24742.030000 sec): 3 clusters Score: Raw -1032243.891453 + Penalty 4336.079217 = -1027907.812236 nChanged 16 SP:Iteration 19Q (24742.220000 sec): 3 clusters Score: Raw -1032253.391389 + Penalty 4336.079217 = -1027917.312172 nChanged 16 SP:Iteration 20F (24742.380000 sec): 3 clusters Score: Raw -1032259.103714 + Penalty 4336.079217 = -1027923.024497 nChanged 8 SP:Iteration 21Q (24742.570000 sec): 3 clusters Score: Raw -1032263.631033 + Penalty 4336.079217 = -1027927.551816 nChanged 8 SP:Iteration 22Q (24742.800000 sec): 3 clusters Score: Raw -1032268.325400 + Penalty 4336.079217 = -1027932.246183 nChanged 9 SP:Iteration 23Q (24743.000000 sec): 3 clusters Score: Raw -1032271.827778 + Penalty 4336.079217 = -1027935.748561 nChanged 3 SP:Iteration 24Q (24743.180000 sec): 3 clusters Score: Raw -1032273.833732 + Penalty 4336.079217 = -1027937.754515 nChanged 8 SP:Iteration 25Q (24743.430000 sec): 3 clusters Score: Raw -1032277.310931 + Penalty 4336.079217 = -1027941.231714 nChanged 9 SP:Iteration 26Q (24743.680000 sec): 3 clusters Score: Raw -1032281.952986 + Penalty 4336.079217 = -1027945.873769 nChanged 10 SP:Iteration 27Q (24743.850000 sec): 3 clusters Score: Raw -1032288.443483 + Penalty 4336.079217 = -1027952.364266 nChanged 9 SP:Iteration 28Q (24744.060000 sec): 3 clusters Score: Raw -1032294.158790 + Penalty 4336.079217 = -1027958.079573 nChanged 12 SP:Iteration 29Q (24744.290000 sec): 3 clusters Score: Raw -1032304.669483 + Penalty 4336.079217 = -1027968.590266 nChanged 13 SP:Iteration 30Q (24744.470000 sec): 3 clusters Score: Raw -1032312.596654 + Penalty 4336.079217 = -1027976.517437 nChanged 20 SP:Iteration 31Q (24744.720000 sec): 3 clusters Score: Raw -1032328.381851 + Penalty 4336.079217 = -1027992.302634 nChanged 21 SP:Iteration 32Q (24744.880000 sec): 3 clusters Score: Raw -1032356.237767 + Penalty 4336.079217 = -1028020.158550 nChanged 24 SP:Iteration 33Q (24745.080000 sec): 3 clusters Score: Raw -1032394.031291 + Penalty 4336.079217 = -1028057.952074 nChanged 28 SP:Iteration 34Q (24745.250000 sec): 3 clusters Score: Raw -1032428.433035 + Penalty 4336.079217 = -1028092.353818 nChanged 34 SP:Iteration 35Q (24745.430000 sec): 3 clusters Score: Raw -1032459.572257 + Penalty 4336.079217 = -1028123.493040 nChanged 29 SP:Iteration 36Q (24745.610000 sec): 3 clusters Score: Raw -1032484.543317 + Penalty 4336.079217 = -1028148.464100 nChanged 21 SP:Iteration 37Q (24745.790000 sec): 3 clusters Score: Raw -1032505.857591 + Penalty 4336.079217 = -1028169.778374 nChanged 21 SP:Iteration 38Q (24745.970000 sec): 3 clusters Score: Raw -1032513.799384 + Penalty 4336.079217 = -1028177.720167 nChanged 14 SP:Iteration 39Q (24746.150000 sec): 3 clusters Score: Raw -1032518.287108 + Penalty 4336.079217 = -1028182.207891 nChanged 9 SP:Iteration 40F (24746.330000 sec): 3 clusters Score: Raw -1032522.563809 + Penalty 4336.079217 = -1028186.484592 nChanged 9 SP:Iteration 41Q (24746.530000 sec): 3 clusters Score: Raw -1032526.531449 + Penalty 4336.079217 = -1028190.452232 nChanged 8 SP:Iteration 42Q (24746.700000 sec): 3 clusters Score: Raw -1032530.576066 + Penalty 4336.079217 = -1028194.496849 nChanged 8 SP:Iteration 43Q (24746.880000 sec): 3 clusters Score: Raw -1032534.488290 + Penalty 4336.079217 = -1028198.409073 nChanged 10 SP:Iteration 44Q (24747.060000 sec): 3 clusters Score: Raw -1032541.217524 + Penalty 4336.079217 = -1028205.138307 nChanged 13 SP:Iteration 45Q (24747.280000 sec): 3 clusters Score: Raw -1032547.030583 + Penalty 4336.079217 = -1028210.951366 nChanged 10 SP:Iteration 46Q (24747.460000 sec): 3 clusters Score: Raw -1032552.417771 + Penalty 4336.079217 = -1028216.338554 nChanged 6 SP:Iteration 47Q (24747.640000 sec): 3 clusters Score: Raw -1032554.245473 + Penalty 4336.079217 = -1028218.166256 nChanged 8 SP:Iteration 48Q (24747.820000 sec): 3 clusters Score: Raw -1032556.776777 + Penalty 4336.079217 = -1028220.697560 nChanged 4 SP:Iteration 49Q (24747.990000 sec): 3 clusters Score: Raw -1032558.269316 + Penalty 4336.079217 = -1028222.190099 nChanged 3 SP:Iteration 50Q (24748.170000 sec): 3 clusters Score: Raw -1032559.210966 + Penalty 4336.079217 = -1028223.131749 nChanged 5 SP:Iteration 51Q (24748.350000 sec): 3 clusters Score: Raw -1032562.359439 + Penalty 4336.079217 = -1028226.280222 nChanged 9 SP:Iteration 52Q (24748.530000 sec): 3 clusters Score: Raw -1032564.874280 + Penalty 4336.079217 = -1028228.795063 nChanged 3 SP:Iteration 53Q (24748.710000 sec): 3 clusters Score: Raw -1032565.689142 + Penalty 4336.079217 = -1028229.609925 nChanged 2 SP:Iteration 54Q (24748.880000 sec): 3 clusters Score: Raw -1032566.196162 + Penalty 4336.079217 = -1028230.116945 nChanged 1 SP:Iteration 55Q (24749.100000 sec): 3 clusters Score: Raw -1032567.278483 + Penalty 4336.079217 = -1028231.199266 nChanged 4 SP:Iteration 56Q (24749.280000 sec): 3 clusters Score: Raw -1032568.488223 + Penalty 4336.079217 = -1028232.409006 nChanged 2 SP:Iteration 57Q (24749.460000 sec): 3 clusters Score: Raw -1032569.280347 + Penalty 4336.079217 = -1028233.201130 nChanged 1 SP:Iteration 58Q (24749.670000 sec): 3 clusters Score: Raw -1032569.497172 + Penalty 4336.079217 = -1028233.417955 nChanged 0 SP:Iteration 59F (24749.850000 sec): 3 clusters Score: Raw -1032569.497172 + Penalty 4336.079217 = -1028233.417955 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24749.930000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24750.130000 sec): 3 clusters Score: Raw -94386.336079 + Penalty 3179.446741 = -91206.889337 nChanged 113 SP:Iteration 1F (24750.320000 sec): 3 clusters Score: Raw -94604.876316 + Penalty 3179.446741 = -91425.429575 nChanged 40 SP:Iteration 2F (24750.490000 sec): 3 clusters Score: Raw -94728.958743 + Penalty 3179.446741 = -91549.512002 nChanged 23 SP:Iteration 3Q (24750.670000 sec): 3 clusters Score: Raw -94815.957536 + Penalty 3179.446741 = -91636.510795 nChanged 24 SP:Iteration 4Q (24750.920000 sec): 3 clusters Score: Raw -94896.391605 + Penalty 3179.446741 = -91716.944864 nChanged 14 SP:Iteration 5Q (24751.110000 sec): 3 clusters Score: Raw -94935.535770 + Penalty 3179.446741 = -91756.089029 nChanged 12 SP:Iteration 6Q (24751.230000 sec): 3 clusters Score: Raw -94970.181145 + Penalty 3179.446741 = -91790.734403 nChanged 11 SP:Iteration 7Q (24751.390000 sec): 3 clusters Score: Raw -94998.255822 + Penalty 3179.446741 = -91818.809080 nChanged 9 SP:Iteration 8Q (24751.520000 sec): 3 clusters Score: Raw -95028.425041 + Penalty 3179.446741 = -91848.978299 nChanged 4 SP:Iteration 9Q (24751.690000 sec): 3 clusters Score: Raw -95039.354375 + Penalty 3179.446741 = -91859.907634 nChanged 1 SP:Iteration 10Q (24751.850000 sec): 3 clusters Score: Raw -95045.892518 + Penalty 3179.446741 = -91866.445777 nChanged 3 SP:Iteration 11Q (24752.020000 sec): 3 clusters Score: Raw -95056.402511 + Penalty 3179.446741 = -91876.955770 nChanged 2 SP:Iteration 12Q (24752.220000 sec): 3 clusters Score: Raw -95063.791857 + Penalty 3179.446741 = -91884.345115 nChanged 3 SP:Iteration 13Q (24752.380000 sec): 3 clusters Score: Raw -95069.544896 + Penalty 3179.446741 = -91890.098155 nChanged 3 SP:Iteration 14Q (24752.580000 sec): 3 clusters Score: Raw -95076.624555 + Penalty 3179.446741 = -91897.177813 nChanged 2 SP:Iteration 15Q (24752.740000 sec): 3 clusters Score: Raw -95082.725471 + Penalty 3179.446741 = -91903.278730 nChanged 3 SP:Iteration 16Q (24752.940000 sec): 3 clusters Score: Raw -95096.255210 + Penalty 3179.446741 = -91916.808469 nChanged 6 SP:Iteration 17Q (24753.110000 sec): 3 clusters Score: Raw -95115.515104 + Penalty 3179.446741 = -91936.068363 nChanged 8 SP:Iteration 18Q (24753.240000 sec): 3 clusters Score: Raw -95145.205795 + Penalty 3179.446741 = -91965.759054 nChanged 8 SP:Iteration 19Q (24753.420000 sec): 3 clusters Score: Raw -95172.156959 + Penalty 3179.446741 = -91992.710218 nChanged 9 SP:Iteration 20F (24753.590000 sec): 3 clusters Score: Raw -95212.568576 + Penalty 3179.446741 = -92033.121835 nChanged 9 SP:Iteration 21Q (24753.760000 sec): 3 clusters Score: Raw -95237.551817 + Penalty 3179.446741 = -92058.105075 nChanged 7 SP:Iteration 22Q (24753.940000 sec): 3 clusters Score: Raw -95252.157373 + Penalty 3179.446741 = -92072.710631 nChanged 3 SP:Iteration 23Q (24754.060000 sec): 3 clusters Score: Raw -95256.775500 + Penalty 3179.446741 = -92077.328758 nChanged 2 SP:Iteration 24Q (24754.200000 sec): 3 clusters Score: Raw -95259.107160 + Penalty 3179.446741 = -92079.660418 nChanged 2 SP:Iteration 25Q (24754.410000 sec): 3 clusters Score: Raw -95263.951515 + Penalty 3179.446741 = -92084.504773 nChanged 3 SP:Iteration 26Q (24754.530000 sec): 3 clusters Score: Raw -95274.437394 + Penalty 3179.446741 = -92094.990653 nChanged 2 SP:Iteration 27Q (24754.720000 sec): 3 clusters Score: Raw -95278.747135 + Penalty 3179.446741 = -92099.300394 nChanged 2 SP:Iteration 28Q (24754.850000 sec): 3 clusters Score: Raw -95286.446462 + Penalty 3179.446741 = -92106.999721 nChanged 2 SP:Iteration 29Q (24755.010000 sec): 3 clusters Score: Raw -95292.863383 + Penalty 3179.446741 = -92113.416642 nChanged 2 SP:Iteration 30Q (24755.170000 sec): 3 clusters Score: Raw -95301.762585 + Penalty 3179.446741 = -92122.315844 nChanged 3 SP:Iteration 31Q (24755.300000 sec): 3 clusters Score: Raw -95310.166739 + Penalty 3179.446741 = -92130.719997 nChanged 2 SP:Iteration 32Q (24755.430000 sec): 3 clusters Score: Raw -95318.121152 + Penalty 3179.446741 = -92138.674411 nChanged 1 SP:Iteration 33Q (24755.570000 sec): 3 clusters Score: Raw -95320.147540 + Penalty 3179.446741 = -92140.700799 nChanged 1 SP:Iteration 34Q (24755.670000 sec): 3 clusters Score: Raw -95322.832239 + Penalty 3179.446741 = -92143.385498 nChanged 2 SP:Iteration 35Q (24755.820000 sec): 3 clusters Score: Raw -95324.592740 + Penalty 3179.446741 = -92145.145998 nChanged 1 SP:Iteration 36Q (24755.970000 sec): 3 clusters Score: Raw -95325.621897 + Penalty 3179.446741 = -92146.175155 nChanged 0 SP:Iteration 37F (24756.150000 sec): 3 clusters Score: Raw -95325.621897 + Penalty 3179.446741 = -92146.175155 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24756.230000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24756.390000 sec): 3 clusters Score: Raw -92494.749590 + Penalty 3123.366223 = -89371.383368 nChanged 102 SP:Iteration 1F (24756.520000 sec): 3 clusters Score: Raw -92700.128459 + Penalty 3123.366223 = -89576.762237 nChanged 31 SP:Iteration 2F (24756.700000 sec): 3 clusters Score: Raw -92779.463378 + Penalty 3123.366223 = -89656.097155 nChanged 20 SP:Iteration 3Q (24756.830000 sec): 3 clusters Score: Raw -92838.039844 + Penalty 3123.366223 = -89714.673622 nChanged 9 SP:Iteration 4Q (24756.980000 sec): 3 clusters Score: Raw -92873.348872 + Penalty 3123.366223 = -89749.982650 nChanged 9 SP:Iteration 5Q (24757.160000 sec): 3 clusters Score: Raw -92899.783880 + Penalty 3123.366223 = -89776.417657 nChanged 8 SP:Iteration 6Q (24757.290000 sec): 3 clusters Score: Raw -92920.245949 + Penalty 3123.366223 = -89796.879726 nChanged 2 SP:Iteration 7Q (24757.460000 sec): 3 clusters Score: Raw -92928.650115 + Penalty 3123.366223 = -89805.283893 nChanged 4 SP:Iteration 8Q (24757.640000 sec): 3 clusters Score: Raw -92936.868466 + Penalty 3123.366223 = -89813.502243 nChanged 5 SP:Iteration 9Q (24757.770000 sec): 3 clusters Score: Raw -92956.918893 + Penalty 3123.366223 = -89833.552670 nChanged 3 SP:Iteration 10Q (24757.970000 sec): 3 clusters Score: Raw -92964.969298 + Penalty 3123.366223 = -89841.603075 nChanged 1 SP:Iteration 11Q (24758.110000 sec): 3 clusters Score: Raw -92967.446171 + Penalty 3123.366223 = -89844.079948 nChanged 0 SP:Iteration 12F (24758.310000 sec): 3 clusters Score: Raw -92967.446171 + Penalty 3123.366223 = -89844.079948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24758.370000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24758.500000 sec): 3 clusters Score: Raw -19444.228555 + Penalty 2454.584906 = -16989.643649 nChanged 11 SP:Iteration 1F (24758.630000 sec): 3 clusters Score: Raw -19515.409331 + Penalty 2454.584906 = -17060.824425 nChanged 5 SP:Iteration 2Q (24758.750000 sec): 3 clusters Score: Raw -19566.836963 + Penalty 2454.584906 = -17112.252057 nChanged 6 SP:Iteration 3Q (24758.890000 sec): 3 clusters Score: Raw -19616.976654 + Penalty 2454.584906 = -17162.391749 nChanged 7 SP:Iteration 4Q (24759.050000 sec): 3 clusters Score: Raw -19725.097570 + Penalty 2454.584906 = -17270.512664 nChanged 3 SP:Iteration 5Q (24759.180000 sec): 3 clusters Score: Raw -19761.075567 + Penalty 2454.584906 = -17306.490662 nChanged 1 SP:Iteration 6Q (24759.320000 sec): 3 clusters Score: Raw -19777.844858 + Penalty 2454.584906 = -17323.259953 nChanged 1 SP:Iteration 7Q (24759.450000 sec): 3 clusters Score: Raw -19782.348467 + Penalty 2454.584906 = -17327.763562 nChanged 0 SP:Iteration 8F (24759.580000 sec): 3 clusters Score: Raw -19782.348467 + Penalty 2454.584906 = -17327.763562 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24759.680000 sec): 2 clusters Score: Raw -25970.818011 + Penalty 1293.304068 = -24677.513944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24759.800000 sec): 3 clusters Score: Raw -26168.737327 + Penalty 2586.608136 = -23582.129192 nChanged 12 SP:Iteration 1F (24759.930000 sec): 3 clusters Score: Raw -26242.035961 + Penalty 2586.608136 = -23655.427825 nChanged 5 SP:Iteration 2Q (24760.070000 sec): 3 clusters Score: Raw -26267.811126 + Penalty 2586.608136 = -23681.202990 nChanged 2 SP:Iteration 3Q (24760.220000 sec): 3 clusters Score: Raw -26276.379199 + Penalty 2586.608136 = -23689.771063 nChanged 1 SP:Iteration 4Q (24760.360000 sec): 3 clusters Score: Raw -26281.713626 + Penalty 2586.608136 = -23695.105490 nChanged 2 SP:Iteration 5Q (24760.490000 sec): 3 clusters Score: Raw -26296.657287 + Penalty 2586.608136 = -23710.049151 nChanged 1 SP:Iteration 6Q (24760.620000 sec): 3 clusters Score: Raw -26300.950419 + Penalty 2586.608136 = -23714.342283 nChanged 0 SP:Iteration 7F (24760.760000 sec): 3 clusters Score: Raw -26300.950419 + Penalty 2586.608136 = -23714.342283 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24760.900000 sec): 2 clusters Score: Raw -1014287.440862 + Penalty 2163.078643 = -1012124.362219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24761.160000 sec): 3 clusters Score: Raw -1011194.178305 + Penalty 4326.157286 = -1006868.021019 nChanged 2396 SP:Iteration 1F (24761.350000 sec): 3 clusters Score: Raw -1012707.823110 + Penalty 4326.157286 = -1008381.665824 nChanged 554 SP:Iteration 2F (24761.550000 sec): 3 clusters Score: Raw -1013110.565242 + Penalty 4326.157286 = -1008784.407956 nChanged 437 SP:Iteration 3F (24761.750000 sec): 3 clusters Score: Raw -1013502.564885 + Penalty 4326.157286 = -1009176.407599 nChanged 415 SP:Iteration 4F (24761.950000 sec): 3 clusters Score: Raw -1013976.309614 + Penalty 4326.157286 = -1009650.152328 nChanged 416 SP:Iteration 5F (24762.220000 sec): 3 clusters Score: Raw -1014425.785476 + Penalty 4326.157286 = -1010099.628190 nChanged 382 SP:Iteration 6F (24762.440000 sec): 3 clusters Score: Raw -1014809.947466 + Penalty 4326.157286 = -1010483.790180 nChanged 289 SP:Iteration 7Q (24762.680000 sec): 3 clusters Score: Raw -1015158.483122 + Penalty 4326.157286 = -1010832.325836 nChanged 246 SP:Iteration 8Q (24762.880000 sec): 3 clusters Score: Raw -1015402.949183 + Penalty 4326.157286 = -1011076.791897 nChanged 192 SP:Iteration 9Q (24763.110000 sec): 3 clusters Score: Raw -1015556.402440 + Penalty 4326.157286 = -1011230.245154 nChanged 141 SP:Iteration 10Q (24763.350000 sec): 3 clusters Score: Raw -1015658.941617 + Penalty 4326.157286 = -1011332.784331 nChanged 111 SP:Iteration 11Q (24763.480000 sec): 3 clusters Score: Raw -1015722.288957 + Penalty 4326.157286 = -1011396.131671 nChanged 74 SP:Iteration 12Q (24763.730000 sec): 3 clusters Score: Raw -1015760.759728 + Penalty 4326.157286 = -1011434.602442 nChanged 58 SP:Iteration 13Q (24763.910000 sec): 3 clusters Score: Raw -1015789.477839 + Penalty 4326.157286 = -1011463.320553 nChanged 61 SP:Iteration 14Q (24764.200000 sec): 3 clusters Score: Raw -1015811.721031 + Penalty 4326.157286 = -1011485.563745 nChanged 36 SP:Iteration 15Q (24764.460000 sec): 3 clusters Score: Raw -1015826.849039 + Penalty 4326.157286 = -1011500.691753 nChanged 31 SP:Iteration 16Q (24764.610000 sec): 3 clusters Score: Raw -1015836.027292 + Penalty 4326.157286 = -1011509.870006 nChanged 25 SP:Iteration 17Q (24764.820000 sec): 3 clusters Score: Raw -1015845.823842 + Penalty 4326.157286 = -1011519.666556 nChanged 27 SP:Iteration 18Q (24765.070000 sec): 3 clusters Score: Raw -1015857.581574 + Penalty 4326.157286 = -1011531.424288 nChanged 23 SP:Iteration 19Q (24765.260000 sec): 3 clusters Score: Raw -1015867.397831 + Penalty 4326.157286 = -1011541.240545 nChanged 14 SP:Iteration 20F (24765.470000 sec): 3 clusters Score: Raw -1015871.151955 + Penalty 4326.157286 = -1011544.994669 nChanged 14 SP:Iteration 21Q (24765.690000 sec): 3 clusters Score: Raw -1015876.290426 + Penalty 4326.157286 = -1011550.133140 nChanged 16 SP:Iteration 22Q (24765.870000 sec): 3 clusters Score: Raw -1015880.488098 + Penalty 4326.157286 = -1011554.330812 nChanged 5 SP:Iteration 23Q (24766.060000 sec): 3 clusters Score: Raw -1015882.800257 + Penalty 4326.157286 = -1011556.642971 nChanged 9 SP:Iteration 24Q (24766.240000 sec): 3 clusters Score: Raw -1015885.214408 + Penalty 4326.157286 = -1011559.057122 nChanged 4 SP:Iteration 25Q (24766.420000 sec): 3 clusters Score: Raw -1015885.974032 + Penalty 4326.157286 = -1011559.816746 nChanged 6 SP:Iteration 26Q (24766.610000 sec): 3 clusters Score: Raw -1015887.127013 + Penalty 4326.157286 = -1011560.969727 nChanged 4 SP:Iteration 27Q (24766.790000 sec): 3 clusters Score: Raw -1015888.254871 + Penalty 4326.157286 = -1011562.097585 nChanged 3 SP:Iteration 28Q (24766.970000 sec): 3 clusters Score: Raw -1015889.330659 + Penalty 4326.157286 = -1011563.173373 nChanged 5 SP:Iteration 29Q (24767.150000 sec): 3 clusters Score: Raw -1015890.662322 + Penalty 4326.157286 = -1011564.505036 nChanged 6 SP:Iteration 30Q (24767.340000 sec): 3 clusters Score: Raw -1015894.372815 + Penalty 4326.157286 = -1011568.215529 nChanged 7 SP:Iteration 31Q (24767.520000 sec): 3 clusters Score: Raw -1015899.574854 + Penalty 4326.157286 = -1011573.417568 nChanged 9 SP:Iteration 32Q (24767.700000 sec): 3 clusters Score: Raw -1015903.550392 + Penalty 4326.157286 = -1011577.393106 nChanged 14 SP:Iteration 33Q (24767.880000 sec): 3 clusters Score: Raw -1015909.748454 + Penalty 4326.157286 = -1011583.591168 nChanged 17 SP:Iteration 34Q (24768.060000 sec): 3 clusters Score: Raw -1015916.539615 + Penalty 4326.157286 = -1011590.382329 nChanged 14 SP:Iteration 35Q (24768.250000 sec): 3 clusters Score: Raw -1015921.365134 + Penalty 4326.157286 = -1011595.207848 nChanged 11 SP:Iteration 36Q (24768.430000 sec): 3 clusters Score: Raw -1015924.828879 + Penalty 4326.157286 = -1011598.671593 nChanged 8 SP:Iteration 37Q (24768.610000 sec): 3 clusters Score: Raw -1015927.065105 + Penalty 4326.157286 = -1011600.907820 nChanged 4 SP:Iteration 38Q (24768.800000 sec): 3 clusters Score: Raw -1015927.812720 + Penalty 4326.157286 = -1011601.655434 nChanged 3 SP:Iteration 39Q (24768.980000 sec): 3 clusters Score: Raw -1015928.623752 + Penalty 4326.157286 = -1011602.466466 nChanged 4 SP:Iteration 40F (24769.160000 sec): 3 clusters Score: Raw -1015929.586812 + Penalty 4326.157286 = -1011603.429526 nChanged 4 SP:Iteration 41Q (24769.340000 sec): 3 clusters Score: Raw -1015931.273820 + Penalty 4326.157286 = -1011605.116534 nChanged 7 SP:Iteration 42Q (24769.520000 sec): 3 clusters Score: Raw -1015934.354718 + Penalty 4326.157286 = -1011608.197432 nChanged 10 SP:Iteration 43Q (24769.700000 sec): 3 clusters Score: Raw -1015937.754870 + Penalty 4326.157286 = -1011611.597584 nChanged 8 SP:Iteration 44Q (24769.880000 sec): 3 clusters Score: Raw -1015940.392530 + Penalty 4326.157286 = -1011614.235244 nChanged 6 SP:Iteration 45Q (24770.150000 sec): 3 clusters Score: Raw -1015942.203467 + Penalty 4326.157286 = -1011616.046181 nChanged 5 SP:Iteration 46Q (24770.420000 sec): 3 clusters Score: Raw -1015944.307999 + Penalty 4326.157286 = -1011618.150713 nChanged 7 SP:Iteration 47Q (24770.590000 sec): 3 clusters Score: Raw -1015946.812125 + Penalty 4326.157286 = -1011620.654839 nChanged 6 SP:Iteration 48Q (24770.810000 sec): 3 clusters Score: Raw -1015948.965915 + Penalty 4326.157286 = -1011622.808629 nChanged 9 SP:Iteration 49Q (24771.070000 sec): 3 clusters Score: Raw -1015951.027121 + Penalty 4326.157286 = -1011624.869835 nChanged 8 SP:Iteration 50Q (24771.300000 sec): 3 clusters Score: Raw -1015953.117816 + Penalty 4326.157286 = -1011626.960530 nChanged 8 SP:Iteration 51Q (24771.560000 sec): 3 clusters Score: Raw -1015955.089445 + Penalty 4326.157286 = -1011628.932159 nChanged 5 SP:Iteration 52Q (24771.770000 sec): 3 clusters Score: Raw -1015956.902710 + Penalty 4326.157286 = -1011630.745424 nChanged 9 SP:Iteration 53Q (24772.010000 sec): 3 clusters Score: Raw -1015960.803518 + Penalty 4326.157286 = -1011634.646232 nChanged 4 SP:Iteration 54Q (24772.230000 sec): 3 clusters Score: Raw -1015961.908491 + Penalty 4326.157286 = -1011635.751205 nChanged 2 SP:Iteration 55Q (24772.480000 sec): 3 clusters Score: Raw -1015962.563766 + Penalty 4326.157286 = -1011636.406480 nChanged 2 SP:Iteration 56Q (24772.700000 sec): 3 clusters Score: Raw -1015963.746598 + Penalty 4326.157286 = -1011637.589312 nChanged 2 SP:Iteration 57Q (24772.960000 sec): 3 clusters Score: Raw -1015964.958350 + Penalty 4326.157286 = -1011638.801064 nChanged 3 SP:Iteration 58Q (24773.110000 sec): 3 clusters Score: Raw -1015965.735580 + Penalty 4326.157286 = -1011639.578294 nChanged 4 SP:Iteration 59Q (24773.340000 sec): 3 clusters Score: Raw -1015967.534534 + Penalty 4326.157286 = -1011641.377248 nChanged 4 SP:Iteration 60F (24773.550000 sec): 3 clusters Score: Raw -1015969.545025 + Penalty 4326.157286 = -1011643.387739 nChanged 5 SP:Iteration 61Q (24773.700000 sec): 3 clusters Score: Raw -1015971.540236 + Penalty 4326.157286 = -1011645.382950 nChanged 7 SP:Iteration 62Q (24773.900000 sec): 3 clusters Score: Raw -1015975.847188 + Penalty 4326.157286 = -1011649.689902 nChanged 11 SP:Iteration 63Q (24774.120000 sec): 3 clusters Score: Raw -1015980.825337 + Penalty 4326.157286 = -1011654.668051 nChanged 12 SP:Iteration 64Q (24774.330000 sec): 3 clusters Score: Raw -1015987.012114 + Penalty 4326.157286 = -1011660.854828 nChanged 14 SP:Iteration 65Q (24774.520000 sec): 3 clusters Score: Raw -1015992.674985 + Penalty 4326.157286 = -1011666.517699 nChanged 15 SP:Iteration 66Q (24774.720000 sec): 3 clusters Score: Raw -1016000.202169 + Penalty 4326.157286 = -1011674.044883 nChanged 15 SP:Iteration 67Q (24774.900000 sec): 3 clusters Score: Raw -1016007.407277 + Penalty 4326.157286 = -1011681.249992 nChanged 14 SP:Iteration 68Q (24775.100000 sec): 3 clusters Score: Raw -1016016.381173 + Penalty 4326.157286 = -1011690.223887 nChanged 17 SP:Iteration 69Q (24775.300000 sec): 3 clusters Score: Raw -1016024.611362 + Penalty 4326.157286 = -1011698.454076 nChanged 23 SP:Iteration 70Q (24775.520000 sec): 3 clusters Score: Raw -1016036.792838 + Penalty 4326.157286 = -1011710.635552 nChanged 16 SP:Iteration 71Q (24775.750000 sec): 3 clusters Score: Raw -1016044.295147 + Penalty 4326.157286 = -1011718.137861 nChanged 11 SP:Iteration 72Q (24775.980000 sec): 3 clusters Score: Raw -1016047.737245 + Penalty 4326.157286 = -1011721.579959 nChanged 8 SP:Iteration 73Q (24776.230000 sec): 3 clusters Score: Raw -1016050.297986 + Penalty 4326.157286 = -1011724.140700 nChanged 7 SP:Iteration 74Q (24776.400000 sec): 3 clusters Score: Raw -1016052.470633 + Penalty 4326.157286 = -1011726.313347 nChanged 5 SP:Iteration 75Q (24776.610000 sec): 3 clusters Score: Raw -1016055.103071 + Penalty 4326.157286 = -1011728.945785 nChanged 4 SP:Iteration 76Q (24776.810000 sec): 3 clusters Score: Raw -1016056.422999 + Penalty 4326.157286 = -1011730.265713 nChanged 3 SP:Iteration 77Q (24777.060000 sec): 3 clusters Score: Raw -1016057.181907 + Penalty 4326.157286 = -1011731.024621 nChanged 3 SP:Iteration 78Q (24777.220000 sec): 3 clusters Score: Raw -1016057.857869 + Penalty 4326.157286 = -1011731.700583 nChanged 5 SP:Iteration 79Q (24777.460000 sec): 3 clusters Score: Raw -1016058.809458 + Penalty 4326.157286 = -1011732.652172 nChanged 1 SP:Iteration 80F (24777.660000 sec): 3 clusters Score: Raw -1016059.206343 + Penalty 4326.157286 = -1011733.049057 nChanged 3 SP:Iteration 81Q (24777.840000 sec): 3 clusters Score: Raw -1016060.448798 + Penalty 4326.157286 = -1011734.291512 nChanged 3 SP:Iteration 82Q (24778.110000 sec): 3 clusters Score: Raw -1016061.161347 + Penalty 4326.157286 = -1011735.004061 nChanged 2 SP:Iteration 83Q (24778.340000 sec): 3 clusters Score: Raw -1016061.718722 + Penalty 4326.157286 = -1011735.561436 nChanged 1 SP:Iteration 84Q (24778.510000 sec): 3 clusters Score: Raw -1016061.947243 + Penalty 4326.157286 = -1011735.789957 nChanged 1 SP:Iteration 85Q (24778.750000 sec): 3 clusters Score: Raw -1016062.105716 + Penalty 4326.157286 = -1011735.948430 nChanged 0 SP:Iteration 86F (24778.970000 sec): 3 clusters Score: Raw -1016062.105716 + Penalty 4326.157286 = -1011735.948430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24779.060000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24779.200000 sec): 3 clusters Score: Raw -173998.925128 + Penalty 3419.756340 = -170579.168788 nChanged 264 SP:Iteration 1F (24779.380000 sec): 3 clusters Score: Raw -174270.630596 + Penalty 3419.756340 = -170850.874256 nChanged 68 SP:Iteration 2F (24779.570000 sec): 3 clusters Score: Raw -174376.891035 + Penalty 3419.756340 = -170957.134695 nChanged 40 SP:Iteration 3Q (24779.720000 sec): 3 clusters Score: Raw -174433.345774 + Penalty 3419.756340 = -171013.589435 nChanged 32 SP:Iteration 4Q (24779.910000 sec): 3 clusters Score: Raw -174478.080062 + Penalty 3419.756340 = -171058.323723 nChanged 21 SP:Iteration 5Q (24780.090000 sec): 3 clusters Score: Raw -174513.866175 + Penalty 3419.756340 = -171094.109835 nChanged 16 SP:Iteration 6Q (24780.270000 sec): 3 clusters Score: Raw -174545.477416 + Penalty 3419.756340 = -171125.721077 nChanged 17 SP:Iteration 7Q (24780.410000 sec): 3 clusters Score: Raw -174568.610637 + Penalty 3419.756340 = -171148.854297 nChanged 11 SP:Iteration 8Q (24780.580000 sec): 3 clusters Score: Raw -174588.532451 + Penalty 3419.756340 = -171168.776112 nChanged 4 SP:Iteration 9Q (24780.770000 sec): 3 clusters Score: Raw -174593.565380 + Penalty 3419.756340 = -171173.809040 nChanged 5 SP:Iteration 10Q (24780.900000 sec): 3 clusters Score: Raw -174598.294398 + Penalty 3419.756340 = -171178.538059 nChanged 3 SP:Iteration 11Q (24781.040000 sec): 3 clusters Score: Raw -174601.606965 + Penalty 3419.756340 = -171181.850625 nChanged 2 SP:Iteration 12Q (24781.180000 sec): 3 clusters Score: Raw -174602.884103 + Penalty 3419.756340 = -171183.127764 nChanged 1 SP:Iteration 13Q (24781.320000 sec): 3 clusters Score: Raw -174603.294871 + Penalty 3419.756340 = -171183.538531 nChanged 1 SP:Iteration 14Q (24781.450000 sec): 3 clusters Score: Raw -174603.793190 + Penalty 3419.756340 = -171184.036851 nChanged 0 SP:Iteration 15F (24781.580000 sec): 3 clusters Score: Raw -174603.793190 + Penalty 3419.756340 = -171184.036851 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24781.640000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24781.820000 sec): 3 clusters Score: Raw -93162.708667 + Penalty 3168.726457 = -89993.982210 nChanged 125 SP:Iteration 1F (24781.940000 sec): 3 clusters Score: Raw -93419.218200 + Penalty 3168.726457 = -90250.491743 nChanged 33 SP:Iteration 2F (24782.100000 sec): 3 clusters Score: Raw -93525.541232 + Penalty 3168.726457 = -90356.814775 nChanged 23 SP:Iteration 3Q (24782.230000 sec): 3 clusters Score: Raw -93670.391796 + Penalty 3168.726457 = -90501.665339 nChanged 23 SP:Iteration 4Q (24782.400000 sec): 3 clusters Score: Raw -93904.733781 + Penalty 3168.726457 = -90736.007324 nChanged 20 SP:Iteration 5Q (24782.550000 sec): 3 clusters Score: Raw -93993.531048 + Penalty 3168.726457 = -90824.804591 nChanged 19 SP:Iteration 6Q (24782.680000 sec): 3 clusters Score: Raw -94027.251108 + Penalty 3168.726457 = -90858.524651 nChanged 10 SP:Iteration 7Q (24782.800000 sec): 3 clusters Score: Raw -94061.097837 + Penalty 3168.726457 = -90892.371379 nChanged 10 SP:Iteration 8Q (24782.960000 sec): 3 clusters Score: Raw -94082.708499 + Penalty 3168.726457 = -90913.982042 nChanged 8 SP:Iteration 9Q (24783.070000 sec): 3 clusters Score: Raw -94103.552486 + Penalty 3168.726457 = -90934.826028 nChanged 6 SP:Iteration 10Q (24783.210000 sec): 3 clusters Score: Raw -94118.872173 + Penalty 3168.726457 = -90950.145715 nChanged 7 SP:Iteration 11Q (24783.340000 sec): 3 clusters Score: Raw -94133.585021 + Penalty 3168.726457 = -90964.858564 nChanged 3 SP:Iteration 12Q (24783.480000 sec): 3 clusters Score: Raw -94142.872148 + Penalty 3168.726457 = -90974.145691 nChanged 3 SP:Iteration 13Q (24783.680000 sec): 3 clusters Score: Raw -94148.063887 + Penalty 3168.726457 = -90979.337430 nChanged 2 SP:Iteration 14Q (24783.880000 sec): 3 clusters Score: Raw -94153.239796 + Penalty 3168.726457 = -90984.513339 nChanged 1 SP:Iteration 15Q (24784.010000 sec): 3 clusters Score: Raw -94155.992724 + Penalty 3168.726457 = -90987.266267 nChanged 0 SP:Iteration 16F (24784.200000 sec): 3 clusters Score: Raw -94155.992724 + Penalty 3168.726457 = -90987.266267 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24784.720000 sec): 2 clusters Score: Raw -11814596.222279 + Penalty 2746.352449 = -11811849.869830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24785.370000 sec): 3 clusters Score: Raw -11774093.618832 + Penalty 5492.704898 = -11768600.913934 nChanged 29985 SP:Iteration 1F (24786.070000 sec): 3 clusters Score: Raw -11790815.964527 + Penalty 5492.704898 = -11785323.259629 nChanged 2270 SP:Iteration 2Q (24786.780000 sec): 3 clusters Score: Raw -11791393.767366 + Penalty 5492.704898 = -11785901.062468 nChanged 2184 SP:Iteration 3Q (24787.380000 sec): 3 clusters Score: Raw -11792013.813471 + Penalty 5492.704898 = -11786521.108573 nChanged 2412 SP:Iteration 4Q (24788.020000 sec): 3 clusters Score: Raw -11792813.043261 + Penalty 5492.704898 = -11787320.338363 nChanged 2598 SP:Iteration 5Q (24788.670000 sec): 3 clusters Score: Raw -11793884.244598 + Penalty 5492.704898 = -11788391.539700 nChanged 3090 SP:Iteration 6Q (24789.260000 sec): 3 clusters Score: Raw -11795490.890413 + Penalty 5492.704898 = -11789998.185515 nChanged 3893 SP:Iteration 7F (24789.860000 sec): 3 clusters Score: Raw -11798039.397733 + Penalty 5492.704898 = -11792546.692835 nChanged 4681 SP:Iteration 8F (24790.440000 sec): 3 clusters Score: Raw -11801717.410769 + Penalty 5492.704898 = -11796224.705871 nChanged 4952 SP:Iteration 9F (24791.080000 sec): 3 clusters Score: Raw -11806088.638660 + Penalty 5492.704898 = -11800595.933762 nChanged 4207 SP:Iteration 10F (24791.700000 sec): 3 clusters Score: Raw -11809931.045219 + Penalty 5492.704898 = -11804438.340321 nChanged 2894 SP:Iteration 11Q (24792.330000 sec): 3 clusters Score: Raw -11812538.723000 + Penalty 5492.704898 = -11807046.018102 nChanged 1488 SP:Iteration 12Q (24792.950000 sec): 3 clusters Score: Raw -11813851.154327 + Penalty 5492.704898 = -11808358.449428 nChanged 609 SP:Iteration 13Q (24793.470000 sec): 3 clusters Score: Raw -11814386.159084 + Penalty 5492.704898 = -11808893.454186 nChanged 232 SP:Iteration 14Q (24794.040000 sec): 3 clusters Score: Raw -11814608.024707 + Penalty 5492.704898 = -11809115.319809 nChanged 103 SP:Iteration 15Q (24794.540000 sec): 3 clusters Score: Raw -11814717.931781 + Penalty 5492.704898 = -11809225.226883 nChanged 63 SP:Iteration 16Q (24795.120000 sec): 3 clusters Score: Raw -11814790.486343 + Penalty 5492.704898 = -11809297.781445 nChanged 31 SP:Iteration 17Q (24795.690000 sec): 3 clusters Score: Raw -11814826.376691 + Penalty 5492.704898 = -11809333.671793 nChanged 23 SP:Iteration 18Q (24796.290000 sec): 3 clusters Score: Raw -11814856.946189 + Penalty 5492.704898 = -11809364.241291 nChanged 18 SP:Iteration 19Q (24796.870000 sec): 3 clusters Score: Raw -11814877.392171 + Penalty 5492.704898 = -11809384.687273 nChanged 12 SP:Iteration 20F (24797.540000 sec): 3 clusters Score: Raw -11814893.139994 + Penalty 5492.704898 = -11809400.435096 nChanged 13 SP:Iteration 21Q (24798.100000 sec): 3 clusters Score: Raw -11814907.724005 + Penalty 5492.704898 = -11809415.019107 nChanged 9 SP:Iteration 22Q (24798.580000 sec): 3 clusters Score: Raw -11814921.399445 + Penalty 5492.704898 = -11809428.694547 nChanged 4 SP:Iteration 23Q (24799.200000 sec): 3 clusters Score: Raw -11814927.393790 + Penalty 5492.704898 = -11809434.688892 nChanged 3 SP:Iteration 24Q (24799.740000 sec): 3 clusters Score: Raw -11814931.450276 + Penalty 5492.704898 = -11809438.745378 nChanged 3 SP:Iteration 25Q (24800.290000 sec): 3 clusters Score: Raw -11814933.427475 + Penalty 5492.704898 = -11809440.722577 nChanged 3 SP:Iteration 26Q (24800.820000 sec): 3 clusters Score: Raw -11814938.909008 + Penalty 5492.704898 = -11809446.204110 nChanged 7 SP:Iteration 27Q (24801.360000 sec): 3 clusters Score: Raw -11814946.405968 + Penalty 5492.704898 = -11809453.701070 nChanged 2 SP:Iteration 28Q (24801.930000 sec): 3 clusters Score: Raw -11814947.932142 + Penalty 5492.704898 = -11809455.227244 nChanged 1 SP:Iteration 29Q (24802.490000 sec): 3 clusters Score: Raw -11814948.729609 + Penalty 5492.704898 = -11809456.024711 nChanged 2 SP:Iteration 30Q (24803.030000 sec): 3 clusters Score: Raw -11814950.229730 + Penalty 5492.704898 = -11809457.524832 nChanged 2 SP:Iteration 31Q (24803.570000 sec): 3 clusters Score: Raw -11814952.765261 + Penalty 5492.704898 = -11809460.060363 nChanged 2 SP:Iteration 32Q (24804.140000 sec): 3 clusters Score: Raw -11814955.736985 + Penalty 5492.704898 = -11809463.032087 nChanged 3 SP:Iteration 33Q (24804.670000 sec): 3 clusters Score: Raw -11814959.211224 + Penalty 5492.704898 = -11809466.506326 nChanged 2 SP:Iteration 34Q (24805.200000 sec): 3 clusters Score: Raw -11814960.309034 + Penalty 5492.704898 = -11809467.604136 nChanged 0 SP:Iteration 35F (24805.820000 sec): 3 clusters Score: Raw -11814960.309034 + Penalty 5492.704898 = -11809467.604136 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24805.960000 sec): 2 clusters Score: Raw -689081.280081 + Penalty 2065.036186 = -687016.243895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24806.150000 sec): 3 clusters Score: Raw -687158.729631 + Penalty 4130.072372 = -683028.657259 nChanged 1558 SP:Iteration 1F (24806.340000 sec): 3 clusters Score: Raw -688067.189273 + Penalty 4130.072372 = -683937.116901 nChanged 315 SP:Iteration 2F (24806.480000 sec): 3 clusters Score: Raw -688271.148153 + Penalty 4130.072372 = -684141.075781 nChanged 211 SP:Iteration 3F (24806.690000 sec): 3 clusters Score: Raw -688409.493220 + Penalty 4130.072372 = -684279.420848 nChanged 162 SP:Iteration 4Q (24806.900000 sec): 3 clusters Score: Raw -688530.289418 + Penalty 4130.072372 = -684400.217046 nChanged 153 SP:Iteration 5Q (24807.090000 sec): 3 clusters Score: Raw -688639.335271 + Penalty 4130.072372 = -684509.262899 nChanged 153 SP:Iteration 6Q (24807.310000 sec): 3 clusters Score: Raw -688751.439653 + Penalty 4130.072372 = -684621.367281 nChanged 142 SP:Iteration 7Q (24807.570000 sec): 3 clusters Score: Raw -688853.703065 + Penalty 4130.072372 = -684723.630693 nChanged 132 SP:Iteration 8Q (24807.800000 sec): 3 clusters Score: Raw -688947.061619 + Penalty 4130.072372 = -684816.989247 nChanged 122 SP:Iteration 9Q (24808.060000 sec): 3 clusters Score: Raw -689038.742510 + Penalty 4130.072372 = -684908.670138 nChanged 133 SP:Iteration 10Q (24808.330000 sec): 3 clusters Score: Raw -689147.568245 + Penalty 4130.072372 = -685017.495873 nChanged 135 SP:Iteration 11Q (24808.440000 sec): 3 clusters Score: Raw -689254.533309 + Penalty 4130.072372 = -685124.460937 nChanged 147 SP:Iteration 12Q (24808.590000 sec): 3 clusters Score: Raw -689356.849973 + Penalty 4130.072372 = -685226.777601 nChanged 119 SP:Iteration 13Q (24808.740000 sec): 3 clusters Score: Raw -689439.838687 + Penalty 4130.072372 = -685309.766315 nChanged 110 SP:Iteration 14Q (24808.900000 sec): 3 clusters Score: Raw -689523.917720 + Penalty 4130.072372 = -685393.845348 nChanged 121 SP:Iteration 15Q (24809.110000 sec): 3 clusters Score: Raw -689612.893530 + Penalty 4130.072372 = -685482.821158 nChanged 102 SP:Iteration 16Q (24809.280000 sec): 3 clusters Score: Raw -689681.987161 + Penalty 4130.072372 = -685551.914789 nChanged 88 SP:Iteration 17Q (24809.440000 sec): 3 clusters Score: Raw -689758.352298 + Penalty 4130.072372 = -685628.279926 nChanged 90 SP:Iteration 18Q (24809.590000 sec): 3 clusters Score: Raw -689828.528947 + Penalty 4130.072372 = -685698.456575 nChanged 87 SP:Iteration 19Q (24809.840000 sec): 3 clusters Score: Raw -689886.902462 + Penalty 4130.072372 = -685756.830090 nChanged 74 SP:Iteration 20F (24809.980000 sec): 3 clusters Score: Raw -689939.620959 + Penalty 4130.072372 = -685809.548587 nChanged 73 SP:Iteration 21Q (24810.140000 sec): 3 clusters Score: Raw -689980.264042 + Penalty 4130.072372 = -685850.191670 nChanged 51 SP:Iteration 22Q (24810.290000 sec): 3 clusters Score: Raw -690008.386473 + Penalty 4130.072372 = -685878.314101 nChanged 45 SP:Iteration 23Q (24810.450000 sec): 3 clusters Score: Raw -690038.508394 + Penalty 4130.072372 = -685908.436022 nChanged 33 SP:Iteration 24Q (24810.600000 sec): 3 clusters Score: Raw -690064.290399 + Penalty 4130.072372 = -685934.218027 nChanged 37 SP:Iteration 25Q (24810.760000 sec): 3 clusters Score: Raw -690087.162851 + Penalty 4130.072372 = -685957.090479 nChanged 31 SP:Iteration 26Q (24810.910000 sec): 3 clusters Score: Raw -690103.072234 + Penalty 4130.072372 = -685972.999862 nChanged 25 SP:Iteration 27Q (24811.070000 sec): 3 clusters Score: Raw -690115.902930 + Penalty 4130.072372 = -685985.830558 nChanged 25 SP:Iteration 28Q (24811.280000 sec): 3 clusters Score: Raw -690128.880648 + Penalty 4130.072372 = -685998.808276 nChanged 19 SP:Iteration 29Q (24811.460000 sec): 3 clusters Score: Raw -690138.796339 + Penalty 4130.072372 = -686008.723967 nChanged 13 SP:Iteration 30Q (24811.610000 sec): 3 clusters Score: Raw -690145.943324 + Penalty 4130.072372 = -686015.870952 nChanged 10 SP:Iteration 31Q (24811.770000 sec): 3 clusters Score: Raw -690148.901556 + Penalty 4130.072372 = -686018.829184 nChanged 7 SP:Iteration 32Q (24811.920000 sec): 3 clusters Score: Raw -690151.984756 + Penalty 4130.072372 = -686021.912384 nChanged 4 SP:Iteration 33Q (24812.080000 sec): 3 clusters Score: Raw -690154.489331 + Penalty 4130.072372 = -686024.416959 nChanged 5 SP:Iteration 34Q (24812.240000 sec): 3 clusters Score: Raw -690156.292387 + Penalty 4130.072372 = -686026.220015 nChanged 4 SP:Iteration 35Q (24812.440000 sec): 3 clusters Score: Raw -690157.718097 + Penalty 4130.072372 = -686027.645725 nChanged 3 SP:Iteration 36Q (24812.620000 sec): 3 clusters Score: Raw -690159.564344 + Penalty 4130.072372 = -686029.491972 nChanged 4 SP:Iteration 37Q (24812.780000 sec): 3 clusters Score: Raw -690161.214982 + Penalty 4130.072372 = -686031.142610 nChanged 5 SP:Iteration 38Q (24812.930000 sec): 3 clusters Score: Raw -690163.074580 + Penalty 4130.072372 = -686033.002208 nChanged 2 SP:Iteration 39Q (24813.140000 sec): 3 clusters Score: Raw -690163.613870 + Penalty 4130.072372 = -686033.541498 nChanged 1 SP:Iteration 40F (24813.320000 sec): 3 clusters Score: Raw -690163.955194 + Penalty 4130.072372 = -686033.882822 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24813.400000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24813.560000 sec): 3 clusters Score: Raw -19176.871792 + Penalty 2374.595904 = -16802.275887 nChanged 3 SP:Iteration 1Q (24813.720000 sec): 3 clusters Score: Raw -19191.088440 + Penalty 2374.595904 = -16816.492536 nChanged 0 SP:Iteration 2F (24813.880000 sec): 3 clusters Score: Raw -19191.088440 + Penalty 2374.595904 = -16816.492536 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24813.980000 sec): 2 clusters Score: Raw -106336.781996 + Penalty 1594.570431 = -104742.211565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24814.220000 sec): 3 clusters Score: Raw -106301.767840 + Penalty 3189.140861 = -103112.626979 nChanged 112 SP:Iteration 1F (24814.420000 sec): 3 clusters Score: Raw -106489.139981 + Penalty 3189.140861 = -103299.999120 nChanged 22 SP:Iteration 2Q (24814.640000 sec): 3 clusters Score: Raw -106547.123217 + Penalty 3189.140861 = -103357.982356 nChanged 20 SP:Iteration 3Q (24814.870000 sec): 3 clusters Score: Raw -106588.917586 + Penalty 3189.140861 = -103399.776725 nChanged 14 SP:Iteration 4Q (24815.070000 sec): 3 clusters Score: Raw -106624.060747 + Penalty 3189.140861 = -103434.919886 nChanged 10 SP:Iteration 5Q (24815.250000 sec): 3 clusters Score: Raw -106643.142707 + Penalty 3189.140861 = -103454.001846 nChanged 4 SP:Iteration 6Q (24815.440000 sec): 3 clusters Score: Raw -106650.651264 + Penalty 3189.140861 = -103461.510403 nChanged 3 SP:Iteration 7Q (24815.610000 sec): 3 clusters Score: Raw -106655.269694 + Penalty 3189.140861 = -103466.128833 nChanged 0 SP:Iteration 8F (24815.790000 sec): 3 clusters Score: Raw -106655.269694 + Penalty 3189.140861 = -103466.128833 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24815.930000 sec): 2 clusters Score: Raw -2002240.525152 + Penalty 2320.051555 = -1999920.473597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24816.200000 sec): 3 clusters Score: Raw -1995819.352109 + Penalty 4640.103110 = -1991179.248999 nChanged 4889 SP:Iteration 1F (24816.440000 sec): 3 clusters Score: Raw -1998415.026349 + Penalty 4640.103110 = -1993774.923238 nChanged 755 SP:Iteration 2F (24816.650000 sec): 3 clusters Score: Raw -1998748.419079 + Penalty 4640.103110 = -1994108.315968 nChanged 606 SP:Iteration 3F (24816.890000 sec): 3 clusters Score: Raw -1999022.228869 + Penalty 4640.103110 = -1994382.125759 nChanged 536 SP:Iteration 4Q (24817.140000 sec): 3 clusters Score: Raw -1999255.844348 + Penalty 4640.103110 = -1994615.741238 nChanged 516 SP:Iteration 5Q (24817.370000 sec): 3 clusters Score: Raw -1999487.725541 + Penalty 4640.103110 = -1994847.622431 nChanged 482 SP:Iteration 6Q (24817.600000 sec): 3 clusters Score: Raw -1999701.918761 + Penalty 4640.103110 = -1995061.815651 nChanged 460 SP:Iteration 7Q (24817.880000 sec): 3 clusters Score: Raw -1999922.597890 + Penalty 4640.103110 = -1995282.494780 nChanged 492 SP:Iteration 8Q (24818.190000 sec): 3 clusters Score: Raw -2000171.223240 + Penalty 4640.103110 = -1995531.120130 nChanged 456 SP:Iteration 9Q (24818.370000 sec): 3 clusters Score: Raw -2000435.664694 + Penalty 4640.103110 = -1995795.561584 nChanged 476 SP:Iteration 10Q (24818.620000 sec): 3 clusters Score: Raw -2000708.317108 + Penalty 4640.103110 = -1996068.213998 nChanged 470 SP:Iteration 11Q (24818.860000 sec): 3 clusters Score: Raw -2000986.270064 + Penalty 4640.103110 = -1996346.166954 nChanged 400 SP:Iteration 12Q (24819.130000 sec): 3 clusters Score: Raw -2001210.772609 + Penalty 4640.103110 = -1996570.669499 nChanged 354 SP:Iteration 13Q (24819.340000 sec): 3 clusters Score: Raw -2001428.854924 + Penalty 4640.103110 = -1996788.751814 nChanged 327 SP:Iteration 14Q (24819.500000 sec): 3 clusters Score: Raw -2001637.253782 + Penalty 4640.103110 = -1996997.150671 nChanged 285 SP:Iteration 15Q (24819.710000 sec): 3 clusters Score: Raw -2001831.093083 + Penalty 4640.103110 = -1997190.989973 nChanged 242 SP:Iteration 16Q (24819.960000 sec): 3 clusters Score: Raw -2002002.420195 + Penalty 4640.103110 = -1997362.317085 nChanged 192 SP:Iteration 17Q (24820.190000 sec): 3 clusters Score: Raw -2002137.721935 + Penalty 4640.103110 = -1997497.618825 nChanged 136 SP:Iteration 18Q (24820.450000 sec): 3 clusters Score: Raw -2002232.930845 + Penalty 4640.103110 = -1997592.827735 nChanged 126 SP:Iteration 19Q (24820.670000 sec): 3 clusters Score: Raw -2002328.447446 + Penalty 4640.103110 = -1997688.344336 nChanged 95 SP:Iteration 20F (24820.910000 sec): 3 clusters Score: Raw -2002405.827722 + Penalty 4640.103110 = -1997765.724612 nChanged 77 SP:Iteration 21Q (24821.120000 sec): 3 clusters Score: Raw -2002469.177108 + Penalty 4640.103110 = -1997829.073998 nChanged 54 SP:Iteration 22Q (24821.370000 sec): 3 clusters Score: Raw -2002513.689921 + Penalty 4640.103110 = -1997873.586810 nChanged 30 SP:Iteration 23Q (24821.570000 sec): 3 clusters Score: Raw -2002536.542359 + Penalty 4640.103110 = -1997896.439249 nChanged 33 SP:Iteration 24Q (24821.780000 sec): 3 clusters Score: Raw -2002564.482087 + Penalty 4640.103110 = -1997924.378977 nChanged 24 SP:Iteration 25Q (24822.010000 sec): 3 clusters Score: Raw -2002584.195861 + Penalty 4640.103110 = -1997944.092751 nChanged 13 SP:Iteration 26Q (24822.290000 sec): 3 clusters Score: Raw -2002593.762812 + Penalty 4640.103110 = -1997953.659702 nChanged 13 SP:Iteration 27Q (24822.520000 sec): 3 clusters Score: Raw -2002602.965957 + Penalty 4640.103110 = -1997962.862846 nChanged 8 SP:Iteration 28Q (24822.720000 sec): 3 clusters Score: Raw -2002610.171964 + Penalty 4640.103110 = -1997970.068854 nChanged 5 SP:Iteration 29Q (24822.930000 sec): 3 clusters Score: Raw -2002613.166368 + Penalty 4640.103110 = -1997973.063257 nChanged 5 SP:Iteration 30Q (24823.190000 sec): 3 clusters Score: Raw -2002616.812601 + Penalty 4640.103110 = -1997976.709491 nChanged 3 SP:Iteration 31Q (24823.420000 sec): 3 clusters Score: Raw -2002620.178877 + Penalty 4640.103110 = -1997980.075767 nChanged 6 SP:Iteration 32Q (24823.600000 sec): 3 clusters Score: Raw -2002625.103603 + Penalty 4640.103110 = -1997985.000493 nChanged 4 SP:Iteration 33Q (24823.830000 sec): 3 clusters Score: Raw -2002629.639772 + Penalty 4640.103110 = -1997989.536662 nChanged 5 SP:Iteration 34Q (24824.080000 sec): 3 clusters Score: Raw -2002633.720559 + Penalty 4640.103110 = -1997993.617449 nChanged 3 SP:Iteration 35Q (24824.270000 sec): 3 clusters Score: Raw -2002635.712207 + Penalty 4640.103110 = -1997995.609097 nChanged 1 SP:Iteration 36Q (24824.510000 sec): 3 clusters Score: Raw -2002637.167257 + Penalty 4640.103110 = -1997997.064147 nChanged 3 SP:Iteration 37Q (24824.750000 sec): 3 clusters Score: Raw -2002639.655098 + Penalty 4640.103110 = -1997999.551987 nChanged 7 SP:Iteration 38Q (24825.000000 sec): 3 clusters Score: Raw -2002646.839237 + Penalty 4640.103110 = -1998006.736127 nChanged 2 SP:Iteration 39Q (24825.250000 sec): 3 clusters Score: Raw -2002648.765347 + Penalty 4640.103110 = -1998008.662237 nChanged 5 SP:Iteration 40F (24825.480000 sec): 3 clusters Score: Raw -2002654.143496 + Penalty 4640.103110 = -1998014.040386 nChanged 7 SP:Iteration 41Q (24825.690000 sec): 3 clusters Score: Raw -2002658.847913 + Penalty 4640.103110 = -1998018.744802 nChanged 6 SP:Iteration 42Q (24825.920000 sec): 3 clusters Score: Raw -2002665.272898 + Penalty 4640.103110 = -1998025.169788 nChanged 5 SP:Iteration 43Q (24826.140000 sec): 3 clusters Score: Raw -2002671.721821 + Penalty 4640.103110 = -1998031.618711 nChanged 3 SP:Iteration 44Q (24826.310000 sec): 3 clusters Score: Raw -2002675.236713 + Penalty 4640.103110 = -1998035.133603 nChanged 5 SP:Iteration 45Q (24826.560000 sec): 3 clusters Score: Raw -2002681.240004 + Penalty 4640.103110 = -1998041.136893 nChanged 4 SP:Iteration 46Q (24826.770000 sec): 3 clusters Score: Raw -2002683.861858 + Penalty 4640.103110 = -1998043.758748 nChanged 5 SP:Iteration 47Q (24827.020000 sec): 3 clusters Score: Raw -2002688.222004 + Penalty 4640.103110 = -1998048.118894 nChanged 2 SP:Iteration 48Q (24827.220000 sec): 3 clusters Score: Raw -2002689.702791 + Penalty 4640.103110 = -1998049.599681 nChanged 1 SP:Iteration 49Q (24827.460000 sec): 3 clusters Score: Raw -2002690.224689 + Penalty 4640.103110 = -1998050.121579 nChanged 2 SP:Iteration 50Q (24827.680000 sec): 3 clusters Score: Raw -2002691.155294 + Penalty 4640.103110 = -1998051.052184 nChanged 0 SP:Iteration 51F (24827.930000 sec): 3 clusters Score: Raw -2002691.155294 + Penalty 4640.103110 = -1998051.052184 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24828.020000 sec): 2 clusters Score: Raw -777916.936606 + Penalty 2103.222690 = -775813.713916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24828.220000 sec): 3 clusters Score: Raw -775643.072495 + Penalty 4206.445381 = -771436.627115 nChanged 1784 SP:Iteration 1F (24828.400000 sec): 3 clusters Score: Raw -776790.309661 + Penalty 4206.445381 = -772583.864281 nChanged 402 SP:Iteration 2F (24828.590000 sec): 3 clusters Score: Raw -777095.705747 + Penalty 4206.445381 = -772889.260366 nChanged 273 SP:Iteration 3F (24828.780000 sec): 3 clusters Score: Raw -777263.261338 + Penalty 4206.445381 = -773056.815957 nChanged 203 SP:Iteration 4Q (24828.970000 sec): 3 clusters Score: Raw -777394.088858 + Penalty 4206.445381 = -773187.643478 nChanged 166 SP:Iteration 5Q (24829.160000 sec): 3 clusters Score: Raw -777491.611120 + Penalty 4206.445381 = -773285.165740 nChanged 133 SP:Iteration 6Q (24829.340000 sec): 3 clusters Score: Raw -777566.593549 + Penalty 4206.445381 = -773360.148169 nChanged 131 SP:Iteration 7Q (24829.490000 sec): 3 clusters Score: Raw -777632.649588 + Penalty 4206.445381 = -773426.204207 nChanged 104 SP:Iteration 8Q (24829.640000 sec): 3 clusters Score: Raw -777692.235004 + Penalty 4206.445381 = -773485.789624 nChanged 103 SP:Iteration 9Q (24829.790000 sec): 3 clusters Score: Raw -777748.190212 + Penalty 4206.445381 = -773541.744832 nChanged 89 SP:Iteration 10Q (24829.980000 sec): 3 clusters Score: Raw -777786.937665 + Penalty 4206.445381 = -773580.492285 nChanged 77 SP:Iteration 11Q (24830.120000 sec): 3 clusters Score: Raw -777816.748341 + Penalty 4206.445381 = -773610.302961 nChanged 65 SP:Iteration 12Q (24830.280000 sec): 3 clusters Score: Raw -777840.968332 + Penalty 4206.445381 = -773634.522952 nChanged 59 SP:Iteration 13Q (24830.420000 sec): 3 clusters Score: Raw -777868.521843 + Penalty 4206.445381 = -773662.076463 nChanged 51 SP:Iteration 14Q (24830.660000 sec): 3 clusters Score: Raw -777889.914405 + Penalty 4206.445381 = -773683.469025 nChanged 37 SP:Iteration 15Q (24830.910000 sec): 3 clusters Score: Raw -777903.097101 + Penalty 4206.445381 = -773696.651720 nChanged 33 SP:Iteration 16Q (24831.160000 sec): 3 clusters Score: Raw -777916.635568 + Penalty 4206.445381 = -773710.190188 nChanged 32 SP:Iteration 17Q (24831.410000 sec): 3 clusters Score: Raw -777932.039320 + Penalty 4206.445381 = -773725.593939 nChanged 28 SP:Iteration 18Q (24831.600000 sec): 3 clusters Score: Raw -777944.943385 + Penalty 4206.445381 = -773738.498005 nChanged 42 SP:Iteration 19Q (24831.790000 sec): 3 clusters Score: Raw -777959.598401 + Penalty 4206.445381 = -773753.153021 nChanged 25 SP:Iteration 20F (24831.960000 sec): 3 clusters Score: Raw -777969.710228 + Penalty 4206.445381 = -773763.264848 nChanged 23 SP:Iteration 21Q (24832.210000 sec): 3 clusters Score: Raw -777980.271569 + Penalty 4206.445381 = -773773.826188 nChanged 21 SP:Iteration 22Q (24832.380000 sec): 3 clusters Score: Raw -777990.150831 + Penalty 4206.445381 = -773783.705450 nChanged 25 SP:Iteration 23Q (24832.580000 sec): 3 clusters Score: Raw -778001.511018 + Penalty 4206.445381 = -773795.065638 nChanged 20 SP:Iteration 24Q (24832.820000 sec): 3 clusters Score: Raw -778010.199254 + Penalty 4206.445381 = -773803.753873 nChanged 20 SP:Iteration 25Q (24833.020000 sec): 3 clusters Score: Raw -778019.759082 + Penalty 4206.445381 = -773813.313701 nChanged 24 SP:Iteration 26Q (24833.210000 sec): 3 clusters Score: Raw -778032.017032 + Penalty 4206.445381 = -773825.571652 nChanged 28 SP:Iteration 27Q (24833.410000 sec): 3 clusters Score: Raw -778041.827207 + Penalty 4206.445381 = -773835.381827 nChanged 26 SP:Iteration 28Q (24833.600000 sec): 3 clusters Score: Raw -778052.824442 + Penalty 4206.445381 = -773846.379061 nChanged 28 SP:Iteration 29Q (24833.820000 sec): 3 clusters Score: Raw -778066.305674 + Penalty 4206.445381 = -773859.860293 nChanged 24 SP:Iteration 30Q (24834.050000 sec): 3 clusters Score: Raw -778082.426364 + Penalty 4206.445381 = -773875.980983 nChanged 30 SP:Iteration 31Q (24834.300000 sec): 3 clusters Score: Raw -778094.475349 + Penalty 4206.445381 = -773888.029968 nChanged 22 SP:Iteration 32Q (24834.500000 sec): 3 clusters Score: Raw -778108.043412 + Penalty 4206.445381 = -773901.598032 nChanged 27 SP:Iteration 33Q (24834.690000 sec): 3 clusters Score: Raw -778120.343904 + Penalty 4206.445381 = -773913.898524 nChanged 31 SP:Iteration 34Q (24834.880000 sec): 3 clusters Score: Raw -778135.957003 + Penalty 4206.445381 = -773929.511623 nChanged 23 SP:Iteration 35Q (24835.090000 sec): 3 clusters Score: Raw -778145.205509 + Penalty 4206.445381 = -773938.760129 nChanged 22 SP:Iteration 36Q (24835.270000 sec): 3 clusters Score: Raw -778153.759144 + Penalty 4206.445381 = -773947.313763 nChanged 17 SP:Iteration 37Q (24835.410000 sec): 3 clusters Score: Raw -778160.392790 + Penalty 4206.445381 = -773953.947409 nChanged 11 SP:Iteration 38Q (24835.660000 sec): 3 clusters Score: Raw -778164.834583 + Penalty 4206.445381 = -773958.389202 nChanged 13 SP:Iteration 39Q (24835.820000 sec): 3 clusters Score: Raw -778170.531471 + Penalty 4206.445381 = -773964.086090 nChanged 10 SP:Iteration 40F (24836.020000 sec): 3 clusters Score: Raw -778175.099794 + Penalty 4206.445381 = -773968.654413 nChanged 10 SP:Iteration 41Q (24836.210000 sec): 3 clusters Score: Raw -778180.332130 + Penalty 4206.445381 = -773973.886750 nChanged 19 SP:Iteration 42Q (24836.380000 sec): 3 clusters Score: Raw -778189.909860 + Penalty 4206.445381 = -773983.464479 nChanged 20 SP:Iteration 43Q (24836.560000 sec): 3 clusters Score: Raw -778197.875856 + Penalty 4206.445381 = -773991.430476 nChanged 19 SP:Iteration 44Q (24836.750000 sec): 3 clusters Score: Raw -778205.849720 + Penalty 4206.445381 = -773999.404339 nChanged 23 SP:Iteration 45Q (24836.900000 sec): 3 clusters Score: Raw -778214.790390 + Penalty 4206.445381 = -774008.345009 nChanged 19 SP:Iteration 46Q (24837.050000 sec): 3 clusters Score: Raw -778222.785748 + Penalty 4206.445381 = -774016.340367 nChanged 30 SP:Iteration 47Q (24837.280000 sec): 3 clusters Score: Raw -778241.132584 + Penalty 4206.445381 = -774034.687203 nChanged 35 SP:Iteration 48Q (24837.410000 sec): 3 clusters Score: Raw -778259.286647 + Penalty 4206.445381 = -774052.841266 nChanged 34 SP:Iteration 49Q (24837.580000 sec): 3 clusters Score: Raw -778274.901149 + Penalty 4206.445381 = -774068.455768 nChanged 22 SP:Iteration 50Q (24837.800000 sec): 3 clusters Score: Raw -778287.260782 + Penalty 4206.445381 = -774080.815401 nChanged 22 SP:Iteration 51Q (24837.980000 sec): 3 clusters Score: Raw -778297.429930 + Penalty 4206.445381 = -774090.984550 nChanged 18 SP:Iteration 52Q (24838.180000 sec): 3 clusters Score: Raw -778309.474262 + Penalty 4206.445381 = -774103.028881 nChanged 17 SP:Iteration 53Q (24838.400000 sec): 3 clusters Score: Raw -778319.478501 + Penalty 4206.445381 = -774113.033121 nChanged 22 SP:Iteration 54Q (24838.610000 sec): 3 clusters Score: Raw -778330.469504 + Penalty 4206.445381 = -774124.024123 nChanged 23 SP:Iteration 55Q (24838.850000 sec): 3 clusters Score: Raw -778341.486880 + Penalty 4206.445381 = -774135.041500 nChanged 21 SP:Iteration 56Q (24839.020000 sec): 3 clusters Score: Raw -778355.118355 + Penalty 4206.445381 = -774148.672975 nChanged 27 SP:Iteration 57Q (24839.200000 sec): 3 clusters Score: Raw -778370.057692 + Penalty 4206.445381 = -774163.612311 nChanged 20 SP:Iteration 58Q (24839.390000 sec): 3 clusters Score: Raw -778386.811478 + Penalty 4206.445381 = -774180.366097 nChanged 18 SP:Iteration 59Q (24839.570000 sec): 3 clusters Score: Raw -778400.957312 + Penalty 4206.445381 = -774194.511932 nChanged 18 SP:Iteration 60F (24839.760000 sec): 3 clusters Score: Raw -778411.397167 + Penalty 4206.445381 = -774204.951787 nChanged 11 SP:Iteration 61Q (24839.920000 sec): 3 clusters Score: Raw -778415.171348 + Penalty 4206.445381 = -774208.725967 nChanged 4 SP:Iteration 62Q (24840.110000 sec): 3 clusters Score: Raw -778417.696253 + Penalty 4206.445381 = -774211.250872 nChanged 2 SP:Iteration 63Q (24840.320000 sec): 3 clusters Score: Raw -778418.891913 + Penalty 4206.445381 = -774212.446532 nChanged 4 SP:Iteration 64Q (24840.520000 sec): 3 clusters Score: Raw -778420.217040 + Penalty 4206.445381 = -774213.771659 nChanged 2 SP:Iteration 65Q (24840.740000 sec): 3 clusters Score: Raw -778421.548308 + Penalty 4206.445381 = -774215.102927 nChanged 3 SP:Iteration 66Q (24840.970000 sec): 3 clusters Score: Raw -778422.645414 + Penalty 4206.445381 = -774216.200033 nChanged 4 SP:Iteration 67Q (24841.160000 sec): 3 clusters Score: Raw -778423.870195 + Penalty 4206.445381 = -774217.424814 nChanged 2 SP:Iteration 68Q (24841.420000 sec): 3 clusters Score: Raw -778425.865985 + Penalty 4206.445381 = -774219.420605 nChanged 6 SP:Iteration 69Q (24841.630000 sec): 3 clusters Score: Raw -778427.356456 + Penalty 4206.445381 = -774220.911075 nChanged 4 SP:Iteration 70Q (24841.840000 sec): 3 clusters Score: Raw -778430.417767 + Penalty 4206.445381 = -774223.972386 nChanged 3 SP:Iteration 71Q (24842.040000 sec): 3 clusters Score: Raw -778432.717126 + Penalty 4206.445381 = -774226.271746 nChanged 7 SP:Iteration 72Q (24842.210000 sec): 3 clusters Score: Raw -778438.779167 + Penalty 4206.445381 = -774232.333786 nChanged 8 SP:Iteration 73Q (24842.360000 sec): 3 clusters Score: Raw -778444.279565 + Penalty 4206.445381 = -774237.834184 nChanged 10 SP:Iteration 74Q (24842.510000 sec): 3 clusters Score: Raw -778448.529003 + Penalty 4206.445381 = -774242.083623 nChanged 6 SP:Iteration 75Q (24842.670000 sec): 3 clusters Score: Raw -778450.481038 + Penalty 4206.445381 = -774244.035658 nChanged 5 SP:Iteration 76Q (24842.900000 sec): 3 clusters Score: Raw -778452.291371 + Penalty 4206.445381 = -774245.845991 nChanged 7 SP:Iteration 77Q (24843.110000 sec): 3 clusters Score: Raw -778455.540802 + Penalty 4206.445381 = -774249.095421 nChanged 8 SP:Iteration 78Q (24843.320000 sec): 3 clusters Score: Raw -778459.153511 + Penalty 4206.445381 = -774252.708130 nChanged 7 SP:Iteration 79Q (24843.530000 sec): 3 clusters Score: Raw -778463.117595 + Penalty 4206.445381 = -774256.672215 nChanged 10 SP:Iteration 80F (24843.710000 sec): 3 clusters Score: Raw -778466.859845 + Penalty 4206.445381 = -774260.414464 nChanged 10 SP:Iteration 81Q (24843.900000 sec): 3 clusters Score: Raw -778470.285964 + Penalty 4206.445381 = -774263.840583 nChanged 7 SP:Iteration 82Q (24844.090000 sec): 3 clusters Score: Raw -778473.791555 + Penalty 4206.445381 = -774267.346174 nChanged 5 SP:Iteration 83Q (24844.300000 sec): 3 clusters Score: Raw -778475.556039 + Penalty 4206.445381 = -774269.110658 nChanged 4 SP:Iteration 84Q (24844.560000 sec): 3 clusters Score: Raw -778477.787838 + Penalty 4206.445381 = -774271.342458 nChanged 5 SP:Iteration 85Q (24844.680000 sec): 3 clusters Score: Raw -778479.610643 + Penalty 4206.445381 = -774273.165262 nChanged 5 SP:Iteration 86Q (24844.850000 sec): 3 clusters Score: Raw -778481.581292 + Penalty 4206.445381 = -774275.135911 nChanged 4 SP:Iteration 87Q (24845.020000 sec): 3 clusters Score: Raw -778482.801329 + Penalty 4206.445381 = -774276.355948 nChanged 6 SP:Iteration 88Q (24845.160000 sec): 3 clusters Score: Raw -778484.910051 + Penalty 4206.445381 = -774278.464671 nChanged 4 SP:Iteration 89Q (24845.290000 sec): 3 clusters Score: Raw -778485.779353 + Penalty 4206.445381 = -774279.333973 nChanged 1 SP:Iteration 90Q (24845.470000 sec): 3 clusters Score: Raw -778486.244192 + Penalty 4206.445381 = -774279.798812 nChanged 2 SP:Iteration 91Q (24845.610000 sec): 3 clusters Score: Raw -778487.345894 + Penalty 4206.445381 = -774280.900513 nChanged 4 SP:Iteration 92Q (24845.740000 sec): 3 clusters Score: Raw -778489.549283 + Penalty 4206.445381 = -774283.103902 nChanged 8 SP:Iteration 93Q (24845.880000 sec): 3 clusters Score: Raw -778493.350375 + Penalty 4206.445381 = -774286.904994 nChanged 6 SP:Iteration 94Q (24846.010000 sec): 3 clusters Score: Raw -778496.757120 + Penalty 4206.445381 = -774290.311739 nChanged 13 SP:Iteration 95Q (24846.150000 sec): 3 clusters Score: Raw -778503.971365 + Penalty 4206.445381 = -774297.525984 nChanged 6 SP:Iteration 96Q (24846.290000 sec): 3 clusters Score: Raw -778509.276658 + Penalty 4206.445381 = -774302.831277 nChanged 13 SP:Iteration 97Q (24846.420000 sec): 3 clusters Score: Raw -778516.286825 + Penalty 4206.445381 = -774309.841445 nChanged 11 SP:Iteration 98Q (24846.560000 sec): 3 clusters Score: Raw -778523.881372 + Penalty 4206.445381 = -774317.435991 nChanged 11 SP:Iteration 99Q (24846.730000 sec): 3 clusters Score: Raw -778529.362357 + Penalty 4206.445381 = -774322.916977 nChanged 8 SP:Iteration 100F (24846.870000 sec): 3 clusters Score: Raw -778533.149641 + Penalty 4206.445381 = -774326.704261 nChanged 7 SP:Iteration 101Q (24847.010000 sec): 3 clusters Score: Raw -778539.361456 + Penalty 4206.445381 = -774332.916075 nChanged 7 SP:Iteration 102Q (24847.140000 sec): 3 clusters Score: Raw -778542.508491 + Penalty 4206.445381 = -774336.063110 nChanged 4 SP:Iteration 103Q (24847.280000 sec): 3 clusters Score: Raw -778545.323524 + Penalty 4206.445381 = -774338.878143 nChanged 6 SP:Iteration 104Q (24847.410000 sec): 3 clusters Score: Raw -778548.743957 + Penalty 4206.445381 = -774342.298577 nChanged 3 SP:Iteration 105Q (24847.550000 sec): 3 clusters Score: Raw -778552.319113 + Penalty 4206.445381 = -774345.873733 nChanged 7 SP:Iteration 106Q (24847.730000 sec): 3 clusters Score: Raw -778556.078898 + Penalty 4206.445381 = -774349.633518 nChanged 7 SP:Iteration 107Q (24847.860000 sec): 3 clusters Score: Raw -778559.389098 + Penalty 4206.445381 = -774352.943718 nChanged 4 SP:Iteration 108Q (24848.000000 sec): 3 clusters Score: Raw -778560.895820 + Penalty 4206.445381 = -774354.450439 nChanged 7 SP:Iteration 109Q (24848.130000 sec): 3 clusters Score: Raw -778564.600437 + Penalty 4206.445381 = -774358.155057 nChanged 5 SP:Iteration 110Q (24848.270000 sec): 3 clusters Score: Raw -778566.261270 + Penalty 4206.445381 = -774359.815889 nChanged 3 SP:Iteration 111Q (24848.410000 sec): 3 clusters Score: Raw -778569.928039 + Penalty 4206.445381 = -774363.482658 nChanged 5 SP:Iteration 112Q (24848.550000 sec): 3 clusters Score: Raw -778572.461218 + Penalty 4206.445381 = -774366.015838 nChanged 3 SP:Iteration 113Q (24848.690000 sec): 3 clusters Score: Raw -778573.930198 + Penalty 4206.445381 = -774367.484817 nChanged 3 SP:Iteration 114Q (24848.860000 sec): 3 clusters Score: Raw -778575.465723 + Penalty 4206.445381 = -774369.020342 nChanged 5 SP:Iteration 115Q (24848.990000 sec): 3 clusters Score: Raw -778579.460755 + Penalty 4206.445381 = -774373.015374 nChanged 6 SP:Iteration 116Q (24849.130000 sec): 3 clusters Score: Raw -778582.847465 + Penalty 4206.445381 = -774376.402084 nChanged 4 SP:Iteration 117Q (24849.270000 sec): 3 clusters Score: Raw -778585.047506 + Penalty 4206.445381 = -774378.602126 nChanged 5 SP:Iteration 118Q (24849.500000 sec): 3 clusters Score: Raw -778587.747814 + Penalty 4206.445381 = -774381.302433 nChanged 9 SP:Iteration 119Q (24849.730000 sec): 3 clusters Score: Raw -778591.977420 + Penalty 4206.445381 = -774385.532039 nChanged 10 SP:Iteration 120F (24849.990000 sec): 3 clusters Score: Raw -778599.141056 + Penalty 4206.445381 = -774392.695676 nChanged 9 SP:Iteration 121Q (24850.210000 sec): 3 clusters Score: Raw -778603.500796 + Penalty 4206.445381 = -774397.055415 nChanged 7 SP:Iteration 122Q (24850.430000 sec): 3 clusters Score: Raw -778606.694757 + Penalty 4206.445381 = -774400.249377 nChanged 5 SP:Iteration 123Q (24850.670000 sec): 3 clusters Score: Raw -778608.608435 + Penalty 4206.445381 = -774402.163054 nChanged 5 SP:Iteration 124Q (24850.840000 sec): 3 clusters Score: Raw -778612.215995 + Penalty 4206.445381 = -774405.770615 nChanged 5 SP:Iteration 125Q (24851.020000 sec): 3 clusters Score: Raw -778614.463409 + Penalty 4206.445381 = -774408.018029 nChanged 6 SP:Iteration 126Q (24851.200000 sec): 3 clusters Score: Raw -778616.670726 + Penalty 4206.445381 = -774410.225346 nChanged 2 SP:Iteration 127Q (24851.440000 sec): 3 clusters Score: Raw -778618.623270 + Penalty 4206.445381 = -774412.177890 nChanged 3 SP:Iteration 128Q (24851.620000 sec): 3 clusters Score: Raw -778619.848065 + Penalty 4206.445381 = -774413.402685 nChanged 4 SP:Iteration 129Q (24851.810000 sec): 3 clusters Score: Raw -778621.073403 + Penalty 4206.445381 = -774414.628022 nChanged 4 SP:Iteration 130Q (24851.980000 sec): 3 clusters Score: Raw -778623.681022 + Penalty 4206.445381 = -774417.235642 nChanged 3 SP:Iteration 131Q (24852.150000 sec): 3 clusters Score: Raw -778624.741784 + Penalty 4206.445381 = -774418.296403 nChanged 2 SP:Iteration 132Q (24852.330000 sec): 3 clusters Score: Raw -778625.853970 + Penalty 4206.445381 = -774419.408590 nChanged 2 SP:Iteration 133Q (24852.500000 sec): 3 clusters Score: Raw -778627.890405 + Penalty 4206.445381 = -774421.445024 nChanged 3 SP:Iteration 134Q (24852.620000 sec): 3 clusters Score: Raw -778629.538010 + Penalty 4206.445381 = -774423.092630 nChanged 1 SP:Iteration 135Q (24852.790000 sec): 3 clusters Score: Raw -778629.663589 + Penalty 4206.445381 = -774423.218208 nChanged 1 SP:Iteration 136Q (24852.950000 sec): 3 clusters Score: Raw -778629.929445 + Penalty 4206.445381 = -774423.484065 nChanged 0 SP:Iteration 137F (24853.130000 sec): 3 clusters Score: Raw -778629.929445 + Penalty 4206.445381 = -774423.484065 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (36226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24853.460000 sec): 2 clusters Score: Raw -5964950.096878 + Penalty 2603.388028 = -5962346.708850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24853.910000 sec): 3 clusters Score: Raw -5942950.310799 + Penalty 5206.776057 = -5937743.534742 nChanged 16380 SP:Iteration 1F (24854.340000 sec): 3 clusters Score: Raw -5951939.239997 + Penalty 5206.776057 = -5946732.463941 nChanged 1617 SP:Iteration 2Q (24854.810000 sec): 3 clusters Score: Raw -5952442.638767 + Penalty 5206.776057 = -5947235.862711 nChanged 1473 SP:Iteration 3Q (24855.190000 sec): 3 clusters Score: Raw -5952942.866247 + Penalty 5206.776057 = -5947736.090191 nChanged 1447 SP:Iteration 4Q (24855.660000 sec): 3 clusters Score: Raw -5953479.742517 + Penalty 5206.776057 = -5948272.966461 nChanged 1472 SP:Iteration 5Q (24856.060000 sec): 3 clusters Score: Raw -5954147.426309 + Penalty 5206.776057 = -5948940.650253 nChanged 1575 SP:Iteration 6Q (24856.530000 sec): 3 clusters Score: Raw -5954929.739757 + Penalty 5206.776057 = -5949722.963701 nChanged 1714 SP:Iteration 7Q (24856.990000 sec): 3 clusters Score: Raw -5955874.556652 + Penalty 5206.776057 = -5950667.780595 nChanged 1877 SP:Iteration 8F (24857.480000 sec): 3 clusters Score: Raw -5956974.819248 + Penalty 5206.776057 = -5951768.043192 nChanged 1931 SP:Iteration 9F (24857.980000 sec): 3 clusters Score: Raw -5958122.255723 + Penalty 5206.776057 = -5952915.479667 nChanged 1780 SP:Iteration 10Q (24858.500000 sec): 3 clusters Score: Raw -5959137.012050 + Penalty 5206.776057 = -5953930.235993 nChanged 1509 SP:Iteration 11Q (24858.940000 sec): 3 clusters Score: Raw -5959871.819177 + Penalty 5206.776057 = -5954665.043120 nChanged 1175 SP:Iteration 12Q (24859.430000 sec): 3 clusters Score: Raw -5960316.297538 + Penalty 5206.776057 = -5955109.521481 nChanged 870 SP:Iteration 13Q (24859.870000 sec): 3 clusters Score: Raw -5960568.269099 + Penalty 5206.776057 = -5955361.493042 nChanged 614 SP:Iteration 14Q (24860.320000 sec): 3 clusters Score: Raw -5960724.842311 + Penalty 5206.776057 = -5955518.066255 nChanged 513 SP:Iteration 15Q (24860.750000 sec): 3 clusters Score: Raw -5960859.652723 + Penalty 5206.776057 = -5955652.876667 nChanged 489 SP:Iteration 16Q (24861.200000 sec): 3 clusters Score: Raw -5960998.663849 + Penalty 5206.776057 = -5955791.887793 nChanged 492 SP:Iteration 17Q (24861.680000 sec): 3 clusters Score: Raw -5961139.678318 + Penalty 5206.776057 = -5955932.902262 nChanged 503 SP:Iteration 18Q (24862.120000 sec): 3 clusters Score: Raw -5961292.261290 + Penalty 5206.776057 = -5956085.485234 nChanged 526 SP:Iteration 19Q (24862.620000 sec): 3 clusters Score: Raw -5961480.754140 + Penalty 5206.776057 = -5956273.978084 nChanged 599 SP:Iteration 20F (24863.130000 sec): 3 clusters Score: Raw -5961720.665217 + Penalty 5206.776057 = -5956513.889160 nChanged 647 SP:Iteration 21Q (24863.550000 sec): 3 clusters Score: Raw -5962000.452016 + Penalty 5206.776057 = -5956793.675959 nChanged 664 SP:Iteration 22Q (24863.940000 sec): 3 clusters Score: Raw -5962312.221722 + Penalty 5206.776057 = -5957105.445665 nChanged 734 SP:Iteration 23Q (24864.390000 sec): 3 clusters Score: Raw -5962678.379147 + Penalty 5206.776057 = -5957471.603091 nChanged 711 SP:Iteration 24Q (24864.770000 sec): 3 clusters Score: Raw -5963068.356494 + Penalty 5206.776057 = -5957861.580437 nChanged 728 SP:Iteration 25Q (24865.210000 sec): 3 clusters Score: Raw -5963472.724414 + Penalty 5206.776057 = -5958265.948358 nChanged 658 SP:Iteration 26Q (24865.570000 sec): 3 clusters Score: Raw -5963833.674930 + Penalty 5206.776057 = -5958626.898873 nChanged 594 SP:Iteration 27Q (24865.970000 sec): 3 clusters Score: Raw -5964129.343639 + Penalty 5206.776057 = -5958922.567582 nChanged 519 SP:Iteration 28Q (24866.380000 sec): 3 clusters Score: Raw -5964359.026443 + Penalty 5206.776057 = -5959152.250387 nChanged 452 SP:Iteration 29Q (24866.840000 sec): 3 clusters Score: Raw -5964540.844768 + Penalty 5206.776057 = -5959334.068712 nChanged 376 SP:Iteration 30Q (24867.250000 sec): 3 clusters Score: Raw -5964671.126750 + Penalty 5206.776057 = -5959464.350693 nChanged 322 SP:Iteration 31Q (24867.660000 sec): 3 clusters Score: Raw -5964775.999341 + Penalty 5206.776057 = -5959569.223285 nChanged 295 SP:Iteration 32Q (24868.090000 sec): 3 clusters Score: Raw -5964868.345162 + Penalty 5206.776057 = -5959661.569105 nChanged 262 SP:Iteration 33Q (24868.480000 sec): 3 clusters Score: Raw -5964949.736040 + Penalty 5206.776057 = -5959742.959983 nChanged 232 SP:Iteration 34Q (24868.890000 sec): 3 clusters Score: Raw -5965021.422538 + Penalty 5206.776057 = -5959814.646482 nChanged 242 SP:Iteration 35Q (24869.350000 sec): 3 clusters Score: Raw -5965100.242618 + Penalty 5206.776057 = -5959893.466561 nChanged 233 SP:Iteration 36Q (24869.780000 sec): 3 clusters Score: Raw -5965174.555597 + Penalty 5206.776057 = -5959967.779541 nChanged 213 SP:Iteration 37Q (24870.200000 sec): 3 clusters Score: Raw -5965243.854718 + Penalty 5206.776057 = -5960037.078661 nChanged 208 SP:Iteration 38Q (24870.680000 sec): 3 clusters Score: Raw -5965313.061337 + Penalty 5206.776057 = -5960106.285280 nChanged 209 SP:Iteration 39Q (24871.060000 sec): 3 clusters Score: Raw -5965377.526665 + Penalty 5206.776057 = -5960170.750609 nChanged 179 SP:Iteration 40F (24871.480000 sec): 3 clusters Score: Raw -5965431.990538 + Penalty 5206.776057 = -5960225.214481 nChanged 180 SP:Iteration 41Q (24871.900000 sec): 3 clusters Score: Raw -5965486.748748 + Penalty 5206.776057 = -5960279.972691 nChanged 159 SP:Iteration 42Q (24872.260000 sec): 3 clusters Score: Raw -5965530.471070 + Penalty 5206.776057 = -5960323.695013 nChanged 121 SP:Iteration 43Q (24872.700000 sec): 3 clusters Score: Raw -5965566.169410 + Penalty 5206.776057 = -5960359.393354 nChanged 103 SP:Iteration 44Q (24873.210000 sec): 3 clusters Score: Raw -5965593.464144 + Penalty 5206.776057 = -5960386.688088 nChanged 115 SP:Iteration 45Q (24873.600000 sec): 3 clusters Score: Raw -5965625.675813 + Penalty 5206.776057 = -5960418.899757 nChanged 121 SP:Iteration 46Q (24874.090000 sec): 3 clusters Score: Raw -5965661.979896 + Penalty 5206.776057 = -5960455.203840 nChanged 107 SP:Iteration 47Q (24874.520000 sec): 3 clusters Score: Raw -5965689.270852 + Penalty 5206.776057 = -5960482.494796 nChanged 88 SP:Iteration 48Q (24874.960000 sec): 3 clusters Score: Raw -5965711.732765 + Penalty 5206.776057 = -5960504.956709 nChanged 78 SP:Iteration 49Q (24875.400000 sec): 3 clusters Score: Raw -5965731.268866 + Penalty 5206.776057 = -5960524.492810 nChanged 74 SP:Iteration 50Q (24875.850000 sec): 3 clusters Score: Raw -5965748.830123 + Penalty 5206.776057 = -5960542.054067 nChanged 61 SP:Iteration 51Q (24876.300000 sec): 3 clusters Score: Raw -5965763.945636 + Penalty 5206.776057 = -5960557.169579 nChanged 62 SP:Iteration 52Q (24876.740000 sec): 3 clusters Score: Raw -5965781.219440 + Penalty 5206.776057 = -5960574.443383 nChanged 62 SP:Iteration 53Q (24877.190000 sec): 3 clusters Score: Raw -5965798.725344 + Penalty 5206.776057 = -5960591.949287 nChanged 67 SP:Iteration 54Q (24877.630000 sec): 3 clusters Score: Raw -5965818.875994 + Penalty 5206.776057 = -5960612.099937 nChanged 76 SP:Iteration 55Q (24878.050000 sec): 3 clusters Score: Raw -5965841.772636 + Penalty 5206.776057 = -5960634.996579 nChanged 66 SP:Iteration 56Q (24878.510000 sec): 3 clusters Score: Raw -5965861.062485 + Penalty 5206.776057 = -5960654.286428 nChanged 67 SP:Iteration 57Q (24878.980000 sec): 3 clusters Score: Raw -5965879.952906 + Penalty 5206.776057 = -5960673.176849 nChanged 52 SP:Iteration 58Q (24879.430000 sec): 3 clusters Score: Raw -5965894.328039 + Penalty 5206.776057 = -5960687.551983 nChanged 52 SP:Iteration 59Q (24879.780000 sec): 3 clusters Score: Raw -5965909.081501 + Penalty 5206.776057 = -5960702.305444 nChanged 41 SP:Iteration 60F (24880.180000 sec): 3 clusters Score: Raw -5965917.450306 + Penalty 5206.776057 = -5960710.674250 nChanged 33 SP:Iteration 61Q (24880.600000 sec): 3 clusters Score: Raw -5965923.239086 + Penalty 5206.776057 = -5960716.463030 nChanged 22 SP:Iteration 62Q (24880.970000 sec): 3 clusters Score: Raw -5965927.495538 + Penalty 5206.776057 = -5960720.719481 nChanged 24 SP:Iteration 63Q (24881.380000 sec): 3 clusters Score: Raw -5965931.647898 + Penalty 5206.776057 = -5960724.871842 nChanged 18 SP:Iteration 64Q (24881.750000 sec): 3 clusters Score: Raw -5965935.409979 + Penalty 5206.776057 = -5960728.633922 nChanged 14 SP:Iteration 65Q (24882.150000 sec): 3 clusters Score: Raw -5965938.040299 + Penalty 5206.776057 = -5960731.264243 nChanged 15 SP:Iteration 66Q (24882.550000 sec): 3 clusters Score: Raw -5965940.924485 + Penalty 5206.776057 = -5960734.148428 nChanged 17 SP:Iteration 67Q (24882.970000 sec): 3 clusters Score: Raw -5965945.857076 + Penalty 5206.776057 = -5960739.081019 nChanged 27 SP:Iteration 68Q (24883.400000 sec): 3 clusters Score: Raw -5965953.237885 + Penalty 5206.776057 = -5960746.461828 nChanged 23 SP:Iteration 69Q (24883.750000 sec): 3 clusters Score: Raw -5965959.075023 + Penalty 5206.776057 = -5960752.298966 nChanged 20 SP:Iteration 70Q (24884.220000 sec): 3 clusters Score: Raw -5965963.593022 + Penalty 5206.776057 = -5960756.816965 nChanged 13 SP:Iteration 71Q (24884.600000 sec): 3 clusters Score: Raw -5965966.010722 + Penalty 5206.776057 = -5960759.234666 nChanged 13 SP:Iteration 72Q (24885.010000 sec): 3 clusters Score: Raw -5965969.093096 + Penalty 5206.776057 = -5960762.317040 nChanged 16 SP:Iteration 73Q (24885.360000 sec): 3 clusters Score: Raw -5965972.519139 + Penalty 5206.776057 = -5960765.743082 nChanged 19 SP:Iteration 74Q (24885.780000 sec): 3 clusters Score: Raw -5965976.651046 + Penalty 5206.776057 = -5960769.874990 nChanged 15 SP:Iteration 75Q (24886.120000 sec): 3 clusters Score: Raw -5965980.320106 + Penalty 5206.776057 = -5960773.544049 nChanged 18 SP:Iteration 76Q (24886.560000 sec): 3 clusters Score: Raw -5965985.004816 + Penalty 5206.776057 = -5960778.228760 nChanged 14 SP:Iteration 77Q (24887.010000 sec): 3 clusters Score: Raw -5965987.825753 + Penalty 5206.776057 = -5960781.049697 nChanged 11 SP:Iteration 78Q (24887.460000 sec): 3 clusters Score: Raw -5965990.345187 + Penalty 5206.776057 = -5960783.569130 nChanged 14 SP:Iteration 79Q (24887.900000 sec): 3 clusters Score: Raw -5965994.912121 + Penalty 5206.776057 = -5960788.136064 nChanged 15 SP:Iteration 80F (24888.380000 sec): 3 clusters Score: Raw -5965998.682887 + Penalty 5206.776057 = -5960791.906831 nChanged 20 SP:Iteration 81Q (24888.790000 sec): 3 clusters Score: Raw -5966004.864574 + Penalty 5206.776057 = -5960798.088517 nChanged 24 SP:Iteration 82Q (24889.200000 sec): 3 clusters Score: Raw -5966010.975330 + Penalty 5206.776057 = -5960804.199274 nChanged 13 SP:Iteration 83Q (24889.640000 sec): 3 clusters Score: Raw -5966013.931443 + Penalty 5206.776057 = -5960807.155387 nChanged 12 SP:Iteration 84Q (24890.090000 sec): 3 clusters Score: Raw -5966016.268014 + Penalty 5206.776057 = -5960809.491957 nChanged 10 SP:Iteration 85Q (24890.500000 sec): 3 clusters Score: Raw -5966018.627612 + Penalty 5206.776057 = -5960811.851556 nChanged 13 SP:Iteration 86Q (24890.960000 sec): 3 clusters Score: Raw -5966021.212042 + Penalty 5206.776057 = -5960814.435986 nChanged 7 SP:Iteration 87Q (24891.340000 sec): 3 clusters Score: Raw -5966022.197572 + Penalty 5206.776057 = -5960815.421515 nChanged 8 SP:Iteration 88Q (24891.760000 sec): 3 clusters Score: Raw -5966023.639084 + Penalty 5206.776057 = -5960816.863028 nChanged 6 SP:Iteration 89Q (24892.110000 sec): 3 clusters Score: Raw -5966025.127214 + Penalty 5206.776057 = -5960818.351158 nChanged 4 SP:Iteration 90Q (24892.490000 sec): 3 clusters Score: Raw -5966025.445976 + Penalty 5206.776057 = -5960818.669920 nChanged 1 SP:Iteration 91Q (24892.830000 sec): 3 clusters Score: Raw -5966025.526611 + Penalty 5206.776057 = -5960818.750554 nChanged 0 SP:Iteration 92F (24893.240000 sec): 3 clusters Score: Raw -5966025.526611 + Penalty 5206.776057 = -5960818.750554 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24893.390000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24893.580000 sec): 3 clusters Score: Raw -153133.006327 + Penalty 3389.183739 = -149743.822587 nChanged 249 SP:Iteration 1F (24893.720000 sec): 3 clusters Score: Raw -153455.977673 + Penalty 3389.183739 = -150066.793934 nChanged 67 SP:Iteration 2F (24893.930000 sec): 3 clusters Score: Raw -153589.551725 + Penalty 3389.183739 = -150200.367986 nChanged 42 SP:Iteration 3Q (24894.060000 sec): 3 clusters Score: Raw -153670.881483 + Penalty 3389.183739 = -150281.697743 nChanged 35 SP:Iteration 4Q (24894.190000 sec): 3 clusters Score: Raw -153758.899139 + Penalty 3389.183739 = -150369.715399 nChanged 41 SP:Iteration 5Q (24894.350000 sec): 3 clusters Score: Raw -153839.010942 + Penalty 3389.183739 = -150449.827202 nChanged 40 SP:Iteration 6Q (24894.530000 sec): 3 clusters Score: Raw -153925.070844 + Penalty 3389.183739 = -150535.887104 nChanged 40 SP:Iteration 7Q (24894.650000 sec): 3 clusters Score: Raw -154045.965245 + Penalty 3389.183739 = -150656.781506 nChanged 34 SP:Iteration 8Q (24894.820000 sec): 3 clusters Score: Raw -154158.200551 + Penalty 3389.183739 = -150769.016811 nChanged 49 SP:Iteration 9F (24894.980000 sec): 3 clusters Score: Raw -154349.036667 + Penalty 3389.183739 = -150959.852927 nChanged 45 SP:Iteration 10Q (24895.160000 sec): 3 clusters Score: Raw -154474.293870 + Penalty 3389.183739 = -151085.110130 nChanged 31 SP:Iteration 11Q (24895.340000 sec): 3 clusters Score: Raw -154554.829375 + Penalty 3389.183739 = -151165.645635 nChanged 26 SP:Iteration 12Q (24895.520000 sec): 3 clusters Score: Raw -154634.694901 + Penalty 3389.183739 = -151245.511162 nChanged 14 SP:Iteration 13Q (24895.750000 sec): 3 clusters Score: Raw -154663.936880 + Penalty 3389.183739 = -151274.753141 nChanged 9 SP:Iteration 14Q (24895.930000 sec): 3 clusters Score: Raw -154689.574720 + Penalty 3389.183739 = -151300.390981 nChanged 7 SP:Iteration 15Q (24896.120000 sec): 3 clusters Score: Raw -154706.063354 + Penalty 3389.183739 = -151316.879614 nChanged 7 SP:Iteration 16Q (24896.240000 sec): 3 clusters Score: Raw -154720.808621 + Penalty 3389.183739 = -151331.624882 nChanged 4 SP:Iteration 17Q (24896.400000 sec): 3 clusters Score: Raw -154729.171257 + Penalty 3389.183739 = -151339.987518 nChanged 6 SP:Iteration 18Q (24896.550000 sec): 3 clusters Score: Raw -154749.774474 + Penalty 3389.183739 = -151360.590735 nChanged 7 SP:Iteration 19Q (24896.700000 sec): 3 clusters Score: Raw -154766.761696 + Penalty 3389.183739 = -151377.577957 nChanged 1 SP:Iteration 20F (24896.810000 sec): 3 clusters Score: Raw -154768.712254 + Penalty 3389.183739 = -151379.528514 nChanged 1 SP:Iteration 21Q (24896.980000 sec): 3 clusters Score: Raw -154769.768682 + Penalty 3389.183739 = -151380.584942 nChanged 0 SP:Iteration 22F (24897.170000 sec): 3 clusters Score: Raw -154769.768682 + Penalty 3389.183739 = -151380.584942 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24897.250000 sec): 2 clusters Score: Raw -34644.649472 + Penalty 1352.919637 = -33291.729836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24897.380000 sec): 3 clusters Score: Raw -34809.513967 + Penalty 2705.839273 = -32103.674694 nChanged 33 SP:Iteration 1F (24897.590000 sec): 3 clusters Score: Raw -34945.460627 + Penalty 2705.839273 = -32239.621354 nChanged 5 SP:Iteration 2Q (24897.720000 sec): 3 clusters Score: Raw -34982.864980 + Penalty 2705.839273 = -32277.025706 nChanged 3 SP:Iteration 3Q (24897.910000 sec): 3 clusters Score: Raw -35004.500695 + Penalty 2705.839273 = -32298.661421 nChanged 1 SP:Iteration 4Q (24898.080000 sec): 3 clusters Score: Raw -35009.748048 + Penalty 2705.839273 = -32303.908775 nChanged 2 SP:Iteration 5Q (24898.280000 sec): 3 clusters Score: Raw -35019.191906 + Penalty 2705.839273 = -32313.352633 nChanged 1 SP:Iteration 6Q (24898.410000 sec): 3 clusters Score: Raw -35025.720098 + Penalty 2705.839273 = -32319.880825 nChanged 0 SP:Iteration 7F (24898.580000 sec): 3 clusters Score: Raw -35025.720098 + Penalty 2705.839273 = -32319.880825 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24898.650000 sec): 2 clusters Score: Raw -73664.308153 + Penalty 1536.212537 = -72128.095616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24898.830000 sec): 3 clusters Score: Raw -73726.933328 + Penalty 3072.425074 = -70654.508254 nChanged 107 SP:Iteration 1F (24898.990000 sec): 3 clusters Score: Raw -74014.275955 + Penalty 3072.425074 = -70941.850881 nChanged 34 SP:Iteration 2F (24899.200000 sec): 3 clusters Score: Raw -74103.378081 + Penalty 3072.425074 = -71030.953007 nChanged 9 SP:Iteration 3Q (24899.400000 sec): 3 clusters Score: Raw -74126.024938 + Penalty 3072.425074 = -71053.599864 nChanged 4 SP:Iteration 4Q (24899.560000 sec): 3 clusters Score: Raw -74135.908311 + Penalty 3072.425074 = -71063.483237 nChanged 3 SP:Iteration 5Q (24899.680000 sec): 3 clusters Score: Raw -74146.562402 + Penalty 3072.425074 = -71074.137328 nChanged 2 SP:Iteration 6Q (24899.850000 sec): 3 clusters Score: Raw -74153.014768 + Penalty 3072.425074 = -71080.589694 nChanged 5 SP:Iteration 7Q (24900.000000 sec): 3 clusters Score: Raw -74173.162876 + Penalty 3072.425074 = -71100.737802 nChanged 4 SP:Iteration 8Q (24900.140000 sec): 3 clusters Score: Raw -74187.819006 + Penalty 3072.425074 = -71115.393932 nChanged 2 SP:Iteration 9Q (24900.330000 sec): 3 clusters Score: Raw -74192.945257 + Penalty 3072.425074 = -71120.520183 nChanged 1 SP:Iteration 10Q (24900.460000 sec): 3 clusters Score: Raw -74195.706224 + Penalty 3072.425074 = -71123.281150 nChanged 1 SP:Iteration 11Q (24900.650000 sec): 3 clusters Score: Raw -74196.894094 + Penalty 3072.425074 = -71124.469020 nChanged 1 SP:Iteration 12Q (24900.760000 sec): 3 clusters Score: Raw -74199.876312 + Penalty 3072.425074 = -71127.451238 nChanged 1 SP:Iteration 13Q (24900.900000 sec): 3 clusters Score: Raw -74201.160955 + Penalty 3072.425074 = -71128.735881 nChanged 0 SP:Iteration 14F (24901.020000 sec): 3 clusters Score: Raw -74201.160955 + Penalty 3072.425074 = -71128.735881 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24901.190000 sec): 2 clusters Score: Raw -2618446.965984 + Penalty 2391.552237 = -2616055.413747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24901.450000 sec): 3 clusters Score: Raw -2609661.527598 + Penalty 4783.104474 = -2604878.423125 nChanged 6682 SP:Iteration 1F (24901.690000 sec): 3 clusters Score: Raw -2613275.626590 + Penalty 4783.104474 = -2608492.522116 nChanged 923 SP:Iteration 2F (24901.970000 sec): 3 clusters Score: Raw -2613658.057727 + Penalty 4783.104474 = -2608874.953253 nChanged 730 SP:Iteration 3Q (24902.390000 sec): 3 clusters Score: Raw -2613964.668249 + Penalty 4783.104474 = -2609181.563775 nChanged 675 SP:Iteration 4Q (24902.630000 sec): 3 clusters Score: Raw -2614245.122259 + Penalty 4783.104474 = -2609462.017785 nChanged 630 SP:Iteration 5Q (24902.870000 sec): 3 clusters Score: Raw -2614516.055174 + Penalty 4783.104474 = -2609732.950700 nChanged 646 SP:Iteration 6Q (24903.120000 sec): 3 clusters Score: Raw -2614842.452619 + Penalty 4783.104474 = -2610059.348145 nChanged 674 SP:Iteration 7Q (24903.370000 sec): 3 clusters Score: Raw -2615206.592298 + Penalty 4783.104474 = -2610423.487824 nChanged 695 SP:Iteration 8Q (24903.620000 sec): 3 clusters Score: Raw -2615602.056386 + Penalty 4783.104474 = -2610818.951913 nChanged 722 SP:Iteration 9Q (24903.870000 sec): 3 clusters Score: Raw -2616100.810210 + Penalty 4783.104474 = -2611317.705736 nChanged 726 SP:Iteration 10Q (24904.110000 sec): 3 clusters Score: Raw -2616608.981448 + Penalty 4783.104474 = -2611825.876974 nChanged 635 SP:Iteration 11Q (24904.370000 sec): 3 clusters Score: Raw -2617076.268570 + Penalty 4783.104474 = -2612293.164096 nChanged 566 SP:Iteration 12Q (24904.670000 sec): 3 clusters Score: Raw -2617515.342050 + Penalty 4783.104474 = -2612732.237576 nChanged 447 SP:Iteration 13Q (24904.950000 sec): 3 clusters Score: Raw -2617889.523988 + Penalty 4783.104474 = -2613106.419514 nChanged 332 SP:Iteration 14Q (24905.180000 sec): 3 clusters Score: Raw -2618185.400540 + Penalty 4783.104474 = -2613402.296066 nChanged 233 SP:Iteration 15Q (24905.430000 sec): 3 clusters Score: Raw -2618400.736619 + Penalty 4783.104474 = -2613617.632145 nChanged 159 SP:Iteration 16Q (24905.690000 sec): 3 clusters Score: Raw -2618564.397379 + Penalty 4783.104474 = -2613781.292905 nChanged 109 SP:Iteration 17Q (24905.930000 sec): 3 clusters Score: Raw -2618677.600285 + Penalty 4783.104474 = -2613894.495811 nChanged 66 SP:Iteration 18Q (24906.190000 sec): 3 clusters Score: Raw -2618728.184867 + Penalty 4783.104474 = -2613945.080393 nChanged 50 SP:Iteration 19Q (24906.450000 sec): 3 clusters Score: Raw -2618762.375389 + Penalty 4783.104474 = -2613979.270915 nChanged 38 SP:Iteration 20F (24906.720000 sec): 3 clusters Score: Raw -2618788.082241 + Penalty 4783.104474 = -2614004.977767 nChanged 41 SP:Iteration 21Q (24907.010000 sec): 3 clusters Score: Raw -2618815.350899 + Penalty 4783.104474 = -2614032.246425 nChanged 22 SP:Iteration 22Q (24907.330000 sec): 3 clusters Score: Raw -2618829.584594 + Penalty 4783.104474 = -2614046.480120 nChanged 17 SP:Iteration 23Q (24907.630000 sec): 3 clusters Score: Raw -2618842.085566 + Penalty 4783.104474 = -2614058.981092 nChanged 13 SP:Iteration 24Q (24907.910000 sec): 3 clusters Score: Raw -2618850.107274 + Penalty 4783.104474 = -2614067.002800 nChanged 12 SP:Iteration 25Q (24908.170000 sec): 3 clusters Score: Raw -2618856.783913 + Penalty 4783.104474 = -2614073.679439 nChanged 8 SP:Iteration 26Q (24908.410000 sec): 3 clusters Score: Raw -2618862.104252 + Penalty 4783.104474 = -2614078.999778 nChanged 3 SP:Iteration 27Q (24908.630000 sec): 3 clusters Score: Raw -2618864.655047 + Penalty 4783.104474 = -2614081.550573 nChanged 5 SP:Iteration 28Q (24908.850000 sec): 3 clusters Score: Raw -2618867.595611 + Penalty 4783.104474 = -2614084.491137 nChanged 5 SP:Iteration 29Q (24909.040000 sec): 3 clusters Score: Raw -2618870.499759 + Penalty 4783.104474 = -2614087.395285 nChanged 2 SP:Iteration 30Q (24909.290000 sec): 3 clusters Score: Raw -2618871.440590 + Penalty 4783.104474 = -2614088.336117 nChanged 2 SP:Iteration 31Q (24909.570000 sec): 3 clusters Score: Raw -2618872.522668 + Penalty 4783.104474 = -2614089.418194 nChanged 2 SP:Iteration 32Q (24909.760000 sec): 3 clusters Score: Raw -2618873.397112 + Penalty 4783.104474 = -2614090.292638 nChanged 0 SP:Iteration 33F (24910.080000 sec): 3 clusters Score: Raw -2618873.397112 + Penalty 4783.104474 = -2614090.292638 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24910.160000 sec): 2 clusters Score: Raw -13810.361147 + Penalty 1118.693158 = -12691.667989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24910.300000 sec): 3 clusters Score: Raw -14172.121871 + Penalty 2237.386315 = -11934.735556 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24910.410000 sec): 2 clusters Score: Raw -685937.804168 + Penalty 2045.635223 = -683892.168945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24910.600000 sec): 3 clusters Score: Raw -684164.532229 + Penalty 4091.270446 = -680073.261783 nChanged 1409 SP:Iteration 1F (24910.820000 sec): 3 clusters Score: Raw -684996.334533 + Penalty 4091.270446 = -680905.064087 nChanged 272 SP:Iteration 2F (24911.000000 sec): 3 clusters Score: Raw -685206.637114 + Penalty 4091.270446 = -681115.366668 nChanged 203 SP:Iteration 3F (24911.240000 sec): 3 clusters Score: Raw -685366.197807 + Penalty 4091.270446 = -681274.927361 nChanged 175 SP:Iteration 4Q (24911.410000 sec): 3 clusters Score: Raw -685522.146676 + Penalty 4091.270446 = -681430.876230 nChanged 179 SP:Iteration 5Q (24911.630000 sec): 3 clusters Score: Raw -685701.990314 + Penalty 4091.270446 = -681610.719868 nChanged 190 SP:Iteration 6Q (24911.830000 sec): 3 clusters Score: Raw -685886.709547 + Penalty 4091.270446 = -681795.439101 nChanged 177 SP:Iteration 7Q (24912.040000 sec): 3 clusters Score: Raw -686081.606830 + Penalty 4091.270446 = -681990.336384 nChanged 181 SP:Iteration 8Q (24912.180000 sec): 3 clusters Score: Raw -686290.941927 + Penalty 4091.270446 = -682199.671481 nChanged 188 SP:Iteration 9Q (24912.300000 sec): 3 clusters Score: Raw -686486.840527 + Penalty 4091.270446 = -682395.570081 nChanged 174 SP:Iteration 10Q (24912.460000 sec): 3 clusters Score: Raw -686634.540180 + Penalty 4091.270446 = -682543.269734 nChanged 138 SP:Iteration 11Q (24912.600000 sec): 3 clusters Score: Raw -686734.556244 + Penalty 4091.270446 = -682643.285798 nChanged 109 SP:Iteration 12Q (24912.790000 sec): 3 clusters Score: Raw -686814.147653 + Penalty 4091.270446 = -682722.877207 nChanged 76 SP:Iteration 13Q (24912.960000 sec): 3 clusters Score: Raw -686861.070847 + Penalty 4091.270446 = -682769.800401 nChanged 50 SP:Iteration 14Q (24913.150000 sec): 3 clusters Score: Raw -686886.940686 + Penalty 4091.270446 = -682795.670240 nChanged 31 SP:Iteration 15Q (24913.330000 sec): 3 clusters Score: Raw -686905.270588 + Penalty 4091.270446 = -682814.000142 nChanged 39 SP:Iteration 16Q (24913.510000 sec): 3 clusters Score: Raw -686925.485493 + Penalty 4091.270446 = -682834.215047 nChanged 28 SP:Iteration 17Q (24913.660000 sec): 3 clusters Score: Raw -686939.975460 + Penalty 4091.270446 = -682848.705014 nChanged 17 SP:Iteration 18Q (24913.860000 sec): 3 clusters Score: Raw -686947.690837 + Penalty 4091.270446 = -682856.420391 nChanged 13 SP:Iteration 19Q (24914.020000 sec): 3 clusters Score: Raw -686952.407596 + Penalty 4091.270446 = -682861.137150 nChanged 4 SP:Iteration 20F (24914.190000 sec): 3 clusters Score: Raw -686954.084634 + Penalty 4091.270446 = -682862.814188 nChanged 2 SP:Iteration 21Q (24914.390000 sec): 3 clusters Score: Raw -686954.771491 + Penalty 4091.270446 = -682863.501045 nChanged 3 SP:Iteration 22Q (24914.620000 sec): 3 clusters Score: Raw -686956.073015 + Penalty 4091.270446 = -682864.802569 nChanged 2 SP:Iteration 23Q (24914.820000 sec): 3 clusters Score: Raw -686956.506878 + Penalty 4091.270446 = -682865.236432 nChanged 1 SP:Iteration 24Q (24914.980000 sec): 3 clusters Score: Raw -686956.751375 + Penalty 4091.270446 = -682865.480929 nChanged 0 SP:Iteration 25F (24915.160000 sec): 3 clusters Score: Raw -686956.751375 + Penalty 4091.270446 = -682865.480929 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24915.220000 sec): 2 clusters Score: Raw -14431.253840 + Penalty 1235.934442 = -13195.319398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24915.350000 sec): 3 clusters Score: Raw -14976.246139 + Penalty 2471.868884 = -12504.377255 nChanged 18 SP:Iteration 1F (24915.530000 sec): 3 clusters Score: Raw -15091.224187 + Penalty 2471.868884 = -12619.355303 nChanged 6 SP:Iteration 2Q (24915.740000 sec): 3 clusters Score: Raw -15154.186207 + Penalty 2471.868884 = -12682.317323 nChanged 1 SP:Iteration 3Q (24915.890000 sec): 3 clusters Score: Raw -15171.076411 + Penalty 2471.868884 = -12699.207527 nChanged 0 SP:Iteration 4F (24916.020000 sec): 3 clusters Score: Raw -15171.076411 + Penalty 2471.868884 = -12699.207527 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24916.120000 sec): 2 clusters Score: Raw -30959.215138 + Penalty 1318.893758 = -29640.321379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24916.260000 sec): 3 clusters Score: Raw -31148.634667 + Penalty 2637.787517 = -28510.847150 nChanged 18 SP:Iteration 1F (24916.410000 sec): 3 clusters Score: Raw -31220.661849 + Penalty 2637.787517 = -28582.874333 nChanged 3 SP:Iteration 2Q (24916.550000 sec): 3 clusters Score: Raw -31229.070614 + Penalty 2637.787517 = -28591.283097 nChanged 0 SP:Iteration 3F (24916.730000 sec): 3 clusters Score: Raw -31229.070614 + Penalty 2637.787517 = -28591.283097 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24916.860000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24917.020000 sec): 3 clusters Score: Raw -54147.004497 + Penalty 2894.066126 = -51252.938372 nChanged 52 SP:Iteration 1F (24917.230000 sec): 3 clusters Score: Raw -54285.522908 + Penalty 2894.066126 = -51391.456783 nChanged 12 SP:Iteration 2Q (24917.380000 sec): 3 clusters Score: Raw -54319.373051 + Penalty 2894.066126 = -51425.306926 nChanged 1 SP:Iteration 3Q (24917.500000 sec): 3 clusters Score: Raw -54324.254264 + Penalty 2894.066126 = -51430.188138 nChanged 0 SP:Iteration 4F (24917.580000 sec): 3 clusters Score: Raw -54324.254264 + Penalty 2894.066126 = -51430.188138 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24917.680000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24917.810000 sec): 3 clusters Score: Raw -23144.819973 + Penalty 2495.097209 = -20649.722764 nChanged 12 SP:Iteration 1F (24917.910000 sec): 3 clusters Score: Raw -23297.143112 + Penalty 2495.097209 = -20802.045902 nChanged 5 SP:Iteration 2Q (24918.100000 sec): 3 clusters Score: Raw -23324.594998 + Penalty 2495.097209 = -20829.497789 nChanged 4 SP:Iteration 3Q (24918.190000 sec): 3 clusters Score: Raw -23361.334732 + Penalty 2495.097209 = -20866.237523 nChanged 0 SP:Iteration 4F (24918.300000 sec): 3 clusters Score: Raw -23361.334732 + Penalty 2495.097209 = -20866.237523 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24919.020000 sec): 2 clusters Score: Raw -17756776.453276 + Penalty 2861.718519 = -17753914.734756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24920.030000 sec): 3 clusters Score: Raw -17691032.049425 + Penalty 5723.437038 = -17685308.612387 nChanged 48577 SP:Iteration 1F (24920.990000 sec): 3 clusters Score: Raw -17719170.641870 + Penalty 5723.437038 = -17713447.204832 nChanged 3875 SP:Iteration 2Q (24921.870000 sec): 3 clusters Score: Raw -17720496.736795 + Penalty 5723.437038 = -17714773.299757 nChanged 4442 SP:Iteration 3Q (24922.860000 sec): 3 clusters Score: Raw -17722414.205376 + Penalty 5723.437038 = -17716690.768338 nChanged 5156 SP:Iteration 4F (24923.730000 sec): 3 clusters Score: Raw -17725284.671102 + Penalty 5723.437038 = -17719561.234064 nChanged 6373 SP:Iteration 5F (24924.620000 sec): 3 clusters Score: Raw -17729638.120691 + Penalty 5723.437038 = -17723914.683653 nChanged 7415 SP:Iteration 6F (24925.570000 sec): 3 clusters Score: Raw -17735565.114399 + Penalty 5723.437038 = -17729841.677361 nChanged 7732 SP:Iteration 7F (24926.420000 sec): 3 clusters Score: Raw -17742284.299766 + Penalty 5723.437038 = -17736560.862728 nChanged 6668 SP:Iteration 8F (24927.310000 sec): 3 clusters Score: Raw -17748278.258309 + Penalty 5723.437038 = -17742554.821271 nChanged 4762 SP:Iteration 9Q (24928.280000 sec): 3 clusters Score: Raw -17752516.063391 + Penalty 5723.437038 = -17746792.626353 nChanged 2742 SP:Iteration 10Q (24929.120000 sec): 3 clusters Score: Raw -17754846.258022 + Penalty 5723.437038 = -17749122.820984 nChanged 1403 SP:Iteration 11Q (24929.910000 sec): 3 clusters Score: Raw -17756031.335974 + Penalty 5723.437038 = -17750307.898936 nChanged 697 SP:Iteration 12Q (24930.800000 sec): 3 clusters Score: Raw -17756614.244390 + Penalty 5723.437038 = -17750890.807352 nChanged 370 SP:Iteration 13Q (24931.610000 sec): 3 clusters Score: Raw -17756890.215187 + Penalty 5723.437038 = -17751166.778149 nChanged 235 SP:Iteration 14Q (24932.420000 sec): 3 clusters Score: Raw -17757049.204893 + Penalty 5723.437038 = -17751325.767855 nChanged 146 SP:Iteration 15Q (24933.160000 sec): 3 clusters Score: Raw -17757138.162279 + Penalty 5723.437038 = -17751414.725240 nChanged 126 SP:Iteration 16Q (24933.860000 sec): 3 clusters Score: Raw -17757207.021877 + Penalty 5723.437038 = -17751483.584839 nChanged 96 SP:Iteration 17Q (24934.640000 sec): 3 clusters Score: Raw -17757264.965588 + Penalty 5723.437038 = -17751541.528550 nChanged 79 SP:Iteration 18Q (24935.330000 sec): 3 clusters Score: Raw -17757310.062438 + Penalty 5723.437038 = -17751586.625400 nChanged 49 SP:Iteration 19Q (24936.070000 sec): 3 clusters Score: Raw -17757334.806441 + Penalty 5723.437038 = -17751611.369403 nChanged 43 SP:Iteration 20F (24936.960000 sec): 3 clusters Score: Raw -17757356.819460 + Penalty 5723.437038 = -17751633.382422 nChanged 36 SP:Iteration 21Q (24937.640000 sec): 3 clusters Score: Raw -17757376.836455 + Penalty 5723.437038 = -17751653.399417 nChanged 36 SP:Iteration 22Q (24938.430000 sec): 3 clusters Score: Raw -17757397.958677 + Penalty 5723.437038 = -17751674.521639 nChanged 33 SP:Iteration 23Q (24939.070000 sec): 3 clusters Score: Raw -17757415.647002 + Penalty 5723.437038 = -17751692.209964 nChanged 30 SP:Iteration 24Q (24939.750000 sec): 3 clusters Score: Raw -17757428.609363 + Penalty 5723.437038 = -17751705.172325 nChanged 20 SP:Iteration 25Q (24940.540000 sec): 3 clusters Score: Raw -17757439.500354 + Penalty 5723.437038 = -17751716.063315 nChanged 19 SP:Iteration 26Q (24941.260000 sec): 3 clusters Score: Raw -17757448.370719 + Penalty 5723.437038 = -17751724.933681 nChanged 20 SP:Iteration 27Q (24942.140000 sec): 3 clusters Score: Raw -17757458.471422 + Penalty 5723.437038 = -17751735.034384 nChanged 17 SP:Iteration 28Q (24942.970000 sec): 3 clusters Score: Raw -17757467.110561 + Penalty 5723.437038 = -17751743.673523 nChanged 13 SP:Iteration 29Q (24943.870000 sec): 3 clusters Score: Raw -17757472.777711 + Penalty 5723.437038 = -17751749.340673 nChanged 12 SP:Iteration 30Q (24944.670000 sec): 3 clusters Score: Raw -17757477.898459 + Penalty 5723.437038 = -17751754.461421 nChanged 12 SP:Iteration 31Q (24945.470000 sec): 3 clusters Score: Raw -17757482.339780 + Penalty 5723.437038 = -17751758.902741 nChanged 2 SP:Iteration 32Q (24946.300000 sec): 3 clusters Score: Raw -17757482.969452 + Penalty 5723.437038 = -17751759.532414 nChanged 2 SP:Iteration 33Q (24947.030000 sec): 3 clusters Score: Raw -17757483.475470 + Penalty 5723.437038 = -17751760.038432 nChanged 2 SP:Iteration 34Q (24947.800000 sec): 3 clusters Score: Raw -17757484.093715 + Penalty 5723.437038 = -17751760.656677 nChanged 1 SP:Iteration 35Q (24948.570000 sec): 3 clusters Score: Raw -17757484.375644 + Penalty 5723.437038 = -17751760.938605 nChanged 0 SP:Iteration 36F (24949.470000 sec): 3 clusters Score: Raw -17757484.375644 + Penalty 5723.437038 = -17751760.938605 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24949.610000 sec): 2 clusters Score: Raw -1575546.183442 + Penalty 2266.353477 = -1573279.829965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24949.860000 sec): 3 clusters Score: Raw -1570576.550464 + Penalty 4532.706954 = -1566043.843510 nChanged 3860 SP:Iteration 1F (24950.100000 sec): 3 clusters Score: Raw -1572877.673119 + Penalty 4532.706954 = -1568344.966165 nChanged 789 SP:Iteration 2F (24950.380000 sec): 3 clusters Score: Raw -1573569.656344 + Penalty 4532.706954 = -1569036.949391 nChanged 741 SP:Iteration 3F (24950.610000 sec): 3 clusters Score: Raw -1574257.800923 + Penalty 4532.706954 = -1569725.093970 nChanged 780 SP:Iteration 4F (24950.880000 sec): 3 clusters Score: Raw -1574891.439591 + Penalty 4532.706954 = -1570358.732637 nChanged 676 SP:Iteration 5F (24951.070000 sec): 3 clusters Score: Raw -1575412.837947 + Penalty 4532.706954 = -1570880.130993 nChanged 528 SP:Iteration 6F (24951.320000 sec): 3 clusters Score: Raw -1575800.313409 + Penalty 4532.706954 = -1571267.606456 nChanged 406 SP:Iteration 7Q (24951.530000 sec): 3 clusters Score: Raw -1576094.822717 + Penalty 4532.706954 = -1571562.115763 nChanged 286 SP:Iteration 8Q (24951.710000 sec): 3 clusters Score: Raw -1576280.393045 + Penalty 4532.706954 = -1571747.686091 nChanged 187 SP:Iteration 9Q (24951.950000 sec): 3 clusters Score: Raw -1576388.935665 + Penalty 4532.706954 = -1571856.228712 nChanged 142 SP:Iteration 10Q (24952.170000 sec): 3 clusters Score: Raw -1576463.226125 + Penalty 4532.706954 = -1571930.519171 nChanged 104 SP:Iteration 11Q (24952.430000 sec): 3 clusters Score: Raw -1576515.022110 + Penalty 4532.706954 = -1571982.315156 nChanged 75 SP:Iteration 12Q (24952.620000 sec): 3 clusters Score: Raw -1576549.987670 + Penalty 4532.706954 = -1572017.280716 nChanged 58 SP:Iteration 13Q (24952.850000 sec): 3 clusters Score: Raw -1576577.465651 + Penalty 4532.706954 = -1572044.758697 nChanged 53 SP:Iteration 14Q (24953.070000 sec): 3 clusters Score: Raw -1576599.425140 + Penalty 4532.706954 = -1572066.718187 nChanged 34 SP:Iteration 15Q (24953.330000 sec): 3 clusters Score: Raw -1576611.805999 + Penalty 4532.706954 = -1572079.099045 nChanged 32 SP:Iteration 16Q (24953.550000 sec): 3 clusters Score: Raw -1576623.438466 + Penalty 4532.706954 = -1572090.731512 nChanged 31 SP:Iteration 17Q (24953.870000 sec): 3 clusters Score: Raw -1576634.905331 + Penalty 4532.706954 = -1572102.198377 nChanged 34 SP:Iteration 18Q (24954.130000 sec): 3 clusters Score: Raw -1576649.452551 + Penalty 4532.706954 = -1572116.745597 nChanged 32 SP:Iteration 19Q (24954.400000 sec): 3 clusters Score: Raw -1576661.789931 + Penalty 4532.706954 = -1572129.082977 nChanged 26 SP:Iteration 20F (24954.540000 sec): 3 clusters Score: Raw -1576672.788732 + Penalty 4532.706954 = -1572140.081778 nChanged 29 SP:Iteration 21Q (24954.770000 sec): 3 clusters Score: Raw -1576685.368860 + Penalty 4532.706954 = -1572152.661906 nChanged 16 SP:Iteration 22Q (24955.010000 sec): 3 clusters Score: Raw -1576690.341411 + Penalty 4532.706954 = -1572157.634457 nChanged 7 SP:Iteration 23Q (24955.190000 sec): 3 clusters Score: Raw -1576692.485811 + Penalty 4532.706954 = -1572159.778857 nChanged 8 SP:Iteration 24Q (24955.370000 sec): 3 clusters Score: Raw -1576696.033330 + Penalty 4532.706954 = -1572163.326376 nChanged 11 SP:Iteration 25Q (24955.550000 sec): 3 clusters Score: Raw -1576699.511484 + Penalty 4532.706954 = -1572166.804530 nChanged 4 SP:Iteration 26Q (24955.760000 sec): 3 clusters Score: Raw -1576700.775688 + Penalty 4532.706954 = -1572168.068734 nChanged 4 SP:Iteration 27Q (24956.010000 sec): 3 clusters Score: Raw -1576701.880312 + Penalty 4532.706954 = -1572169.173358 nChanged 5 SP:Iteration 28Q (24956.200000 sec): 3 clusters Score: Raw -1576704.056111 + Penalty 4532.706954 = -1572171.349158 nChanged 7 SP:Iteration 29Q (24956.440000 sec): 3 clusters Score: Raw -1576706.255400 + Penalty 4532.706954 = -1572173.548446 nChanged 4 SP:Iteration 30Q (24956.630000 sec): 3 clusters Score: Raw -1576708.363376 + Penalty 4532.706954 = -1572175.656423 nChanged 7 SP:Iteration 31Q (24956.840000 sec): 3 clusters Score: Raw -1576710.755486 + Penalty 4532.706954 = -1572178.048532 nChanged 10 SP:Iteration 32Q (24957.060000 sec): 3 clusters Score: Raw -1576713.957989 + Penalty 4532.706954 = -1572181.251035 nChanged 4 SP:Iteration 33Q (24957.280000 sec): 3 clusters Score: Raw -1576714.814146 + Penalty 4532.706954 = -1572182.107192 nChanged 3 SP:Iteration 34Q (24957.500000 sec): 3 clusters Score: Raw -1576716.381615 + Penalty 4532.706954 = -1572183.674661 nChanged 7 SP:Iteration 35Q (24957.680000 sec): 3 clusters Score: Raw -1576718.819246 + Penalty 4532.706954 = -1572186.112293 nChanged 5 SP:Iteration 36Q (24957.900000 sec): 3 clusters Score: Raw -1576721.193772 + Penalty 4532.706954 = -1572188.486818 nChanged 8 SP:Iteration 37Q (24958.180000 sec): 3 clusters Score: Raw -1576725.902369 + Penalty 4532.706954 = -1572193.195415 nChanged 10 SP:Iteration 38Q (24958.360000 sec): 3 clusters Score: Raw -1576734.227985 + Penalty 4532.706954 = -1572201.521031 nChanged 14 SP:Iteration 39Q (24958.640000 sec): 3 clusters Score: Raw -1576753.349302 + Penalty 4532.706954 = -1572220.642349 nChanged 9 SP:Iteration 40F (24958.930000 sec): 3 clusters Score: Raw -1576767.275557 + Penalty 4532.706954 = -1572234.568603 nChanged 10 SP:Iteration 41Q (24959.130000 sec): 3 clusters Score: Raw -1576780.081825 + Penalty 4532.706954 = -1572247.374871 nChanged 16 SP:Iteration 42Q (24959.330000 sec): 3 clusters Score: Raw -1576792.668898 + Penalty 4532.706954 = -1572259.961944 nChanged 18 SP:Iteration 43Q (24959.600000 sec): 3 clusters Score: Raw -1576804.977433 + Penalty 4532.706954 = -1572272.270480 nChanged 12 SP:Iteration 44Q (24959.810000 sec): 3 clusters Score: Raw -1576812.014808 + Penalty 4532.706954 = -1572279.307854 nChanged 8 SP:Iteration 45Q (24960.100000 sec): 3 clusters Score: Raw -1576817.882166 + Penalty 4532.706954 = -1572285.175212 nChanged 8 SP:Iteration 46Q (24960.260000 sec): 3 clusters Score: Raw -1576824.707808 + Penalty 4532.706954 = -1572292.000855 nChanged 18 SP:Iteration 47Q (24960.510000 sec): 3 clusters Score: Raw -1576831.517002 + Penalty 4532.706954 = -1572298.810049 nChanged 9 SP:Iteration 48Q (24960.720000 sec): 3 clusters Score: Raw -1576835.689205 + Penalty 4532.706954 = -1572302.982252 nChanged 9 SP:Iteration 49Q (24960.930000 sec): 3 clusters Score: Raw -1576840.284540 + Penalty 4532.706954 = -1572307.577586 nChanged 8 SP:Iteration 50Q (24961.150000 sec): 3 clusters Score: Raw -1576846.517726 + Penalty 4532.706954 = -1572313.810772 nChanged 9 SP:Iteration 51Q (24961.330000 sec): 3 clusters Score: Raw -1576851.019407 + Penalty 4532.706954 = -1572318.312453 nChanged 6 SP:Iteration 52Q (24961.630000 sec): 3 clusters Score: Raw -1576854.814375 + Penalty 4532.706954 = -1572322.107421 nChanged 4 SP:Iteration 53Q (24961.910000 sec): 3 clusters Score: Raw -1576857.816048 + Penalty 4532.706954 = -1572325.109094 nChanged 4 SP:Iteration 54Q (24962.170000 sec): 3 clusters Score: Raw -1576860.349379 + Penalty 4532.706954 = -1572327.642425 nChanged 4 SP:Iteration 55Q (24962.440000 sec): 3 clusters Score: Raw -1576862.879928 + Penalty 4532.706954 = -1572330.172975 nChanged 6 SP:Iteration 56Q (24962.710000 sec): 3 clusters Score: Raw -1576865.091717 + Penalty 4532.706954 = -1572332.384763 nChanged 3 SP:Iteration 57Q (24962.990000 sec): 3 clusters Score: Raw -1576865.871945 + Penalty 4532.706954 = -1572333.164991 nChanged 1 SP:Iteration 58Q (24963.260000 sec): 3 clusters Score: Raw -1576866.727418 + Penalty 4532.706954 = -1572334.020464 nChanged 1 SP:Iteration 59Q (24963.470000 sec): 3 clusters Score: Raw -1576867.550156 + Penalty 4532.706954 = -1572334.843202 nChanged 2 SP:Iteration 60F (24963.680000 sec): 3 clusters Score: Raw -1576869.421709 + Penalty 4532.706954 = -1572336.714755 nChanged 2 SP:Iteration 61Q (24963.900000 sec): 3 clusters Score: Raw -1576870.202372 + Penalty 4532.706954 = -1572337.495418 nChanged 2 SP:Iteration 62Q (24964.130000 sec): 3 clusters Score: Raw -1576870.844683 + Penalty 4532.706954 = -1572338.137729 nChanged 1 SP:Iteration 63Q (24964.330000 sec): 3 clusters Score: Raw -1576871.346783 + Penalty 4532.706954 = -1572338.639829 nChanged 1 SP:Iteration 64Q (24964.490000 sec): 3 clusters Score: Raw -1576871.959656 + Penalty 4532.706954 = -1572339.252703 nChanged 0 SP:Iteration 65F (24964.710000 sec): 3 clusters Score: Raw -1576871.959656 + Penalty 4532.706954 = -1572339.252703 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24964.800000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24964.930000 sec): 3 clusters Score: Raw -41417.312573 + Penalty 2771.275335 = -38646.037238 nChanged 33 SP:Iteration 1F (24965.080000 sec): 3 clusters Score: Raw -41651.056670 + Penalty 2771.275335 = -38879.781335 nChanged 11 SP:Iteration 2Q (24965.220000 sec): 3 clusters Score: Raw -41690.025134 + Penalty 2771.275335 = -38918.749800 nChanged 1 SP:Iteration 3Q (24965.390000 sec): 3 clusters Score: Raw -41692.943080 + Penalty 2771.275335 = -38921.667745 nChanged 1 SP:Iteration 4Q (24965.590000 sec): 3 clusters Score: Raw -41696.474752 + Penalty 2771.275335 = -38925.199417 nChanged 0 SP:Iteration 5F (24965.820000 sec): 3 clusters Score: Raw -41696.474752 + Penalty 2771.275335 = -38925.199417 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24965.910000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24966.030000 sec): 3 clusters Score: Raw -94930.781736 + Penalty 3166.219291 = -91764.562445 nChanged 111 SP:Iteration 1F (24966.150000 sec): 3 clusters Score: Raw -95112.616007 + Penalty 3166.219291 = -91946.396717 nChanged 24 SP:Iteration 2Q (24966.320000 sec): 3 clusters Score: Raw -95176.079382 + Penalty 3166.219291 = -92009.860091 nChanged 20 SP:Iteration 3Q (24966.470000 sec): 3 clusters Score: Raw -95220.432159 + Penalty 3166.219291 = -92054.212868 nChanged 13 SP:Iteration 4Q (24966.670000 sec): 3 clusters Score: Raw -95249.709809 + Penalty 3166.219291 = -92083.490518 nChanged 5 SP:Iteration 5Q (24966.860000 sec): 3 clusters Score: Raw -95258.341783 + Penalty 3166.219291 = -92092.122492 nChanged 4 SP:Iteration 6Q (24967.030000 sec): 3 clusters Score: Raw -95264.840976 + Penalty 3166.219291 = -92098.621685 nChanged 2 SP:Iteration 7Q (24967.190000 sec): 3 clusters Score: Raw -95267.370788 + Penalty 3166.219291 = -92101.151497 nChanged 0 SP:Iteration 8F (24967.450000 sec): 3 clusters Score: Raw -95267.370788 + Penalty 3166.219291 = -92101.151497 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (79851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24967.980000 sec): 2 clusters Score: Raw -13578914.547540 + Penalty 2799.403584 = -13576115.143956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24968.650000 sec): 3 clusters Score: Raw -13528590.332396 + Penalty 5598.807168 = -13522991.525229 nChanged 37330 SP:Iteration 1F (24969.290000 sec): 3 clusters Score: Raw -13549920.418847 + Penalty 5598.807168 = -13544321.611679 nChanged 3435 SP:Iteration 2Q (24970.030000 sec): 3 clusters Score: Raw -13551105.868406 + Penalty 5598.807168 = -13545507.061238 nChanged 3784 SP:Iteration 3Q (24970.770000 sec): 3 clusters Score: Raw -13552712.054898 + Penalty 5598.807168 = -13547113.247730 nChanged 4309 SP:Iteration 4F (24971.420000 sec): 3 clusters Score: Raw -13554859.213021 + Penalty 5598.807168 = -13549260.405854 nChanged 4727 SP:Iteration 5F (24972.000000 sec): 3 clusters Score: Raw -13557472.043287 + Penalty 5598.807168 = -13551873.236119 nChanged 5045 SP:Iteration 6F (24972.640000 sec): 3 clusters Score: Raw -13560609.690297 + Penalty 5598.807168 = -13555010.883129 nChanged 5085 SP:Iteration 7F (24973.240000 sec): 3 clusters Score: Raw -13564132.694756 + Penalty 5598.807168 = -13558533.887588 nChanged 4981 SP:Iteration 8F (24973.880000 sec): 3 clusters Score: Raw -13567999.988777 + Penalty 5598.807168 = -13562401.181609 nChanged 4509 SP:Iteration 9F (24974.490000 sec): 3 clusters Score: Raw -13571842.312302 + Penalty 5598.807168 = -13566243.505134 nChanged 3570 SP:Iteration 10Q (24975.240000 sec): 3 clusters Score: Raw -13575018.235327 + Penalty 5598.807168 = -13569419.428159 nChanged 2381 SP:Iteration 11Q (24975.940000 sec): 3 clusters Score: Raw -13577158.487891 + Penalty 5598.807168 = -13571559.680723 nChanged 1316 SP:Iteration 12Q (24976.640000 sec): 3 clusters Score: Raw -13578295.369188 + Penalty 5598.807168 = -13572696.562020 nChanged 623 SP:Iteration 13Q (24977.310000 sec): 3 clusters Score: Raw -13578807.309455 + Penalty 5598.807168 = -13573208.502287 nChanged 285 SP:Iteration 14Q (24977.860000 sec): 3 clusters Score: Raw -13579041.482241 + Penalty 5598.807168 = -13573442.675073 nChanged 136 SP:Iteration 15Q (24978.540000 sec): 3 clusters Score: Raw -13579166.285234 + Penalty 5598.807168 = -13573567.478066 nChanged 72 SP:Iteration 16Q (24979.200000 sec): 3 clusters Score: Raw -13579236.393353 + Penalty 5598.807168 = -13573637.586185 nChanged 45 SP:Iteration 17Q (24979.810000 sec): 3 clusters Score: Raw -13579275.187072 + Penalty 5598.807168 = -13573676.379905 nChanged 30 SP:Iteration 18Q (24980.440000 sec): 3 clusters Score: Raw -13579304.731420 + Penalty 5598.807168 = -13573705.924252 nChanged 28 SP:Iteration 19Q (24981.150000 sec): 3 clusters Score: Raw -13579325.813815 + Penalty 5598.807168 = -13573727.006647 nChanged 16 SP:Iteration 20F (24981.880000 sec): 3 clusters Score: Raw -13579341.456425 + Penalty 5598.807168 = -13573742.649257 nChanged 19 SP:Iteration 21Q (24982.540000 sec): 3 clusters Score: Raw -13579358.119856 + Penalty 5598.807168 = -13573759.312688 nChanged 10 SP:Iteration 22Q (24983.210000 sec): 3 clusters Score: Raw -13579368.360484 + Penalty 5598.807168 = -13573769.553317 nChanged 12 SP:Iteration 23Q (24983.870000 sec): 3 clusters Score: Raw -13579378.881282 + Penalty 5598.807168 = -13573780.074114 nChanged 7 SP:Iteration 24Q (24984.480000 sec): 3 clusters Score: Raw -13579384.333746 + Penalty 5598.807168 = -13573785.526578 nChanged 6 SP:Iteration 25Q (24985.160000 sec): 3 clusters Score: Raw -13579389.494710 + Penalty 5598.807168 = -13573790.687543 nChanged 4 SP:Iteration 26Q (24985.800000 sec): 3 clusters Score: Raw -13579393.208177 + Penalty 5598.807168 = -13573794.401009 nChanged 4 SP:Iteration 27Q (24986.440000 sec): 3 clusters Score: Raw -13579395.592557 + Penalty 5598.807168 = -13573796.785390 nChanged 2 SP:Iteration 28Q (24987.080000 sec): 3 clusters Score: Raw -13579396.624886 + Penalty 5598.807168 = -13573797.817718 nChanged 2 SP:Iteration 29Q (24987.690000 sec): 3 clusters Score: Raw -13579398.365527 + Penalty 5598.807168 = -13573799.558359 nChanged 0 SP:Iteration 30F (24988.430000 sec): 3 clusters Score: Raw -13579398.365527 + Penalty 5598.807168 = -13573799.558359 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24988.560000 sec): 2 clusters Score: Raw -15466.365646 + Penalty 1165.719131 = -14300.646516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24988.740000 sec): 3 clusters Score: Raw -15797.499334 + Penalty 2331.438261 = -13466.061072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24988.810000 sec): 2 clusters Score: Raw -381777.320209 + Penalty 1902.728529 = -379874.591680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24988.980000 sec): 3 clusters Score: Raw -380942.218690 + Penalty 3805.457058 = -377136.761632 nChanged 712 SP:Iteration 1F (24989.120000 sec): 3 clusters Score: Raw -381449.091975 + Penalty 3805.457058 = -377643.634917 nChanged 168 SP:Iteration 2F (24989.310000 sec): 3 clusters Score: Raw -381585.816624 + Penalty 3805.457058 = -377780.359566 nChanged 87 SP:Iteration 3Q (24989.450000 sec): 3 clusters Score: Raw -381671.047276 + Penalty 3805.457058 = -377865.590218 nChanged 62 SP:Iteration 4Q (24989.590000 sec): 3 clusters Score: Raw -381719.221928 + Penalty 3805.457058 = -377913.764870 nChanged 45 SP:Iteration 5Q (24989.680000 sec): 3 clusters Score: Raw -381760.202966 + Penalty 3805.457058 = -377954.745908 nChanged 37 SP:Iteration 6Q (24989.820000 sec): 3 clusters Score: Raw -381795.082735 + Penalty 3805.457058 = -377989.625677 nChanged 31 SP:Iteration 7Q (24989.960000 sec): 3 clusters Score: Raw -381830.751547 + Penalty 3805.457058 = -378025.294489 nChanged 41 SP:Iteration 8Q (24990.110000 sec): 3 clusters Score: Raw -381869.487317 + Penalty 3805.457058 = -378064.030259 nChanged 37 SP:Iteration 9Q (24990.280000 sec): 3 clusters Score: Raw -381903.449410 + Penalty 3805.457058 = -378097.992352 nChanged 35 SP:Iteration 10Q (24990.440000 sec): 3 clusters Score: Raw -381952.821262 + Penalty 3805.457058 = -378147.364204 nChanged 53 SP:Iteration 11Q (24990.590000 sec): 3 clusters Score: Raw -382011.336003 + Penalty 3805.457058 = -378205.878945 nChanged 57 SP:Iteration 12Q (24990.780000 sec): 3 clusters Score: Raw -382065.208494 + Penalty 3805.457058 = -378259.751436 nChanged 65 SP:Iteration 13Q (24990.970000 sec): 3 clusters Score: Raw -382129.651863 + Penalty 3805.457058 = -378324.194805 nChanged 61 SP:Iteration 14Q (24991.150000 sec): 3 clusters Score: Raw -382204.614516 + Penalty 3805.457058 = -378399.157458 nChanged 69 SP:Iteration 15Q (24991.310000 sec): 3 clusters Score: Raw -382277.039882 + Penalty 3805.457058 = -378471.582824 nChanged 61 SP:Iteration 16Q (24991.450000 sec): 3 clusters Score: Raw -382332.294846 + Penalty 3805.457058 = -378526.837788 nChanged 53 SP:Iteration 17Q (24991.590000 sec): 3 clusters Score: Raw -382378.134932 + Penalty 3805.457058 = -378572.677874 nChanged 41 SP:Iteration 18Q (24991.710000 sec): 3 clusters Score: Raw -382415.801009 + Penalty 3805.457058 = -378610.343951 nChanged 47 SP:Iteration 19Q (24991.850000 sec): 3 clusters Score: Raw -382461.240954 + Penalty 3805.457058 = -378655.783896 nChanged 46 SP:Iteration 20F (24992.030000 sec): 3 clusters Score: Raw -382515.959745 + Penalty 3805.457058 = -378710.502687 nChanged 45 SP:Iteration 21Q (24992.180000 sec): 3 clusters Score: Raw -382557.062841 + Penalty 3805.457058 = -378751.605783 nChanged 35 SP:Iteration 22Q (24992.310000 sec): 3 clusters Score: Raw -382589.850221 + Penalty 3805.457058 = -378784.393163 nChanged 32 SP:Iteration 23Q (24992.440000 sec): 3 clusters Score: Raw -382623.367378 + Penalty 3805.457058 = -378817.910320 nChanged 29 SP:Iteration 24Q (24992.570000 sec): 3 clusters Score: Raw -382654.860436 + Penalty 3805.457058 = -378849.403378 nChanged 28 SP:Iteration 25Q (24992.710000 sec): 3 clusters Score: Raw -382680.832732 + Penalty 3805.457058 = -378875.375674 nChanged 24 SP:Iteration 26Q (24992.840000 sec): 3 clusters Score: Raw -382704.403020 + Penalty 3805.457058 = -378898.945962 nChanged 18 SP:Iteration 27Q (24992.970000 sec): 3 clusters Score: Raw -382719.056370 + Penalty 3805.457058 = -378913.599312 nChanged 19 SP:Iteration 28Q (24993.110000 sec): 3 clusters Score: Raw -382739.643966 + Penalty 3805.457058 = -378934.186908 nChanged 19 SP:Iteration 29Q (24993.210000 sec): 3 clusters Score: Raw -382758.071546 + Penalty 3805.457058 = -378952.614488 nChanged 16 SP:Iteration 30Q (24993.370000 sec): 3 clusters Score: Raw -382774.742812 + Penalty 3805.457058 = -378969.285754 nChanged 13 SP:Iteration 31Q (24993.540000 sec): 3 clusters Score: Raw -382789.494151 + Penalty 3805.457058 = -378984.037093 nChanged 10 SP:Iteration 32Q (24993.680000 sec): 3 clusters Score: Raw -382802.112438 + Penalty 3805.457058 = -378996.655380 nChanged 10 SP:Iteration 33Q (24993.800000 sec): 3 clusters Score: Raw -382814.860999 + Penalty 3805.457058 = -379009.403941 nChanged 7 SP:Iteration 34Q (24993.960000 sec): 3 clusters Score: Raw -382821.384371 + Penalty 3805.457058 = -379015.927313 nChanged 4 SP:Iteration 35Q (24994.050000 sec): 3 clusters Score: Raw -382825.948093 + Penalty 3805.457058 = -379020.491035 nChanged 2 SP:Iteration 36Q (24994.140000 sec): 3 clusters Score: Raw -382827.464572 + Penalty 3805.457058 = -379022.007514 nChanged 1 SP:Iteration 37Q (24994.280000 sec): 3 clusters Score: Raw -382828.104497 + Penalty 3805.457058 = -379022.647439 nChanged 0 SP:Iteration 38F (24994.480000 sec): 3 clusters Score: Raw -382828.104497 + Penalty 3805.457058 = -379022.647439 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24994.590000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24994.700000 sec): 3 clusters Score: Raw -95735.921130 + Penalty 3179.446741 = -92556.474388 nChanged 113 SP:Iteration 1F (24994.860000 sec): 3 clusters Score: Raw -95948.227936 + Penalty 3179.446741 = -92768.781195 nChanged 33 SP:Iteration 2F (24995.020000 sec): 3 clusters Score: Raw -96040.544055 + Penalty 3179.446741 = -92861.097313 nChanged 15 SP:Iteration 3Q (24995.180000 sec): 3 clusters Score: Raw -96065.292431 + Penalty 3179.446741 = -92885.845690 nChanged 5 SP:Iteration 4Q (24995.340000 sec): 3 clusters Score: Raw -96072.006872 + Penalty 3179.446741 = -92892.560130 nChanged 1 SP:Iteration 5Q (24995.500000 sec): 3 clusters Score: Raw -96074.340097 + Penalty 3179.446741 = -92894.893355 nChanged 1 SP:Iteration 6Q (24995.660000 sec): 3 clusters Score: Raw -96076.397747 + Penalty 3179.446741 = -92896.951006 nChanged 0 SP:Iteration 7F (24995.820000 sec): 3 clusters Score: Raw -96076.397747 + Penalty 3179.446741 = -92896.951006 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24995.900000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24996.060000 sec): 3 clusters Score: Raw -27521.163008 + Penalty 2541.486134 = -24979.676875 nChanged 12 SP:Iteration 1F (24996.220000 sec): 3 clusters Score: Raw -27586.360704 + Penalty 2541.486134 = -25044.874570 nChanged 2 SP:Iteration 2Q (24996.380000 sec): 3 clusters Score: Raw -27603.085919 + Penalty 2541.486134 = -25061.599785 nChanged 0 SP:Iteration 3F (24996.550000 sec): 3 clusters Score: Raw -27603.085919 + Penalty 2541.486134 = -25061.599785 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24996.630000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24996.800000 sec): 3 clusters Score: Raw -21848.301157 + Penalty 2558.891428 = -19289.409728 nChanged 11 SP:Iteration 1F (24996.960000 sec): 3 clusters Score: Raw -21895.837310 + Penalty 2558.891428 = -19336.945881 nChanged 2 SP:Iteration 2Q (24997.090000 sec): 3 clusters Score: Raw -21925.147136 + Penalty 2558.891428 = -19366.255707 nChanged 3 SP:Iteration 3Q (24997.230000 sec): 3 clusters Score: Raw -21940.980301 + Penalty 2558.891428 = -19382.088873 nChanged 0 SP:Iteration 4F (24997.340000 sec): 3 clusters Score: Raw -21940.980301 + Penalty 2558.891428 = -19382.088873 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24997.400000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24997.520000 sec): 3 clusters Score: Raw -33853.707604 + Penalty 2690.775209 = -31162.932396 nChanged 26 SP:Iteration 1F (24997.660000 sec): 3 clusters Score: Raw -34009.167882 + Penalty 2690.775209 = -31318.392673 nChanged 10 SP:Iteration 2Q (24997.740000 sec): 3 clusters Score: Raw -34070.773833 + Penalty 2690.775209 = -31379.998624 nChanged 3 SP:Iteration 3Q (24997.920000 sec): 3 clusters Score: Raw -34105.861996 + Penalty 2690.775209 = -31415.086787 nChanged 1 SP:Iteration 4Q (24998.050000 sec): 3 clusters Score: Raw -34115.812152 + Penalty 2690.775209 = -31425.036944 nChanged 0 SP:Iteration 5F (24998.180000 sec): 3 clusters Score: Raw -34115.812152 + Penalty 2690.775209 = -31425.036944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24998.220000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24998.360000 sec): 3 clusters Score: Raw -73382.749942 + Penalty 3024.644844 = -70358.105098 nChanged 56 SP:Iteration 1F (24998.540000 sec): 3 clusters Score: Raw -73508.457294 + Penalty 3024.644844 = -70483.812450 nChanged 19 SP:Iteration 2Q (24998.670000 sec): 3 clusters Score: Raw -73567.274277 + Penalty 3024.644844 = -70542.629433 nChanged 12 SP:Iteration 3Q (24998.800000 sec): 3 clusters Score: Raw -73596.961686 + Penalty 3024.644844 = -70572.316842 nChanged 3 SP:Iteration 4Q (24998.930000 sec): 3 clusters Score: Raw -73606.964133 + Penalty 3024.644844 = -70582.319289 nChanged 2 SP:Iteration 5Q (24999.050000 sec): 3 clusters Score: Raw -73614.932633 + Penalty 3024.644844 = -70590.287789 nChanged 2 SP:Iteration 6Q (24999.190000 sec): 3 clusters Score: Raw -73619.032479 + Penalty 3024.644844 = -70594.387635 nChanged 1 SP:Iteration 7Q (24999.320000 sec): 3 clusters Score: Raw -73623.601703 + Penalty 3024.644844 = -70598.956859 nChanged 2 SP:Iteration 8Q (24999.470000 sec): 3 clusters Score: Raw -73626.086796 + Penalty 3024.644844 = -70601.441952 nChanged 1 SP:Iteration 9Q (24999.590000 sec): 3 clusters Score: Raw -73628.044628 + Penalty 3024.644844 = -70603.399784 nChanged 0 SP:Iteration 10F (24999.720000 sec): 3 clusters Score: Raw -73628.044628 + Penalty 3024.644844 = -70603.399784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24999.830000 sec): 2 clusters Score: Raw -226048.629174 + Penalty 1806.975545 = -224241.653629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24999.970000 sec): 3 clusters Score: Raw -225642.619318 + Penalty 3613.951090 = -222028.668228 nChanged 434 SP:Iteration 1F (25000.150000 sec): 3 clusters Score: Raw -226129.625092 + Penalty 3613.951090 = -222515.674002 nChanged 135 SP:Iteration 2F (25000.340000 sec): 3 clusters Score: Raw -226361.293114 + Penalty 3613.951090 = -222747.342024 nChanged 95 SP:Iteration 3F (25000.530000 sec): 3 clusters Score: Raw -226545.016686 + Penalty 3613.951090 = -222931.065595 nChanged 71 SP:Iteration 4Q (25000.710000 sec): 3 clusters Score: Raw -226653.515084 + Penalty 3613.951090 = -223039.563993 nChanged 41 SP:Iteration 5Q (25000.870000 sec): 3 clusters Score: Raw -226707.860472 + Penalty 3613.951090 = -223093.909382 nChanged 39 SP:Iteration 6Q (25001.050000 sec): 3 clusters Score: Raw -226761.242073 + Penalty 3613.951090 = -223147.290982 nChanged 19 SP:Iteration 7Q (25001.200000 sec): 3 clusters Score: Raw -226784.316311 + Penalty 3613.951090 = -223170.365221 nChanged 14 SP:Iteration 8Q (25001.360000 sec): 3 clusters Score: Raw -226797.047609 + Penalty 3613.951090 = -223183.096519 nChanged 15 SP:Iteration 9Q (25001.530000 sec): 3 clusters Score: Raw -226815.781594 + Penalty 3613.951090 = -223201.830503 nChanged 14 SP:Iteration 10Q (25001.660000 sec): 3 clusters Score: Raw -226847.206196 + Penalty 3613.951090 = -223233.255106 nChanged 19 SP:Iteration 11Q (25001.840000 sec): 3 clusters Score: Raw -226883.820293 + Penalty 3613.951090 = -223269.869202 nChanged 24 SP:Iteration 12Q (25002.010000 sec): 3 clusters Score: Raw -226909.445568 + Penalty 3613.951090 = -223295.494478 nChanged 16 SP:Iteration 13Q (25002.150000 sec): 3 clusters Score: Raw -226929.429111 + Penalty 3613.951090 = -223315.478020 nChanged 10 SP:Iteration 14Q (25002.290000 sec): 3 clusters Score: Raw -226941.227543 + Penalty 3613.951090 = -223327.276453 nChanged 10 SP:Iteration 15Q (25002.460000 sec): 3 clusters Score: Raw -226953.611893 + Penalty 3613.951090 = -223339.660802 nChanged 12 SP:Iteration 16Q (25002.640000 sec): 3 clusters Score: Raw -226963.612524 + Penalty 3613.951090 = -223349.661434 nChanged 6 SP:Iteration 17Q (25002.780000 sec): 3 clusters Score: Raw -226969.088497 + Penalty 3613.951090 = -223355.137406 nChanged 3 SP:Iteration 18Q (25002.920000 sec): 3 clusters Score: Raw -226973.536159 + Penalty 3613.951090 = -223359.585069 nChanged 5 SP:Iteration 19Q (25003.010000 sec): 3 clusters Score: Raw -226977.052062 + Penalty 3613.951090 = -223363.100972 nChanged 3 SP:Iteration 20F (25003.110000 sec): 3 clusters Score: Raw -226978.715489 + Penalty 3613.951090 = -223364.764398 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25003.210000 sec): 2 clusters Score: Raw -321531.221941 + Penalty 1877.469927 = -319653.752015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25003.390000 sec): 3 clusters Score: Raw -320858.943784 + Penalty 3754.939853 = -317104.003931 nChanged 628 SP:Iteration 1F (25003.490000 sec): 3 clusters Score: Raw -321350.638315 + Penalty 3754.939853 = -317595.698462 nChanged 154 SP:Iteration 2F (25003.570000 sec): 3 clusters Score: Raw -321506.486322 + Penalty 3754.939853 = -317751.546469 nChanged 95 SP:Iteration 3Q (25003.700000 sec): 3 clusters Score: Raw -321601.560301 + Penalty 3754.939853 = -317846.620448 nChanged 62 SP:Iteration 4Q (25003.840000 sec): 3 clusters Score: Raw -321662.312564 + Penalty 3754.939853 = -317907.372710 nChanged 49 SP:Iteration 5Q (25003.970000 sec): 3 clusters Score: Raw -321716.554863 + Penalty 3754.939853 = -317961.615010 nChanged 42 SP:Iteration 6Q (25004.090000 sec): 3 clusters Score: Raw -321766.434004 + Penalty 3754.939853 = -318011.494151 nChanged 44 SP:Iteration 7Q (25004.230000 sec): 3 clusters Score: Raw -321812.066409 + Penalty 3754.939853 = -318057.126556 nChanged 44 SP:Iteration 8Q (25004.330000 sec): 3 clusters Score: Raw -321863.085263 + Penalty 3754.939853 = -318108.145410 nChanged 52 SP:Iteration 9Q (25004.470000 sec): 3 clusters Score: Raw -321933.058329 + Penalty 3754.939853 = -318178.118476 nChanged 48 SP:Iteration 10Q (25004.610000 sec): 3 clusters Score: Raw -322012.964179 + Penalty 3754.939853 = -318258.024326 nChanged 60 SP:Iteration 11Q (25004.700000 sec): 3 clusters Score: Raw -322093.974749 + Penalty 3754.939853 = -318339.034896 nChanged 60 SP:Iteration 12Q (25004.790000 sec): 3 clusters Score: Raw -322175.187331 + Penalty 3754.939853 = -318420.247478 nChanged 49 SP:Iteration 13Q (25004.930000 sec): 3 clusters Score: Raw -322235.482136 + Penalty 3754.939853 = -318480.542283 nChanged 45 SP:Iteration 14Q (25005.030000 sec): 3 clusters Score: Raw -322284.257482 + Penalty 3754.939853 = -318529.317629 nChanged 43 SP:Iteration 15Q (25005.170000 sec): 3 clusters Score: Raw -322334.559925 + Penalty 3754.939853 = -318579.620072 nChanged 42 SP:Iteration 16Q (25005.280000 sec): 3 clusters Score: Raw -322379.260591 + Penalty 3754.939853 = -318624.320738 nChanged 36 SP:Iteration 17Q (25005.460000 sec): 3 clusters Score: Raw -322423.848528 + Penalty 3754.939853 = -318668.908675 nChanged 34 SP:Iteration 18Q (25005.590000 sec): 3 clusters Score: Raw -322472.137367 + Penalty 3754.939853 = -318717.197514 nChanged 39 SP:Iteration 19Q (25005.730000 sec): 3 clusters Score: Raw -322527.946053 + Penalty 3754.939853 = -318773.006200 nChanged 30 SP:Iteration 20F (25005.910000 sec): 3 clusters Score: Raw -322565.451530 + Penalty 3754.939853 = -318810.511677 nChanged 26 SP:Iteration 21Q (25006.080000 sec): 3 clusters Score: Raw -322598.123534 + Penalty 3754.939853 = -318843.183681 nChanged 28 SP:Iteration 22Q (25006.240000 sec): 3 clusters Score: Raw -322636.857678 + Penalty 3754.939853 = -318881.917825 nChanged 20 SP:Iteration 23Q (25006.340000 sec): 3 clusters Score: Raw -322661.291356 + Penalty 3754.939853 = -318906.351503 nChanged 14 SP:Iteration 24Q (25006.480000 sec): 3 clusters Score: Raw -322677.033093 + Penalty 3754.939853 = -318922.093240 nChanged 15 SP:Iteration 25Q (25006.610000 sec): 3 clusters Score: Raw -322692.580908 + Penalty 3754.939853 = -318937.641055 nChanged 15 SP:Iteration 26Q (25006.750000 sec): 3 clusters Score: Raw -322703.897584 + Penalty 3754.939853 = -318948.957731 nChanged 9 SP:Iteration 27Q (25006.880000 sec): 3 clusters Score: Raw -322715.259542 + Penalty 3754.939853 = -318960.319689 nChanged 9 SP:Iteration 28Q (25006.990000 sec): 3 clusters Score: Raw -322724.225547 + Penalty 3754.939853 = -318969.285694 nChanged 11 SP:Iteration 29Q (25007.100000 sec): 3 clusters Score: Raw -322733.406582 + Penalty 3754.939853 = -318978.466729 nChanged 7 SP:Iteration 30Q (25007.260000 sec): 3 clusters Score: Raw -322740.008040 + Penalty 3754.939853 = -318985.068187 nChanged 4 SP:Iteration 31Q (25007.400000 sec): 3 clusters Score: Raw -322745.583359 + Penalty 3754.939853 = -318990.643506 nChanged 7 SP:Iteration 32Q (25007.570000 sec): 3 clusters Score: Raw -322754.290672 + Penalty 3754.939853 = -318999.350819 nChanged 7 SP:Iteration 33Q (25007.740000 sec): 3 clusters Score: Raw -322763.439557 + Penalty 3754.939853 = -319008.499704 nChanged 10 SP:Iteration 34Q (25007.870000 sec): 3 clusters Score: Raw -322776.628926 + Penalty 3754.939853 = -319021.689073 nChanged 12 SP:Iteration 35Q (25008.020000 sec): 3 clusters Score: Raw -322789.420454 + Penalty 3754.939853 = -319034.480601 nChanged 8 SP:Iteration 36Q (25008.170000 sec): 3 clusters Score: Raw -322798.206417 + Penalty 3754.939853 = -319043.266564 nChanged 2 SP:Iteration 37Q (25008.300000 sec): 3 clusters Score: Raw -322800.347664 + Penalty 3754.939853 = -319045.407811 nChanged 3 SP:Iteration 38Q (25008.430000 sec): 3 clusters Score: Raw -322803.486107 + Penalty 3754.939853 = -319048.546254 nChanged 3 SP:Iteration 39Q (25008.600000 sec): 3 clusters Score: Raw -322805.984439 + Penalty 3754.939853 = -319051.044586 nChanged 2 SP:Iteration 40F (25008.750000 sec): 3 clusters Score: Raw -322813.910941 + Penalty 3754.939853 = -319058.971088 nChanged 6 SP:Iteration 41Q (25008.920000 sec): 3 clusters Score: Raw -322825.701161 + Penalty 3754.939853 = -319070.761308 nChanged 7 SP:Iteration 42Q (25009.100000 sec): 3 clusters Score: Raw -322831.708232 + Penalty 3754.939853 = -319076.768379 nChanged 4 SP:Iteration 43Q (25009.280000 sec): 3 clusters Score: Raw -322835.205149 + Penalty 3754.939853 = -319080.265296 nChanged 4 SP:Iteration 44Q (25009.480000 sec): 3 clusters Score: Raw -322838.205138 + Penalty 3754.939853 = -319083.265285 nChanged 2 SP:Iteration 45Q (25009.610000 sec): 3 clusters Score: Raw -322839.640235 + Penalty 3754.939853 = -319084.700382 nChanged 2 SP:Iteration 46Q (25009.730000 sec): 3 clusters Score: Raw -322841.209831 + Penalty 3754.939853 = -319086.269978 nChanged 1 SP:Iteration 47Q (25009.890000 sec): 3 clusters Score: Raw -322841.901990 + Penalty 3754.939853 = -319086.962137 nChanged 2 SP:Iteration 48Q (25010.010000 sec): 3 clusters Score: Raw -322843.324927 + Penalty 3754.939853 = -319088.385074 nChanged 2 SP:Iteration 49Q (25010.130000 sec): 3 clusters Score: Raw -322844.311661 + Penalty 3754.939853 = -319089.371808 nChanged 2 SP:Iteration 50Q (25010.260000 sec): 3 clusters Score: Raw -322845.399343 + Penalty 3754.939853 = -319090.459490 nChanged 3 SP:Iteration 51Q (25010.410000 sec): 3 clusters Score: Raw -322848.965687 + Penalty 3754.939853 = -319094.025834 nChanged 2 SP:Iteration 52Q (25010.540000 sec): 3 clusters Score: Raw -322850.968435 + Penalty 3754.939853 = -319096.028582 nChanged 1 SP:Iteration 53Q (25010.730000 sec): 3 clusters Score: Raw -322852.015469 + Penalty 3754.939853 = -319097.075616 nChanged 0 SP:Iteration 54F (25010.910000 sec): 3 clusters Score: Raw -322852.015469 + Penalty 3754.939853 = -319097.075616 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25010.990000 sec): 2 clusters Score: Raw -23512.731638 + Penalty 1313.982707 = -22198.748931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25011.120000 sec): 3 clusters Score: Raw -23859.696396 + Penalty 2627.965414 = -21231.730982 nChanged 31 SP:Iteration 1F (25011.220000 sec): 3 clusters Score: Raw -24155.159896 + Penalty 2627.965414 = -21527.194482 nChanged 13 SP:Iteration 2F (25011.380000 sec): 3 clusters Score: Raw -24229.525180 + Penalty 2627.965414 = -21601.559767 nChanged 2 SP:Iteration 3Q (25011.490000 sec): 3 clusters Score: Raw -24238.348445 + Penalty 2627.965414 = -21610.383031 nChanged 0 SP:Iteration 4F (25011.670000 sec): 3 clusters Score: Raw -24238.348445 + Penalty 2627.965414 = -21610.383031 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25011.750000 sec): 2 clusters Score: Raw -25477.020355 + Penalty 1279.445714 = -24197.574640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25011.910000 sec): 3 clusters Score: Raw -25737.821605 + Penalty 2558.891428 = -23178.930176 nChanged 11 SP:Iteration 1F (25012.080000 sec): 3 clusters Score: Raw -25814.727557 + Penalty 2558.891428 = -23255.836128 nChanged 3 SP:Iteration 2Q (25012.250000 sec): 3 clusters Score: Raw -25827.001001 + Penalty 2558.891428 = -23268.109572 nChanged 0 SP:Iteration 3F (25012.400000 sec): 3 clusters Score: Raw -25827.001001 + Penalty 2558.891428 = -23268.109572 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25012.460000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25012.590000 sec): 3 clusters Score: Raw -106232.934146 + Penalty 3204.888215 = -103028.045931 nChanged 136 SP:Iteration 1F (25012.720000 sec): 3 clusters Score: Raw -106455.663246 + Penalty 3204.888215 = -103250.775030 nChanged 29 SP:Iteration 2Q (25012.900000 sec): 3 clusters Score: Raw -106514.829524 + Penalty 3204.888215 = -103309.941309 nChanged 23 SP:Iteration 3Q (25013.050000 sec): 3 clusters Score: Raw -106557.063888 + Penalty 3204.888215 = -103352.175672 nChanged 11 SP:Iteration 4Q (25013.180000 sec): 3 clusters Score: Raw -106583.015912 + Penalty 3204.888215 = -103378.127697 nChanged 8 SP:Iteration 5Q (25013.350000 sec): 3 clusters Score: Raw -106598.297314 + Penalty 3204.888215 = -103393.409098 nChanged 5 SP:Iteration 6Q (25013.510000 sec): 3 clusters Score: Raw -106604.591066 + Penalty 3204.888215 = -103399.702851 nChanged 3 SP:Iteration 7Q (25013.650000 sec): 3 clusters Score: Raw -106609.009145 + Penalty 3204.888215 = -103404.120929 nChanged 1 SP:Iteration 8Q (25013.800000 sec): 3 clusters Score: Raw -106610.262817 + Penalty 3204.888215 = -103405.374601 nChanged 2 SP:Iteration 9Q (25013.950000 sec): 3 clusters Score: Raw -106613.176560 + Penalty 3204.888215 = -103408.288344 nChanged 1 SP:Iteration 10Q (25014.110000 sec): 3 clusters Score: Raw -106615.009239 + Penalty 3204.888215 = -103410.121023 nChanged 1 SP:Iteration 11Q (25014.270000 sec): 3 clusters Score: Raw -106616.272387 + Penalty 3204.888215 = -103411.384172 nChanged 0 SP:Iteration 12F (25014.400000 sec): 3 clusters Score: Raw -106616.272387 + Penalty 3204.888215 = -103411.384172 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25014.470000 sec): 2 clusters Score: Raw -74592.706126 + Penalty 1513.434531 = -73079.271595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25014.650000 sec): 3 clusters Score: Raw -74609.239102 + Penalty 3026.869063 = -71582.370039 nChanged 79 SP:Iteration 1F (25014.790000 sec): 3 clusters Score: Raw -74800.697335 + Penalty 3026.869063 = -71773.828272 nChanged 23 SP:Iteration 2F (25014.960000 sec): 3 clusters Score: Raw -74854.971166 + Penalty 3026.869063 = -71828.102103 nChanged 6 SP:Iteration 3Q (25015.100000 sec): 3 clusters Score: Raw -74872.404612 + Penalty 3026.869063 = -71845.535549 nChanged 0 SP:Iteration 4F (25015.230000 sec): 3 clusters Score: Raw -74872.404612 + Penalty 3026.869063 = -71845.535549 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25015.390000 sec): 2 clusters Score: Raw -346528.539126 + Penalty 1903.535409 = -344625.003717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25015.510000 sec): 3 clusters Score: Raw -345756.340879 + Penalty 3807.070817 = -341949.270062 nChanged 679 SP:Iteration 1F (25015.670000 sec): 3 clusters Score: Raw -346263.206493 + Penalty 3807.070817 = -342456.135676 nChanged 164 SP:Iteration 2F (25015.840000 sec): 3 clusters Score: Raw -346467.957959 + Penalty 3807.070817 = -342660.887141 nChanged 127 SP:Iteration 3F (25015.990000 sec): 3 clusters Score: Raw -346641.103461 + Penalty 3807.070817 = -342834.032643 nChanged 124 SP:Iteration 4F (25016.130000 sec): 3 clusters Score: Raw -346802.050863 + Penalty 3807.070817 = -342994.980046 nChanged 125 SP:Iteration 5F (25016.280000 sec): 3 clusters Score: Raw -347010.931365 + Penalty 3807.070817 = -343203.860547 nChanged 119 SP:Iteration 6F (25016.450000 sec): 3 clusters Score: Raw -347205.557132 + Penalty 3807.070817 = -343398.486315 nChanged 96 SP:Iteration 7Q (25016.600000 sec): 3 clusters Score: Raw -347355.888491 + Penalty 3807.070817 = -343548.817674 nChanged 88 SP:Iteration 8Q (25016.760000 sec): 3 clusters Score: Raw -347502.024926 + Penalty 3807.070817 = -343694.954109 nChanged 89 SP:Iteration 9Q (25016.930000 sec): 3 clusters Score: Raw -347628.997759 + Penalty 3807.070817 = -343821.926942 nChanged 81 SP:Iteration 10Q (25017.120000 sec): 3 clusters Score: Raw -347730.006229 + Penalty 3807.070817 = -343922.935411 nChanged 47 SP:Iteration 11Q (25017.290000 sec): 3 clusters Score: Raw -347777.894733 + Penalty 3807.070817 = -343970.823915 nChanged 25 SP:Iteration 12Q (25017.470000 sec): 3 clusters Score: Raw -347807.042414 + Penalty 3807.070817 = -343999.971597 nChanged 23 SP:Iteration 13Q (25017.630000 sec): 3 clusters Score: Raw -347830.808641 + Penalty 3807.070817 = -344023.737824 nChanged 19 SP:Iteration 14Q (25017.780000 sec): 3 clusters Score: Raw -347849.052299 + Penalty 3807.070817 = -344041.981481 nChanged 12 SP:Iteration 15Q (25017.960000 sec): 3 clusters Score: Raw -347860.990367 + Penalty 3807.070817 = -344053.919550 nChanged 11 SP:Iteration 16Q (25018.120000 sec): 3 clusters Score: Raw -347868.671538 + Penalty 3807.070817 = -344061.600721 nChanged 8 SP:Iteration 17Q (25018.280000 sec): 3 clusters Score: Raw -347875.198466 + Penalty 3807.070817 = -344068.127649 nChanged 5 SP:Iteration 18Q (25018.450000 sec): 3 clusters Score: Raw -347879.467935 + Penalty 3807.070817 = -344072.397118 nChanged 4 SP:Iteration 19Q (25018.610000 sec): 3 clusters Score: Raw -347882.647866 + Penalty 3807.070817 = -344075.577049 nChanged 0 SP:Iteration 20F (25018.790000 sec): 3 clusters Score: Raw -347882.647866 + Penalty 3807.070817 = -344075.577049 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25018.960000 sec): 2 clusters Score: Raw -1822162.561413 + Penalty 2292.935464 = -1819869.625949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25019.100000 sec): 3 clusters Score: Raw -1816633.231622 + Penalty 4585.870928 = -1812047.360694 nChanged 4323 SP:Iteration 1F (25019.310000 sec): 3 clusters Score: Raw -1819059.844469 + Penalty 4585.870928 = -1814473.973541 nChanged 792 SP:Iteration 2F (25019.590000 sec): 3 clusters Score: Raw -1819491.796495 + Penalty 4585.870928 = -1814905.925567 nChanged 635 SP:Iteration 3F (25019.780000 sec): 3 clusters Score: Raw -1819804.951688 + Penalty 4585.870928 = -1815219.080760 nChanged 521 SP:Iteration 4F (25020.040000 sec): 3 clusters Score: Raw -1820070.362847 + Penalty 4585.870928 = -1815484.491919 nChanged 458 SP:Iteration 5Q (25020.210000 sec): 3 clusters Score: Raw -1820303.975107 + Penalty 4585.870928 = -1815718.104180 nChanged 445 SP:Iteration 6Q (25020.480000 sec): 3 clusters Score: Raw -1820547.553764 + Penalty 4585.870928 = -1815961.682836 nChanged 459 SP:Iteration 7Q (25020.690000 sec): 3 clusters Score: Raw -1820791.528555 + Penalty 4585.870928 = -1816205.657627 nChanged 399 SP:Iteration 8Q (25020.930000 sec): 3 clusters Score: Raw -1821008.377409 + Penalty 4585.870928 = -1816422.506481 nChanged 350 SP:Iteration 9Q (25021.110000 sec): 3 clusters Score: Raw -1821193.354319 + Penalty 4585.870928 = -1816607.483392 nChanged 293 SP:Iteration 10Q (25021.360000 sec): 3 clusters Score: Raw -1821345.688621 + Penalty 4585.870928 = -1816759.817693 nChanged 262 SP:Iteration 11Q (25021.540000 sec): 3 clusters Score: Raw -1821480.850552 + Penalty 4585.870928 = -1816894.979624 nChanged 234 SP:Iteration 12Q (25021.760000 sec): 3 clusters Score: Raw -1821599.012903 + Penalty 4585.870928 = -1817013.141975 nChanged 213 SP:Iteration 13Q (25022.020000 sec): 3 clusters Score: Raw -1821703.658495 + Penalty 4585.870928 = -1817117.787567 nChanged 219 SP:Iteration 14Q (25022.240000 sec): 3 clusters Score: Raw -1821821.114118 + Penalty 4585.870928 = -1817235.243190 nChanged 213 SP:Iteration 15Q (25022.480000 sec): 3 clusters Score: Raw -1821935.231723 + Penalty 4585.870928 = -1817349.360795 nChanged 158 SP:Iteration 16Q (25022.720000 sec): 3 clusters Score: Raw -1822008.051795 + Penalty 4585.870928 = -1817422.180868 nChanged 136 SP:Iteration 17Q (25022.960000 sec): 3 clusters Score: Raw -1822067.903003 + Penalty 4585.870928 = -1817482.032075 nChanged 110 SP:Iteration 18Q (25023.150000 sec): 3 clusters Score: Raw -1822115.211316 + Penalty 4585.870928 = -1817529.340388 nChanged 100 SP:Iteration 19Q (25023.390000 sec): 3 clusters Score: Raw -1822159.527822 + Penalty 4585.870928 = -1817573.656894 nChanged 82 SP:Iteration 20F (25023.640000 sec): 3 clusters Score: Raw -1822197.577110 + Penalty 4585.870928 = -1817611.706182 nChanged 73 SP:Iteration 21Q (25023.820000 sec): 3 clusters Score: Raw -1822228.307829 + Penalty 4585.870928 = -1817642.436902 nChanged 62 SP:Iteration 22Q (25024.080000 sec): 3 clusters Score: Raw -1822262.917804 + Penalty 4585.870928 = -1817677.046876 nChanged 77 SP:Iteration 23Q (25024.320000 sec): 3 clusters Score: Raw -1822301.309782 + Penalty 4585.870928 = -1817715.438854 nChanged 54 SP:Iteration 24Q (25024.520000 sec): 3 clusters Score: Raw -1822324.590506 + Penalty 4585.870928 = -1817738.719578 nChanged 52 SP:Iteration 25Q (25024.750000 sec): 3 clusters Score: Raw -1822349.638301 + Penalty 4585.870928 = -1817763.767373 nChanged 48 SP:Iteration 26Q (25024.940000 sec): 3 clusters Score: Raw -1822372.192084 + Penalty 4585.870928 = -1817786.321156 nChanged 40 SP:Iteration 27Q (25025.160000 sec): 3 clusters Score: Raw -1822391.424386 + Penalty 4585.870928 = -1817805.553458 nChanged 29 SP:Iteration 28Q (25025.370000 sec): 3 clusters Score: Raw -1822405.439058 + Penalty 4585.870928 = -1817819.568130 nChanged 19 SP:Iteration 29Q (25025.610000 sec): 3 clusters Score: Raw -1822413.940864 + Penalty 4585.870928 = -1817828.069936 nChanged 16 SP:Iteration 30Q (25025.830000 sec): 3 clusters Score: Raw -1822421.136204 + Penalty 4585.870928 = -1817835.265276 nChanged 13 SP:Iteration 31Q (25026.070000 sec): 3 clusters Score: Raw -1822426.019681 + Penalty 4585.870928 = -1817840.148753 nChanged 7 SP:Iteration 32Q (25026.300000 sec): 3 clusters Score: Raw -1822430.132325 + Penalty 4585.870928 = -1817844.261397 nChanged 9 SP:Iteration 33Q (25026.520000 sec): 3 clusters Score: Raw -1822434.999064 + Penalty 4585.870928 = -1817849.128136 nChanged 12 SP:Iteration 34Q (25026.820000 sec): 3 clusters Score: Raw -1822440.501711 + Penalty 4585.870928 = -1817854.630784 nChanged 9 SP:Iteration 35Q (25027.030000 sec): 3 clusters Score: Raw -1822444.628451 + Penalty 4585.870928 = -1817858.757523 nChanged 11 SP:Iteration 36Q (25027.220000 sec): 3 clusters Score: Raw -1822450.233258 + Penalty 4585.870928 = -1817864.362330 nChanged 14 SP:Iteration 37Q (25027.400000 sec): 3 clusters Score: Raw -1822458.149327 + Penalty 4585.870928 = -1817872.278399 nChanged 16 SP:Iteration 38Q (25027.650000 sec): 3 clusters Score: Raw -1822466.913737 + Penalty 4585.870928 = -1817881.042810 nChanged 14 SP:Iteration 39Q (25027.860000 sec): 3 clusters Score: Raw -1822473.043069 + Penalty 4585.870928 = -1817887.172141 nChanged 12 SP:Iteration 40F (25028.040000 sec): 3 clusters Score: Raw -1822478.984227 + Penalty 4585.870928 = -1817893.113299 nChanged 10 SP:Iteration 41Q (25028.270000 sec): 3 clusters Score: Raw -1822483.783220 + Penalty 4585.870928 = -1817897.912292 nChanged 5 SP:Iteration 42Q (25028.470000 sec): 3 clusters Score: Raw -1822486.982455 + Penalty 4585.870928 = -1817901.111527 nChanged 10 SP:Iteration 43Q (25028.690000 sec): 3 clusters Score: Raw -1822491.912006 + Penalty 4585.870928 = -1817906.041078 nChanged 7 SP:Iteration 44Q (25028.880000 sec): 3 clusters Score: Raw -1822495.411729 + Penalty 4585.870928 = -1817909.540801 nChanged 11 SP:Iteration 45Q (25029.100000 sec): 3 clusters Score: Raw -1822500.971039 + Penalty 4585.870928 = -1817915.100112 nChanged 9 SP:Iteration 46Q (25029.360000 sec): 3 clusters Score: Raw -1822505.802874 + Penalty 4585.870928 = -1817919.931946 nChanged 8 SP:Iteration 47Q (25029.540000 sec): 3 clusters Score: Raw -1822508.730708 + Penalty 4585.870928 = -1817922.859780 nChanged 4 SP:Iteration 48Q (25029.790000 sec): 3 clusters Score: Raw -1822510.831803 + Penalty 4585.870928 = -1817924.960876 nChanged 5 SP:Iteration 49Q (25030.030000 sec): 3 clusters Score: Raw -1822512.569452 + Penalty 4585.870928 = -1817926.698524 nChanged 3 SP:Iteration 50Q (25030.260000 sec): 3 clusters Score: Raw -1822513.282341 + Penalty 4585.870928 = -1817927.411413 nChanged 0 SP:Iteration 51F (25030.440000 sec): 3 clusters Score: Raw -1822513.282341 + Penalty 4585.870928 = -1817927.411413 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25030.550000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25030.700000 sec): 3 clusters Score: Raw -80708.770406 + Penalty 3102.852021 = -77605.918385 nChanged 104 SP:Iteration 1F (25030.860000 sec): 3 clusters Score: Raw -80936.018675 + Penalty 3102.852021 = -77833.166654 nChanged 26 SP:Iteration 2Q (25031.030000 sec): 3 clusters Score: Raw -81010.442468 + Penalty 3102.852021 = -77907.590447 nChanged 9 SP:Iteration 3Q (25031.170000 sec): 3 clusters Score: Raw -81029.809225 + Penalty 3102.852021 = -77926.957204 nChanged 3 SP:Iteration 4Q (25031.330000 sec): 3 clusters Score: Raw -81038.671029 + Penalty 3102.852021 = -77935.819009 nChanged 2 SP:Iteration 5Q (25031.470000 sec): 3 clusters Score: Raw -81043.271404 + Penalty 3102.852021 = -77940.419384 nChanged 1 SP:Iteration 6Q (25031.620000 sec): 3 clusters Score: Raw -81044.330695 + Penalty 3102.852021 = -77941.478674 nChanged 0 SP:Iteration 7F (25031.820000 sec): 3 clusters Score: Raw -81044.330695 + Penalty 3102.852021 = -77941.478674 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25031.870000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25032.070000 sec): 3 clusters Score: Raw -31097.943084 + Penalty 2610.294334 = -28487.648750 nChanged 5 SP:Iteration 1Q (25032.230000 sec): 3 clusters Score: Raw -31123.936542 + Penalty 2610.294334 = -28513.642208 nChanged 0 SP:Iteration 2F (25032.390000 sec): 3 clusters Score: Raw -31123.936542 + Penalty 2610.294334 = -28513.642208 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25032.450000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25032.620000 sec): 3 clusters Score: Raw -39858.653647 + Penalty 2810.547637 = -37048.106009 nChanged 43 SP:Iteration 1F (25032.790000 sec): 3 clusters Score: Raw -40008.537052 + Penalty 2810.547637 = -37197.989415 nChanged 16 SP:Iteration 2F (25032.930000 sec): 3 clusters Score: Raw -40084.532310 + Penalty 2810.547637 = -37273.984673 nChanged 7 SP:Iteration 3Q (25033.070000 sec): 3 clusters Score: Raw -40138.500148 + Penalty 2810.547637 = -37327.952510 nChanged 11 SP:Iteration 4Q (25033.180000 sec): 3 clusters Score: Raw -40196.969040 + Penalty 2810.547637 = -37386.421403 nChanged 6 SP:Iteration 5Q (25033.320000 sec): 3 clusters Score: Raw -40252.752299 + Penalty 2810.547637 = -37442.204662 nChanged 1 SP:Iteration 6Q (25033.480000 sec): 3 clusters Score: Raw -40264.811941 + Penalty 2810.547637 = -37454.264304 nChanged 0 SP:Iteration 7F (25033.680000 sec): 3 clusters Score: Raw -40264.811941 + Penalty 2810.547637 = -37454.264304 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25033.700000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25033.730000 sec): 3 clusters Score: Raw -152836.356515 + Penalty 3359.447866 = -149476.908649 nChanged 193 SP:Iteration 1F (25033.780000 sec): 3 clusters Score: Raw -153091.262045 + Penalty 3359.447866 = -149731.814179 nChanged 55 SP:Iteration 2F (25033.810000 sec): 3 clusters Score: Raw -153190.680655 + Penalty 3359.447866 = -149831.232788 nChanged 36 SP:Iteration 3Q (25033.840000 sec): 3 clusters Score: Raw -153254.832552 + Penalty 3359.447866 = -149895.384686 nChanged 29 SP:Iteration 4Q (25033.860000 sec): 3 clusters Score: Raw -153313.975845 + Penalty 3359.447866 = -149954.527979 nChanged 17 SP:Iteration 5Q (25034.000000 sec): 3 clusters Score: Raw -153345.231128 + Penalty 3359.447866 = -149985.783262 nChanged 15 SP:Iteration 6Q (25034.180000 sec): 3 clusters Score: Raw -153379.823573 + Penalty 3359.447866 = -150020.375706 nChanged 18 SP:Iteration 7Q (25034.360000 sec): 3 clusters Score: Raw -153414.910527 + Penalty 3359.447866 = -150055.462660 nChanged 16 SP:Iteration 8Q (25034.540000 sec): 3 clusters Score: Raw -153449.313957 + Penalty 3359.447866 = -150089.866091 nChanged 14 SP:Iteration 9Q (25034.650000 sec): 3 clusters Score: Raw -153488.077069 + Penalty 3359.447866 = -150128.629203 nChanged 19 SP:Iteration 10Q (25034.820000 sec): 3 clusters Score: Raw -153547.004549 + Penalty 3359.447866 = -150187.556683 nChanged 24 SP:Iteration 11Q (25034.990000 sec): 3 clusters Score: Raw -153605.329484 + Penalty 3359.447866 = -150245.881617 nChanged 21 SP:Iteration 12Q (25035.110000 sec): 3 clusters Score: Raw -153664.368191 + Penalty 3359.447866 = -150304.920324 nChanged 20 SP:Iteration 13Q (25035.250000 sec): 3 clusters Score: Raw -153715.921513 + Penalty 3359.447866 = -150356.473647 nChanged 16 SP:Iteration 14Q (25035.410000 sec): 3 clusters Score: Raw -153757.589168 + Penalty 3359.447866 = -150398.141302 nChanged 13 SP:Iteration 15Q (25035.560000 sec): 3 clusters Score: Raw -153789.840053 + Penalty 3359.447866 = -150430.392187 nChanged 5 SP:Iteration 16Q (25035.680000 sec): 3 clusters Score: Raw -153798.208098 + Penalty 3359.447866 = -150438.760232 nChanged 7 SP:Iteration 17Q (25035.830000 sec): 3 clusters Score: Raw -153807.053694 + Penalty 3359.447866 = -150447.605828 nChanged 1 SP:Iteration 18Q (25036.010000 sec): 3 clusters Score: Raw -153807.806010 + Penalty 3359.447866 = -150448.358143 nChanged 1 SP:Iteration 19Q (25036.160000 sec): 3 clusters Score: Raw -153808.929931 + Penalty 3359.447866 = -150449.482064 nChanged 0 SP:Iteration 20F (25036.290000 sec): 3 clusters Score: Raw -153808.929931 + Penalty 3359.447866 = -150449.482064 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25036.490000 sec): 2 clusters Score: Raw -3191351.135420 + Penalty 2435.588366 = -3188915.547054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25036.720000 sec): 3 clusters Score: Raw -3180710.382372 + Penalty 4871.176731 = -3175839.205641 nChanged 8086 SP:Iteration 1F (25036.990000 sec): 3 clusters Score: Raw -3185084.473689 + Penalty 4871.176731 = -3180213.296958 nChanged 985 SP:Iteration 2F (25037.280000 sec): 3 clusters Score: Raw -3185425.119488 + Penalty 4871.176731 = -3180553.942757 nChanged 789 SP:Iteration 3Q (25037.570000 sec): 3 clusters Score: Raw -3185669.511754 + Penalty 4871.176731 = -3180798.335023 nChanged 653 SP:Iteration 4Q (25037.850000 sec): 3 clusters Score: Raw -3185853.984609 + Penalty 4871.176731 = -3180982.807878 nChanged 603 SP:Iteration 5Q (25038.090000 sec): 3 clusters Score: Raw -3186024.329748 + Penalty 4871.176731 = -3181153.153017 nChanged 563 SP:Iteration 6Q (25038.390000 sec): 3 clusters Score: Raw -3186189.510002 + Penalty 4871.176731 = -3181318.333271 nChanged 542 SP:Iteration 7Q (25038.700000 sec): 3 clusters Score: Raw -3186358.822214 + Penalty 4871.176731 = -3181487.645483 nChanged 565 SP:Iteration 8Q (25038.950000 sec): 3 clusters Score: Raw -3186563.996226 + Penalty 4871.176731 = -3181692.819495 nChanged 628 SP:Iteration 9Q (25039.210000 sec): 3 clusters Score: Raw -3186818.123185 + Penalty 4871.176731 = -3181946.946454 nChanged 724 SP:Iteration 10Q (25039.470000 sec): 3 clusters Score: Raw -3187154.508796 + Penalty 4871.176731 = -3182283.332065 nChanged 789 SP:Iteration 11Q (25039.770000 sec): 3 clusters Score: Raw -3187581.177717 + Penalty 4871.176731 = -3182710.000986 nChanged 892 SP:Iteration 12Q (25040.050000 sec): 3 clusters Score: Raw -3188134.020162 + Penalty 4871.176731 = -3183262.843431 nChanged 962 SP:Iteration 13F (25040.320000 sec): 3 clusters Score: Raw -3188800.096989 + Penalty 4871.176731 = -3183928.920257 nChanged 941 SP:Iteration 14F (25040.570000 sec): 3 clusters Score: Raw -3189521.850781 + Penalty 4871.176731 = -3184650.674050 nChanged 807 SP:Iteration 15Q (25040.810000 sec): 3 clusters Score: Raw -3190160.705086 + Penalty 4871.176731 = -3185289.528355 nChanged 596 SP:Iteration 16Q (25041.140000 sec): 3 clusters Score: Raw -3190656.798395 + Penalty 4871.176731 = -3185785.621664 nChanged 444 SP:Iteration 17Q (25041.440000 sec): 3 clusters Score: Raw -3191025.897673 + Penalty 4871.176731 = -3186154.720942 nChanged 244 SP:Iteration 18Q (25041.700000 sec): 3 clusters Score: Raw -3191223.311144 + Penalty 4871.176731 = -3186352.134413 nChanged 149 SP:Iteration 19Q (25041.960000 sec): 3 clusters Score: Raw -3191344.388921 + Penalty 4871.176731 = -3186473.212190 nChanged 85 SP:Iteration 20F (25042.220000 sec): 3 clusters Score: Raw -3191420.706426 + Penalty 4871.176731 = -3186549.529695 nChanged 68 SP:Iteration 21Q (25042.480000 sec): 3 clusters Score: Raw -3191488.037416 + Penalty 4871.176731 = -3186616.860685 nChanged 38 SP:Iteration 22Q (25042.740000 sec): 3 clusters Score: Raw -3191528.653025 + Penalty 4871.176731 = -3186657.476294 nChanged 33 SP:Iteration 23Q (25043.060000 sec): 3 clusters Score: Raw -3191563.615857 + Penalty 4871.176731 = -3186692.439126 nChanged 26 SP:Iteration 24Q (25043.240000 sec): 3 clusters Score: Raw -3191591.292929 + Penalty 4871.176731 = -3186720.116197 nChanged 11 SP:Iteration 25Q (25043.520000 sec): 3 clusters Score: Raw -3191603.035692 + Penalty 4871.176731 = -3186731.858961 nChanged 10 SP:Iteration 26Q (25043.760000 sec): 3 clusters Score: Raw -3191614.011525 + Penalty 4871.176731 = -3186742.834794 nChanged 7 SP:Iteration 27Q (25044.030000 sec): 3 clusters Score: Raw -3191624.015347 + Penalty 4871.176731 = -3186752.838616 nChanged 9 SP:Iteration 28Q (25044.280000 sec): 3 clusters Score: Raw -3191636.429578 + Penalty 4871.176731 = -3186765.252847 nChanged 6 SP:Iteration 29Q (25044.550000 sec): 3 clusters Score: Raw -3191645.270804 + Penalty 4871.176731 = -3186774.094073 nChanged 8 SP:Iteration 30Q (25044.840000 sec): 3 clusters Score: Raw -3191655.134043 + Penalty 4871.176731 = -3186783.957312 nChanged 8 SP:Iteration 31Q (25045.090000 sec): 3 clusters Score: Raw -3191664.714788 + Penalty 4871.176731 = -3186793.538057 nChanged 3 SP:Iteration 32Q (25045.390000 sec): 3 clusters Score: Raw -3191666.834340 + Penalty 4871.176731 = -3186795.657609 nChanged 1 SP:Iteration 33Q (25045.660000 sec): 3 clusters Score: Raw -3191667.860028 + Penalty 4871.176731 = -3186796.683297 nChanged 1 SP:Iteration 34Q (25045.900000 sec): 3 clusters Score: Raw -3191668.926996 + Penalty 4871.176731 = -3186797.750265 nChanged 0 SP:Iteration 35F (25046.150000 sec): 3 clusters Score: Raw -3191668.926996 + Penalty 4871.176731 = -3186797.750265 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25046.280000 sec): 2 clusters Score: Raw -951926.825695 + Penalty 2133.180516 = -949793.645179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25046.500000 sec): 3 clusters Score: Raw -949259.925206 + Penalty 4266.361033 = -944993.564174 nChanged 2040 SP:Iteration 1F (25046.720000 sec): 3 clusters Score: Raw -950362.390316 + Penalty 4266.361033 = -946096.029284 nChanged 405 SP:Iteration 2F (25046.900000 sec): 3 clusters Score: Raw -950603.291135 + Penalty 4266.361033 = -946336.930103 nChanged 278 SP:Iteration 3F (25047.060000 sec): 3 clusters Score: Raw -950760.962787 + Penalty 4266.361033 = -946494.601754 nChanged 219 SP:Iteration 4Q (25047.210000 sec): 3 clusters Score: Raw -950848.384154 + Penalty 4266.361033 = -946582.023121 nChanged 136 SP:Iteration 5Q (25047.380000 sec): 3 clusters Score: Raw -950903.941359 + Penalty 4266.361033 = -946637.580327 nChanged 105 SP:Iteration 6Q (25047.560000 sec): 3 clusters Score: Raw -950946.024298 + Penalty 4266.361033 = -946679.663266 nChanged 87 SP:Iteration 7Q (25047.740000 sec): 3 clusters Score: Raw -950977.807792 + Penalty 4266.361033 = -946711.446760 nChanged 69 SP:Iteration 8Q (25047.960000 sec): 3 clusters Score: Raw -951000.300057 + Penalty 4266.361033 = -946733.939025 nChanged 56 SP:Iteration 9Q (25048.120000 sec): 3 clusters Score: Raw -951016.298437 + Penalty 4266.361033 = -946749.937404 nChanged 44 SP:Iteration 10Q (25048.330000 sec): 3 clusters Score: Raw -951031.465981 + Penalty 4266.361033 = -946765.104948 nChanged 42 SP:Iteration 11Q (25048.530000 sec): 3 clusters Score: Raw -951047.858163 + Penalty 4266.361033 = -946781.497131 nChanged 48 SP:Iteration 12Q (25048.720000 sec): 3 clusters Score: Raw -951064.957845 + Penalty 4266.361033 = -946798.596813 nChanged 36 SP:Iteration 13Q (25048.890000 sec): 3 clusters Score: Raw -951074.531493 + Penalty 4266.361033 = -946808.170460 nChanged 25 SP:Iteration 14Q (25049.080000 sec): 3 clusters Score: Raw -951082.021759 + Penalty 4266.361033 = -946815.660726 nChanged 25 SP:Iteration 15Q (25049.200000 sec): 3 clusters Score: Raw -951088.521832 + Penalty 4266.361033 = -946822.160799 nChanged 24 SP:Iteration 16Q (25049.390000 sec): 3 clusters Score: Raw -951096.571210 + Penalty 4266.361033 = -946830.210177 nChanged 21 SP:Iteration 17Q (25049.520000 sec): 3 clusters Score: Raw -951101.155604 + Penalty 4266.361033 = -946834.794571 nChanged 14 SP:Iteration 18Q (25049.700000 sec): 3 clusters Score: Raw -951104.297308 + Penalty 4266.361033 = -946837.936275 nChanged 11 SP:Iteration 19Q (25049.860000 sec): 3 clusters Score: Raw -951106.767282 + Penalty 4266.361033 = -946840.406249 nChanged 9 SP:Iteration 20F (25050.030000 sec): 3 clusters Score: Raw -951109.396464 + Penalty 4266.361033 = -946843.035432 nChanged 12 SP:Iteration 21Q (25050.230000 sec): 3 clusters Score: Raw -951112.998023 + Penalty 4266.361033 = -946846.636990 nChanged 11 SP:Iteration 22Q (25050.370000 sec): 3 clusters Score: Raw -951116.103254 + Penalty 4266.361033 = -946849.742222 nChanged 10 SP:Iteration 23Q (25050.550000 sec): 3 clusters Score: Raw -951119.331901 + Penalty 4266.361033 = -946852.970869 nChanged 8 SP:Iteration 24Q (25050.710000 sec): 3 clusters Score: Raw -951122.134327 + Penalty 4266.361033 = -946855.773295 nChanged 9 SP:Iteration 25Q (25050.850000 sec): 3 clusters Score: Raw -951124.850956 + Penalty 4266.361033 = -946858.489923 nChanged 8 SP:Iteration 26Q (25051.060000 sec): 3 clusters Score: Raw -951126.431485 + Penalty 4266.361033 = -946860.070453 nChanged 10 SP:Iteration 27Q (25051.210000 sec): 3 clusters Score: Raw -951128.527478 + Penalty 4266.361033 = -946862.166445 nChanged 5 SP:Iteration 28Q (25051.450000 sec): 3 clusters Score: Raw -951129.457046 + Penalty 4266.361033 = -946863.096014 nChanged 2 SP:Iteration 29Q (25051.570000 sec): 3 clusters Score: Raw -951130.047790 + Penalty 4266.361033 = -946863.686758 nChanged 1 SP:Iteration 30Q (25051.790000 sec): 3 clusters Score: Raw -951130.146199 + Penalty 4266.361033 = -946863.785167 nChanged 0 SP:Iteration 31F (25052.010000 sec): 3 clusters Score: Raw -951130.146199 + Penalty 4266.361033 = -946863.785167 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25052.070000 sec): 2 clusters Score: Raw -95785.190165 + Penalty 1606.289146 = -94178.901019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25052.140000 sec): 3 clusters Score: Raw -95838.052424 + Penalty 3212.578292 = -92625.474132 nChanged 176 SP:Iteration 1F (25052.300000 sec): 3 clusters Score: Raw -96212.537336 + Penalty 3212.578292 = -92999.959044 nChanged 52 SP:Iteration 2F (25052.450000 sec): 3 clusters Score: Raw -96339.982631 + Penalty 3212.578292 = -93127.404339 nChanged 35 SP:Iteration 3F (25052.600000 sec): 3 clusters Score: Raw -96440.821939 + Penalty 3212.578292 = -93228.243647 nChanged 22 SP:Iteration 4Q (25052.790000 sec): 3 clusters Score: Raw -96488.508748 + Penalty 3212.578292 = -93275.930456 nChanged 6 SP:Iteration 5Q (25052.970000 sec): 3 clusters Score: Raw -96518.589984 + Penalty 3212.578292 = -93306.011692 nChanged 10 SP:Iteration 6Q (25053.090000 sec): 3 clusters Score: Raw -96544.890619 + Penalty 3212.578292 = -93332.312327 nChanged 9 SP:Iteration 7Q (25053.270000 sec): 3 clusters Score: Raw -96568.591645 + Penalty 3212.578292 = -93356.013353 nChanged 7 SP:Iteration 8Q (25053.430000 sec): 3 clusters Score: Raw -96582.681583 + Penalty 3212.578292 = -93370.103291 nChanged 4 SP:Iteration 9Q (25053.540000 sec): 3 clusters Score: Raw -96600.607760 + Penalty 3212.578292 = -93388.029468 nChanged 6 SP:Iteration 10Q (25053.710000 sec): 3 clusters Score: Raw -96624.617543 + Penalty 3212.578292 = -93412.039251 nChanged 3 SP:Iteration 11Q (25053.840000 sec): 3 clusters Score: Raw -96630.153888 + Penalty 3212.578292 = -93417.575596 nChanged 0 SP:Iteration 12F (25054.040000 sec): 3 clusters Score: Raw -96630.153888 + Penalty 3212.578292 = -93417.575596 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25054.110000 sec): 2 clusters Score: Raw -24568.342308 + Penalty 1278.016315 = -23290.325992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25054.260000 sec): 3 clusters Score: Raw -25021.431790 + Penalty 2556.032631 = -22465.399159 nChanged 20 SP:Iteration 1F (25054.380000 sec): 3 clusters Score: Raw -25161.264945 + Penalty 2556.032631 = -22605.232315 nChanged 6 SP:Iteration 2Q (25054.570000 sec): 3 clusters Score: Raw -25216.891656 + Penalty 2556.032631 = -22660.859025 nChanged 0 SP:Iteration 3F (25054.710000 sec): 3 clusters Score: Raw -25216.891656 + Penalty 2556.032631 = -22660.859025 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 56 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25054.790000 sec): 2 clusters Score: Raw -34163.091606 + Penalty 1340.978599 = -32822.113006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25054.910000 sec): 3 clusters Score: Raw -34452.747069 + Penalty 2681.957199 = -31770.789870 nChanged 19 SP:Iteration 1F (25055.070000 sec): 3 clusters Score: Raw -34524.628041 + Penalty 2681.957199 = -31842.670842 nChanged 5 SP:Iteration 2Q (25055.230000 sec): 3 clusters Score: Raw -34542.185142 + Penalty 2681.957199 = -31860.227943 nChanged 0 SP:Iteration 3F (25055.390000 sec): 3 clusters Score: Raw -34542.185142 + Penalty 2681.957199 = -31860.227943 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 57 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25055.480000 sec): 2 clusters Score: Raw -6355.317254 + Penalty 1011.229286 = -5344.087968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25055.480000 sec): 1 clusters Score: Raw 241.566332 + Penalty 0.000000 = 241.566332 nChanged 59 SP:Iteration 1F (25055.480000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Iteration 339Q (25090.680000 sec): 58 clusters Score: Raw -68040750.154327 + Penalty 182488.227527 = -67858261.926800 nChanged 4 Iteration 340F (25151.700000 sec): 58 clusters Score: Raw -68040750.211091 + Penalty 182488.227527 = -67858261.983564 nChanged 3 Iteration 341Q (25198.400000 sec): 58 clusters Score: Raw -68040750.298500 + Penalty 182488.227527 = -67858262.070973 nChanged 3 Iteration 342Q (25236.630000 sec): 58 clusters Score: Raw -68040750.397208 + Penalty 182488.227527 = -67858262.169681 nChanged 3 Iteration 343Q (25272.540000 sec): 58 clusters Score: Raw -68040750.459913 + Penalty 182488.227527 = -67858262.232386 nChanged 1 Iteration 344Q (25307.840000 sec): 58 clusters Score: Raw -68040750.477239 + Penalty 182488.227527 = -67858262.249712 nChanged 1 Iteration 345Q (25344.760000 sec): 58 clusters Score: Raw -68040750.514690 + Penalty 182488.227527 = -67858262.287163 nChanged 1 Iteration 346Q (25378.330000 sec): 58 clusters Score: Raw -68040750.600532 + Penalty 182488.227527 = -67858262.373006 nChanged 5 Iteration 347Q (25417.220000 sec): 58 clusters Score: Raw -68040750.774609 + Penalty 182488.227527 = -67858262.547082 nChanged 5 Iteration 348Q (25452.840000 sec): 58 clusters Score: Raw -68040750.936377 + Penalty 182488.227527 = -67858262.708850 nChanged 3 Iteration 349Q (25488.580000 sec): 58 clusters Score: Raw -68040751.020100 + Penalty 182488.227527 = -67858262.792573 nChanged 2 Iteration 350Q (25525.120000 sec): 58 clusters Score: Raw -68040751.172562 + Penalty 182488.227527 = -67858262.945035 nChanged 3 Iteration 351Q (25560.760000 sec): 58 clusters Score: Raw -68040751.344797 + Penalty 182488.227527 = -67858263.117270 nChanged 4 Iteration 352Q (25597.640000 sec): 58 clusters Score: Raw -68040751.518758 + Penalty 182488.227527 = -67858263.291231 nChanged 4 Iteration 353Q (25632.340000 sec): 58 clusters Score: Raw -68040751.725543 + Penalty 182488.227527 = -67858263.498016 nChanged 4 Iteration 354Q (25667.940000 sec): 58 clusters Score: Raw -68040751.905188 + Penalty 182488.227527 = -67858263.677661 nChanged 0 Iteration 355F (25722.530000 sec): 58 clusters Score: Raw -68040751.905188 + Penalty 182488.227527 = -67858263.677661 nChanged 0 Compute initial score before splitting: Score: Raw -68040751.905188 + Penalty 182488.227527 = -67858263.677661 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 1 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25722.590000 sec): 2 clusters Score: Raw -44246.452944 + Penalty 1389.325468 = -42857.127477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25722.790000 sec): 3 clusters Score: Raw -44395.103789 + Penalty 2778.650935 = -41616.452854 nChanged 19 SP:Iteration 1F (25722.880000 sec): 3 clusters Score: Raw -44464.607061 + Penalty 2778.650935 = -41685.956126 nChanged 4 SP:Iteration 2Q (25723.030000 sec): 3 clusters Score: Raw -44492.150792 + Penalty 2778.650935 = -41713.499856 nChanged 1 SP:Iteration 3Q (25723.190000 sec): 3 clusters Score: Raw -44495.136439 + Penalty 2778.650935 = -41716.485504 nChanged 1 SP:Iteration 4Q (25723.330000 sec): 3 clusters Score: Raw -44500.327214 + Penalty 2778.650935 = -41721.676279 nChanged 0 SP:Iteration 5F (25723.480000 sec): 3 clusters Score: Raw -44500.327214 + Penalty 2778.650935 = -41721.676279 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 2 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25723.540000 sec): 2 clusters Score: Raw -109327.653879 + Penalty 1624.667923 = -107702.985956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25723.730000 sec): 3 clusters Score: Raw -109262.788371 + Penalty 3249.335846 = -106013.452525 nChanged 150 SP:Iteration 1F (25723.870000 sec): 3 clusters Score: Raw -109554.390023 + Penalty 3249.335846 = -106305.054177 nChanged 50 SP:Iteration 2F (25724.080000 sec): 3 clusters Score: Raw -109702.946663 + Penalty 3249.335846 = -106453.610816 nChanged 36 SP:Iteration 3F (25724.220000 sec): 3 clusters Score: Raw -109825.302548 + Penalty 3249.335846 = -106575.966702 nChanged 27 SP:Iteration 4Q (25724.390000 sec): 3 clusters Score: Raw -109909.291843 + Penalty 3249.335846 = -106659.955997 nChanged 17 SP:Iteration 5Q (25724.530000 sec): 3 clusters Score: Raw -109971.278376 + Penalty 3249.335846 = -106721.942530 nChanged 21 SP:Iteration 6Q (25724.660000 sec): 3 clusters Score: Raw -110014.865608 + Penalty 3249.335846 = -106765.529762 nChanged 12 SP:Iteration 7Q (25724.840000 sec): 3 clusters Score: Raw -110045.669509 + Penalty 3249.335846 = -106796.333663 nChanged 15 SP:Iteration 8Q (25724.960000 sec): 3 clusters Score: Raw -110074.075211 + Penalty 3249.335846 = -106824.739365 nChanged 10 SP:Iteration 9Q (25725.060000 sec): 3 clusters Score: Raw -110091.139507 + Penalty 3249.335846 = -106841.803660 nChanged 5 SP:Iteration 10Q (25725.170000 sec): 3 clusters Score: Raw -110103.559065 + Penalty 3249.335846 = -106854.223219 nChanged 5 SP:Iteration 11Q (25725.310000 sec): 3 clusters Score: Raw -110112.465338 + Penalty 3249.335846 = -106863.129492 nChanged 4 SP:Iteration 12Q (25725.400000 sec): 3 clusters Score: Raw -110118.422291 + Penalty 3249.335846 = -106869.086445 nChanged 1 SP:Iteration 13Q (25725.570000 sec): 3 clusters Score: Raw -110119.451943 + Penalty 3249.335846 = -106870.116097 nChanged 1 SP:Iteration 14Q (25725.720000 sec): 3 clusters Score: Raw -110125.681067 + Penalty 3249.335846 = -106876.345221 nChanged 4 SP:Iteration 15Q (25725.850000 sec): 3 clusters Score: Raw -110134.579747 + Penalty 3249.335846 = -106885.243901 nChanged 5 SP:Iteration 16Q (25725.990000 sec): 3 clusters Score: Raw -110152.094381 + Penalty 3249.335846 = -106902.758535 nChanged 4 SP:Iteration 17Q (25726.130000 sec): 3 clusters Score: Raw -110169.263095 + Penalty 3249.335846 = -106919.927249 nChanged 4 SP:Iteration 18Q (25726.270000 sec): 3 clusters Score: Raw -110181.462125 + Penalty 3249.335846 = -106932.126279 nChanged 2 SP:Iteration 19Q (25726.460000 sec): 3 clusters Score: Raw -110184.923014 + Penalty 3249.335846 = -106935.587168 nChanged 0 SP:Iteration 20F (25726.650000 sec): 3 clusters Score: Raw -110184.923014 + Penalty 3249.335846 = -106935.587168 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 3 (6275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25726.800000 sec): 2 clusters Score: Raw -1033271.404571 + Penalty 2168.593533 = -1031102.811037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25727.030000 sec): 3 clusters Score: Raw -1030150.740332 + Penalty 4337.187067 = -1025813.553265 nChanged 2461 SP:Iteration 1F (25727.250000 sec): 3 clusters Score: Raw -1031783.696527 + Penalty 4337.187067 = -1027446.509460 nChanged 571 SP:Iteration 2F (25727.420000 sec): 3 clusters Score: Raw -1032285.929994 + Penalty 4337.187067 = -1027948.742927 nChanged 490 SP:Iteration 3F (25727.620000 sec): 3 clusters Score: Raw -1032760.781367 + Penalty 4337.187067 = -1028423.594300 nChanged 468 SP:Iteration 4F (25727.870000 sec): 3 clusters Score: Raw -1033193.327131 + Penalty 4337.187067 = -1028856.140064 nChanged 427 SP:Iteration 5F (25728.070000 sec): 3 clusters Score: Raw -1033564.755589 + Penalty 4337.187067 = -1029227.568522 nChanged 314 SP:Iteration 6F (25728.320000 sec): 3 clusters Score: Raw -1033826.640825 + Penalty 4337.187067 = -1029489.453758 nChanged 257 SP:Iteration 7Q (25728.510000 sec): 3 clusters Score: Raw -1034040.716574 + Penalty 4337.187067 = -1029703.529507 nChanged 228 SP:Iteration 8Q (25728.690000 sec): 3 clusters Score: Raw -1034219.180983 + Penalty 4337.187067 = -1029881.993916 nChanged 158 SP:Iteration 9Q (25728.910000 sec): 3 clusters Score: Raw -1034325.021613 + Penalty 4337.187067 = -1029987.834546 nChanged 123 SP:Iteration 10Q (25729.150000 sec): 3 clusters Score: Raw -1034408.918140 + Penalty 4337.187067 = -1030071.731073 nChanged 81 SP:Iteration 11Q (25729.350000 sec): 3 clusters Score: Raw -1034467.748252 + Penalty 4337.187067 = -1030130.561186 nChanged 70 SP:Iteration 12Q (25729.590000 sec): 3 clusters Score: Raw -1034534.420982 + Penalty 4337.187067 = -1030197.233915 nChanged 82 SP:Iteration 13Q (25729.870000 sec): 3 clusters Score: Raw -1034628.286821 + Penalty 4337.187067 = -1030291.099754 nChanged 79 SP:Iteration 14Q (25730.060000 sec): 3 clusters Score: Raw -1034705.118282 + Penalty 4337.187067 = -1030367.931215 nChanged 54 SP:Iteration 15Q (25730.270000 sec): 3 clusters Score: Raw -1034761.428067 + Penalty 4337.187067 = -1030424.241000 nChanged 45 SP:Iteration 16Q (25730.480000 sec): 3 clusters Score: Raw -1034795.865496 + Penalty 4337.187067 = -1030458.678429 nChanged 44 SP:Iteration 17Q (25730.680000 sec): 3 clusters Score: Raw -1034824.794975 + Penalty 4337.187067 = -1030487.607908 nChanged 22 SP:Iteration 18Q (25730.890000 sec): 3 clusters Score: Raw -1034836.959454 + Penalty 4337.187067 = -1030499.772387 nChanged 30 SP:Iteration 19Q (25731.100000 sec): 3 clusters Score: Raw -1034852.868593 + Penalty 4337.187067 = -1030515.681526 nChanged 25 SP:Iteration 20F (25731.340000 sec): 3 clusters Score: Raw -1034865.639033 + Penalty 4337.187067 = -1030528.451966 nChanged 18 SP:Iteration 21Q (25731.560000 sec): 3 clusters Score: Raw -1034876.549843 + Penalty 4337.187067 = -1030539.362776 nChanged 21 SP:Iteration 22Q (25731.780000 sec): 3 clusters Score: Raw -1034884.131045 + Penalty 4337.187067 = -1030546.943978 nChanged 14 SP:Iteration 23Q (25731.960000 sec): 3 clusters Score: Raw -1034890.330731 + Penalty 4337.187067 = -1030553.143664 nChanged 14 SP:Iteration 24Q (25732.150000 sec): 3 clusters Score: Raw -1034894.817772 + Penalty 4337.187067 = -1030557.630705 nChanged 10 SP:Iteration 25Q (25732.350000 sec): 3 clusters Score: Raw -1034897.299634 + Penalty 4337.187067 = -1030560.112567 nChanged 4 SP:Iteration 26Q (25732.570000 sec): 3 clusters Score: Raw -1034898.718986 + Penalty 4337.187067 = -1030561.531919 nChanged 2 SP:Iteration 27Q (25732.740000 sec): 3 clusters Score: Raw -1034899.299952 + Penalty 4337.187067 = -1030562.112885 nChanged 4 SP:Iteration 28Q (25732.960000 sec): 3 clusters Score: Raw -1034900.642834 + Penalty 4337.187067 = -1030563.455767 nChanged 5 SP:Iteration 29Q (25733.170000 sec): 3 clusters Score: Raw -1034902.565063 + Penalty 4337.187067 = -1030565.377996 nChanged 8 SP:Iteration 30Q (25733.340000 sec): 3 clusters Score: Raw -1034905.034992 + Penalty 4337.187067 = -1030567.847925 nChanged 6 SP:Iteration 31Q (25733.560000 sec): 3 clusters Score: Raw -1034907.979684 + Penalty 4337.187067 = -1030570.792617 nChanged 4 SP:Iteration 32Q (25733.730000 sec): 3 clusters Score: Raw -1034909.506016 + Penalty 4337.187067 = -1030572.318949 nChanged 2 SP:Iteration 33Q (25733.930000 sec): 3 clusters Score: Raw -1034910.254038 + Penalty 4337.187067 = -1030573.066971 nChanged 2 SP:Iteration 34Q (25734.160000 sec): 3 clusters Score: Raw -1034910.702973 + Penalty 4337.187067 = -1030573.515906 nChanged 4 SP:Iteration 35Q (25734.360000 sec): 3 clusters Score: Raw -1034911.688925 + Penalty 4337.187067 = -1030574.501858 nChanged 4 SP:Iteration 36Q (25734.570000 sec): 3 clusters Score: Raw -1034912.491932 + Penalty 4337.187067 = -1030575.304865 nChanged 2 SP:Iteration 37Q (25734.790000 sec): 3 clusters Score: Raw -1034912.835154 + Penalty 4337.187067 = -1030575.648087 nChanged 0 SP:Iteration 38F (25735.010000 sec): 3 clusters Score: Raw -1034912.835154 + Penalty 4337.187067 = -1030575.648087 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25735.100000 sec): 2 clusters Score: Raw -94380.190924 + Penalty 1589.723371 = -92790.467554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25735.270000 sec): 3 clusters Score: Raw -94331.931555 + Penalty 3179.446741 = -91152.484814 nChanged 107 SP:Iteration 1F (25735.410000 sec): 3 clusters Score: Raw -94532.241251 + Penalty 3179.446741 = -91352.794510 nChanged 35 SP:Iteration 2F (25735.550000 sec): 3 clusters Score: Raw -94634.908647 + Penalty 3179.446741 = -91455.461905 nChanged 20 SP:Iteration 3Q (25735.690000 sec): 3 clusters Score: Raw -94767.336638 + Penalty 3179.446741 = -91587.889897 nChanged 19 SP:Iteration 4Q (25735.860000 sec): 3 clusters Score: Raw -94850.584256 + Penalty 3179.446741 = -91671.137515 nChanged 17 SP:Iteration 5Q (25736.040000 sec): 3 clusters Score: Raw -94907.199351 + Penalty 3179.446741 = -91727.752609 nChanged 20 SP:Iteration 6Q (25736.210000 sec): 3 clusters Score: Raw -94973.069211 + Penalty 3179.446741 = -91793.622469 nChanged 16 SP:Iteration 7Q (25736.330000 sec): 3 clusters Score: Raw -95005.607194 + Penalty 3179.446741 = -91826.160452 nChanged 8 SP:Iteration 8Q (25736.590000 sec): 3 clusters Score: Raw -95026.419211 + Penalty 3179.446741 = -91846.972470 nChanged 5 SP:Iteration 9Q (25736.770000 sec): 3 clusters Score: Raw -95041.645350 + Penalty 3179.446741 = -91862.198609 nChanged 4 SP:Iteration 10Q (25736.910000 sec): 3 clusters Score: Raw -95048.411839 + Penalty 3179.446741 = -91868.965097 nChanged 4 SP:Iteration 11Q (25737.040000 sec): 3 clusters Score: Raw -95057.189800 + Penalty 3179.446741 = -91877.743059 nChanged 3 SP:Iteration 12Q (25737.200000 sec): 3 clusters Score: Raw -95063.596992 + Penalty 3179.446741 = -91884.150250 nChanged 4 SP:Iteration 13Q (25737.360000 sec): 3 clusters Score: Raw -95074.181462 + Penalty 3179.446741 = -91894.734721 nChanged 4 SP:Iteration 14Q (25737.530000 sec): 3 clusters Score: Raw -95088.375973 + Penalty 3179.446741 = -91908.929231 nChanged 1 SP:Iteration 15Q (25737.670000 sec): 3 clusters Score: Raw -95089.480998 + Penalty 3179.446741 = -91910.034257 nChanged 1 SP:Iteration 16Q (25737.830000 sec): 3 clusters Score: Raw -95091.147071 + Penalty 3179.446741 = -91911.700330 nChanged 0 SP:Iteration 17F (25737.990000 sec): 3 clusters Score: Raw -95091.147071 + Penalty 3179.446741 = -91911.700330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25738.070000 sec): 2 clusters Score: Raw -92511.593044 + Penalty 1561.683111 = -90949.909933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25738.230000 sec): 3 clusters Score: Raw -92504.161217 + Penalty 3123.366223 = -89380.794995 nChanged 104 SP:Iteration 1F (25738.390000 sec): 3 clusters Score: Raw -92700.939765 + Penalty 3123.366223 = -89577.573542 nChanged 28 SP:Iteration 2F (25738.550000 sec): 3 clusters Score: Raw -92758.915533 + Penalty 3123.366223 = -89635.549311 nChanged 10 SP:Iteration 3Q (25738.710000 sec): 3 clusters Score: Raw -92781.355686 + Penalty 3123.366223 = -89657.989464 nChanged 7 SP:Iteration 4Q (25738.860000 sec): 3 clusters Score: Raw -92806.051599 + Penalty 3123.366223 = -89682.685376 nChanged 6 SP:Iteration 5Q (25739.010000 sec): 3 clusters Score: Raw -92820.688063 + Penalty 3123.366223 = -89697.321840 nChanged 2 SP:Iteration 6Q (25739.150000 sec): 3 clusters Score: Raw -92823.221668 + Penalty 3123.366223 = -89699.855446 nChanged 1 SP:Iteration 7Q (25739.310000 sec): 3 clusters Score: Raw -92825.416382 + Penalty 3123.366223 = -89702.050160 nChanged 0 SP:Iteration 8F (25739.470000 sec): 3 clusters Score: Raw -92825.416382 + Penalty 3123.366223 = -89702.050160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25739.550000 sec): 2 clusters Score: Raw -19099.873899 + Penalty 1227.292453 = -17872.581446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25739.710000 sec): 3 clusters Score: Raw -19436.734176 + Penalty 2454.584906 = -16982.149271 nChanged 12 SP:Iteration 1F (25739.870000 sec): 3 clusters Score: Raw -19520.045997 + Penalty 2454.584906 = -17065.461092 nChanged 8 SP:Iteration 2F (25740.030000 sec): 3 clusters Score: Raw -19593.516853 + Penalty 2454.584906 = -17138.931947 nChanged 2 SP:Iteration 3Q (25740.190000 sec): 3 clusters Score: Raw -19604.314393 + Penalty 2454.584906 = -17149.729487 nChanged 0 SP:Iteration 4F (25740.350000 sec): 3 clusters Score: Raw -19604.314393 + Penalty 2454.584906 = -17149.729487 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 7 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25740.430000 sec): 2 clusters Score: Raw -25970.818011 + Penalty 1293.304068 = -24677.513944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25740.590000 sec): 3 clusters Score: Raw -26177.433565 + Penalty 2586.608136 = -23590.825429 nChanged 10 SP:Iteration 1F (25740.750000 sec): 3 clusters Score: Raw -26228.142270 + Penalty 2586.608136 = -23641.534135 nChanged 1 SP:Iteration 2Q (25740.910000 sec): 3 clusters Score: Raw -26232.178265 + Penalty 2586.608136 = -23645.570129 nChanged 0 SP:Iteration 3F (25741.070000 sec): 3 clusters Score: Raw -26232.178265 + Penalty 2586.608136 = -23645.570129 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 8 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25741.160000 sec): 2 clusters Score: Raw -1014287.440862 + Penalty 2163.078643 = -1012124.362219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25741.350000 sec): 3 clusters Score: Raw -1011171.192497 + Penalty 4326.157286 = -1006845.035211 nChanged 2480 SP:Iteration 1F (25741.530000 sec): 3 clusters Score: Raw -1012600.250360 + Penalty 4326.157286 = -1008274.093074 nChanged 502 SP:Iteration 2F (25741.770000 sec): 3 clusters Score: Raw -1013075.918297 + Penalty 4326.157286 = -1008749.761011 nChanged 442 SP:Iteration 3F (25741.980000 sec): 3 clusters Score: Raw -1013609.719860 + Penalty 4326.157286 = -1009283.562574 nChanged 397 SP:Iteration 4F (25742.270000 sec): 3 clusters Score: Raw -1014059.772521 + Penalty 4326.157286 = -1009733.615235 nChanged 370 SP:Iteration 5F (25742.490000 sec): 3 clusters Score: Raw -1014430.793884 + Penalty 4326.157286 = -1010104.636598 nChanged 343 SP:Iteration 6F (25742.790000 sec): 3 clusters Score: Raw -1014759.849587 + Penalty 4326.157286 = -1010433.692301 nChanged 330 SP:Iteration 7F (25743.030000 sec): 3 clusters Score: Raw -1015046.186176 + Penalty 4326.157286 = -1010720.028890 nChanged 297 SP:Iteration 8Q (25743.200000 sec): 3 clusters Score: Raw -1015293.108118 + Penalty 4326.157286 = -1010966.950833 nChanged 270 SP:Iteration 9Q (25743.380000 sec): 3 clusters Score: Raw -1015492.670800 + Penalty 4326.157286 = -1011166.513514 nChanged 236 SP:Iteration 10Q (25743.550000 sec): 3 clusters Score: Raw -1015663.661917 + Penalty 4326.157286 = -1011337.504631 nChanged 185 SP:Iteration 11Q (25743.720000 sec): 3 clusters Score: Raw -1015784.706783 + Penalty 4326.157286 = -1011458.549497 nChanged 175 SP:Iteration 12Q (25743.960000 sec): 3 clusters Score: Raw -1015886.129247 + Penalty 4326.157286 = -1011559.971961 nChanged 130 SP:Iteration 13Q (25744.180000 sec): 3 clusters Score: Raw -1015948.584208 + Penalty 4326.157286 = -1011622.426922 nChanged 103 SP:Iteration 14Q (25744.380000 sec): 3 clusters Score: Raw -1015987.243097 + Penalty 4326.157286 = -1011661.085811 nChanged 74 SP:Iteration 15Q (25744.580000 sec): 3 clusters Score: Raw -1016008.747054 + Penalty 4326.157286 = -1011682.589768 nChanged 48 SP:Iteration 16Q (25744.810000 sec): 3 clusters Score: Raw -1016021.587819 + Penalty 4326.157286 = -1011695.430533 nChanged 40 SP:Iteration 17Q (25745.010000 sec): 3 clusters Score: Raw -1016030.970919 + Penalty 4326.157286 = -1011704.813633 nChanged 26 SP:Iteration 18Q (25745.210000 sec): 3 clusters Score: Raw -1016037.282010 + Penalty 4326.157286 = -1011711.124724 nChanged 25 SP:Iteration 19Q (25745.400000 sec): 3 clusters Score: Raw -1016042.783548 + Penalty 4326.157286 = -1011716.626262 nChanged 17 SP:Iteration 20F (25745.620000 sec): 3 clusters Score: Raw -1016046.911244 + Penalty 4326.157286 = -1011720.753958 nChanged 13 SP:Iteration 21Q (25745.870000 sec): 3 clusters Score: Raw -1016051.493926 + Penalty 4326.157286 = -1011725.336640 nChanged 18 SP:Iteration 22Q (25746.100000 sec): 3 clusters Score: Raw -1016058.303566 + Penalty 4326.157286 = -1011732.146280 nChanged 14 SP:Iteration 23Q (25746.290000 sec): 3 clusters Score: Raw -1016061.532094 + Penalty 4326.157286 = -1011735.374808 nChanged 17 SP:Iteration 24Q (25746.500000 sec): 3 clusters Score: Raw -1016065.707201 + Penalty 4326.157286 = -1011739.549915 nChanged 12 SP:Iteration 25Q (25746.670000 sec): 3 clusters Score: Raw -1016068.077416 + Penalty 4326.157286 = -1011741.920130 nChanged 7 SP:Iteration 26Q (25746.840000 sec): 3 clusters Score: Raw -1016069.663024 + Penalty 4326.157286 = -1011743.505738 nChanged 5 SP:Iteration 27Q (25747.070000 sec): 3 clusters Score: Raw -1016070.402466 + Penalty 4326.157286 = -1011744.245180 nChanged 5 SP:Iteration 28Q (25747.270000 sec): 3 clusters Score: Raw -1016071.211963 + Penalty 4326.157286 = -1011745.054677 nChanged 4 SP:Iteration 29Q (25747.490000 sec): 3 clusters Score: Raw -1016071.828082 + Penalty 4326.157286 = -1011745.670796 nChanged 3 SP:Iteration 30Q (25747.700000 sec): 3 clusters Score: Raw -1016072.300685 + Penalty 4326.157286 = -1011746.143399 nChanged 0 SP:Iteration 31F (25747.920000 sec): 3 clusters Score: Raw -1016072.300685 + Penalty 4326.157286 = -1011746.143399 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 9 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25747.990000 sec): 2 clusters Score: Raw -174231.537252 + Penalty 1709.878170 = -172521.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25748.150000 sec): 3 clusters Score: Raw -174027.827024 + Penalty 3419.756340 = -170608.070684 nChanged 233 SP:Iteration 1F (25748.300000 sec): 3 clusters Score: Raw -174286.702155 + Penalty 3419.756340 = -170866.945815 nChanged 68 SP:Iteration 2F (25748.400000 sec): 3 clusters Score: Raw -174386.294174 + Penalty 3419.756340 = -170966.537835 nChanged 43 SP:Iteration 3Q (25748.570000 sec): 3 clusters Score: Raw -174458.736965 + Penalty 3419.756340 = -171038.980626 nChanged 31 SP:Iteration 4Q (25748.690000 sec): 3 clusters Score: Raw -174507.564662 + Penalty 3419.756340 = -171087.808322 nChanged 23 SP:Iteration 5Q (25748.850000 sec): 3 clusters Score: Raw -174535.752835 + Penalty 3419.756340 = -171115.996495 nChanged 14 SP:Iteration 6Q (25749.020000 sec): 3 clusters Score: Raw -174552.809213 + Penalty 3419.756340 = -171133.052874 nChanged 9 SP:Iteration 7Q (25749.150000 sec): 3 clusters Score: Raw -174564.025259 + Penalty 3419.756340 = -171144.268919 nChanged 5 SP:Iteration 8Q (25749.270000 sec): 3 clusters Score: Raw -174571.546113 + Penalty 3419.756340 = -171151.789773 nChanged 7 SP:Iteration 9Q (25749.410000 sec): 3 clusters Score: Raw -174580.501333 + Penalty 3419.756340 = -171160.744994 nChanged 7 SP:Iteration 10Q (25749.510000 sec): 3 clusters Score: Raw -174588.615620 + Penalty 3419.756340 = -171168.859281 nChanged 4 SP:Iteration 11Q (25749.640000 sec): 3 clusters Score: Raw -174593.659943 + Penalty 3419.756340 = -171173.903603 nChanged 5 SP:Iteration 12Q (25749.790000 sec): 3 clusters Score: Raw -174605.119630 + Penalty 3419.756340 = -171185.363290 nChanged 7 SP:Iteration 13Q (25749.910000 sec): 3 clusters Score: Raw -174612.487818 + Penalty 3419.756340 = -171192.731479 nChanged 3 SP:Iteration 14Q (25750.090000 sec): 3 clusters Score: Raw -174615.276680 + Penalty 3419.756340 = -171195.520340 nChanged 3 SP:Iteration 15Q (25750.230000 sec): 3 clusters Score: Raw -174617.908412 + Penalty 3419.756340 = -171198.152072 nChanged 2 SP:Iteration 16Q (25750.400000 sec): 3 clusters Score: Raw -174619.770097 + Penalty 3419.756340 = -171200.013757 nChanged 2 SP:Iteration 17Q (25750.570000 sec): 3 clusters Score: Raw -174623.258513 + Penalty 3419.756340 = -171203.502173 nChanged 2 SP:Iteration 18Q (25750.740000 sec): 3 clusters Score: Raw -174625.283866 + Penalty 3419.756340 = -171205.527526 nChanged 0 SP:Iteration 19F (25750.910000 sec): 3 clusters Score: Raw -174625.283866 + Penalty 3419.756340 = -171205.527526 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25750.990000 sec): 2 clusters Score: Raw -93202.386418 + Penalty 1584.363229 = -91618.023190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25751.150000 sec): 3 clusters Score: Raw -93162.753085 + Penalty 3168.726457 = -89994.026628 nChanged 112 SP:Iteration 1F (25751.310000 sec): 3 clusters Score: Raw -93373.782801 + Penalty 3168.726457 = -90205.056343 nChanged 38 SP:Iteration 2F (25751.480000 sec): 3 clusters Score: Raw -93467.485770 + Penalty 3168.726457 = -90298.759313 nChanged 22 SP:Iteration 3Q (25751.650000 sec): 3 clusters Score: Raw -93522.910246 + Penalty 3168.726457 = -90354.183789 nChanged 13 SP:Iteration 4Q (25751.830000 sec): 3 clusters Score: Raw -93572.149953 + Penalty 3168.726457 = -90403.423496 nChanged 14 SP:Iteration 5Q (25752.000000 sec): 3 clusters Score: Raw -93622.257062 + Penalty 3168.726457 = -90453.530605 nChanged 13 SP:Iteration 6Q (25752.180000 sec): 3 clusters Score: Raw -93659.933735 + Penalty 3168.726457 = -90491.207278 nChanged 11 SP:Iteration 7Q (25752.380000 sec): 3 clusters Score: Raw -93707.818018 + Penalty 3168.726457 = -90539.091561 nChanged 8 SP:Iteration 8Q (25752.570000 sec): 3 clusters Score: Raw -93786.118871 + Penalty 3168.726457 = -90617.392414 nChanged 10 SP:Iteration 9Q (25752.730000 sec): 3 clusters Score: Raw -93951.799294 + Penalty 3168.726457 = -90783.072837 nChanged 17 SP:Iteration 10Q (25752.930000 sec): 3 clusters Score: Raw -94070.846137 + Penalty 3168.726457 = -90902.119679 nChanged 17 SP:Iteration 11Q (25753.100000 sec): 3 clusters Score: Raw -94106.202967 + Penalty 3168.726457 = -90937.476510 nChanged 12 SP:Iteration 12Q (25753.310000 sec): 3 clusters Score: Raw -94141.051993 + Penalty 3168.726457 = -90972.325536 nChanged 10 SP:Iteration 13Q (25753.510000 sec): 3 clusters Score: Raw -94171.946431 + Penalty 3168.726457 = -91003.219974 nChanged 16 SP:Iteration 14Q (25753.640000 sec): 3 clusters Score: Raw -94207.518789 + Penalty 3168.726457 = -91038.792332 nChanged 9 SP:Iteration 15Q (25753.800000 sec): 3 clusters Score: Raw -94238.154007 + Penalty 3168.726457 = -91069.427550 nChanged 9 SP:Iteration 16Q (25753.920000 sec): 3 clusters Score: Raw -94265.814836 + Penalty 3168.726457 = -91097.088379 nChanged 5 SP:Iteration 17Q (25754.050000 sec): 3 clusters Score: Raw -94281.783317 + Penalty 3168.726457 = -91113.056859 nChanged 4 SP:Iteration 18Q (25754.180000 sec): 3 clusters Score: Raw -94291.662122 + Penalty 3168.726457 = -91122.935665 nChanged 0 SP:Iteration 19F (25754.270000 sec): 3 clusters Score: Raw -94291.662122 + Penalty 3168.726457 = -91122.935665 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 11 (64473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25754.810000 sec): 2 clusters Score: Raw -11814596.222279 + Penalty 2746.352449 = -11811849.869830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25755.540000 sec): 3 clusters Score: Raw -11774063.782082 + Penalty 5492.704898 = -11768571.077184 nChanged 30165 SP:Iteration 1F (25756.250000 sec): 3 clusters Score: Raw -11791046.718872 + Penalty 5492.704898 = -11785554.013974 nChanged 2345 SP:Iteration 2Q (25756.940000 sec): 3 clusters Score: Raw -11791685.290712 + Penalty 5492.704898 = -11786192.585814 nChanged 2394 SP:Iteration 3Q (25757.510000 sec): 3 clusters Score: Raw -11792419.460546 + Penalty 5492.704898 = -11786926.755648 nChanged 2530 SP:Iteration 4Q (25758.140000 sec): 3 clusters Score: Raw -11793339.822522 + Penalty 5492.704898 = -11787847.117624 nChanged 2806 SP:Iteration 5Q (25758.720000 sec): 3 clusters Score: Raw -11794625.882094 + Penalty 5492.704898 = -11789133.177196 nChanged 3296 SP:Iteration 6F (25759.250000 sec): 3 clusters Score: Raw -11796514.377863 + Penalty 5492.704898 = -11791021.672965 nChanged 3802 SP:Iteration 7F (25759.830000 sec): 3 clusters Score: Raw -11799158.458031 + Penalty 5492.704898 = -11793665.753133 nChanged 4265 SP:Iteration 8F (25760.450000 sec): 3 clusters Score: Raw -11802444.313911 + Penalty 5492.704898 = -11796951.609013 nChanged 4183 SP:Iteration 9F (25760.960000 sec): 3 clusters Score: Raw -11805988.675912 + Penalty 5492.704898 = -11800495.971014 nChanged 3665 SP:Iteration 10F (25761.440000 sec): 3 clusters Score: Raw -11809232.978338 + Penalty 5492.704898 = -11803740.273440 nChanged 2739 SP:Iteration 11Q (25762.010000 sec): 3 clusters Score: Raw -11811643.617793 + Penalty 5492.704898 = -11806150.912895 nChanged 1734 SP:Iteration 12Q (25762.610000 sec): 3 clusters Score: Raw -11813114.156728 + Penalty 5492.704898 = -11807621.451830 nChanged 990 SP:Iteration 13Q (25763.190000 sec): 3 clusters Score: Raw -11813926.733750 + Penalty 5492.704898 = -11808434.028852 nChanged 518 SP:Iteration 14Q (25763.710000 sec): 3 clusters Score: Raw -11814369.887892 + Penalty 5492.704898 = -11808877.182994 nChanged 255 SP:Iteration 15Q (25764.190000 sec): 3 clusters Score: Raw -11814586.981521 + Penalty 5492.704898 = -11809094.276623 nChanged 129 SP:Iteration 16Q (25764.730000 sec): 3 clusters Score: Raw -11814711.594019 + Penalty 5492.704898 = -11809218.889121 nChanged 83 SP:Iteration 17Q (25765.210000 sec): 3 clusters Score: Raw -11814788.639116 + Penalty 5492.704898 = -11809295.934218 nChanged 46 SP:Iteration 18Q (25765.770000 sec): 3 clusters Score: Raw -11814831.203194 + Penalty 5492.704898 = -11809338.498296 nChanged 34 SP:Iteration 19Q (25766.300000 sec): 3 clusters Score: Raw -11814865.342458 + Penalty 5492.704898 = -11809372.637560 nChanged 22 SP:Iteration 20F (25766.940000 sec): 3 clusters Score: Raw -11814891.719560 + Penalty 5492.704898 = -11809399.014662 nChanged 17 SP:Iteration 21Q (25767.490000 sec): 3 clusters Score: Raw -11814909.337566 + Penalty 5492.704898 = -11809416.632668 nChanged 13 SP:Iteration 22Q (25768.070000 sec): 3 clusters Score: Raw -11814922.999742 + Penalty 5492.704898 = -11809430.294844 nChanged 7 SP:Iteration 23Q (25768.600000 sec): 3 clusters Score: Raw -11814928.861919 + Penalty 5492.704898 = -11809436.157021 nChanged 4 SP:Iteration 24Q (25769.050000 sec): 3 clusters Score: Raw -11814931.941241 + Penalty 5492.704898 = -11809439.236343 nChanged 1 SP:Iteration 25Q (25769.530000 sec): 3 clusters Score: Raw -11814933.317161 + Penalty 5492.704898 = -11809440.612263 nChanged 2 SP:Iteration 26Q (25770.020000 sec): 3 clusters Score: Raw -11814934.863545 + Penalty 5492.704898 = -11809442.158647 nChanged 0 SP:Iteration 27F (25770.620000 sec): 3 clusters Score: Raw -11814934.863545 + Penalty 5492.704898 = -11809442.158647 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 12 (4133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25770.720000 sec): 2 clusters Score: Raw -689081.280081 + Penalty 2065.036186 = -687016.243895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25770.940000 sec): 3 clusters Score: Raw -687170.184609 + Penalty 4130.072372 = -683040.112237 nChanged 1560 SP:Iteration 1F (25771.080000 sec): 3 clusters Score: Raw -688061.325990 + Penalty 4130.072372 = -683931.253618 nChanged 293 SP:Iteration 2F (25771.320000 sec): 3 clusters Score: Raw -688266.469099 + Penalty 4130.072372 = -684136.396727 nChanged 238 SP:Iteration 3F (25771.490000 sec): 3 clusters Score: Raw -688425.800565 + Penalty 4130.072372 = -684295.728193 nChanged 192 SP:Iteration 4Q (25771.690000 sec): 3 clusters Score: Raw -688567.003781 + Penalty 4130.072372 = -684436.931409 nChanged 158 SP:Iteration 5Q (25771.870000 sec): 3 clusters Score: Raw -688700.082672 + Penalty 4130.072372 = -684570.010300 nChanged 152 SP:Iteration 6Q (25772.070000 sec): 3 clusters Score: Raw -688835.177193 + Penalty 4130.072372 = -684705.104821 nChanged 142 SP:Iteration 7Q (25772.210000 sec): 3 clusters Score: Raw -688963.097261 + Penalty 4130.072372 = -684833.024889 nChanged 144 SP:Iteration 8Q (25772.360000 sec): 3 clusters Score: Raw -689096.350590 + Penalty 4130.072372 = -684966.278218 nChanged 158 SP:Iteration 9Q (25772.530000 sec): 3 clusters Score: Raw -689246.684926 + Penalty 4130.072372 = -685116.612554 nChanged 142 SP:Iteration 10Q (25772.710000 sec): 3 clusters Score: Raw -689375.741716 + Penalty 4130.072372 = -685245.669344 nChanged 126 SP:Iteration 11Q (25772.880000 sec): 3 clusters Score: Raw -689477.500083 + Penalty 4130.072372 = -685347.427711 nChanged 103 SP:Iteration 12Q (25773.090000 sec): 3 clusters Score: Raw -689556.145685 + Penalty 4130.072372 = -685426.073313 nChanged 80 SP:Iteration 13Q (25773.240000 sec): 3 clusters Score: Raw -689612.252923 + Penalty 4130.072372 = -685482.180551 nChanged 75 SP:Iteration 14Q (25773.390000 sec): 3 clusters Score: Raw -689653.995606 + Penalty 4130.072372 = -685523.923234 nChanged 80 SP:Iteration 15Q (25773.550000 sec): 3 clusters Score: Raw -689702.982422 + Penalty 4130.072372 = -685572.910050 nChanged 74 SP:Iteration 16Q (25773.770000 sec): 3 clusters Score: Raw -689744.208647 + Penalty 4130.072372 = -685614.136275 nChanged 48 SP:Iteration 17Q (25773.940000 sec): 3 clusters Score: Raw -689768.319580 + Penalty 4130.072372 = -685638.247208 nChanged 29 SP:Iteration 18Q (25774.110000 sec): 3 clusters Score: Raw -689782.965994 + Penalty 4130.072372 = -685652.893622 nChanged 43 SP:Iteration 19Q (25774.260000 sec): 3 clusters Score: Raw -689806.002797 + Penalty 4130.072372 = -685675.930425 nChanged 49 SP:Iteration 20F (25774.460000 sec): 3 clusters Score: Raw -689834.632260 + Penalty 4130.072372 = -685704.559888 nChanged 45 SP:Iteration 21Q (25774.650000 sec): 3 clusters Score: Raw -689856.566864 + Penalty 4130.072372 = -685726.494492 nChanged 44 SP:Iteration 22Q (25774.810000 sec): 3 clusters Score: Raw -689887.609392 + Penalty 4130.072372 = -685757.537020 nChanged 44 SP:Iteration 23Q (25775.010000 sec): 3 clusters Score: Raw -689914.213266 + Penalty 4130.072372 = -685784.140894 nChanged 42 SP:Iteration 24Q (25775.190000 sec): 3 clusters Score: Raw -689938.652622 + Penalty 4130.072372 = -685808.580250 nChanged 32 SP:Iteration 25Q (25775.390000 sec): 3 clusters Score: Raw -689954.328695 + Penalty 4130.072372 = -685824.256323 nChanged 38 SP:Iteration 26Q (25775.600000 sec): 3 clusters Score: Raw -689972.278139 + Penalty 4130.072372 = -685842.205767 nChanged 30 SP:Iteration 27Q (25775.800000 sec): 3 clusters Score: Raw -689989.880521 + Penalty 4130.072372 = -685859.808149 nChanged 28 SP:Iteration 28Q (25776.020000 sec): 3 clusters Score: Raw -690002.553718 + Penalty 4130.072372 = -685872.481346 nChanged 31 SP:Iteration 29Q (25776.190000 sec): 3 clusters Score: Raw -690019.564694 + Penalty 4130.072372 = -685889.492322 nChanged 25 SP:Iteration 30Q (25776.330000 sec): 3 clusters Score: Raw -690037.494311 + Penalty 4130.072372 = -685907.421939 nChanged 19 SP:Iteration 31Q (25776.520000 sec): 3 clusters Score: Raw -690049.386374 + Penalty 4130.072372 = -685919.314002 nChanged 21 SP:Iteration 32Q (25776.670000 sec): 3 clusters Score: Raw -690058.823992 + Penalty 4130.072372 = -685928.751620 nChanged 19 SP:Iteration 33Q (25776.890000 sec): 3 clusters Score: Raw -690066.494521 + Penalty 4130.072372 = -685936.422149 nChanged 12 SP:Iteration 34Q (25777.070000 sec): 3 clusters Score: Raw -690071.217863 + Penalty 4130.072372 = -685941.145491 nChanged 12 SP:Iteration 35Q (25777.270000 sec): 3 clusters Score: Raw -690076.309421 + Penalty 4130.072372 = -685946.237049 nChanged 5 SP:Iteration 36Q (25777.470000 sec): 3 clusters Score: Raw -690078.456455 + Penalty 4130.072372 = -685948.384083 nChanged 4 SP:Iteration 37Q (25777.640000 sec): 3 clusters Score: Raw -690079.734149 + Penalty 4130.072372 = -685949.661777 nChanged 4 SP:Iteration 38Q (25777.860000 sec): 3 clusters Score: Raw -690081.315237 + Penalty 4130.072372 = -685951.242865 nChanged 3 SP:Iteration 39Q (25777.980000 sec): 3 clusters Score: Raw -690083.975040 + Penalty 4130.072372 = -685953.902668 nChanged 2 SP:Iteration 40F (25778.180000 sec): 3 clusters Score: Raw -690085.095665 + Penalty 4130.072372 = -685955.023293 nChanged 1 SP:Iteration 41Q (25778.320000 sec): 3 clusters Score: Raw -690085.422764 + Penalty 4130.072372 = -685955.350392 nChanged 1 SP:Iteration 42Q (25778.470000 sec): 3 clusters Score: Raw -690085.837486 + Penalty 4130.072372 = -685955.765114 nChanged 0 SP:Iteration 43F (25778.640000 sec): 3 clusters Score: Raw -690085.837486 + Penalty 4130.072372 = -685955.765114 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 13 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25778.700000 sec): 2 clusters Score: Raw -18858.822992 + Penalty 1187.297952 = -17671.525040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25778.850000 sec): 3 clusters Score: Raw -19215.439614 + Penalty 2374.595904 = -16840.843709 nChanged 5 SP:Iteration 1Q (25778.980000 sec): 3 clusters Score: Raw -19248.188475 + Penalty 2374.595904 = -16873.592570 nChanged 1 SP:Iteration 2Q (25779.070000 sec): 3 clusters Score: Raw -19252.206776 + Penalty 2374.595904 = -16877.610872 nChanged 0 SP:Iteration 3F (25779.170000 sec): 3 clusters Score: Raw -19252.206776 + Penalty 2374.595904 = -16877.610872 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25779.260000 sec): 2 clusters Score: Raw -106336.781996 + Penalty 1594.570431 = -104742.211565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25779.350000 sec): 3 clusters Score: Raw -106300.539616 + Penalty 3189.140861 = -103111.398755 nChanged 113 SP:Iteration 1F (25779.490000 sec): 3 clusters Score: Raw -106487.674484 + Penalty 3189.140861 = -103298.533623 nChanged 36 SP:Iteration 2F (25779.630000 sec): 3 clusters Score: Raw -106559.817894 + Penalty 3189.140861 = -103370.677033 nChanged 11 SP:Iteration 3Q (25779.790000 sec): 3 clusters Score: Raw -106585.123854 + Penalty 3189.140861 = -103395.982993 nChanged 9 SP:Iteration 4Q (25779.920000 sec): 3 clusters Score: Raw -106597.896285 + Penalty 3189.140861 = -103408.755424 nChanged 3 SP:Iteration 5Q (25780.030000 sec): 3 clusters Score: Raw -106603.161298 + Penalty 3189.140861 = -103414.020437 nChanged 2 SP:Iteration 6Q (25780.120000 sec): 3 clusters Score: Raw -106607.769858 + Penalty 3189.140861 = -103418.628996 nChanged 1 SP:Iteration 7Q (25780.290000 sec): 3 clusters Score: Raw -106608.729189 + Penalty 3189.140861 = -103419.588328 nChanged 0 SP:Iteration 8F (25780.480000 sec): 3 clusters Score: Raw -106608.729189 + Penalty 3189.140861 = -103419.588328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 15 (11557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25780.630000 sec): 2 clusters Score: Raw -2002240.525152 + Penalty 2320.051555 = -1999920.473597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25780.830000 sec): 3 clusters Score: Raw -1995914.128773 + Penalty 4640.103110 = -1991274.025662 nChanged 4833 SP:Iteration 1F (25781.050000 sec): 3 clusters Score: Raw -1998437.685212 + Penalty 4640.103110 = -1993797.582101 nChanged 709 SP:Iteration 2F (25781.240000 sec): 3 clusters Score: Raw -1998763.790103 + Penalty 4640.103110 = -1994123.686993 nChanged 642 SP:Iteration 3F (25781.480000 sec): 3 clusters Score: Raw -1999110.138675 + Penalty 4640.103110 = -1994470.035565 nChanged 617 SP:Iteration 4F (25781.700000 sec): 3 clusters Score: Raw -1999441.084703 + Penalty 4640.103110 = -1994800.981593 nChanged 584 SP:Iteration 5F (25781.950000 sec): 3 clusters Score: Raw -1999759.977511 + Penalty 4640.103110 = -1995119.874401 nChanged 551 SP:Iteration 6Q (25782.150000 sec): 3 clusters Score: Raw -2000048.863497 + Penalty 4640.103110 = -1995408.760387 nChanged 494 SP:Iteration 7Q (25782.380000 sec): 3 clusters Score: Raw -2000304.992663 + Penalty 4640.103110 = -1995664.889553 nChanged 472 SP:Iteration 8Q (25782.550000 sec): 3 clusters Score: Raw -2000534.428496 + Penalty 4640.103110 = -1995894.325386 nChanged 406 SP:Iteration 9Q (25782.760000 sec): 3 clusters Score: Raw -2000728.149337 + Penalty 4640.103110 = -1996088.046227 nChanged 337 SP:Iteration 10Q (25782.920000 sec): 3 clusters Score: Raw -2000893.220789 + Penalty 4640.103110 = -1996253.117679 nChanged 347 SP:Iteration 11Q (25783.130000 sec): 3 clusters Score: Raw -2001077.846660 + Penalty 4640.103110 = -1996437.743550 nChanged 339 SP:Iteration 12Q (25783.340000 sec): 3 clusters Score: Raw -2001279.828773 + Penalty 4640.103110 = -1996639.725663 nChanged 351 SP:Iteration 13Q (25783.550000 sec): 3 clusters Score: Raw -2001497.719692 + Penalty 4640.103110 = -1996857.616582 nChanged 381 SP:Iteration 14Q (25783.750000 sec): 3 clusters Score: Raw -2001736.320598 + Penalty 4640.103110 = -1997096.217488 nChanged 362 SP:Iteration 15Q (25783.940000 sec): 3 clusters Score: Raw -2001941.741073 + Penalty 4640.103110 = -1997301.637963 nChanged 328 SP:Iteration 16Q (25784.130000 sec): 3 clusters Score: Raw -2002112.213986 + Penalty 4640.103110 = -1997472.110876 nChanged 290 SP:Iteration 17Q (25784.360000 sec): 3 clusters Score: Raw -2002250.674633 + Penalty 4640.103110 = -1997610.571522 nChanged 240 SP:Iteration 18Q (25784.610000 sec): 3 clusters Score: Raw -2002350.671739 + Penalty 4640.103110 = -1997710.568629 nChanged 202 SP:Iteration 19Q (25784.870000 sec): 3 clusters Score: Raw -2002442.638845 + Penalty 4640.103110 = -1997802.535735 nChanged 185 SP:Iteration 20F (25785.080000 sec): 3 clusters Score: Raw -2002528.690254 + Penalty 4640.103110 = -1997888.587144 nChanged 171 SP:Iteration 21Q (25785.290000 sec): 3 clusters Score: Raw -2002602.485842 + Penalty 4640.103110 = -1997962.382732 nChanged 145 SP:Iteration 22Q (25785.550000 sec): 3 clusters Score: Raw -2002656.410618 + Penalty 4640.103110 = -1998016.307508 nChanged 127 SP:Iteration 23Q (25785.700000 sec): 3 clusters Score: Raw -2002699.979152 + Penalty 4640.103110 = -1998059.876042 nChanged 116 SP:Iteration 24Q (25785.930000 sec): 3 clusters Score: Raw -2002745.307296 + Penalty 4640.103110 = -1998105.204186 nChanged 129 SP:Iteration 25Q (25786.150000 sec): 3 clusters Score: Raw -2002799.017912 + Penalty 4640.103110 = -1998158.914802 nChanged 122 SP:Iteration 26Q (25786.350000 sec): 3 clusters Score: Raw -2002855.201440 + Penalty 4640.103110 = -1998215.098330 nChanged 136 SP:Iteration 27Q (25786.570000 sec): 3 clusters Score: Raw -2002919.768618 + Penalty 4640.103110 = -1998279.665508 nChanged 117 SP:Iteration 28Q (25786.740000 sec): 3 clusters Score: Raw -2002969.912482 + Penalty 4640.103110 = -1998329.809372 nChanged 114 SP:Iteration 29Q (25786.930000 sec): 3 clusters Score: Raw -2003012.867128 + Penalty 4640.103110 = -1998372.764018 nChanged 99 SP:Iteration 30Q (25787.100000 sec): 3 clusters Score: Raw -2003055.744614 + Penalty 4640.103110 = -1998415.641504 nChanged 92 SP:Iteration 31Q (25787.320000 sec): 3 clusters Score: Raw -2003088.837462 + Penalty 4640.103110 = -1998448.734352 nChanged 67 SP:Iteration 32Q (25787.490000 sec): 3 clusters Score: Raw -2003113.926057 + Penalty 4640.103110 = -1998473.822946 nChanged 81 SP:Iteration 33Q (25787.710000 sec): 3 clusters Score: Raw -2003143.164921 + Penalty 4640.103110 = -1998503.061811 nChanged 76 SP:Iteration 34Q (25787.900000 sec): 3 clusters Score: Raw -2003166.903432 + Penalty 4640.103110 = -1998526.800322 nChanged 62 SP:Iteration 35Q (25788.120000 sec): 3 clusters Score: Raw -2003184.659726 + Penalty 4640.103110 = -1998544.556616 nChanged 51 SP:Iteration 36Q (25788.300000 sec): 3 clusters Score: Raw -2003197.883224 + Penalty 4640.103110 = -1998557.780114 nChanged 40 SP:Iteration 37Q (25788.530000 sec): 3 clusters Score: Raw -2003211.293489 + Penalty 4640.103110 = -1998571.190379 nChanged 40 SP:Iteration 38Q (25788.710000 sec): 3 clusters Score: Raw -2003223.658392 + Penalty 4640.103110 = -1998583.555282 nChanged 34 SP:Iteration 39Q (25788.900000 sec): 3 clusters Score: Raw -2003234.210961 + Penalty 4640.103110 = -1998594.107851 nChanged 37 SP:Iteration 40F (25789.130000 sec): 3 clusters Score: Raw -2003245.392104 + Penalty 4640.103110 = -1998605.288994 nChanged 30 SP:Iteration 41Q (25789.320000 sec): 3 clusters Score: Raw -2003252.965036 + Penalty 4640.103110 = -1998612.861926 nChanged 30 SP:Iteration 42Q (25789.570000 sec): 3 clusters Score: Raw -2003259.546509 + Penalty 4640.103110 = -1998619.443399 nChanged 27 SP:Iteration 43Q (25789.780000 sec): 3 clusters Score: Raw -2003266.551752 + Penalty 4640.103110 = -1998626.448642 nChanged 24 SP:Iteration 44Q (25790.030000 sec): 3 clusters Score: Raw -2003273.350392 + Penalty 4640.103110 = -1998633.247282 nChanged 13 SP:Iteration 45Q (25790.240000 sec): 3 clusters Score: Raw -2003276.229287 + Penalty 4640.103110 = -1998636.126177 nChanged 16 SP:Iteration 46Q (25790.480000 sec): 3 clusters Score: Raw -2003280.187194 + Penalty 4640.103110 = -1998640.084083 nChanged 14 SP:Iteration 47Q (25790.720000 sec): 3 clusters Score: Raw -2003283.047849 + Penalty 4640.103110 = -1998642.944739 nChanged 6 SP:Iteration 48Q (25790.990000 sec): 3 clusters Score: Raw -2003284.334136 + Penalty 4640.103110 = -1998644.231026 nChanged 8 SP:Iteration 49Q (25791.240000 sec): 3 clusters Score: Raw -2003285.739876 + Penalty 4640.103110 = -1998645.636766 nChanged 5 SP:Iteration 50Q (25791.540000 sec): 3 clusters Score: Raw -2003286.735914 + Penalty 4640.103110 = -1998646.632804 nChanged 6 SP:Iteration 51Q (25791.670000 sec): 3 clusters Score: Raw -2003287.803266 + Penalty 4640.103110 = -1998647.700156 nChanged 9 SP:Iteration 52Q (25791.960000 sec): 3 clusters Score: Raw -2003289.796374 + Penalty 4640.103110 = -1998649.693264 nChanged 10 SP:Iteration 53Q (25792.220000 sec): 3 clusters Score: Raw -2003291.831322 + Penalty 4640.103110 = -1998651.728212 nChanged 13 SP:Iteration 54Q (25792.520000 sec): 3 clusters Score: Raw -2003294.698307 + Penalty 4640.103110 = -1998654.595197 nChanged 16 SP:Iteration 55Q (25792.740000 sec): 3 clusters Score: Raw -2003298.383387 + Penalty 4640.103110 = -1998658.280277 nChanged 19 SP:Iteration 56Q (25792.920000 sec): 3 clusters Score: Raw -2003302.627742 + Penalty 4640.103110 = -1998662.524632 nChanged 14 SP:Iteration 57Q (25793.160000 sec): 3 clusters Score: Raw -2003305.418601 + Penalty 4640.103110 = -1998665.315491 nChanged 16 SP:Iteration 58Q (25793.450000 sec): 3 clusters Score: Raw -2003310.079622 + Penalty 4640.103110 = -1998669.976512 nChanged 23 SP:Iteration 59Q (25793.610000 sec): 3 clusters Score: Raw -2003315.929282 + Penalty 4640.103110 = -1998675.826172 nChanged 22 SP:Iteration 60F (25793.870000 sec): 3 clusters Score: Raw -2003321.767188 + Penalty 4640.103110 = -1998681.664078 nChanged 22 SP:Iteration 61Q (25794.190000 sec): 3 clusters Score: Raw -2003328.169822 + Penalty 4640.103110 = -1998688.066711 nChanged 24 SP:Iteration 62Q (25794.370000 sec): 3 clusters Score: Raw -2003336.000867 + Penalty 4640.103110 = -1998695.897757 nChanged 35 SP:Iteration 63Q (25794.650000 sec): 3 clusters Score: Raw -2003346.953885 + Penalty 4640.103110 = -1998706.850775 nChanged 25 SP:Iteration 64Q (25794.930000 sec): 3 clusters Score: Raw -2003354.462896 + Penalty 4640.103110 = -1998714.359785 nChanged 23 SP:Iteration 65Q (25795.180000 sec): 3 clusters Score: Raw -2003361.761350 + Penalty 4640.103110 = -1998721.658239 nChanged 26 SP:Iteration 66Q (25795.440000 sec): 3 clusters Score: Raw -2003367.745853 + Penalty 4640.103110 = -1998727.642743 nChanged 20 SP:Iteration 67Q (25795.640000 sec): 3 clusters Score: Raw -2003371.843033 + Penalty 4640.103110 = -1998731.739922 nChanged 17 SP:Iteration 68Q (25795.930000 sec): 3 clusters Score: Raw -2003375.649855 + Penalty 4640.103110 = -1998735.546745 nChanged 18 SP:Iteration 69Q (25796.130000 sec): 3 clusters Score: Raw -2003380.473256 + Penalty 4640.103110 = -1998740.370146 nChanged 15 SP:Iteration 70Q (25796.290000 sec): 3 clusters Score: Raw -2003383.191463 + Penalty 4640.103110 = -1998743.088353 nChanged 15 SP:Iteration 71Q (25796.550000 sec): 3 clusters Score: Raw -2003386.158377 + Penalty 4640.103110 = -1998746.055267 nChanged 9 SP:Iteration 72Q (25796.760000 sec): 3 clusters Score: Raw -2003387.752131 + Penalty 4640.103110 = -1998747.649021 nChanged 10 SP:Iteration 73Q (25796.960000 sec): 3 clusters Score: Raw -2003389.558140 + Penalty 4640.103110 = -1998749.455029 nChanged 7 SP:Iteration 74Q (25797.150000 sec): 3 clusters Score: Raw -2003390.554703 + Penalty 4640.103110 = -1998750.451593 nChanged 4 SP:Iteration 75Q (25797.450000 sec): 3 clusters Score: Raw -2003391.141609 + Penalty 4640.103110 = -1998751.038499 nChanged 5 SP:Iteration 76Q (25797.590000 sec): 3 clusters Score: Raw -2003391.975512 + Penalty 4640.103110 = -1998751.872402 nChanged 5 SP:Iteration 77Q (25797.790000 sec): 3 clusters Score: Raw -2003392.762962 + Penalty 4640.103110 = -1998752.659852 nChanged 2 SP:Iteration 78Q (25798.040000 sec): 3 clusters Score: Raw -2003393.179970 + Penalty 4640.103110 = -1998753.076859 nChanged 1 SP:Iteration 79Q (25798.250000 sec): 3 clusters Score: Raw -2003393.440942 + Penalty 4640.103110 = -1998753.337832 nChanged 2 SP:Iteration 80F (25798.460000 sec): 3 clusters Score: Raw -2003393.938473 + Penalty 4640.103110 = -1998753.835363 nChanged 4 SP:Iteration 81Q (25798.710000 sec): 3 clusters Score: Raw -2003394.967045 + Penalty 4640.103110 = -1998754.863935 nChanged 4 SP:Iteration 82Q (25798.950000 sec): 3 clusters Score: Raw -2003395.354238 + Penalty 4640.103110 = -1998755.251128 nChanged 2 SP:Iteration 83Q (25799.190000 sec): 3 clusters Score: Raw -2003395.519929 + Penalty 4640.103110 = -1998755.416819 nChanged 0 SP:Iteration 84F (25799.460000 sec): 3 clusters Score: Raw -2003395.519929 + Penalty 4640.103110 = -1998755.416819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 16 (4821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25799.560000 sec): 2 clusters Score: Raw -777916.936606 + Penalty 2103.222690 = -775813.713916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25799.750000 sec): 3 clusters Score: Raw -775678.169710 + Penalty 4206.445381 = -771471.724329 nChanged 1856 SP:Iteration 1F (25799.910000 sec): 3 clusters Score: Raw -776912.222578 + Penalty 4206.445381 = -772705.777198 nChanged 412 SP:Iteration 2F (25800.120000 sec): 3 clusters Score: Raw -777205.770360 + Penalty 4206.445381 = -772999.324980 nChanged 284 SP:Iteration 3F (25800.240000 sec): 3 clusters Score: Raw -777409.333067 + Penalty 4206.445381 = -773202.887687 nChanged 231 SP:Iteration 4Q (25800.460000 sec): 3 clusters Score: Raw -777569.472538 + Penalty 4206.445381 = -773363.027158 nChanged 194 SP:Iteration 5Q (25800.650000 sec): 3 clusters Score: Raw -777700.945755 + Penalty 4206.445381 = -773494.500375 nChanged 146 SP:Iteration 6Q (25800.850000 sec): 3 clusters Score: Raw -777799.276926 + Penalty 4206.445381 = -773592.831545 nChanged 128 SP:Iteration 7Q (25801.090000 sec): 3 clusters Score: Raw -777864.580756 + Penalty 4206.445381 = -773658.135376 nChanged 87 SP:Iteration 8Q (25801.270000 sec): 3 clusters Score: Raw -777904.514507 + Penalty 4206.445381 = -773698.069126 nChanged 79 SP:Iteration 9Q (25801.510000 sec): 3 clusters Score: Raw -777946.142770 + Penalty 4206.445381 = -773739.697390 nChanged 75 SP:Iteration 10Q (25801.710000 sec): 3 clusters Score: Raw -777981.363654 + Penalty 4206.445381 = -773774.918274 nChanged 57 SP:Iteration 11Q (25801.880000 sec): 3 clusters Score: Raw -778009.396489 + Penalty 4206.445381 = -773802.951109 nChanged 54 SP:Iteration 12Q (25802.050000 sec): 3 clusters Score: Raw -778032.791046 + Penalty 4206.445381 = -773826.345665 nChanged 52 SP:Iteration 13Q (25802.220000 sec): 3 clusters Score: Raw -778055.716720 + Penalty 4206.445381 = -773849.271339 nChanged 40 SP:Iteration 14Q (25802.440000 sec): 3 clusters Score: Raw -778073.284591 + Penalty 4206.445381 = -773866.839210 nChanged 45 SP:Iteration 15Q (25802.660000 sec): 3 clusters Score: Raw -778093.773383 + Penalty 4206.445381 = -773887.328002 nChanged 46 SP:Iteration 16Q (25802.910000 sec): 3 clusters Score: Raw -778113.732943 + Penalty 4206.445381 = -773907.287563 nChanged 41 SP:Iteration 17Q (25803.060000 sec): 3 clusters Score: Raw -778132.666741 + Penalty 4206.445381 = -773926.221360 nChanged 45 SP:Iteration 18Q (25803.210000 sec): 3 clusters Score: Raw -778157.344953 + Penalty 4206.445381 = -773950.899572 nChanged 47 SP:Iteration 19Q (25803.360000 sec): 3 clusters Score: Raw -778183.871520 + Penalty 4206.445381 = -773977.426139 nChanged 52 SP:Iteration 20F (25803.530000 sec): 3 clusters Score: Raw -778210.684738 + Penalty 4206.445381 = -774004.239357 nChanged 34 SP:Iteration 21Q (25803.700000 sec): 3 clusters Score: Raw -778229.307597 + Penalty 4206.445381 = -774022.862217 nChanged 31 SP:Iteration 22Q (25803.870000 sec): 3 clusters Score: Raw -778242.634610 + Penalty 4206.445381 = -774036.189229 nChanged 22 SP:Iteration 23Q (25804.040000 sec): 3 clusters Score: Raw -778252.731499 + Penalty 4206.445381 = -774046.286118 nChanged 14 SP:Iteration 24Q (25804.210000 sec): 3 clusters Score: Raw -778257.971407 + Penalty 4206.445381 = -774051.526027 nChanged 7 SP:Iteration 25Q (25804.380000 sec): 3 clusters Score: Raw -778260.266227 + Penalty 4206.445381 = -774053.820847 nChanged 8 SP:Iteration 26Q (25804.550000 sec): 3 clusters Score: Raw -778264.310680 + Penalty 4206.445381 = -774057.865299 nChanged 7 SP:Iteration 27Q (25804.720000 sec): 3 clusters Score: Raw -778268.165042 + Penalty 4206.445381 = -774061.719662 nChanged 6 SP:Iteration 28Q (25804.900000 sec): 3 clusters Score: Raw -778270.723358 + Penalty 4206.445381 = -774064.277977 nChanged 4 SP:Iteration 29Q (25805.090000 sec): 3 clusters Score: Raw -778272.204713 + Penalty 4206.445381 = -774065.759333 nChanged 5 SP:Iteration 30Q (25805.270000 sec): 3 clusters Score: Raw -778273.454305 + Penalty 4206.445381 = -774067.008924 nChanged 4 SP:Iteration 31Q (25805.460000 sec): 3 clusters Score: Raw -778275.157263 + Penalty 4206.445381 = -774068.711882 nChanged 10 SP:Iteration 32Q (25805.650000 sec): 3 clusters Score: Raw -778279.575084 + Penalty 4206.445381 = -774073.129703 nChanged 9 SP:Iteration 33Q (25805.840000 sec): 3 clusters Score: Raw -778282.814563 + Penalty 4206.445381 = -774076.369182 nChanged 10 SP:Iteration 34Q (25806.030000 sec): 3 clusters Score: Raw -778287.491791 + Penalty 4206.445381 = -774081.046410 nChanged 10 SP:Iteration 35Q (25806.220000 sec): 3 clusters Score: Raw -778292.882524 + Penalty 4206.445381 = -774086.437143 nChanged 10 SP:Iteration 36Q (25806.400000 sec): 3 clusters Score: Raw -778297.904359 + Penalty 4206.445381 = -774091.458979 nChanged 10 SP:Iteration 37Q (25806.590000 sec): 3 clusters Score: Raw -778301.663875 + Penalty 4206.445381 = -774095.218495 nChanged 11 SP:Iteration 38Q (25806.780000 sec): 3 clusters Score: Raw -778305.462774 + Penalty 4206.445381 = -774099.017394 nChanged 10 SP:Iteration 39Q (25806.960000 sec): 3 clusters Score: Raw -778310.262131 + Penalty 4206.445381 = -774103.816751 nChanged 12 SP:Iteration 40F (25807.160000 sec): 3 clusters Score: Raw -778317.841590 + Penalty 4206.445381 = -774111.396209 nChanged 13 SP:Iteration 41Q (25807.360000 sec): 3 clusters Score: Raw -778325.135487 + Penalty 4206.445381 = -774118.690106 nChanged 7 SP:Iteration 42Q (25807.540000 sec): 3 clusters Score: Raw -778327.549306 + Penalty 4206.445381 = -774121.103926 nChanged 7 SP:Iteration 43Q (25807.800000 sec): 3 clusters Score: Raw -778329.953404 + Penalty 4206.445381 = -774123.508024 nChanged 3 SP:Iteration 44Q (25808.010000 sec): 3 clusters Score: Raw -778330.871277 + Penalty 4206.445381 = -774124.425896 nChanged 6 SP:Iteration 45Q (25808.210000 sec): 3 clusters Score: Raw -778333.241485 + Penalty 4206.445381 = -774126.796104 nChanged 5 SP:Iteration 46Q (25808.410000 sec): 3 clusters Score: Raw -778335.151632 + Penalty 4206.445381 = -774128.706251 nChanged 6 SP:Iteration 47Q (25808.590000 sec): 3 clusters Score: Raw -778338.129033 + Penalty 4206.445381 = -774131.683652 nChanged 7 SP:Iteration 48Q (25808.760000 sec): 3 clusters Score: Raw -778340.961357 + Penalty 4206.445381 = -774134.515977 nChanged 8 SP:Iteration 49Q (25808.960000 sec): 3 clusters Score: Raw -778344.637090 + Penalty 4206.445381 = -774138.191709 nChanged 8 SP:Iteration 50Q (25809.210000 sec): 3 clusters Score: Raw -778348.235569 + Penalty 4206.445381 = -774141.790189 nChanged 4 SP:Iteration 51Q (25809.340000 sec): 3 clusters Score: Raw -778350.609534 + Penalty 4206.445381 = -774144.164154 nChanged 7 SP:Iteration 52Q (25809.490000 sec): 3 clusters Score: Raw -778354.330237 + Penalty 4206.445381 = -774147.884856 nChanged 10 SP:Iteration 53Q (25809.700000 sec): 3 clusters Score: Raw -778358.714320 + Penalty 4206.445381 = -774152.268939 nChanged 8 SP:Iteration 54Q (25809.920000 sec): 3 clusters Score: Raw -778362.290922 + Penalty 4206.445381 = -774155.845541 nChanged 4 SP:Iteration 55Q (25810.030000 sec): 3 clusters Score: Raw -778364.538584 + Penalty 4206.445381 = -774158.093203 nChanged 1 SP:Iteration 56Q (25810.220000 sec): 3 clusters Score: Raw -778364.932182 + Penalty 4206.445381 = -774158.486801 nChanged 1 SP:Iteration 57Q (25810.380000 sec): 3 clusters Score: Raw -778365.346475 + Penalty 4206.445381 = -774158.901094 nChanged 1 SP:Iteration 58Q (25810.590000 sec): 3 clusters Score: Raw -778365.772219 + Penalty 4206.445381 = -774159.326838 nChanged 3 SP:Iteration 59Q (25810.840000 sec): 3 clusters Score: Raw -778367.053214 + Penalty 4206.445381 = -774160.607834 nChanged 1 SP:Iteration 60F (25810.990000 sec): 3 clusters Score: Raw -778367.414465 + Penalty 4206.445381 = -774160.969085 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 17 (36229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25811.290000 sec): 2 clusters Score: Raw -5965455.252834 + Penalty 2603.408565 = -5962851.844269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25811.710000 sec): 3 clusters Score: Raw -5943530.056662 + Penalty 5206.817130 = -5938323.239532 nChanged 16451 SP:Iteration 1F (25812.120000 sec): 3 clusters Score: Raw -5952475.956019 + Penalty 5206.817130 = -5947269.138889 nChanged 1560 SP:Iteration 2Q (25812.540000 sec): 3 clusters Score: Raw -5952957.423881 + Penalty 5206.817130 = -5947750.606750 nChanged 1455 SP:Iteration 3Q (25813.010000 sec): 3 clusters Score: Raw -5953416.833133 + Penalty 5206.817130 = -5948210.016003 nChanged 1423 SP:Iteration 4Q (25813.460000 sec): 3 clusters Score: Raw -5953882.954929 + Penalty 5206.817130 = -5948676.137799 nChanged 1383 SP:Iteration 5Q (25813.930000 sec): 3 clusters Score: Raw -5954393.401677 + Penalty 5206.817130 = -5949186.584546 nChanged 1409 SP:Iteration 6Q (25814.360000 sec): 3 clusters Score: Raw -5954973.096108 + Penalty 5206.817130 = -5949766.278978 nChanged 1496 SP:Iteration 7Q (25814.860000 sec): 3 clusters Score: Raw -5955664.134258 + Penalty 5206.817130 = -5950457.317128 nChanged 1597 SP:Iteration 8Q (25815.360000 sec): 3 clusters Score: Raw -5956493.953408 + Penalty 5206.817130 = -5951287.136278 nChanged 1666 SP:Iteration 9Q (25815.800000 sec): 3 clusters Score: Raw -5957395.841291 + Penalty 5206.817130 = -5952189.024161 nChanged 1731 SP:Iteration 10Q (25816.270000 sec): 3 clusters Score: Raw -5958325.176762 + Penalty 5206.817130 = -5953118.359631 nChanged 1600 SP:Iteration 11Q (25816.740000 sec): 3 clusters Score: Raw -5959154.788629 + Penalty 5206.817130 = -5953947.971499 nChanged 1442 SP:Iteration 12Q (25817.170000 sec): 3 clusters Score: Raw -5959901.747683 + Penalty 5206.817130 = -5954694.930553 nChanged 1254 SP:Iteration 13Q (25817.610000 sec): 3 clusters Score: Raw -5960455.064001 + Penalty 5206.817130 = -5955248.246871 nChanged 959 SP:Iteration 14Q (25818.120000 sec): 3 clusters Score: Raw -5960791.719659 + Penalty 5206.817130 = -5955584.902529 nChanged 687 SP:Iteration 15Q (25818.540000 sec): 3 clusters Score: Raw -5960979.091829 + Penalty 5206.817130 = -5955772.274699 nChanged 466 SP:Iteration 16Q (25818.980000 sec): 3 clusters Score: Raw -5961079.106758 + Penalty 5206.817130 = -5955872.289628 nChanged 342 SP:Iteration 17Q (25819.450000 sec): 3 clusters Score: Raw -5961144.399396 + Penalty 5206.817130 = -5955937.582265 nChanged 292 SP:Iteration 18Q (25819.960000 sec): 3 clusters Score: Raw -5961202.098515 + Penalty 5206.817130 = -5955995.281385 nChanged 297 SP:Iteration 19Q (25820.450000 sec): 3 clusters Score: Raw -5961260.000845 + Penalty 5206.817130 = -5956053.183715 nChanged 270 SP:Iteration 20F (25820.920000 sec): 3 clusters Score: Raw -5961307.117745 + Penalty 5206.817130 = -5956100.300615 nChanged 259 SP:Iteration 21Q (25821.390000 sec): 3 clusters Score: Raw -5961354.666778 + Penalty 5206.817130 = -5956147.849648 nChanged 259 SP:Iteration 22Q (25821.840000 sec): 3 clusters Score: Raw -5961409.170556 + Penalty 5206.817130 = -5956202.353426 nChanged 265 SP:Iteration 23Q (25822.300000 sec): 3 clusters Score: Raw -5961466.514723 + Penalty 5206.817130 = -5956259.697593 nChanged 298 SP:Iteration 24Q (25822.720000 sec): 3 clusters Score: Raw -5961530.679479 + Penalty 5206.817130 = -5956323.862349 nChanged 312 SP:Iteration 25Q (25823.170000 sec): 3 clusters Score: Raw -5961601.702727 + Penalty 5206.817130 = -5956394.885597 nChanged 336 SP:Iteration 26Q (25823.610000 sec): 3 clusters Score: Raw -5961683.100775 + Penalty 5206.817130 = -5956476.283644 nChanged 342 SP:Iteration 27Q (25824.020000 sec): 3 clusters Score: Raw -5961761.493663 + Penalty 5206.817130 = -5956554.676533 nChanged 332 SP:Iteration 28Q (25824.450000 sec): 3 clusters Score: Raw -5961837.970128 + Penalty 5206.817130 = -5956631.152998 nChanged 330 SP:Iteration 29Q (25824.860000 sec): 3 clusters Score: Raw -5961919.025174 + Penalty 5206.817130 = -5956712.208044 nChanged 323 SP:Iteration 30Q (25825.290000 sec): 3 clusters Score: Raw -5961995.448121 + Penalty 5206.817130 = -5956788.630990 nChanged 334 SP:Iteration 31Q (25825.750000 sec): 3 clusters Score: Raw -5962070.683441 + Penalty 5206.817130 = -5956863.866311 nChanged 345 SP:Iteration 32Q (25826.150000 sec): 3 clusters Score: Raw -5962152.339333 + Penalty 5206.817130 = -5956945.522203 nChanged 344 SP:Iteration 33Q (25826.520000 sec): 3 clusters Score: Raw -5962238.452015 + Penalty 5206.817130 = -5957031.634885 nChanged 351 SP:Iteration 34Q (25826.960000 sec): 3 clusters Score: Raw -5962326.728636 + Penalty 5206.817130 = -5957119.911505 nChanged 347 SP:Iteration 35Q (25827.420000 sec): 3 clusters Score: Raw -5962416.997226 + Penalty 5206.817130 = -5957210.180096 nChanged 355 SP:Iteration 36Q (25827.880000 sec): 3 clusters Score: Raw -5962508.461625 + Penalty 5206.817130 = -5957301.644495 nChanged 363 SP:Iteration 37Q (25828.270000 sec): 3 clusters Score: Raw -5962600.961500 + Penalty 5206.817130 = -5957394.144370 nChanged 351 SP:Iteration 38Q (25828.740000 sec): 3 clusters Score: Raw -5962691.229507 + Penalty 5206.817130 = -5957484.412377 nChanged 374 SP:Iteration 39Q (25829.140000 sec): 3 clusters Score: Raw -5962793.213291 + Penalty 5206.817130 = -5957586.396161 nChanged 374 SP:Iteration 40F (25829.580000 sec): 3 clusters Score: Raw -5962899.225148 + Penalty 5206.817130 = -5957692.408017 nChanged 354 SP:Iteration 41Q (25829.960000 sec): 3 clusters Score: Raw -5962998.803113 + Penalty 5206.817130 = -5957791.985982 nChanged 353 SP:Iteration 42Q (25830.360000 sec): 3 clusters Score: Raw -5963098.471263 + Penalty 5206.817130 = -5957891.654133 nChanged 352 SP:Iteration 43Q (25830.880000 sec): 3 clusters Score: Raw -5963203.593893 + Penalty 5206.817130 = -5957996.776763 nChanged 371 SP:Iteration 44Q (25831.280000 sec): 3 clusters Score: Raw -5963321.727059 + Penalty 5206.817130 = -5958114.909929 nChanged 399 SP:Iteration 45Q (25831.730000 sec): 3 clusters Score: Raw -5963457.107779 + Penalty 5206.817130 = -5958250.290649 nChanged 401 SP:Iteration 46Q (25832.170000 sec): 3 clusters Score: Raw -5963594.802314 + Penalty 5206.817130 = -5958387.985184 nChanged 383 SP:Iteration 47Q (25832.560000 sec): 3 clusters Score: Raw -5963737.840327 + Penalty 5206.817130 = -5958531.023196 nChanged 393 SP:Iteration 48Q (25833.000000 sec): 3 clusters Score: Raw -5963888.787088 + Penalty 5206.817130 = -5958681.969957 nChanged 375 SP:Iteration 49Q (25833.460000 sec): 3 clusters Score: Raw -5964036.386652 + Penalty 5206.817130 = -5958829.569522 nChanged 368 SP:Iteration 50Q (25833.890000 sec): 3 clusters Score: Raw -5964186.168083 + Penalty 5206.817130 = -5958979.350953 nChanged 339 SP:Iteration 51Q (25834.310000 sec): 3 clusters Score: Raw -5964320.056044 + Penalty 5206.817130 = -5959113.238913 nChanged 292 SP:Iteration 52Q (25834.750000 sec): 3 clusters Score: Raw -5964435.994620 + Penalty 5206.817130 = -5959229.177489 nChanged 281 SP:Iteration 53Q (25835.170000 sec): 3 clusters Score: Raw -5964559.627450 + Penalty 5206.817130 = -5959352.810320 nChanged 287 SP:Iteration 54Q (25835.580000 sec): 3 clusters Score: Raw -5964691.037521 + Penalty 5206.817130 = -5959484.220391 nChanged 263 SP:Iteration 55Q (25836.030000 sec): 3 clusters Score: Raw -5964824.944241 + Penalty 5206.817130 = -5959618.127111 nChanged 264 SP:Iteration 56Q (25836.460000 sec): 3 clusters Score: Raw -5964962.119720 + Penalty 5206.817130 = -5959755.302590 nChanged 238 SP:Iteration 57Q (25836.900000 sec): 3 clusters Score: Raw -5965094.056859 + Penalty 5206.817130 = -5959887.239728 nChanged 208 SP:Iteration 58Q (25837.310000 sec): 3 clusters Score: Raw -5965216.054371 + Penalty 5206.817130 = -5960009.237240 nChanged 170 SP:Iteration 59Q (25837.740000 sec): 3 clusters Score: Raw -5965318.124397 + Penalty 5206.817130 = -5960111.307267 nChanged 160 SP:Iteration 60F (25838.180000 sec): 3 clusters Score: Raw -5965409.256596 + Penalty 5206.817130 = -5960202.439466 nChanged 107 SP:Iteration 61Q (25838.590000 sec): 3 clusters Score: Raw -5965470.098717 + Penalty 5206.817130 = -5960263.281587 nChanged 84 SP:Iteration 62Q (25838.990000 sec): 3 clusters Score: Raw -5965516.177887 + Penalty 5206.817130 = -5960309.360756 nChanged 64 SP:Iteration 63Q (25839.380000 sec): 3 clusters Score: Raw -5965555.459302 + Penalty 5206.817130 = -5960348.642172 nChanged 58 SP:Iteration 64Q (25839.760000 sec): 3 clusters Score: Raw -5965589.344407 + Penalty 5206.817130 = -5960382.527277 nChanged 45 SP:Iteration 65Q (25840.120000 sec): 3 clusters Score: Raw -5965614.606536 + Penalty 5206.817130 = -5960407.789406 nChanged 39 SP:Iteration 66Q (25840.490000 sec): 3 clusters Score: Raw -5965638.655642 + Penalty 5206.817130 = -5960431.838512 nChanged 30 SP:Iteration 67Q (25840.900000 sec): 3 clusters Score: Raw -5965658.044601 + Penalty 5206.817130 = -5960451.227471 nChanged 29 SP:Iteration 68Q (25841.280000 sec): 3 clusters Score: Raw -5965680.755285 + Penalty 5206.817130 = -5960473.938154 nChanged 29 SP:Iteration 69Q (25841.640000 sec): 3 clusters Score: Raw -5965698.749157 + Penalty 5206.817130 = -5960491.932027 nChanged 22 SP:Iteration 70Q (25842.110000 sec): 3 clusters Score: Raw -5965712.152461 + Penalty 5206.817130 = -5960505.335331 nChanged 16 SP:Iteration 71Q (25842.520000 sec): 3 clusters Score: Raw -5965720.428427 + Penalty 5206.817130 = -5960513.611297 nChanged 5 SP:Iteration 72Q (25842.960000 sec): 3 clusters Score: Raw -5965723.355274 + Penalty 5206.817130 = -5960516.538144 nChanged 5 SP:Iteration 73Q (25843.360000 sec): 3 clusters Score: Raw -5965725.766620 + Penalty 5206.817130 = -5960518.949489 nChanged 4 SP:Iteration 74Q (25843.720000 sec): 3 clusters Score: Raw -5965728.488272 + Penalty 5206.817130 = -5960521.671141 nChanged 7 SP:Iteration 75Q (25844.170000 sec): 3 clusters Score: Raw -5965732.153980 + Penalty 5206.817130 = -5960525.336850 nChanged 4 SP:Iteration 76Q (25844.540000 sec): 3 clusters Score: Raw -5965734.576432 + Penalty 5206.817130 = -5960527.759302 nChanged 4 SP:Iteration 77Q (25844.950000 sec): 3 clusters Score: Raw -5965737.364499 + Penalty 5206.817130 = -5960530.547369 nChanged 4 SP:Iteration 78Q (25845.390000 sec): 3 clusters Score: Raw -5965740.415352 + Penalty 5206.817130 = -5960533.598221 nChanged 5 SP:Iteration 79Q (25845.770000 sec): 3 clusters Score: Raw -5965742.594509 + Penalty 5206.817130 = -5960535.777379 nChanged 4 SP:Iteration 80F (25846.230000 sec): 3 clusters Score: Raw -5965743.630900 + Penalty 5206.817130 = -5960536.813770 nChanged 2 SP:Iteration 81Q (25846.630000 sec): 3 clusters Score: Raw -5965744.799830 + Penalty 5206.817130 = -5960537.982700 nChanged 1 SP:Iteration 82Q (25847.070000 sec): 3 clusters Score: Raw -5965745.161114 + Penalty 5206.817130 = -5960538.343984 nChanged 2 SP:Iteration 83Q (25847.470000 sec): 3 clusters Score: Raw -5965746.225636 + Penalty 5206.817130 = -5960539.408505 nChanged 0 SP:Iteration 84F (25847.950000 sec): 3 clusters Score: Raw -5965746.225636 + Penalty 5206.817130 = -5960539.408505 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 18 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25848.040000 sec): 2 clusters Score: Raw -153351.841291 + Penalty 1694.591870 = -151657.249421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25848.190000 sec): 3 clusters Score: Raw -153150.883754 + Penalty 3389.183739 = -149761.700015 nChanged 210 SP:Iteration 1F (25848.350000 sec): 3 clusters Score: Raw -153408.257508 + Penalty 3389.183739 = -150019.073769 nChanged 61 SP:Iteration 2F (25848.510000 sec): 3 clusters Score: Raw -153501.010709 + Penalty 3389.183739 = -150111.826970 nChanged 31 SP:Iteration 3Q (25848.670000 sec): 3 clusters Score: Raw -153570.037911 + Penalty 3389.183739 = -150180.854172 nChanged 26 SP:Iteration 4Q (25848.830000 sec): 3 clusters Score: Raw -153626.940564 + Penalty 3389.183739 = -150237.756824 nChanged 19 SP:Iteration 5Q (25848.990000 sec): 3 clusters Score: Raw -153661.630962 + Penalty 3389.183739 = -150272.447223 nChanged 22 SP:Iteration 6Q (25849.150000 sec): 3 clusters Score: Raw -153696.735881 + Penalty 3389.183739 = -150307.552142 nChanged 23 SP:Iteration 7Q (25849.310000 sec): 3 clusters Score: Raw -153747.687296 + Penalty 3389.183739 = -150358.503556 nChanged 25 SP:Iteration 8Q (25849.470000 sec): 3 clusters Score: Raw -153799.085930 + Penalty 3389.183739 = -150409.902190 nChanged 25 SP:Iteration 9Q (25849.630000 sec): 3 clusters Score: Raw -153851.442684 + Penalty 3389.183739 = -150462.258944 nChanged 31 SP:Iteration 10Q (25849.860000 sec): 3 clusters Score: Raw -153935.716788 + Penalty 3389.183739 = -150546.533048 nChanged 42 SP:Iteration 11Q (25849.990000 sec): 3 clusters Score: Raw -154066.306700 + Penalty 3389.183739 = -150677.122960 nChanged 54 SP:Iteration 12F (25850.170000 sec): 3 clusters Score: Raw -154193.582431 + Penalty 3389.183739 = -150804.398691 nChanged 34 SP:Iteration 13Q (25850.270000 sec): 3 clusters Score: Raw -154279.462343 + Penalty 3389.183739 = -150890.278603 nChanged 33 SP:Iteration 14Q (25850.410000 sec): 3 clusters Score: Raw -154375.158850 + Penalty 3389.183739 = -150985.975110 nChanged 29 SP:Iteration 15Q (25850.590000 sec): 3 clusters Score: Raw -154457.459917 + Penalty 3389.183739 = -151068.276177 nChanged 21 SP:Iteration 16Q (25850.760000 sec): 3 clusters Score: Raw -154507.478838 + Penalty 3389.183739 = -151118.295098 nChanged 20 SP:Iteration 17Q (25850.880000 sec): 3 clusters Score: Raw -154567.719871 + Penalty 3389.183739 = -151178.536131 nChanged 17 SP:Iteration 18Q (25851.030000 sec): 3 clusters Score: Raw -154604.308205 + Penalty 3389.183739 = -151215.124466 nChanged 12 SP:Iteration 19Q (25851.180000 sec): 3 clusters Score: Raw -154646.403388 + Penalty 3389.183739 = -151257.219649 nChanged 14 SP:Iteration 20F (25851.360000 sec): 3 clusters Score: Raw -154690.571914 + Penalty 3389.183739 = -151301.388174 nChanged 8 SP:Iteration 21Q (25851.570000 sec): 3 clusters Score: Raw -154711.079451 + Penalty 3389.183739 = -151321.895711 nChanged 9 SP:Iteration 22Q (25851.730000 sec): 3 clusters Score: Raw -154736.376517 + Penalty 3389.183739 = -151347.192777 nChanged 4 SP:Iteration 23Q (25851.910000 sec): 3 clusters Score: Raw -154742.202481 + Penalty 3389.183739 = -151353.018742 nChanged 3 SP:Iteration 24Q (25852.040000 sec): 3 clusters Score: Raw -154749.258836 + Penalty 3389.183739 = -151360.075096 nChanged 2 SP:Iteration 25Q (25852.200000 sec): 3 clusters Score: Raw -154753.059219 + Penalty 3389.183739 = -151363.875479 nChanged 2 SP:Iteration 26Q (25852.300000 sec): 3 clusters Score: Raw -154757.668670 + Penalty 3389.183739 = -151368.484931 nChanged 0 SP:Iteration 27F (25852.430000 sec): 3 clusters Score: Raw -154757.668670 + Penalty 3389.183739 = -151368.484931 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 19 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25852.480000 sec): 2 clusters Score: Raw -34644.649472 + Penalty 1352.919637 = -33291.729836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25852.600000 sec): 3 clusters Score: Raw -34854.031799 + Penalty 2705.839273 = -32148.192526 nChanged 13 SP:Iteration 1F (25852.780000 sec): 3 clusters Score: Raw -34897.482623 + Penalty 2705.839273 = -32191.643350 nChanged 4 SP:Iteration 2Q (25852.960000 sec): 3 clusters Score: Raw -34913.072260 + Penalty 2705.839273 = -32207.232986 nChanged 1 SP:Iteration 3Q (25853.130000 sec): 3 clusters Score: Raw -34915.918995 + Penalty 2705.839273 = -32210.079722 nChanged 0 SP:Iteration 4F (25853.300000 sec): 3 clusters Score: Raw -34915.918995 + Penalty 2705.839273 = -32210.079722 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 20 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25853.400000 sec): 2 clusters Score: Raw -73664.308153 + Penalty 1536.212537 = -72128.095616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25853.570000 sec): 3 clusters Score: Raw -73687.209260 + Penalty 3072.425074 = -70614.784186 nChanged 111 SP:Iteration 1F (25853.740000 sec): 3 clusters Score: Raw -73914.997356 + Penalty 3072.425074 = -70842.572282 nChanged 29 SP:Iteration 2F (25853.900000 sec): 3 clusters Score: Raw -73996.799146 + Penalty 3072.425074 = -70924.374072 nChanged 16 SP:Iteration 3Q (25854.060000 sec): 3 clusters Score: Raw -74040.655936 + Penalty 3072.425074 = -70968.230862 nChanged 8 SP:Iteration 4Q (25854.220000 sec): 3 clusters Score: Raw -74069.803118 + Penalty 3072.425074 = -70997.378044 nChanged 10 SP:Iteration 5Q (25854.390000 sec): 3 clusters Score: Raw -74125.724112 + Penalty 3072.425074 = -71053.299038 nChanged 14 SP:Iteration 6Q (25854.520000 sec): 3 clusters Score: Raw -74223.722801 + Penalty 3072.425074 = -71151.297727 nChanged 14 SP:Iteration 7Q (25854.610000 sec): 3 clusters Score: Raw -74310.290279 + Penalty 3072.425074 = -71237.865205 nChanged 6 SP:Iteration 8Q (25854.750000 sec): 3 clusters Score: Raw -74354.488479 + Penalty 3072.425074 = -71282.063405 nChanged 7 SP:Iteration 9Q (25854.880000 sec): 3 clusters Score: Raw -74383.204369 + Penalty 3072.425074 = -71310.779295 nChanged 7 SP:Iteration 10Q (25855.020000 sec): 3 clusters Score: Raw -74414.372036 + Penalty 3072.425074 = -71341.946962 nChanged 7 SP:Iteration 11Q (25855.150000 sec): 3 clusters Score: Raw -74443.766201 + Penalty 3072.425074 = -71371.341127 nChanged 3 SP:Iteration 12Q (25855.280000 sec): 3 clusters Score: Raw -74448.887162 + Penalty 3072.425074 = -71376.462088 nChanged 2 SP:Iteration 13Q (25855.420000 sec): 3 clusters Score: Raw -74451.450876 + Penalty 3072.425074 = -71379.025802 nChanged 0 SP:Iteration 14F (25855.620000 sec): 3 clusters Score: Raw -74451.450876 + Penalty 3072.425074 = -71379.025802 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 21 (15427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25855.740000 sec): 2 clusters Score: Raw -2619798.928280 + Penalty 2391.680876 = -2617407.247404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25855.980000 sec): 3 clusters Score: Raw -2611085.181517 + Penalty 4783.361752 = -2606301.819765 nChanged 6602 SP:Iteration 1F (25856.260000 sec): 3 clusters Score: Raw -2614695.568404 + Penalty 4783.361752 = -2609912.206652 nChanged 946 SP:Iteration 2F (25856.520000 sec): 3 clusters Score: Raw -2615084.583373 + Penalty 4783.361752 = -2610301.221621 nChanged 774 SP:Iteration 3F (25856.800000 sec): 3 clusters Score: Raw -2615380.206060 + Penalty 4783.361752 = -2610596.844308 nChanged 652 SP:Iteration 4Q (25857.110000 sec): 3 clusters Score: Raw -2615638.537322 + Penalty 4783.361752 = -2610855.175570 nChanged 615 SP:Iteration 5Q (25857.400000 sec): 3 clusters Score: Raw -2615912.275034 + Penalty 4783.361752 = -2611128.913282 nChanged 626 SP:Iteration 6Q (25857.640000 sec): 3 clusters Score: Raw -2616209.553304 + Penalty 4783.361752 = -2611426.191552 nChanged 642 SP:Iteration 7Q (25857.910000 sec): 3 clusters Score: Raw -2616545.151795 + Penalty 4783.361752 = -2611761.790043 nChanged 688 SP:Iteration 8Q (25858.200000 sec): 3 clusters Score: Raw -2616938.666564 + Penalty 4783.361752 = -2612155.304812 nChanged 698 SP:Iteration 9Q (25858.500000 sec): 3 clusters Score: Raw -2617353.856439 + Penalty 4783.361752 = -2612570.494687 nChanged 675 SP:Iteration 10Q (25858.800000 sec): 3 clusters Score: Raw -2617832.402535 + Penalty 4783.361752 = -2613049.040783 nChanged 676 SP:Iteration 11Q (25859.080000 sec): 3 clusters Score: Raw -2618324.359262 + Penalty 4783.361752 = -2613540.997510 nChanged 586 SP:Iteration 12Q (25859.340000 sec): 3 clusters Score: Raw -2618758.536843 + Penalty 4783.361752 = -2613975.175091 nChanged 476 SP:Iteration 13Q (25859.630000 sec): 3 clusters Score: Raw -2619138.868260 + Penalty 4783.361752 = -2614355.506508 nChanged 383 SP:Iteration 14Q (25859.900000 sec): 3 clusters Score: Raw -2619471.010395 + Penalty 4783.361752 = -2614687.648643 nChanged 273 SP:Iteration 15Q (25860.200000 sec): 3 clusters Score: Raw -2619698.909892 + Penalty 4783.361752 = -2614915.548140 nChanged 193 SP:Iteration 16Q (25860.500000 sec): 3 clusters Score: Raw -2619834.036800 + Penalty 4783.361752 = -2615050.675048 nChanged 127 SP:Iteration 17Q (25860.700000 sec): 3 clusters Score: Raw -2619927.368994 + Penalty 4783.361752 = -2615144.007242 nChanged 83 SP:Iteration 18Q (25860.940000 sec): 3 clusters Score: Raw -2619988.249988 + Penalty 4783.361752 = -2615204.888236 nChanged 69 SP:Iteration 19Q (25861.220000 sec): 3 clusters Score: Raw -2620039.504072 + Penalty 4783.361752 = -2615256.142320 nChanged 53 SP:Iteration 20F (25861.470000 sec): 3 clusters Score: Raw -2620078.285275 + Penalty 4783.361752 = -2615294.923523 nChanged 43 SP:Iteration 21Q (25861.680000 sec): 3 clusters Score: Raw -2620109.880805 + Penalty 4783.361752 = -2615326.519053 nChanged 21 SP:Iteration 22Q (25861.940000 sec): 3 clusters Score: Raw -2620124.907459 + Penalty 4783.361752 = -2615341.545707 nChanged 17 SP:Iteration 23Q (25862.210000 sec): 3 clusters Score: Raw -2620135.918658 + Penalty 4783.361752 = -2615352.556906 nChanged 17 SP:Iteration 24Q (25862.440000 sec): 3 clusters Score: Raw -2620147.169266 + Penalty 4783.361752 = -2615363.807514 nChanged 19 SP:Iteration 25Q (25862.660000 sec): 3 clusters Score: Raw -2620160.065283 + Penalty 4783.361752 = -2615376.703531 nChanged 15 SP:Iteration 26Q (25862.870000 sec): 3 clusters Score: Raw -2620173.143302 + Penalty 4783.361752 = -2615389.781550 nChanged 18 SP:Iteration 27Q (25863.130000 sec): 3 clusters Score: Raw -2620188.512514 + Penalty 4783.361752 = -2615405.150762 nChanged 22 SP:Iteration 28Q (25863.400000 sec): 3 clusters Score: Raw -2620204.802373 + Penalty 4783.361752 = -2615421.440621 nChanged 10 SP:Iteration 29Q (25863.620000 sec): 3 clusters Score: Raw -2620215.416463 + Penalty 4783.361752 = -2615432.054711 nChanged 9 SP:Iteration 30Q (25863.830000 sec): 3 clusters Score: Raw -2620222.478153 + Penalty 4783.361752 = -2615439.116401 nChanged 7 SP:Iteration 31Q (25864.050000 sec): 3 clusters Score: Raw -2620227.511803 + Penalty 4783.361752 = -2615444.150051 nChanged 10 SP:Iteration 32Q (25864.260000 sec): 3 clusters Score: Raw -2620234.511428 + Penalty 4783.361752 = -2615451.149676 nChanged 10 SP:Iteration 33Q (25864.470000 sec): 3 clusters Score: Raw -2620242.008180 + Penalty 4783.361752 = -2615458.646428 nChanged 5 SP:Iteration 34Q (25864.690000 sec): 3 clusters Score: Raw -2620247.336692 + Penalty 4783.361752 = -2615463.974940 nChanged 6 SP:Iteration 35Q (25864.980000 sec): 3 clusters Score: Raw -2620251.470355 + Penalty 4783.361752 = -2615468.108603 nChanged 3 SP:Iteration 36Q (25865.280000 sec): 3 clusters Score: Raw -2620253.331710 + Penalty 4783.361752 = -2615469.969958 nChanged 3 SP:Iteration 37Q (25865.510000 sec): 3 clusters Score: Raw -2620255.718762 + Penalty 4783.361752 = -2615472.357010 nChanged 5 SP:Iteration 38Q (25865.780000 sec): 3 clusters Score: Raw -2620258.254523 + Penalty 4783.361752 = -2615474.892771 nChanged 4 SP:Iteration 39Q (25866.070000 sec): 3 clusters Score: Raw -2620260.818592 + Penalty 4783.361752 = -2615477.456840 nChanged 4 SP:Iteration 40F (25866.280000 sec): 3 clusters Score: Raw -2620264.167170 + Penalty 4783.361752 = -2615480.805418 nChanged 3 SP:Iteration 41Q (25866.570000 sec): 3 clusters Score: Raw -2620266.913862 + Penalty 4783.361752 = -2615483.552110 nChanged 1 SP:Iteration 42Q (25866.850000 sec): 3 clusters Score: Raw -2620267.555093 + Penalty 4783.361752 = -2615484.193341 nChanged 1 SP:Iteration 43Q (25867.080000 sec): 3 clusters Score: Raw -2620268.530801 + Penalty 4783.361752 = -2615485.169049 nChanged 2 SP:Iteration 44Q (25867.350000 sec): 3 clusters Score: Raw -2620269.484295 + Penalty 4783.361752 = -2615486.122543 nChanged 0 SP:Iteration 45F (25867.680000 sec): 3 clusters Score: Raw -2620269.484295 + Penalty 4783.361752 = -2615486.122543 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 22 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25867.810000 sec): 2 clusters Score: Raw -13810.361147 + Penalty 1118.693158 = -12691.667989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25867.940000 sec): 3 clusters Score: Raw -14186.126629 + Penalty 2237.386315 = -11948.740314 nChanged 1 SP:Iteration 1Q (25868.070000 sec): 3 clusters Score: Raw -14202.992417 + Penalty 2237.386315 = -11965.606102 nChanged 0 SP:Iteration 2F (25868.210000 sec): 3 clusters Score: Raw -14202.992417 + Penalty 2237.386315 = -11965.606102 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 23 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25868.320000 sec): 2 clusters Score: Raw -685937.804168 + Penalty 2045.635223 = -683892.168945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25868.510000 sec): 3 clusters Score: Raw -684268.765065 + Penalty 4091.270446 = -680177.494619 nChanged 1358 SP:Iteration 1F (25868.670000 sec): 3 clusters Score: Raw -685157.652887 + Penalty 4091.270446 = -681066.382441 nChanged 298 SP:Iteration 2F (25868.850000 sec): 3 clusters Score: Raw -685394.634620 + Penalty 4091.270446 = -681303.364175 nChanged 214 SP:Iteration 3F (25869.010000 sec): 3 clusters Score: Raw -685595.464591 + Penalty 4091.270446 = -681504.194145 nChanged 220 SP:Iteration 4F (25869.230000 sec): 3 clusters Score: Raw -685801.785537 + Penalty 4091.270446 = -681710.515091 nChanged 209 SP:Iteration 5F (25869.390000 sec): 3 clusters Score: Raw -686027.056085 + Penalty 4091.270446 = -681935.785639 nChanged 209 SP:Iteration 6F (25869.610000 sec): 3 clusters Score: Raw -686260.032523 + Penalty 4091.270446 = -682168.762077 nChanged 182 SP:Iteration 7Q (25869.800000 sec): 3 clusters Score: Raw -686477.568285 + Penalty 4091.270446 = -682386.297839 nChanged 174 SP:Iteration 8Q (25869.940000 sec): 3 clusters Score: Raw -686656.356650 + Penalty 4091.270446 = -682565.086205 nChanged 124 SP:Iteration 9Q (25870.170000 sec): 3 clusters Score: Raw -686765.627165 + Penalty 4091.270446 = -682674.356719 nChanged 84 SP:Iteration 10Q (25870.320000 sec): 3 clusters Score: Raw -686830.752678 + Penalty 4091.270446 = -682739.482232 nChanged 68 SP:Iteration 11Q (25870.490000 sec): 3 clusters Score: Raw -686876.915981 + Penalty 4091.270446 = -682785.645535 nChanged 44 SP:Iteration 12Q (25870.670000 sec): 3 clusters Score: Raw -686906.027088 + Penalty 4091.270446 = -682814.756642 nChanged 32 SP:Iteration 13Q (25870.840000 sec): 3 clusters Score: Raw -686930.107350 + Penalty 4091.270446 = -682838.836904 nChanged 28 SP:Iteration 14Q (25871.080000 sec): 3 clusters Score: Raw -686946.431304 + Penalty 4091.270446 = -682855.160858 nChanged 22 SP:Iteration 15Q (25871.240000 sec): 3 clusters Score: Raw -686955.639250 + Penalty 4091.270446 = -682864.368805 nChanged 7 SP:Iteration 16Q (25871.480000 sec): 3 clusters Score: Raw -686959.508348 + Penalty 4091.270446 = -682868.237903 nChanged 6 SP:Iteration 17Q (25871.680000 sec): 3 clusters Score: Raw -686963.159943 + Penalty 4091.270446 = -682871.889497 nChanged 7 SP:Iteration 18Q (25871.880000 sec): 3 clusters Score: Raw -686966.525351 + Penalty 4091.270446 = -682875.254905 nChanged 5 SP:Iteration 19Q (25872.060000 sec): 3 clusters Score: Raw -686969.433267 + Penalty 4091.270446 = -682878.162821 nChanged 2 SP:Iteration 20F (25872.210000 sec): 3 clusters Score: Raw -686970.583715 + Penalty 4091.270446 = -682879.313269 nChanged 2 SP:Iteration 21Q (25872.350000 sec): 3 clusters Score: Raw -686971.606036 + Penalty 4091.270446 = -682880.335590 nChanged 1 SP:Iteration 22Q (25872.540000 sec): 3 clusters Score: Raw -686972.146416 + Penalty 4091.270446 = -682880.875971 nChanged 2 SP:Iteration 23Q (25872.670000 sec): 3 clusters Score: Raw -686973.082442 + Penalty 4091.270446 = -682881.811996 nChanged 1 SP:Iteration 24Q (25872.850000 sec): 3 clusters Score: Raw -686973.864338 + Penalty 4091.270446 = -682882.593892 nChanged 1 SP:Iteration 25Q (25872.980000 sec): 3 clusters Score: Raw -686974.499848 + Penalty 4091.270446 = -682883.229402 nChanged 1 SP:Iteration 26Q (25873.160000 sec): 3 clusters Score: Raw -686974.718048 + Penalty 4091.270446 = -682883.447602 nChanged 0 SP:Iteration 27F (25873.320000 sec): 3 clusters Score: Raw -686974.718048 + Penalty 4091.270446 = -682883.447602 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 24 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25873.380000 sec): 2 clusters Score: Raw -14431.253840 + Penalty 1235.934442 = -13195.319398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25873.530000 sec): 3 clusters Score: Raw -14873.683636 + Penalty 2471.868884 = -12401.814752 nChanged 20 SP:Iteration 1F (25873.700000 sec): 3 clusters Score: Raw -14988.262943 + Penalty 2471.868884 = -12516.394059 nChanged 3 SP:Iteration 2Q (25873.880000 sec): 3 clusters Score: Raw -15001.153632 + Penalty 2471.868884 = -12529.284747 nChanged 0 SP:Iteration 3F (25874.080000 sec): 3 clusters Score: Raw -15001.153632 + Penalty 2471.868884 = -12529.284747 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 25 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25874.150000 sec): 2 clusters Score: Raw -30959.215138 + Penalty 1318.893758 = -29640.321379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25874.350000 sec): 3 clusters Score: Raw -31181.841465 + Penalty 2637.787517 = -28544.053948 nChanged 18 SP:Iteration 1F (25874.480000 sec): 3 clusters Score: Raw -31263.116854 + Penalty 2637.787517 = -28625.329337 nChanged 7 SP:Iteration 2Q (25874.640000 sec): 3 clusters Score: Raw -31311.268562 + Penalty 2637.787517 = -28673.481045 nChanged 0 SP:Iteration 3F (25874.810000 sec): 3 clusters Score: Raw -31311.268562 + Penalty 2637.787517 = -28673.481045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 26 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25874.860000 sec): 2 clusters Score: Raw -54011.650518 + Penalty 1447.033063 = -52564.617455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25875.020000 sec): 3 clusters Score: Raw -54144.179617 + Penalty 2894.066126 = -51250.113491 nChanged 52 SP:Iteration 1F (25875.190000 sec): 3 clusters Score: Raw -54274.217221 + Penalty 2894.066126 = -51380.151095 nChanged 16 SP:Iteration 2Q (25875.350000 sec): 3 clusters Score: Raw -54315.718421 + Penalty 2894.066126 = -51421.652296 nChanged 8 SP:Iteration 3Q (25875.460000 sec): 3 clusters Score: Raw -54338.239334 + Penalty 2894.066126 = -51444.173208 nChanged 2 SP:Iteration 4Q (25875.620000 sec): 3 clusters Score: Raw -54343.256804 + Penalty 2894.066126 = -51449.190679 nChanged 3 SP:Iteration 5Q (25875.780000 sec): 3 clusters Score: Raw -54354.085308 + Penalty 2894.066126 = -51460.019182 nChanged 3 SP:Iteration 6Q (25875.890000 sec): 3 clusters Score: Raw -54372.288020 + Penalty 2894.066126 = -51478.221894 nChanged 5 SP:Iteration 7Q (25876.050000 sec): 3 clusters Score: Raw -54395.215203 + Penalty 2894.066126 = -51501.149078 nChanged 2 SP:Iteration 8Q (25876.210000 sec): 3 clusters Score: Raw -54397.481911 + Penalty 2894.066126 = -51503.415785 nChanged 0 SP:Iteration 9F (25876.380000 sec): 3 clusters Score: Raw -54397.481911 + Penalty 2894.066126 = -51503.415785 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 27 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25876.460000 sec): 2 clusters Score: Raw -22861.743618 + Penalty 1247.548605 = -21614.195014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25876.580000 sec): 3 clusters Score: Raw -23155.663020 + Penalty 2495.097209 = -20660.565811 nChanged 10 SP:Iteration 1F (25876.690000 sec): 3 clusters Score: Raw -23240.441297 + Penalty 2495.097209 = -20745.344088 nChanged 4 SP:Iteration 2Q (25876.830000 sec): 3 clusters Score: Raw -23268.658094 + Penalty 2495.097209 = -20773.560885 nChanged 1 SP:Iteration 3Q (25876.940000 sec): 3 clusters Score: Raw -23272.365506 + Penalty 2495.097209 = -20777.268297 nChanged 0 SP:Iteration 4F (25877.130000 sec): 3 clusters Score: Raw -23272.365506 + Penalty 2495.097209 = -20777.268297 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 28 (102662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25877.830000 sec): 2 clusters Score: Raw -17756935.571941 + Penalty 2861.720935 = -17754073.851007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25878.780000 sec): 3 clusters Score: Raw -17691073.199527 + Penalty 5723.441870 = -17685349.757657 nChanged 48619 SP:Iteration 1F (25879.700000 sec): 3 clusters Score: Raw -17719008.341188 + Penalty 5723.441870 = -17713284.899319 nChanged 3464 SP:Iteration 2Q (25880.740000 sec): 3 clusters Score: Raw -17719905.048385 + Penalty 5723.441870 = -17714181.606516 nChanged 3637 SP:Iteration 3Q (25881.680000 sec): 3 clusters Score: Raw -17721014.888808 + Penalty 5723.441870 = -17715291.446939 nChanged 4149 SP:Iteration 4Q (25882.670000 sec): 3 clusters Score: Raw -17722558.862011 + Penalty 5723.441870 = -17716835.420142 nChanged 5088 SP:Iteration 5Q (25883.560000 sec): 3 clusters Score: Raw -17725024.666900 + Penalty 5723.441870 = -17719301.225031 nChanged 6499 SP:Iteration 6F (25884.460000 sec): 3 clusters Score: Raw -17729151.393627 + Penalty 5723.441870 = -17723427.951758 nChanged 7970 SP:Iteration 7F (25885.380000 sec): 3 clusters Score: Raw -17735463.016457 + Penalty 5723.441870 = -17729739.574588 nChanged 8479 SP:Iteration 8F (25886.220000 sec): 3 clusters Score: Raw -17743164.909320 + Penalty 5723.441870 = -17737441.467450 nChanged 7028 SP:Iteration 9F (25887.090000 sec): 3 clusters Score: Raw -17749876.175047 + Penalty 5723.441870 = -17744152.733178 nChanged 4273 SP:Iteration 10Q (25888.000000 sec): 3 clusters Score: Raw -17753891.014709 + Penalty 5723.441870 = -17748167.572840 nChanged 2032 SP:Iteration 11Q (25888.990000 sec): 3 clusters Score: Raw -17755737.621932 + Penalty 5723.441870 = -17750014.180062 nChanged 876 SP:Iteration 12Q (25889.830000 sec): 3 clusters Score: Raw -17756488.392041 + Penalty 5723.441870 = -17750764.950171 nChanged 412 SP:Iteration 13Q (25890.710000 sec): 3 clusters Score: Raw -17756833.653625 + Penalty 5723.441870 = -17751110.211756 nChanged 208 SP:Iteration 14Q (25891.510000 sec): 3 clusters Score: Raw -17757033.494372 + Penalty 5723.441870 = -17751310.052502 nChanged 123 SP:Iteration 15Q (25892.300000 sec): 3 clusters Score: Raw -17757138.427646 + Penalty 5723.441870 = -17751414.985777 nChanged 70 SP:Iteration 16Q (25893.090000 sec): 3 clusters Score: Raw -17757194.046698 + Penalty 5723.441870 = -17751470.604829 nChanged 39 SP:Iteration 17Q (25893.870000 sec): 3 clusters Score: Raw -17757224.900393 + Penalty 5723.441870 = -17751501.458523 nChanged 34 SP:Iteration 18Q (25894.590000 sec): 3 clusters Score: Raw -17757256.904751 + Penalty 5723.441870 = -17751533.462881 nChanged 28 SP:Iteration 19Q (25895.390000 sec): 3 clusters Score: Raw -17757282.594561 + Penalty 5723.441870 = -17751559.152692 nChanged 25 SP:Iteration 20F (25896.300000 sec): 3 clusters Score: Raw -17757299.445118 + Penalty 5723.441870 = -17751576.003249 nChanged 16 SP:Iteration 21Q (25897.020000 sec): 3 clusters Score: Raw -17757310.441390 + Penalty 5723.441870 = -17751586.999520 nChanged 14 SP:Iteration 22Q (25897.760000 sec): 3 clusters Score: Raw -17757319.502592 + Penalty 5723.441870 = -17751596.060723 nChanged 11 SP:Iteration 23Q (25898.570000 sec): 3 clusters Score: Raw -17757327.677047 + Penalty 5723.441870 = -17751604.235177 nChanged 7 SP:Iteration 24Q (25899.260000 sec): 3 clusters Score: Raw -17757332.751090 + Penalty 5723.441870 = -17751609.309220 nChanged 6 SP:Iteration 25Q (25900.000000 sec): 3 clusters Score: Raw -17757338.145197 + Penalty 5723.441870 = -17751614.703327 nChanged 6 SP:Iteration 26Q (25900.880000 sec): 3 clusters Score: Raw -17757343.434691 + Penalty 5723.441870 = -17751619.992821 nChanged 3 SP:Iteration 27Q (25901.700000 sec): 3 clusters Score: Raw -17757346.652564 + Penalty 5723.441870 = -17751623.210694 nChanged 7 SP:Iteration 28Q (25902.570000 sec): 3 clusters Score: Raw -17757353.087487 + Penalty 5723.441870 = -17751629.645617 nChanged 7 SP:Iteration 29Q (25903.390000 sec): 3 clusters Score: Raw -17757357.962633 + Penalty 5723.441870 = -17751634.520764 nChanged 7 SP:Iteration 30Q (25904.130000 sec): 3 clusters Score: Raw -17757365.798071 + Penalty 5723.441870 = -17751642.356202 nChanged 6 SP:Iteration 31Q (25904.880000 sec): 3 clusters Score: Raw -17757371.895142 + Penalty 5723.441870 = -17751648.453272 nChanged 5 SP:Iteration 32Q (25905.630000 sec): 3 clusters Score: Raw -17757377.075498 + Penalty 5723.441870 = -17751653.633628 nChanged 5 SP:Iteration 33Q (25906.360000 sec): 3 clusters Score: Raw -17757381.134431 + Penalty 5723.441870 = -17751657.692562 nChanged 6 SP:Iteration 34Q (25907.090000 sec): 3 clusters Score: Raw -17757388.783751 + Penalty 5723.441870 = -17751665.341882 nChanged 7 SP:Iteration 35Q (25907.790000 sec): 3 clusters Score: Raw -17757395.472650 + Penalty 5723.441870 = -17751672.030780 nChanged 7 SP:Iteration 36Q (25908.560000 sec): 3 clusters Score: Raw -17757399.672431 + Penalty 5723.441870 = -17751676.230561 nChanged 3 SP:Iteration 37Q (25909.250000 sec): 3 clusters Score: Raw -17757401.786738 + Penalty 5723.441870 = -17751678.344868 nChanged 1 SP:Iteration 38Q (25910.030000 sec): 3 clusters Score: Raw -17757403.055982 + Penalty 5723.441870 = -17751679.614113 nChanged 1 SP:Iteration 39Q (25910.850000 sec): 3 clusters Score: Raw -17757403.604805 + Penalty 5723.441870 = -17751680.162935 nChanged 1 SP:Iteration 40F (25911.780000 sec): 3 clusters Score: Raw -17757404.219578 + Penalty 5723.441870 = -17751680.777709 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 29 (9307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25911.910000 sec): 2 clusters Score: Raw -1575546.183442 + Penalty 2266.353477 = -1573279.829965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25912.190000 sec): 3 clusters Score: Raw -1570613.669863 + Penalty 4532.706954 = -1566080.962909 nChanged 3818 SP:Iteration 1F (25912.420000 sec): 3 clusters Score: Raw -1572896.023143 + Penalty 4532.706954 = -1568363.316190 nChanged 781 SP:Iteration 2F (25912.600000 sec): 3 clusters Score: Raw -1573575.897229 + Penalty 4532.706954 = -1569043.190276 nChanged 745 SP:Iteration 3F (25912.780000 sec): 3 clusters Score: Raw -1574235.017103 + Penalty 4532.706954 = -1569702.310149 nChanged 720 SP:Iteration 4F (25913.000000 sec): 3 clusters Score: Raw -1574818.420190 + Penalty 4532.706954 = -1570285.713237 nChanged 630 SP:Iteration 5F (25913.230000 sec): 3 clusters Score: Raw -1575301.826453 + Penalty 4532.706954 = -1570769.119499 nChanged 531 SP:Iteration 6F (25913.490000 sec): 3 clusters Score: Raw -1575666.057889 + Penalty 4532.706954 = -1571133.350935 nChanged 432 SP:Iteration 7Q (25913.650000 sec): 3 clusters Score: Raw -1575939.238911 + Penalty 4532.706954 = -1571406.531957 nChanged 333 SP:Iteration 8Q (25913.870000 sec): 3 clusters Score: Raw -1576127.664395 + Penalty 4532.706954 = -1571594.957442 nChanged 270 SP:Iteration 9Q (25914.110000 sec): 3 clusters Score: Raw -1576261.809663 + Penalty 4532.706954 = -1571729.102709 nChanged 182 SP:Iteration 10Q (25914.350000 sec): 3 clusters Score: Raw -1576344.628588 + Penalty 4532.706954 = -1571811.921635 nChanged 130 SP:Iteration 11Q (25914.620000 sec): 3 clusters Score: Raw -1576402.595485 + Penalty 4532.706954 = -1571869.888531 nChanged 108 SP:Iteration 12Q (25914.850000 sec): 3 clusters Score: Raw -1576439.906189 + Penalty 4532.706954 = -1571907.199235 nChanged 79 SP:Iteration 13Q (25915.090000 sec): 3 clusters Score: Raw -1576466.619705 + Penalty 4532.706954 = -1571933.912751 nChanged 51 SP:Iteration 14Q (25915.330000 sec): 3 clusters Score: Raw -1576482.004786 + Penalty 4532.706954 = -1571949.297832 nChanged 42 SP:Iteration 15Q (25915.550000 sec): 3 clusters Score: Raw -1576493.262299 + Penalty 4532.706954 = -1571960.555346 nChanged 36 SP:Iteration 16Q (25915.770000 sec): 3 clusters Score: Raw -1576501.901441 + Penalty 4532.706954 = -1571969.194488 nChanged 29 SP:Iteration 17Q (25916.000000 sec): 3 clusters Score: Raw -1576507.430525 + Penalty 4532.706954 = -1571974.723571 nChanged 17 SP:Iteration 18Q (25916.240000 sec): 3 clusters Score: Raw -1576511.459581 + Penalty 4532.706954 = -1571978.752628 nChanged 16 SP:Iteration 19Q (25916.440000 sec): 3 clusters Score: Raw -1576515.800908 + Penalty 4532.706954 = -1571983.093954 nChanged 19 SP:Iteration 20F (25916.620000 sec): 3 clusters Score: Raw -1576520.171115 + Penalty 4532.706954 = -1571987.464161 nChanged 18 SP:Iteration 21Q (25916.830000 sec): 3 clusters Score: Raw -1576524.685965 + Penalty 4532.706954 = -1571991.979012 nChanged 22 SP:Iteration 22Q (25917.050000 sec): 3 clusters Score: Raw -1576529.638453 + Penalty 4532.706954 = -1571996.931499 nChanged 23 SP:Iteration 23Q (25917.260000 sec): 3 clusters Score: Raw -1576534.596397 + Penalty 4532.706954 = -1572001.889443 nChanged 22 SP:Iteration 24Q (25917.510000 sec): 3 clusters Score: Raw -1576538.438490 + Penalty 4532.706954 = -1572005.731536 nChanged 12 SP:Iteration 25Q (25917.720000 sec): 3 clusters Score: Raw -1576540.768717 + Penalty 4532.706954 = -1572008.061763 nChanged 15 SP:Iteration 26Q (25917.960000 sec): 3 clusters Score: Raw -1576543.860891 + Penalty 4532.706954 = -1572011.153938 nChanged 21 SP:Iteration 27Q (25918.200000 sec): 3 clusters Score: Raw -1576548.611893 + Penalty 4532.706954 = -1572015.904939 nChanged 17 SP:Iteration 28Q (25918.410000 sec): 3 clusters Score: Raw -1576552.114007 + Penalty 4532.706954 = -1572019.407053 nChanged 14 SP:Iteration 29Q (25918.650000 sec): 3 clusters Score: Raw -1576555.564012 + Penalty 4532.706954 = -1572022.857058 nChanged 14 SP:Iteration 30Q (25918.890000 sec): 3 clusters Score: Raw -1576559.379276 + Penalty 4532.706954 = -1572026.672322 nChanged 16 SP:Iteration 31Q (25919.090000 sec): 3 clusters Score: Raw -1576563.148323 + Penalty 4532.706954 = -1572030.441370 nChanged 8 SP:Iteration 32Q (25919.340000 sec): 3 clusters Score: Raw -1576564.784556 + Penalty 4532.706954 = -1572032.077602 nChanged 10 SP:Iteration 33Q (25919.500000 sec): 3 clusters Score: Raw -1576566.692773 + Penalty 4532.706954 = -1572033.985819 nChanged 10 SP:Iteration 34Q (25919.750000 sec): 3 clusters Score: Raw -1576568.843267 + Penalty 4532.706954 = -1572036.136313 nChanged 9 SP:Iteration 35Q (25920.030000 sec): 3 clusters Score: Raw -1576570.579938 + Penalty 4532.706954 = -1572037.872984 nChanged 10 SP:Iteration 36Q (25920.270000 sec): 3 clusters Score: Raw -1576573.226288 + Penalty 4532.706954 = -1572040.519335 nChanged 16 SP:Iteration 37Q (25920.560000 sec): 3 clusters Score: Raw -1576577.137012 + Penalty 4532.706954 = -1572044.430058 nChanged 17 SP:Iteration 38Q (25920.810000 sec): 3 clusters Score: Raw -1576581.902557 + Penalty 4532.706954 = -1572049.195603 nChanged 19 SP:Iteration 39Q (25921.000000 sec): 3 clusters Score: Raw -1576585.979351 + Penalty 4532.706954 = -1572053.272397 nChanged 10 SP:Iteration 40F (25921.220000 sec): 3 clusters Score: Raw -1576588.020641 + Penalty 4532.706954 = -1572055.313687 nChanged 12 SP:Iteration 41Q (25921.480000 sec): 3 clusters Score: Raw -1576590.754636 + Penalty 4532.706954 = -1572058.047682 nChanged 12 SP:Iteration 42Q (25921.790000 sec): 3 clusters Score: Raw -1576593.176033 + Penalty 4532.706954 = -1572060.469079 nChanged 13 SP:Iteration 43Q (25922.020000 sec): 3 clusters Score: Raw -1576595.932315 + Penalty 4532.706954 = -1572063.225362 nChanged 10 SP:Iteration 44Q (25922.290000 sec): 3 clusters Score: Raw -1576597.975165 + Penalty 4532.706954 = -1572065.268211 nChanged 12 SP:Iteration 45Q (25922.540000 sec): 3 clusters Score: Raw -1576600.403025 + Penalty 4532.706954 = -1572067.696071 nChanged 15 SP:Iteration 46Q (25922.740000 sec): 3 clusters Score: Raw -1576603.156338 + Penalty 4532.706954 = -1572070.449384 nChanged 8 SP:Iteration 47Q (25922.950000 sec): 3 clusters Score: Raw -1576604.422264 + Penalty 4532.706954 = -1572071.715310 nChanged 8 SP:Iteration 48Q (25923.120000 sec): 3 clusters Score: Raw -1576606.096335 + Penalty 4532.706954 = -1572073.389381 nChanged 8 SP:Iteration 49Q (25923.310000 sec): 3 clusters Score: Raw -1576607.958016 + Penalty 4532.706954 = -1572075.251062 nChanged 10 SP:Iteration 50Q (25923.480000 sec): 3 clusters Score: Raw -1576611.046165 + Penalty 4532.706954 = -1572078.339212 nChanged 9 SP:Iteration 51Q (25923.660000 sec): 3 clusters Score: Raw -1576613.171206 + Penalty 4532.706954 = -1572080.464252 nChanged 9 SP:Iteration 52Q (25923.820000 sec): 3 clusters Score: Raw -1576615.618913 + Penalty 4532.706954 = -1572082.911959 nChanged 9 SP:Iteration 53Q (25924.020000 sec): 3 clusters Score: Raw -1576617.889670 + Penalty 4532.706954 = -1572085.182716 nChanged 12 SP:Iteration 54Q (25924.280000 sec): 3 clusters Score: Raw -1576620.600279 + Penalty 4532.706954 = -1572087.893325 nChanged 13 SP:Iteration 55Q (25924.480000 sec): 3 clusters Score: Raw -1576623.913517 + Penalty 4532.706954 = -1572091.206563 nChanged 10 SP:Iteration 56Q (25924.660000 sec): 3 clusters Score: Raw -1576626.260001 + Penalty 4532.706954 = -1572093.553048 nChanged 8 SP:Iteration 57Q (25924.840000 sec): 3 clusters Score: Raw -1576627.959083 + Penalty 4532.706954 = -1572095.252130 nChanged 9 SP:Iteration 58Q (25925.080000 sec): 3 clusters Score: Raw -1576629.708061 + Penalty 4532.706954 = -1572097.001107 nChanged 8 SP:Iteration 59Q (25925.290000 sec): 3 clusters Score: Raw -1576631.313803 + Penalty 4532.706954 = -1572098.606849 nChanged 7 SP:Iteration 60F (25925.490000 sec): 3 clusters Score: Raw -1576632.706482 + Penalty 4532.706954 = -1572099.999529 nChanged 6 SP:Iteration 61Q (25925.700000 sec): 3 clusters Score: Raw -1576633.727148 + Penalty 4532.706954 = -1572101.020194 nChanged 6 SP:Iteration 62Q (25925.860000 sec): 3 clusters Score: Raw -1576634.909980 + Penalty 4532.706954 = -1572102.203027 nChanged 3 SP:Iteration 63Q (25926.120000 sec): 3 clusters Score: Raw -1576635.292190 + Penalty 4532.706954 = -1572102.585236 nChanged 0 SP:Iteration 64F (25926.400000 sec): 3 clusters Score: Raw -1576635.292190 + Penalty 4532.706954 = -1572102.585236 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 30 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25926.540000 sec): 2 clusters Score: Raw -41149.826952 + Penalty 1385.637667 = -39764.189285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25926.650000 sec): 3 clusters Score: Raw -41300.207041 + Penalty 2771.275335 = -38528.931707 nChanged 28 SP:Iteration 1F (25926.780000 sec): 3 clusters Score: Raw -41433.120372 + Penalty 2771.275335 = -38661.845037 nChanged 13 SP:Iteration 2Q (25926.960000 sec): 3 clusters Score: Raw -41487.151123 + Penalty 2771.275335 = -38715.875788 nChanged 3 SP:Iteration 3Q (25927.100000 sec): 3 clusters Score: Raw -41497.825722 + Penalty 2771.275335 = -38726.550388 nChanged 2 SP:Iteration 4Q (25927.240000 sec): 3 clusters Score: Raw -41506.966731 + Penalty 2771.275335 = -38735.691396 nChanged 4 SP:Iteration 5Q (25927.390000 sec): 3 clusters Score: Raw -41675.010774 + Penalty 2771.275335 = -38903.735440 nChanged 5 SP:Iteration 6Q (25927.490000 sec): 3 clusters Score: Raw -41698.528475 + Penalty 2771.275335 = -38927.253140 nChanged 2 SP:Iteration 7Q (25927.610000 sec): 3 clusters Score: Raw -41707.026037 + Penalty 2771.275335 = -38935.750702 nChanged 0 SP:Iteration 8F (25927.750000 sec): 3 clusters Score: Raw -41707.026037 + Penalty 2771.275335 = -38935.750702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 31 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25927.840000 sec): 2 clusters Score: Raw -94983.829903 + Penalty 1583.109645 = -93400.720257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25928.000000 sec): 3 clusters Score: Raw -94934.881147 + Penalty 3166.219291 = -91768.661856 nChanged 119 SP:Iteration 1F (25928.200000 sec): 3 clusters Score: Raw -95140.492415 + Penalty 3166.219291 = -91974.273124 nChanged 28 SP:Iteration 2Q (25928.340000 sec): 3 clusters Score: Raw -95195.666928 + Penalty 3166.219291 = -92029.447637 nChanged 11 SP:Iteration 3Q (25928.480000 sec): 3 clusters Score: Raw -95221.855260 + Penalty 3166.219291 = -92055.635969 nChanged 10 SP:Iteration 4Q (25928.640000 sec): 3 clusters Score: Raw -95244.829830 + Penalty 3166.219291 = -92078.610539 nChanged 3 SP:Iteration 5Q (25928.810000 sec): 3 clusters Score: Raw -95250.277308 + Penalty 3166.219291 = -92084.058017 nChanged 0 SP:Iteration 6F (25928.970000 sec): 3 clusters Score: Raw -95250.277308 + Penalty 3166.219291 = -92084.058017 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 32 (79826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25929.520000 sec): 2 clusters Score: Raw -13574802.478961 + Penalty 2799.325927 = -13572003.153034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25930.260000 sec): 3 clusters Score: Raw -13523991.068963 + Penalty 5598.651854 = -13518392.417109 nChanged 37484 SP:Iteration 1F (25931.010000 sec): 3 clusters Score: Raw -13545197.391821 + Penalty 5598.651854 = -13539598.739967 nChanged 2655 SP:Iteration 2Q (25931.820000 sec): 3 clusters Score: Raw -13545810.687624 + Penalty 5598.651854 = -13540212.035770 nChanged 2556 SP:Iteration 3Q (25932.570000 sec): 3 clusters Score: Raw -13546469.936736 + Penalty 5598.651854 = -13540871.284882 nChanged 2635 SP:Iteration 4Q (25933.320000 sec): 3 clusters Score: Raw -13547242.905906 + Penalty 5598.651854 = -13541644.254052 nChanged 2842 SP:Iteration 5Q (25934.030000 sec): 3 clusters Score: Raw -13548145.547952 + Penalty 5598.651854 = -13542546.896098 nChanged 3030 SP:Iteration 6Q (25934.740000 sec): 3 clusters Score: Raw -13549242.158699 + Penalty 5598.651854 = -13543643.506844 nChanged 3467 SP:Iteration 7Q (25935.450000 sec): 3 clusters Score: Raw -13550706.677145 + Penalty 5598.651854 = -13545108.025291 nChanged 4000 SP:Iteration 8F (25936.190000 sec): 3 clusters Score: Raw -13552744.975574 + Penalty 5598.651854 = -13547146.323720 nChanged 4591 SP:Iteration 9F (25936.900000 sec): 3 clusters Score: Raw -13555520.647228 + Penalty 5598.651854 = -13549921.995374 nChanged 5025 SP:Iteration 10F (25937.630000 sec): 3 clusters Score: Raw -13558996.799121 + Penalty 5598.651854 = -13553398.147266 nChanged 4847 SP:Iteration 11F (25938.320000 sec): 3 clusters Score: Raw -13562808.514039 + Penalty 5598.651854 = -13557209.862185 nChanged 4151 SP:Iteration 12F (25939.010000 sec): 3 clusters Score: Raw -13566238.420665 + Penalty 5598.651854 = -13560639.768810 nChanged 3122 SP:Iteration 13Q (25939.670000 sec): 3 clusters Score: Raw -13568804.817196 + Penalty 5598.651854 = -13563206.165342 nChanged 2242 SP:Iteration 14Q (25940.320000 sec): 3 clusters Score: Raw -13570534.661163 + Penalty 5598.651854 = -13564936.009309 nChanged 1589 SP:Iteration 15Q (25941.050000 sec): 3 clusters Score: Raw -13571642.562320 + Penalty 5598.651854 = -13566043.910466 nChanged 1222 SP:Iteration 16Q (25941.710000 sec): 3 clusters Score: Raw -13572430.120188 + Penalty 5598.651854 = -13566831.468333 nChanged 914 SP:Iteration 17Q (25942.410000 sec): 3 clusters Score: Raw -13572989.587407 + Penalty 5598.651854 = -13567390.935553 nChanged 745 SP:Iteration 18Q (25943.080000 sec): 3 clusters Score: Raw -13573409.544766 + Penalty 5598.651854 = -13567810.892911 nChanged 648 SP:Iteration 19Q (25943.770000 sec): 3 clusters Score: Raw -13573773.736838 + Penalty 5598.651854 = -13568175.084984 nChanged 564 SP:Iteration 20F (25944.500000 sec): 3 clusters Score: Raw -13574087.275386 + Penalty 5598.651854 = -13568488.623531 nChanged 479 SP:Iteration 21Q (25945.130000 sec): 3 clusters Score: Raw -13574330.257588 + Penalty 5598.651854 = -13568731.605733 nChanged 364 SP:Iteration 22Q (25945.920000 sec): 3 clusters Score: Raw -13574508.946815 + Penalty 5598.651854 = -13568910.294960 nChanged 286 SP:Iteration 23Q (25946.560000 sec): 3 clusters Score: Raw -13574660.244603 + Penalty 5598.651854 = -13569061.592749 nChanged 234 SP:Iteration 24Q (25947.250000 sec): 3 clusters Score: Raw -13574790.177212 + Penalty 5598.651854 = -13569191.525358 nChanged 205 SP:Iteration 25Q (25947.830000 sec): 3 clusters Score: Raw -13574894.666918 + Penalty 5598.651854 = -13569296.015064 nChanged 160 SP:Iteration 26Q (25948.480000 sec): 3 clusters Score: Raw -13574978.466751 + Penalty 5598.651854 = -13569379.814896 nChanged 139 SP:Iteration 27Q (25949.150000 sec): 3 clusters Score: Raw -13575046.469586 + Penalty 5598.651854 = -13569447.817732 nChanged 109 SP:Iteration 28Q (25949.790000 sec): 3 clusters Score: Raw -13575094.634880 + Penalty 5598.651854 = -13569495.983026 nChanged 99 SP:Iteration 29Q (25950.440000 sec): 3 clusters Score: Raw -13575134.779158 + Penalty 5598.651854 = -13569536.127304 nChanged 82 SP:Iteration 30Q (25951.080000 sec): 3 clusters Score: Raw -13575172.836842 + Penalty 5598.651854 = -13569574.184987 nChanged 74 SP:Iteration 31Q (25951.710000 sec): 3 clusters Score: Raw -13575209.176396 + Penalty 5598.651854 = -13569610.524542 nChanged 60 SP:Iteration 32Q (25952.380000 sec): 3 clusters Score: Raw -13575238.152958 + Penalty 5598.651854 = -13569639.501103 nChanged 52 SP:Iteration 33Q (25953.030000 sec): 3 clusters Score: Raw -13575263.970867 + Penalty 5598.651854 = -13569665.319012 nChanged 58 SP:Iteration 34Q (25953.670000 sec): 3 clusters Score: Raw -13575292.931434 + Penalty 5598.651854 = -13569694.279580 nChanged 57 SP:Iteration 35Q (25954.290000 sec): 3 clusters Score: Raw -13575322.437419 + Penalty 5598.651854 = -13569723.785564 nChanged 37 SP:Iteration 36Q (25954.900000 sec): 3 clusters Score: Raw -13575342.721676 + Penalty 5598.651854 = -13569744.069822 nChanged 43 SP:Iteration 37Q (25955.570000 sec): 3 clusters Score: Raw -13575362.711183 + Penalty 5598.651854 = -13569764.059329 nChanged 36 SP:Iteration 38Q (25956.220000 sec): 3 clusters Score: Raw -13575381.034067 + Penalty 5598.651854 = -13569782.382213 nChanged 27 SP:Iteration 39Q (25956.860000 sec): 3 clusters Score: Raw -13575395.415992 + Penalty 5598.651854 = -13569796.764137 nChanged 31 SP:Iteration 40F (25957.520000 sec): 3 clusters Score: Raw -13575412.452945 + Penalty 5598.651854 = -13569813.801090 nChanged 31 SP:Iteration 41Q (25958.130000 sec): 3 clusters Score: Raw -13575428.845139 + Penalty 5598.651854 = -13569830.193284 nChanged 21 SP:Iteration 42Q (25958.780000 sec): 3 clusters Score: Raw -13575440.590532 + Penalty 5598.651854 = -13569841.938678 nChanged 17 SP:Iteration 43Q (25959.400000 sec): 3 clusters Score: Raw -13575450.249896 + Penalty 5598.651854 = -13569851.598042 nChanged 27 SP:Iteration 44Q (25960.090000 sec): 3 clusters Score: Raw -13575466.282716 + Penalty 5598.651854 = -13569867.630861 nChanged 20 SP:Iteration 45Q (25960.760000 sec): 3 clusters Score: Raw -13575477.987714 + Penalty 5598.651854 = -13569879.335860 nChanged 23 SP:Iteration 46Q (25961.410000 sec): 3 clusters Score: Raw -13575487.754441 + Penalty 5598.651854 = -13569889.102587 nChanged 12 SP:Iteration 47Q (25962.080000 sec): 3 clusters Score: Raw -13575493.091273 + Penalty 5598.651854 = -13569894.439419 nChanged 19 SP:Iteration 48Q (25962.720000 sec): 3 clusters Score: Raw -13575501.257798 + Penalty 5598.651854 = -13569902.605944 nChanged 10 SP:Iteration 49Q (25963.430000 sec): 3 clusters Score: Raw -13575506.258892 + Penalty 5598.651854 = -13569907.607038 nChanged 14 SP:Iteration 50Q (25964.120000 sec): 3 clusters Score: Raw -13575514.482747 + Penalty 5598.651854 = -13569915.830892 nChanged 20 SP:Iteration 51Q (25964.820000 sec): 3 clusters Score: Raw -13575524.860234 + Penalty 5598.651854 = -13569926.208379 nChanged 18 SP:Iteration 52Q (25965.520000 sec): 3 clusters Score: Raw -13575533.773828 + Penalty 5598.651854 = -13569935.121974 nChanged 23 SP:Iteration 53Q (25966.090000 sec): 3 clusters Score: Raw -13575547.337328 + Penalty 5598.651854 = -13569948.685473 nChanged 23 SP:Iteration 54Q (25966.720000 sec): 3 clusters Score: Raw -13575560.526002 + Penalty 5598.651854 = -13569961.874148 nChanged 20 SP:Iteration 55Q (25967.390000 sec): 3 clusters Score: Raw -13575574.038612 + Penalty 5598.651854 = -13569975.386758 nChanged 20 SP:Iteration 56Q (25968.000000 sec): 3 clusters Score: Raw -13575583.309895 + Penalty 5598.651854 = -13569984.658040 nChanged 14 SP:Iteration 57Q (25968.640000 sec): 3 clusters Score: Raw -13575588.857308 + Penalty 5598.651854 = -13569990.205454 nChanged 9 SP:Iteration 58Q (25969.230000 sec): 3 clusters Score: Raw -13575592.691838 + Penalty 5598.651854 = -13569994.039984 nChanged 9 SP:Iteration 59Q (25969.870000 sec): 3 clusters Score: Raw -13575597.670461 + Penalty 5598.651854 = -13569999.018607 nChanged 11 SP:Iteration 60F (25970.530000 sec): 3 clusters Score: Raw -13575604.531390 + Penalty 5598.651854 = -13570005.879535 nChanged 13 SP:Iteration 61Q (25971.200000 sec): 3 clusters Score: Raw -13575612.157599 + Penalty 5598.651854 = -13570013.505745 nChanged 15 SP:Iteration 62Q (25971.830000 sec): 3 clusters Score: Raw -13575620.212042 + Penalty 5598.651854 = -13570021.560187 nChanged 11 SP:Iteration 63Q (25972.400000 sec): 3 clusters Score: Raw -13575627.096279 + Penalty 5598.651854 = -13570028.444424 nChanged 8 SP:Iteration 64Q (25973.080000 sec): 3 clusters Score: Raw -13575630.915309 + Penalty 5598.651854 = -13570032.263455 nChanged 7 SP:Iteration 65Q (25973.740000 sec): 3 clusters Score: Raw -13575634.618936 + Penalty 5598.651854 = -13570035.967082 nChanged 6 SP:Iteration 66Q (25974.370000 sec): 3 clusters Score: Raw -13575636.575643 + Penalty 5598.651854 = -13570037.923789 nChanged 2 SP:Iteration 67Q (25975.100000 sec): 3 clusters Score: Raw -13575637.321308 + Penalty 5598.651854 = -13570038.669454 nChanged 1 SP:Iteration 68Q (25975.760000 sec): 3 clusters Score: Raw -13575637.550780 + Penalty 5598.651854 = -13570038.898925 nChanged 1 SP:Iteration 69Q (25976.430000 sec): 3 clusters Score: Raw -13575637.866822 + Penalty 5598.651854 = -13570039.214968 nChanged 1 SP:Iteration 70Q (25977.100000 sec): 3 clusters Score: Raw -13575638.442013 + Penalty 5598.651854 = -13570039.790159 nChanged 2 SP:Iteration 71Q (25977.760000 sec): 3 clusters Score: Raw -13575639.140316 + Penalty 5598.651854 = -13570040.488461 nChanged 0 SP:Iteration 72F (25978.460000 sec): 3 clusters Score: Raw -13575639.140316 + Penalty 5598.651854 = -13570040.488461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 33 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25978.550000 sec): 2 clusters Score: Raw -15466.365646 + Penalty 1165.719131 = -14300.646516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25978.760000 sec): 3 clusters Score: Raw -15859.774761 + Penalty 2331.438261 = -13528.336500 nChanged 3 SP:Iteration 1Q (25978.900000 sec): 3 clusters Score: Raw -15891.935460 + Penalty 2331.438261 = -13560.497198 nChanged 1 SP:Iteration 2Q (25979.070000 sec): 3 clusters Score: Raw -15902.919751 + Penalty 2331.438261 = -13571.481489 nChanged 0 SP:Iteration 3F (25979.200000 sec): 3 clusters Score: Raw -15902.919751 + Penalty 2331.438261 = -13571.481489 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 34 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25979.280000 sec): 2 clusters Score: Raw -381777.320209 + Penalty 1902.728529 = -379874.591680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25979.480000 sec): 3 clusters Score: Raw -380985.687669 + Penalty 3805.457058 = -377180.230611 nChanged 707 SP:Iteration 1F (25979.680000 sec): 3 clusters Score: Raw -381585.216982 + Penalty 3805.457058 = -377779.759924 nChanged 204 SP:Iteration 2F (25979.910000 sec): 3 clusters Score: Raw -381812.540913 + Penalty 3805.457058 = -378007.083855 nChanged 128 SP:Iteration 3F (25980.100000 sec): 3 clusters Score: Raw -381973.254348 + Penalty 3805.457058 = -378167.797290 nChanged 123 SP:Iteration 4F (25980.250000 sec): 3 clusters Score: Raw -382140.298205 + Penalty 3805.457058 = -378334.841147 nChanged 111 SP:Iteration 5F (25980.480000 sec): 3 clusters Score: Raw -382298.604885 + Penalty 3805.457058 = -378493.147827 nChanged 89 SP:Iteration 6Q (25980.670000 sec): 3 clusters Score: Raw -382418.564722 + Penalty 3805.457058 = -378613.107664 nChanged 78 SP:Iteration 7Q (25980.800000 sec): 3 clusters Score: Raw -382521.008296 + Penalty 3805.457058 = -378715.551238 nChanged 51 SP:Iteration 8Q (25980.930000 sec): 3 clusters Score: Raw -382589.353860 + Penalty 3805.457058 = -378783.896802 nChanged 41 SP:Iteration 9Q (25981.060000 sec): 3 clusters Score: Raw -382637.219323 + Penalty 3805.457058 = -378831.762265 nChanged 29 SP:Iteration 10Q (25981.260000 sec): 3 clusters Score: Raw -382668.764668 + Penalty 3805.457058 = -378863.307610 nChanged 22 SP:Iteration 11Q (25981.390000 sec): 3 clusters Score: Raw -382692.541822 + Penalty 3805.457058 = -378887.084764 nChanged 14 SP:Iteration 12Q (25981.540000 sec): 3 clusters Score: Raw -382707.067728 + Penalty 3805.457058 = -378901.610670 nChanged 6 SP:Iteration 13Q (25981.640000 sec): 3 clusters Score: Raw -382716.022561 + Penalty 3805.457058 = -378910.565503 nChanged 6 SP:Iteration 14Q (25981.780000 sec): 3 clusters Score: Raw -382722.315386 + Penalty 3805.457058 = -378916.858328 nChanged 5 SP:Iteration 15Q (25981.920000 sec): 3 clusters Score: Raw -382727.096772 + Penalty 3805.457058 = -378921.639714 nChanged 1 SP:Iteration 16Q (25982.060000 sec): 3 clusters Score: Raw -382728.153595 + Penalty 3805.457058 = -378922.696537 nChanged 1 SP:Iteration 17Q (25982.200000 sec): 3 clusters Score: Raw -382728.348846 + Penalty 3805.457058 = -378922.891788 nChanged 0 SP:Iteration 18F (25982.280000 sec): 3 clusters Score: Raw -382728.348846 + Penalty 3805.457058 = -378922.891788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 35 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25982.320000 sec): 2 clusters Score: Raw -95742.417078 + Penalty 1589.723371 = -94152.693707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25982.450000 sec): 3 clusters Score: Raw -95711.479230 + Penalty 3179.446741 = -92532.032488 nChanged 115 SP:Iteration 1F (25982.600000 sec): 3 clusters Score: Raw -95905.918832 + Penalty 3179.446741 = -92726.472090 nChanged 32 SP:Iteration 2F (25982.740000 sec): 3 clusters Score: Raw -95997.799038 + Penalty 3179.446741 = -92818.352296 nChanged 19 SP:Iteration 3Q (25982.880000 sec): 3 clusters Score: Raw -96076.151665 + Penalty 3179.446741 = -92896.704923 nChanged 17 SP:Iteration 4Q (25983.020000 sec): 3 clusters Score: Raw -96136.055076 + Penalty 3179.446741 = -92956.608335 nChanged 11 SP:Iteration 5Q (25983.160000 sec): 3 clusters Score: Raw -96171.786306 + Penalty 3179.446741 = -92992.339564 nChanged 10 SP:Iteration 6Q (25983.260000 sec): 3 clusters Score: Raw -96203.501976 + Penalty 3179.446741 = -93024.055234 nChanged 9 SP:Iteration 7Q (25983.400000 sec): 3 clusters Score: Raw -96225.774151 + Penalty 3179.446741 = -93046.327410 nChanged 8 SP:Iteration 8Q (25983.550000 sec): 3 clusters Score: Raw -96254.032730 + Penalty 3179.446741 = -93074.585988 nChanged 11 SP:Iteration 9Q (25983.680000 sec): 3 clusters Score: Raw -96306.179604 + Penalty 3179.446741 = -93126.732862 nChanged 13 SP:Iteration 10Q (25983.760000 sec): 3 clusters Score: Raw -96350.897218 + Penalty 3179.446741 = -93171.450477 nChanged 9 SP:Iteration 11Q (25983.910000 sec): 3 clusters Score: Raw -96376.342790 + Penalty 3179.446741 = -93196.896048 nChanged 9 SP:Iteration 12Q (25984.000000 sec): 3 clusters Score: Raw -96393.445049 + Penalty 3179.446741 = -93213.998307 nChanged 3 SP:Iteration 13Q (25984.120000 sec): 3 clusters Score: Raw -96408.015359 + Penalty 3179.446741 = -93228.568618 nChanged 8 SP:Iteration 14Q (25984.220000 sec): 3 clusters Score: Raw -96429.241414 + Penalty 3179.446741 = -93249.794672 nChanged 11 SP:Iteration 15Q (25984.350000 sec): 3 clusters Score: Raw -96464.571688 + Penalty 3179.446741 = -93285.124947 nChanged 15 SP:Iteration 16Q (25984.430000 sec): 3 clusters Score: Raw -96520.605105 + Penalty 3179.446741 = -93341.158364 nChanged 15 SP:Iteration 17Q (25984.530000 sec): 3 clusters Score: Raw -96585.986101 + Penalty 3179.446741 = -93406.539360 nChanged 18 SP:Iteration 18Q (25984.660000 sec): 3 clusters Score: Raw -96642.726949 + Penalty 3179.446741 = -93463.280208 nChanged 8 SP:Iteration 19Q (25984.760000 sec): 3 clusters Score: Raw -96679.719482 + Penalty 3179.446741 = -93500.272741 nChanged 1 SP:Iteration 20F (25984.840000 sec): 3 clusters Score: Raw -96683.572468 + Penalty 3179.446741 = -93504.125727 nChanged 1 SP:Iteration 21Q (25984.940000 sec): 3 clusters Score: Raw -96684.824955 + Penalty 3179.446741 = -93505.378214 nChanged 1 SP:Iteration 22Q (25985.020000 sec): 3 clusters Score: Raw -96685.727195 + Penalty 3179.446741 = -93506.280454 nChanged 0 SP:Iteration 23F (25985.120000 sec): 3 clusters Score: Raw -96685.727195 + Penalty 3179.446741 = -93506.280454 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 36 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25985.160000 sec): 2 clusters Score: Raw -27258.533434 + Penalty 1270.743067 = -25987.790367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25985.250000 sec): 3 clusters Score: Raw -27490.222924 + Penalty 2541.486134 = -24948.736790 nChanged 4 SP:Iteration 1Q (25985.420000 sec): 3 clusters Score: Raw -27519.766926 + Penalty 2541.486134 = -24978.280792 nChanged 0 SP:Iteration 2F (25985.620000 sec): 3 clusters Score: Raw -27519.766926 + Penalty 2541.486134 = -24978.280792 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 37 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25985.700000 sec): 2 clusters Score: Raw -21529.489860 + Penalty 1279.445714 = -20250.044146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25985.880000 sec): 3 clusters Score: Raw -21798.828478 + Penalty 2558.891428 = -19239.937049 nChanged 17 SP:Iteration 1F (25986.060000 sec): 3 clusters Score: Raw -21890.874324 + Penalty 2558.891428 = -19331.982896 nChanged 5 SP:Iteration 2Q (25986.230000 sec): 3 clusters Score: Raw -21916.279627 + Penalty 2558.891428 = -19357.388199 nChanged 2 SP:Iteration 3Q (25986.360000 sec): 3 clusters Score: Raw -21921.855669 + Penalty 2558.891428 = -19362.964241 nChanged 3 SP:Iteration 4Q (25986.500000 sec): 3 clusters Score: Raw -21948.529239 + Penalty 2558.891428 = -19389.637810 nChanged 4 SP:Iteration 5Q (25986.680000 sec): 3 clusters Score: Raw -21966.761744 + Penalty 2558.891428 = -19407.870316 nChanged 4 SP:Iteration 6Q (25986.810000 sec): 3 clusters Score: Raw -21984.739714 + Penalty 2558.891428 = -19425.848285 nChanged 0 SP:Iteration 7F (25986.960000 sec): 3 clusters Score: Raw -21984.739714 + Penalty 2558.891428 = -19425.848285 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 38 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25987.000000 sec): 2 clusters Score: Raw -33571.871925 + Penalty 1345.387604 = -32226.484321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25987.130000 sec): 3 clusters Score: Raw -33783.830348 + Penalty 2690.775209 = -31093.055140 nChanged 15 SP:Iteration 1F (25987.280000 sec): 3 clusters Score: Raw -33853.710419 + Penalty 2690.775209 = -31162.935210 nChanged 8 SP:Iteration 2Q (25987.540000 sec): 3 clusters Score: Raw -33886.861421 + Penalty 2690.775209 = -31196.086213 nChanged 6 SP:Iteration 3Q (25987.720000 sec): 3 clusters Score: Raw -33913.048862 + Penalty 2690.775209 = -31222.273653 nChanged 5 SP:Iteration 4Q (25987.900000 sec): 3 clusters Score: Raw -33944.133087 + Penalty 2690.775209 = -31253.357879 nChanged 2 SP:Iteration 5Q (25988.020000 sec): 3 clusters Score: Raw -33957.628513 + Penalty 2690.775209 = -31266.853304 nChanged 2 SP:Iteration 6Q (25988.190000 sec): 3 clusters Score: Raw -33965.681922 + Penalty 2690.775209 = -31274.906713 nChanged 2 SP:Iteration 7Q (25988.360000 sec): 3 clusters Score: Raw -33978.279196 + Penalty 2690.775209 = -31287.503987 nChanged 0 SP:Iteration 8F (25988.520000 sec): 3 clusters Score: Raw -33978.279196 + Penalty 2690.775209 = -31287.503987 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 39 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25988.600000 sec): 2 clusters Score: Raw -73319.774119 + Penalty 1512.322422 = -71807.451697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25988.760000 sec): 3 clusters Score: Raw -73345.881535 + Penalty 3024.644844 = -70321.236691 nChanged 72 SP:Iteration 1F (25988.910000 sec): 3 clusters Score: Raw -73508.592245 + Penalty 3024.644844 = -70483.947401 nChanged 17 SP:Iteration 2Q (25989.030000 sec): 3 clusters Score: Raw -73558.898483 + Penalty 3024.644844 = -70534.253639 nChanged 10 SP:Iteration 3Q (25989.170000 sec): 3 clusters Score: Raw -73594.405023 + Penalty 3024.644844 = -70569.760179 nChanged 6 SP:Iteration 4Q (25989.320000 sec): 3 clusters Score: Raw -73607.836063 + Penalty 3024.644844 = -70583.191219 nChanged 0 SP:Iteration 5F (25989.420000 sec): 3 clusters Score: Raw -73607.836063 + Penalty 3024.644844 = -70583.191219 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 40 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25989.550000 sec): 2 clusters Score: Raw -226048.629174 + Penalty 1806.975545 = -224241.653629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25989.670000 sec): 3 clusters Score: Raw -225611.583358 + Penalty 3613.951090 = -221997.632267 nChanged 441 SP:Iteration 1F (25989.760000 sec): 3 clusters Score: Raw -226156.427354 + Penalty 3613.951090 = -222542.476263 nChanged 120 SP:Iteration 2F (25989.880000 sec): 3 clusters Score: Raw -226434.159166 + Penalty 3613.951090 = -222820.208076 nChanged 87 SP:Iteration 3F (25990.010000 sec): 3 clusters Score: Raw -226579.065596 + Penalty 3613.951090 = -222965.114505 nChanged 61 SP:Iteration 4Q (25990.140000 sec): 3 clusters Score: Raw -226652.025009 + Penalty 3613.951090 = -223038.073919 nChanged 60 SP:Iteration 5Q (25990.270000 sec): 3 clusters Score: Raw -226736.416865 + Penalty 3613.951090 = -223122.465774 nChanged 39 SP:Iteration 6Q (25990.400000 sec): 3 clusters Score: Raw -226793.774717 + Penalty 3613.951090 = -223179.823626 nChanged 25 SP:Iteration 7Q (25990.540000 sec): 3 clusters Score: Raw -226828.936341 + Penalty 3613.951090 = -223214.985250 nChanged 23 SP:Iteration 8Q (25990.660000 sec): 3 clusters Score: Raw -226859.585302 + Penalty 3613.951090 = -223245.634212 nChanged 25 SP:Iteration 9Q (25990.840000 sec): 3 clusters Score: Raw -226896.498648 + Penalty 3613.951090 = -223282.547557 nChanged 22 SP:Iteration 10Q (25990.990000 sec): 3 clusters Score: Raw -226927.496843 + Penalty 3613.951090 = -223313.545753 nChanged 15 SP:Iteration 11Q (25991.130000 sec): 3 clusters Score: Raw -226942.440801 + Penalty 3613.951090 = -223328.489710 nChanged 16 SP:Iteration 12Q (25991.290000 sec): 3 clusters Score: Raw -226962.038248 + Penalty 3613.951090 = -223348.087158 nChanged 22 SP:Iteration 13Q (25991.390000 sec): 3 clusters Score: Raw -226994.677303 + Penalty 3613.951090 = -223380.726212 nChanged 24 SP:Iteration 14Q (25991.550000 sec): 3 clusters Score: Raw -227029.712783 + Penalty 3613.951090 = -223415.761692 nChanged 20 SP:Iteration 15Q (25991.710000 sec): 3 clusters Score: Raw -227068.825216 + Penalty 3613.951090 = -223454.874126 nChanged 23 SP:Iteration 16Q (25991.870000 sec): 3 clusters Score: Raw -227116.420297 + Penalty 3613.951090 = -223502.469206 nChanged 20 SP:Iteration 17Q (25992.030000 sec): 3 clusters Score: Raw -227159.357740 + Penalty 3613.951090 = -223545.406649 nChanged 26 SP:Iteration 18Q (25992.190000 sec): 3 clusters Score: Raw -227204.190289 + Penalty 3613.951090 = -223590.239199 nChanged 15 SP:Iteration 19Q (25992.350000 sec): 3 clusters Score: Raw -227250.119307 + Penalty 3613.951090 = -223636.168217 nChanged 14 SP:Iteration 20F (25992.510000 sec): 3 clusters Score: Raw -227288.211725 + Penalty 3613.951090 = -223674.260634 nChanged 16 SP:Iteration 21Q (25992.670000 sec): 3 clusters Score: Raw -227310.052888 + Penalty 3613.951090 = -223696.101798 nChanged 12 SP:Iteration 22Q (25992.830000 sec): 3 clusters Score: Raw -227327.941389 + Penalty 3613.951090 = -223713.990298 nChanged 11 SP:Iteration 23Q (25993.020000 sec): 3 clusters Score: Raw -227352.606898 + Penalty 3613.951090 = -223738.655807 nChanged 15 SP:Iteration 24Q (25993.170000 sec): 3 clusters Score: Raw -227387.140029 + Penalty 3613.951090 = -223773.188939 nChanged 12 SP:Iteration 25Q (25993.320000 sec): 3 clusters Score: Raw -227414.373902 + Penalty 3613.951090 = -223800.422812 nChanged 9 SP:Iteration 26Q (25993.480000 sec): 3 clusters Score: Raw -227428.625255 + Penalty 3613.951090 = -223814.674164 nChanged 6 SP:Iteration 27Q (25993.640000 sec): 3 clusters Score: Raw -227441.324305 + Penalty 3613.951090 = -223827.373215 nChanged 6 SP:Iteration 28Q (25993.800000 sec): 3 clusters Score: Raw -227453.767552 + Penalty 3613.951090 = -223839.816461 nChanged 7 SP:Iteration 29Q (25993.960000 sec): 3 clusters Score: Raw -227460.718397 + Penalty 3613.951090 = -223846.767306 nChanged 1 SP:Iteration 30Q (25994.120000 sec): 3 clusters Score: Raw -227461.569536 + Penalty 3613.951090 = -223847.618446 nChanged 0 SP:Iteration 31F (25994.280000 sec): 3 clusters Score: Raw -227461.569536 + Penalty 3613.951090 = -223847.618446 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 41 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25994.410000 sec): 2 clusters Score: Raw -321531.221941 + Penalty 1877.469927 = -319653.752015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25994.560000 sec): 3 clusters Score: Raw -320820.526352 + Penalty 3754.939853 = -317065.586499 nChanged 632 SP:Iteration 1F (25994.700000 sec): 3 clusters Score: Raw -321346.296299 + Penalty 3754.939853 = -317591.356446 nChanged 152 SP:Iteration 2F (25994.850000 sec): 3 clusters Score: Raw -321544.858393 + Penalty 3754.939853 = -317789.918540 nChanged 118 SP:Iteration 3F (25995.010000 sec): 3 clusters Score: Raw -321731.996821 + Penalty 3754.939853 = -317977.056968 nChanged 108 SP:Iteration 4F (25995.170000 sec): 3 clusters Score: Raw -321907.591766 + Penalty 3754.939853 = -318152.651913 nChanged 89 SP:Iteration 5Q (25995.330000 sec): 3 clusters Score: Raw -322036.178831 + Penalty 3754.939853 = -318281.238978 nChanged 77 SP:Iteration 6Q (25995.490000 sec): 3 clusters Score: Raw -322151.964645 + Penalty 3754.939853 = -318397.024792 nChanged 81 SP:Iteration 7Q (25995.650000 sec): 3 clusters Score: Raw -322265.257325 + Penalty 3754.939853 = -318510.317472 nChanged 64 SP:Iteration 8Q (25995.810000 sec): 3 clusters Score: Raw -322364.593185 + Penalty 3754.939853 = -318609.653332 nChanged 57 SP:Iteration 9Q (25995.970000 sec): 3 clusters Score: Raw -322458.332793 + Penalty 3754.939853 = -318703.392940 nChanged 55 SP:Iteration 10Q (25996.130000 sec): 3 clusters Score: Raw -322555.778244 + Penalty 3754.939853 = -318800.838391 nChanged 47 SP:Iteration 11Q (25996.280000 sec): 3 clusters Score: Raw -322629.189051 + Penalty 3754.939853 = -318874.249198 nChanged 40 SP:Iteration 12Q (25996.440000 sec): 3 clusters Score: Raw -322682.547362 + Penalty 3754.939853 = -318927.607509 nChanged 30 SP:Iteration 13Q (25996.600000 sec): 3 clusters Score: Raw -322739.261834 + Penalty 3754.939853 = -318984.321981 nChanged 31 SP:Iteration 14Q (25996.800000 sec): 3 clusters Score: Raw -322780.641554 + Penalty 3754.939853 = -319025.701701 nChanged 18 SP:Iteration 15Q (25996.980000 sec): 3 clusters Score: Raw -322795.160888 + Penalty 3754.939853 = -319040.221034 nChanged 8 SP:Iteration 16Q (25997.170000 sec): 3 clusters Score: Raw -322802.229356 + Penalty 3754.939853 = -319047.289503 nChanged 5 SP:Iteration 17Q (25997.340000 sec): 3 clusters Score: Raw -322805.654258 + Penalty 3754.939853 = -319050.714405 nChanged 3 SP:Iteration 18Q (25997.550000 sec): 3 clusters Score: Raw -322807.242085 + Penalty 3754.939853 = -319052.302232 nChanged 1 SP:Iteration 19Q (25997.710000 sec): 3 clusters Score: Raw -322808.017055 + Penalty 3754.939853 = -319053.077202 nChanged 0 SP:Iteration 20F (25997.910000 sec): 3 clusters Score: Raw -322808.017055 + Penalty 3754.939853 = -319053.077202 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 42 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25998.040000 sec): 2 clusters Score: Raw -23512.731638 + Penalty 1313.982707 = -22198.748931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25998.170000 sec): 3 clusters Score: Raw -23974.834609 + Penalty 2627.965414 = -21346.869195 nChanged 29 SP:Iteration 1F (25998.350000 sec): 3 clusters Score: Raw -24147.493029 + Penalty 2627.965414 = -21519.527616 nChanged 4 SP:Iteration 2Q (25998.480000 sec): 3 clusters Score: Raw -24173.706961 + Penalty 2627.965414 = -21545.741547 nChanged 1 SP:Iteration 3Q (25998.640000 sec): 3 clusters Score: Raw -24175.530422 + Penalty 2627.965414 = -21547.565008 nChanged 0 SP:Iteration 4F (25998.820000 sec): 3 clusters Score: Raw -24175.530422 + Penalty 2627.965414 = -21547.565008 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 43 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25998.900000 sec): 2 clusters Score: Raw -25477.020355 + Penalty 1279.445714 = -24197.574640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25999.050000 sec): 3 clusters Score: Raw -25705.055725 + Penalty 2558.891428 = -23146.164296 nChanged 8 SP:Iteration 1Q (25999.210000 sec): 3 clusters Score: Raw -25751.085073 + Penalty 2558.891428 = -23192.193644 nChanged 2 SP:Iteration 2Q (25999.360000 sec): 3 clusters Score: Raw -25759.974312 + Penalty 2558.891428 = -23201.082884 nChanged 1 SP:Iteration 3Q (25999.520000 sec): 3 clusters Score: Raw -25783.214589 + Penalty 2558.891428 = -23224.323161 nChanged 1 SP:Iteration 4Q (25999.670000 sec): 3 clusters Score: Raw -25787.560199 + Penalty 2558.891428 = -23228.668771 nChanged 1 SP:Iteration 5Q (25999.810000 sec): 3 clusters Score: Raw -25792.843377 + Penalty 2558.891428 = -23233.951948 nChanged 0 SP:Iteration 6F (25999.940000 sec): 3 clusters Score: Raw -25792.843377 + Penalty 2558.891428 = -23233.951948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 44 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26000.040000 sec): 2 clusters Score: Raw -106293.338365 + Penalty 1602.444108 = -104690.894258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26000.180000 sec): 3 clusters Score: Raw -106253.083812 + Penalty 3204.888215 = -103048.195597 nChanged 122 SP:Iteration 1F (26000.310000 sec): 3 clusters Score: Raw -106441.778125 + Penalty 3204.888215 = -103236.889910 nChanged 34 SP:Iteration 2F (26000.450000 sec): 3 clusters Score: Raw -106506.604340 + Penalty 3204.888215 = -103301.716125 nChanged 9 SP:Iteration 3Q (26000.600000 sec): 3 clusters Score: Raw -106526.433024 + Penalty 3204.888215 = -103321.544809 nChanged 9 SP:Iteration 4Q (26000.770000 sec): 3 clusters Score: Raw -106543.834632 + Penalty 3204.888215 = -103338.946417 nChanged 3 SP:Iteration 5Q (26000.960000 sec): 3 clusters Score: Raw -106553.331857 + Penalty 3204.888215 = -103348.443642 nChanged 4 SP:Iteration 6Q (26001.130000 sec): 3 clusters Score: Raw -106558.571163 + Penalty 3204.888215 = -103353.682948 nChanged 1 SP:Iteration 7Q (26001.220000 sec): 3 clusters Score: Raw -106559.897802 + Penalty 3204.888215 = -103355.009587 nChanged 3 SP:Iteration 8Q (26001.310000 sec): 3 clusters Score: Raw -106562.695943 + Penalty 3204.888215 = -103357.807728 nChanged 1 SP:Iteration 9Q (26001.440000 sec): 3 clusters Score: Raw -106564.199080 + Penalty 3204.888215 = -103359.310864 nChanged 1 SP:Iteration 10Q (26001.580000 sec): 3 clusters Score: Raw -106566.059048 + Penalty 3204.888215 = -103361.170832 nChanged 2 SP:Iteration 11Q (26001.750000 sec): 3 clusters Score: Raw -106568.989858 + Penalty 3204.888215 = -103364.101643 nChanged 2 SP:Iteration 12Q (26001.880000 sec): 3 clusters Score: Raw -106580.256056 + Penalty 3204.888215 = -103375.367841 nChanged 2 SP:Iteration 13Q (26002.020000 sec): 3 clusters Score: Raw -106584.583596 + Penalty 3204.888215 = -103379.695380 nChanged 0 SP:Iteration 14F (26002.150000 sec): 3 clusters Score: Raw -106584.583596 + Penalty 3204.888215 = -103379.695380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 45 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26002.240000 sec): 2 clusters Score: Raw -74592.706126 + Penalty 1513.434531 = -73079.271595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26002.370000 sec): 3 clusters Score: Raw -74609.821064 + Penalty 3026.869063 = -71582.952001 nChanged 77 SP:Iteration 1F (26002.500000 sec): 3 clusters Score: Raw -74753.564398 + Penalty 3026.869063 = -71726.695335 nChanged 11 SP:Iteration 2Q (26002.650000 sec): 3 clusters Score: Raw -74791.311116 + Penalty 3026.869063 = -71764.442053 nChanged 7 SP:Iteration 3Q (26002.820000 sec): 3 clusters Score: Raw -74827.941252 + Penalty 3026.869063 = -71801.072189 nChanged 9 SP:Iteration 4Q (26002.990000 sec): 3 clusters Score: Raw -74850.226603 + Penalty 3026.869063 = -71823.357540 nChanged 2 SP:Iteration 5Q (26003.160000 sec): 3 clusters Score: Raw -74864.153328 + Penalty 3026.869063 = -71837.284265 nChanged 1 SP:Iteration 6Q (26003.380000 sec): 3 clusters Score: Raw -74866.818317 + Penalty 3026.869063 = -71839.949254 nChanged 1 SP:Iteration 7Q (26003.500000 sec): 3 clusters Score: Raw -74868.487481 + Penalty 3026.869063 = -71841.618418 nChanged 0 SP:Iteration 8F (26003.670000 sec): 3 clusters Score: Raw -74868.487481 + Penalty 3026.869063 = -71841.618418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 46 (2155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26003.750000 sec): 2 clusters Score: Raw -346528.539126 + Penalty 1903.535409 = -344625.003717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26003.960000 sec): 3 clusters Score: Raw -345714.971523 + Penalty 3807.070817 = -341907.900705 nChanged 695 SP:Iteration 1F (26004.180000 sec): 3 clusters Score: Raw -346348.732865 + Penalty 3807.070817 = -342541.662048 nChanged 195 SP:Iteration 2F (26004.370000 sec): 3 clusters Score: Raw -346588.573916 + Penalty 3807.070817 = -342781.503098 nChanged 141 SP:Iteration 3F (26004.540000 sec): 3 clusters Score: Raw -346732.491485 + Penalty 3807.070817 = -342925.420667 nChanged 103 SP:Iteration 4Q (26004.720000 sec): 3 clusters Score: Raw -346829.661822 + Penalty 3807.070817 = -343022.591004 nChanged 80 SP:Iteration 5Q (26004.890000 sec): 3 clusters Score: Raw -346931.181660 + Penalty 3807.070817 = -343124.110842 nChanged 78 SP:Iteration 6Q (26005.050000 sec): 3 clusters Score: Raw -347035.362104 + Penalty 3807.070817 = -343228.291286 nChanged 60 SP:Iteration 7Q (26005.250000 sec): 3 clusters Score: Raw -347130.631204 + Penalty 3807.070817 = -343323.560387 nChanged 74 SP:Iteration 8Q (26005.410000 sec): 3 clusters Score: Raw -347245.802439 + Penalty 3807.070817 = -343438.731622 nChanged 82 SP:Iteration 9Q (26005.620000 sec): 3 clusters Score: Raw -347348.573781 + Penalty 3807.070817 = -343541.502963 nChanged 64 SP:Iteration 10Q (26005.780000 sec): 3 clusters Score: Raw -347413.468875 + Penalty 3807.070817 = -343606.398058 nChanged 42 SP:Iteration 11Q (26005.920000 sec): 3 clusters Score: Raw -347450.344341 + Penalty 3807.070817 = -343643.273523 nChanged 33 SP:Iteration 12Q (26006.020000 sec): 3 clusters Score: Raw -347477.817395 + Penalty 3807.070817 = -343670.746577 nChanged 22 SP:Iteration 13Q (26006.160000 sec): 3 clusters Score: Raw -347495.936983 + Penalty 3807.070817 = -343688.866166 nChanged 21 SP:Iteration 14Q (26006.420000 sec): 3 clusters Score: Raw -347511.635044 + Penalty 3807.070817 = -343704.564227 nChanged 20 SP:Iteration 15Q (26006.600000 sec): 3 clusters Score: Raw -347530.099446 + Penalty 3807.070817 = -343723.028629 nChanged 12 SP:Iteration 16Q (26006.860000 sec): 3 clusters Score: Raw -347538.141915 + Penalty 3807.070817 = -343731.071097 nChanged 11 SP:Iteration 17Q (26006.970000 sec): 3 clusters Score: Raw -347545.585948 + Penalty 3807.070817 = -343738.515130 nChanged 3 SP:Iteration 18Q (26007.080000 sec): 3 clusters Score: Raw -347547.590083 + Penalty 3807.070817 = -343740.519266 nChanged 5 SP:Iteration 19Q (26007.210000 sec): 3 clusters Score: Raw -347551.057296 + Penalty 3807.070817 = -343743.986479 nChanged 3 SP:Iteration 20F (26007.310000 sec): 3 clusters Score: Raw -347553.108055 + Penalty 3807.070817 = -343746.037238 nChanged 5 SP:Iteration 21Q (26007.400000 sec): 3 clusters Score: Raw -347556.562778 + Penalty 3807.070817 = -343749.491961 nChanged 5 SP:Iteration 22Q (26007.540000 sec): 3 clusters Score: Raw -347560.240301 + Penalty 3807.070817 = -343753.169484 nChanged 6 SP:Iteration 23Q (26007.680000 sec): 3 clusters Score: Raw -347566.982848 + Penalty 3807.070817 = -343759.912030 nChanged 9 SP:Iteration 24Q (26007.820000 sec): 3 clusters Score: Raw -347571.454061 + Penalty 3807.070817 = -343764.383244 nChanged 4 SP:Iteration 25Q (26007.950000 sec): 3 clusters Score: Raw -347574.015361 + Penalty 3807.070817 = -343766.944544 nChanged 7 SP:Iteration 26Q (26008.070000 sec): 3 clusters Score: Raw -347578.439828 + Penalty 3807.070817 = -343771.369011 nChanged 1 SP:Iteration 27Q (26008.230000 sec): 3 clusters Score: Raw -347578.695135 + Penalty 3807.070817 = -343771.624318 nChanged 0 SP:Iteration 28F (26008.360000 sec): 3 clusters Score: Raw -347578.695135 + Penalty 3807.070817 = -343771.624318 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 47 (10360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26008.500000 sec): 2 clusters Score: Raw -1822162.561413 + Penalty 2292.935464 = -1819869.625949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26008.780000 sec): 3 clusters Score: Raw -1816579.037748 + Penalty 4585.870928 = -1811993.166820 nChanged 4289 SP:Iteration 1F (26008.980000 sec): 3 clusters Score: Raw -1818857.638942 + Penalty 4585.870928 = -1814271.768014 nChanged 723 SP:Iteration 2F (26009.160000 sec): 3 clusters Score: Raw -1819224.473564 + Penalty 4585.870928 = -1814638.602636 nChanged 593 SP:Iteration 3F (26009.400000 sec): 3 clusters Score: Raw -1819531.081820 + Penalty 4585.870928 = -1814945.210892 nChanged 552 SP:Iteration 4F (26009.680000 sec): 3 clusters Score: Raw -1819838.031051 + Penalty 4585.870928 = -1815252.160123 nChanged 499 SP:Iteration 5Q (26009.960000 sec): 3 clusters Score: Raw -1820135.625940 + Penalty 4585.870928 = -1815549.755012 nChanged 515 SP:Iteration 6Q (26010.160000 sec): 3 clusters Score: Raw -1820475.476780 + Penalty 4585.870928 = -1815889.605853 nChanged 458 SP:Iteration 7Q (26010.390000 sec): 3 clusters Score: Raw -1820784.744103 + Penalty 4585.870928 = -1816198.873175 nChanged 441 SP:Iteration 8Q (26010.670000 sec): 3 clusters Score: Raw -1821118.215100 + Penalty 4585.870928 = -1816532.344172 nChanged 412 SP:Iteration 9Q (26010.980000 sec): 3 clusters Score: Raw -1821420.038410 + Penalty 4585.870928 = -1816834.167482 nChanged 334 SP:Iteration 10Q (26011.210000 sec): 3 clusters Score: Raw -1821687.792454 + Penalty 4585.870928 = -1817101.921527 nChanged 293 SP:Iteration 11Q (26011.450000 sec): 3 clusters Score: Raw -1821919.340221 + Penalty 4585.870928 = -1817333.469294 nChanged 248 SP:Iteration 12Q (26011.650000 sec): 3 clusters Score: Raw -1822112.080104 + Penalty 4585.870928 = -1817526.209176 nChanged 198 SP:Iteration 13Q (26011.870000 sec): 3 clusters Score: Raw -1822259.781557 + Penalty 4585.870928 = -1817673.910629 nChanged 130 SP:Iteration 14Q (26012.140000 sec): 3 clusters Score: Raw -1822363.326250 + Penalty 4585.870928 = -1817777.455322 nChanged 97 SP:Iteration 15Q (26012.360000 sec): 3 clusters Score: Raw -1822432.327437 + Penalty 4585.870928 = -1817846.456509 nChanged 59 SP:Iteration 16Q (26012.540000 sec): 3 clusters Score: Raw -1822473.982618 + Penalty 4585.870928 = -1817888.111690 nChanged 49 SP:Iteration 17Q (26012.800000 sec): 3 clusters Score: Raw -1822506.233865 + Penalty 4585.870928 = -1817920.362937 nChanged 42 SP:Iteration 18Q (26013.020000 sec): 3 clusters Score: Raw -1822527.384345 + Penalty 4585.870928 = -1817941.513417 nChanged 23 SP:Iteration 19Q (26013.200000 sec): 3 clusters Score: Raw -1822540.994752 + Penalty 4585.870928 = -1817955.123824 nChanged 17 SP:Iteration 20F (26013.390000 sec): 3 clusters Score: Raw -1822551.658731 + Penalty 4585.870928 = -1817965.787804 nChanged 16 SP:Iteration 21Q (26013.550000 sec): 3 clusters Score: Raw -1822560.328165 + Penalty 4585.870928 = -1817974.457237 nChanged 18 SP:Iteration 22Q (26013.750000 sec): 3 clusters Score: Raw -1822570.048317 + Penalty 4585.870928 = -1817984.177389 nChanged 14 SP:Iteration 23Q (26013.960000 sec): 3 clusters Score: Raw -1822578.783854 + Penalty 4585.870928 = -1817992.912927 nChanged 10 SP:Iteration 24Q (26014.180000 sec): 3 clusters Score: Raw -1822584.370151 + Penalty 4585.870928 = -1817998.499223 nChanged 8 SP:Iteration 25Q (26014.400000 sec): 3 clusters Score: Raw -1822589.377721 + Penalty 4585.870928 = -1818003.506793 nChanged 6 SP:Iteration 26Q (26014.610000 sec): 3 clusters Score: Raw -1822593.712242 + Penalty 4585.870928 = -1818007.841314 nChanged 9 SP:Iteration 27Q (26014.790000 sec): 3 clusters Score: Raw -1822599.100708 + Penalty 4585.870928 = -1818013.229780 nChanged 4 SP:Iteration 28Q (26014.970000 sec): 3 clusters Score: Raw -1822601.377228 + Penalty 4585.870928 = -1818015.506300 nChanged 5 SP:Iteration 29Q (26015.190000 sec): 3 clusters Score: Raw -1822603.306223 + Penalty 4585.870928 = -1818017.435296 nChanged 3 SP:Iteration 30Q (26015.370000 sec): 3 clusters Score: Raw -1822605.147250 + Penalty 4585.870928 = -1818019.276323 nChanged 4 SP:Iteration 31Q (26015.550000 sec): 3 clusters Score: Raw -1822607.387572 + Penalty 4585.870928 = -1818021.516644 nChanged 2 SP:Iteration 32Q (26015.730000 sec): 3 clusters Score: Raw -1822608.601359 + Penalty 4585.870928 = -1818022.730431 nChanged 3 SP:Iteration 33Q (26015.990000 sec): 3 clusters Score: Raw -1822610.229526 + Penalty 4585.870928 = -1818024.358598 nChanged 2 SP:Iteration 34Q (26016.250000 sec): 3 clusters Score: Raw -1822610.840733 + Penalty 4585.870928 = -1818024.969805 nChanged 2 SP:Iteration 35Q (26016.480000 sec): 3 clusters Score: Raw -1822612.127760 + Penalty 4585.870928 = -1818026.256832 nChanged 2 SP:Iteration 36Q (26016.720000 sec): 3 clusters Score: Raw -1822613.015978 + Penalty 4585.870928 = -1818027.145050 nChanged 1 SP:Iteration 37Q (26017.010000 sec): 3 clusters Score: Raw -1822613.521198 + Penalty 4585.870928 = -1818027.650271 nChanged 1 SP:Iteration 38Q (26017.200000 sec): 3 clusters Score: Raw -1822614.053972 + Penalty 4585.870928 = -1818028.183045 nChanged 0 SP:Iteration 39F (26017.410000 sec): 3 clusters Score: Raw -1822614.053972 + Penalty 4585.870928 = -1818028.183045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 48 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26017.500000 sec): 2 clusters Score: Raw -80683.515121 + Penalty 1551.426010 = -79132.089111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26017.640000 sec): 3 clusters Score: Raw -80672.674745 + Penalty 3102.852021 = -77569.822724 nChanged 96 SP:Iteration 1F (26017.770000 sec): 3 clusters Score: Raw -80859.598988 + Penalty 3102.852021 = -77756.746968 nChanged 23 SP:Iteration 2Q (26017.930000 sec): 3 clusters Score: Raw -80914.498639 + Penalty 3102.852021 = -77811.646618 nChanged 12 SP:Iteration 3Q (26018.070000 sec): 3 clusters Score: Raw -80950.807018 + Penalty 3102.852021 = -77847.954997 nChanged 12 SP:Iteration 4Q (26018.210000 sec): 3 clusters Score: Raw -80974.414947 + Penalty 3102.852021 = -77871.562927 nChanged 8 SP:Iteration 5Q (26018.360000 sec): 3 clusters Score: Raw -80999.410464 + Penalty 3102.852021 = -77896.558444 nChanged 6 SP:Iteration 6Q (26018.510000 sec): 3 clusters Score: Raw -81012.143576 + Penalty 3102.852021 = -77909.291555 nChanged 4 SP:Iteration 7Q (26018.650000 sec): 3 clusters Score: Raw -81021.077333 + Penalty 3102.852021 = -77918.225312 nChanged 2 SP:Iteration 8Q (26018.790000 sec): 3 clusters Score: Raw -81024.103693 + Penalty 3102.852021 = -77921.251672 nChanged 0 SP:Iteration 9F (26018.920000 sec): 3 clusters Score: Raw -81024.103693 + Penalty 3102.852021 = -77921.251672 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 49 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26018.980000 sec): 2 clusters Score: Raw -30881.539936 + Penalty 1305.147167 = -29576.392769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26019.130000 sec): 3 clusters Score: Raw -31083.558394 + Penalty 2610.294334 = -28473.264060 nChanged 9 SP:Iteration 1Q (26019.280000 sec): 3 clusters Score: Raw -31132.703327 + Penalty 2610.294334 = -28522.408993 nChanged 1 SP:Iteration 2Q (26019.410000 sec): 3 clusters Score: Raw -31136.429684 + Penalty 2610.294334 = -28526.135350 nChanged 0 SP:Iteration 3F (26019.510000 sec): 3 clusters Score: Raw -31136.429684 + Penalty 2610.294334 = -28526.135350 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26019.600000 sec): 2 clusters Score: Raw -39707.147178 + Penalty 1405.273819 = -38301.873359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26019.740000 sec): 3 clusters Score: Raw -39895.434568 + Penalty 2810.547637 = -37084.886931 nChanged 40 SP:Iteration 1F (26019.880000 sec): 3 clusters Score: Raw -40046.959291 + Penalty 2810.547637 = -37236.411654 nChanged 14 SP:Iteration 2Q (26019.980000 sec): 3 clusters Score: Raw -40109.708109 + Penalty 2810.547637 = -37299.160472 nChanged 7 SP:Iteration 3Q (26020.120000 sec): 3 clusters Score: Raw -40138.629474 + Penalty 2810.547637 = -37328.081836 nChanged 3 SP:Iteration 4Q (26020.260000 sec): 3 clusters Score: Raw -40155.777394 + Penalty 2810.547637 = -37345.229756 nChanged 4 SP:Iteration 5Q (26020.500000 sec): 3 clusters Score: Raw -40190.099803 + Penalty 2810.547637 = -37379.552166 nChanged 6 SP:Iteration 6Q (26020.610000 sec): 3 clusters Score: Raw -40225.505248 + Penalty 2810.547637 = -37414.957610 nChanged 3 SP:Iteration 7Q (26020.770000 sec): 3 clusters Score: Raw -40241.624456 + Penalty 2810.547637 = -37431.076818 nChanged 1 SP:Iteration 8Q (26020.940000 sec): 3 clusters Score: Raw -40245.354325 + Penalty 2810.547637 = -37434.806688 nChanged 1 SP:Iteration 9Q (26021.110000 sec): 3 clusters Score: Raw -40249.933702 + Penalty 2810.547637 = -37439.386065 nChanged 0 SP:Iteration 10F (26021.300000 sec): 3 clusters Score: Raw -40249.933702 + Penalty 2810.547637 = -37439.386065 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 51 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26021.370000 sec): 2 clusters Score: Raw -153002.211943 + Penalty 1679.723933 = -151322.488010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26021.530000 sec): 3 clusters Score: Raw -152819.068998 + Penalty 3359.447866 = -149459.621132 nChanged 199 SP:Iteration 1F (26021.670000 sec): 3 clusters Score: Raw -153082.040343 + Penalty 3359.447866 = -149722.592477 nChanged 51 SP:Iteration 2F (26021.800000 sec): 3 clusters Score: Raw -153158.622081 + Penalty 3359.447866 = -149799.174215 nChanged 27 SP:Iteration 3Q (26021.930000 sec): 3 clusters Score: Raw -153207.215634 + Penalty 3359.447866 = -149847.767768 nChanged 19 SP:Iteration 4Q (26022.060000 sec): 3 clusters Score: Raw -153233.300500 + Penalty 3359.447866 = -149873.852634 nChanged 7 SP:Iteration 5Q (26022.190000 sec): 3 clusters Score: Raw -153246.763694 + Penalty 3359.447866 = -149887.315827 nChanged 6 SP:Iteration 6Q (26022.360000 sec): 3 clusters Score: Raw -153255.475132 + Penalty 3359.447866 = -149896.027266 nChanged 4 SP:Iteration 7Q (26022.490000 sec): 3 clusters Score: Raw -153260.038883 + Penalty 3359.447866 = -149900.591017 nChanged 4 SP:Iteration 8Q (26022.620000 sec): 3 clusters Score: Raw -153266.534296 + Penalty 3359.447866 = -149907.086430 nChanged 7 SP:Iteration 9Q (26022.750000 sec): 3 clusters Score: Raw -153273.999395 + Penalty 3359.447866 = -149914.551529 nChanged 3 SP:Iteration 10Q (26022.930000 sec): 3 clusters Score: Raw -153278.172290 + Penalty 3359.447866 = -149918.724424 nChanged 1 SP:Iteration 11Q (26023.100000 sec): 3 clusters Score: Raw -153280.018718 + Penalty 3359.447866 = -149920.570852 nChanged 2 SP:Iteration 12Q (26023.240000 sec): 3 clusters Score: Raw -153282.827836 + Penalty 3359.447866 = -149923.379969 nChanged 5 SP:Iteration 13Q (26023.370000 sec): 3 clusters Score: Raw -153294.185711 + Penalty 3359.447866 = -149934.737845 nChanged 5 SP:Iteration 14Q (26023.540000 sec): 3 clusters Score: Raw -153305.676054 + Penalty 3359.447866 = -149946.228187 nChanged 2 SP:Iteration 15Q (26023.750000 sec): 3 clusters Score: Raw -153308.420977 + Penalty 3359.447866 = -149948.973111 nChanged 1 SP:Iteration 16Q (26023.920000 sec): 3 clusters Score: Raw -153310.306562 + Penalty 3359.447866 = -149950.858696 nChanged 0 SP:Iteration 17F (26024.150000 sec): 3 clusters Score: Raw -153310.306562 + Penalty 3359.447866 = -149950.858696 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 52 (18414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26024.330000 sec): 2 clusters Score: Raw -3191185.273257 + Penalty 2435.574898 = -3188749.698359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26024.640000 sec): 3 clusters Score: Raw -3180647.784141 + Penalty 4871.149796 = -3175776.634345 nChanged 7994 SP:Iteration 1F (26024.980000 sec): 3 clusters Score: Raw -3184865.553538 + Penalty 4871.149796 = -3179994.403742 nChanged 980 SP:Iteration 2F (26025.290000 sec): 3 clusters Score: Raw -3185246.378111 + Penalty 4871.149796 = -3180375.228315 nChanged 878 SP:Iteration 3Q (26025.610000 sec): 3 clusters Score: Raw -3185556.678534 + Penalty 4871.149796 = -3180685.528738 nChanged 743 SP:Iteration 4Q (26025.880000 sec): 3 clusters Score: Raw -3185833.043351 + Penalty 4871.149796 = -3180961.893555 nChanged 761 SP:Iteration 5Q (26026.210000 sec): 3 clusters Score: Raw -3186144.723761 + Penalty 4871.149796 = -3181273.573965 nChanged 804 SP:Iteration 6Q (26026.580000 sec): 3 clusters Score: Raw -3186523.740061 + Penalty 4871.149796 = -3181652.590265 nChanged 881 SP:Iteration 7Q (26026.850000 sec): 3 clusters Score: Raw -3187028.690470 + Penalty 4871.149796 = -3182157.540675 nChanged 1048 SP:Iteration 8F (26027.180000 sec): 3 clusters Score: Raw -3187736.234533 + Penalty 4871.149796 = -3182865.084737 nChanged 1093 SP:Iteration 9F (26027.480000 sec): 3 clusters Score: Raw -3188591.368060 + Penalty 4871.149796 = -3183720.218264 nChanged 1029 SP:Iteration 10F (26027.760000 sec): 3 clusters Score: Raw -3189449.018010 + Penalty 4871.149796 = -3184577.868214 nChanged 847 SP:Iteration 11Q (26028.090000 sec): 3 clusters Score: Raw -3190212.633083 + Penalty 4871.149796 = -3185341.483287 nChanged 591 SP:Iteration 12Q (26028.430000 sec): 3 clusters Score: Raw -3190759.695205 + Penalty 4871.149796 = -3185888.545410 nChanged 318 SP:Iteration 13Q (26028.740000 sec): 3 clusters Score: Raw -3191058.185656 + Penalty 4871.149796 = -3186187.035860 nChanged 164 SP:Iteration 14Q (26029.010000 sec): 3 clusters Score: Raw -3191225.845404 + Penalty 4871.149796 = -3186354.695608 nChanged 85 SP:Iteration 15Q (26029.330000 sec): 3 clusters Score: Raw -3191322.467743 + Penalty 4871.149796 = -3186451.317948 nChanged 39 SP:Iteration 16Q (26029.540000 sec): 3 clusters Score: Raw -3191372.076959 + Penalty 4871.149796 = -3186500.927163 nChanged 29 SP:Iteration 17Q (26029.790000 sec): 3 clusters Score: Raw -3191408.411038 + Penalty 4871.149796 = -3186537.261242 nChanged 22 SP:Iteration 18Q (26030.050000 sec): 3 clusters Score: Raw -3191433.361716 + Penalty 4871.149796 = -3186562.211920 nChanged 13 SP:Iteration 19Q (26030.350000 sec): 3 clusters Score: Raw -3191450.441967 + Penalty 4871.149796 = -3186579.292171 nChanged 7 SP:Iteration 20F (26030.640000 sec): 3 clusters Score: Raw -3191458.297687 + Penalty 4871.149796 = -3186587.147892 nChanged 4 SP:Iteration 21Q (26030.900000 sec): 3 clusters Score: Raw -3191462.647827 + Penalty 4871.149796 = -3186591.498031 nChanged 1 SP:Iteration 22Q (26031.150000 sec): 3 clusters Score: Raw -3191463.258552 + Penalty 4871.149796 = -3186592.108756 nChanged 0 SP:Iteration 23F (26031.410000 sec): 3 clusters Score: Raw -3191463.258552 + Penalty 4871.149796 = -3186592.108756 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 53 (5440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26031.490000 sec): 2 clusters Score: Raw -951926.825695 + Penalty 2133.180516 = -949793.645179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26031.690000 sec): 3 clusters Score: Raw -949260.276348 + Penalty 4266.361033 = -944993.915315 nChanged 2068 SP:Iteration 1F (26031.870000 sec): 3 clusters Score: Raw -950383.832251 + Penalty 4266.361033 = -946117.471219 nChanged 375 SP:Iteration 2F (26032.050000 sec): 3 clusters Score: Raw -950572.220517 + Penalty 4266.361033 = -946305.859484 nChanged 265 SP:Iteration 3Q (26032.240000 sec): 3 clusters Score: Raw -950705.418850 + Penalty 4266.361033 = -946439.057818 nChanged 200 SP:Iteration 4Q (26032.420000 sec): 3 clusters Score: Raw -950796.821332 + Penalty 4266.361033 = -946530.460299 nChanged 171 SP:Iteration 5Q (26032.600000 sec): 3 clusters Score: Raw -950875.399226 + Penalty 4266.361033 = -946609.038193 nChanged 145 SP:Iteration 6Q (26032.780000 sec): 3 clusters Score: Raw -950937.427550 + Penalty 4266.361033 = -946671.066517 nChanged 121 SP:Iteration 7Q (26032.980000 sec): 3 clusters Score: Raw -950985.890262 + Penalty 4266.361033 = -946719.529229 nChanged 121 SP:Iteration 8Q (26033.220000 sec): 3 clusters Score: Raw -951037.717179 + Penalty 4266.361033 = -946771.356146 nChanged 115 SP:Iteration 9Q (26033.500000 sec): 3 clusters Score: Raw -951085.155178 + Penalty 4266.361033 = -946818.794145 nChanged 105 SP:Iteration 10Q (26033.640000 sec): 3 clusters Score: Raw -951135.091408 + Penalty 4266.361033 = -946868.730375 nChanged 108 SP:Iteration 11Q (26033.880000 sec): 3 clusters Score: Raw -951194.129657 + Penalty 4266.361033 = -946927.768624 nChanged 126 SP:Iteration 12Q (26034.180000 sec): 3 clusters Score: Raw -951268.077924 + Penalty 4266.361033 = -947001.716892 nChanged 143 SP:Iteration 13Q (26034.340000 sec): 3 clusters Score: Raw -951362.141146 + Penalty 4266.361033 = -947095.780114 nChanged 155 SP:Iteration 14Q (26034.580000 sec): 3 clusters Score: Raw -951475.893116 + Penalty 4266.361033 = -947209.532084 nChanged 158 SP:Iteration 15Q (26034.740000 sec): 3 clusters Score: Raw -951591.582695 + Penalty 4266.361033 = -947325.221662 nChanged 138 SP:Iteration 16Q (26034.880000 sec): 3 clusters Score: Raw -951695.133916 + Penalty 4266.361033 = -947428.772883 nChanged 126 SP:Iteration 17Q (26035.100000 sec): 3 clusters Score: Raw -951789.687748 + Penalty 4266.361033 = -947523.326715 nChanged 105 SP:Iteration 18Q (26035.250000 sec): 3 clusters Score: Raw -951873.615795 + Penalty 4266.361033 = -947607.254762 nChanged 74 SP:Iteration 19Q (26035.440000 sec): 3 clusters Score: Raw -951928.026721 + Penalty 4266.361033 = -947661.665688 nChanged 57 SP:Iteration 20F (26035.640000 sec): 3 clusters Score: Raw -951963.455779 + Penalty 4266.361033 = -947697.094746 nChanged 47 SP:Iteration 21Q (26035.790000 sec): 3 clusters Score: Raw -951994.413432 + Penalty 4266.361033 = -947728.052399 nChanged 37 SP:Iteration 22Q (26035.960000 sec): 3 clusters Score: Raw -952022.532794 + Penalty 4266.361033 = -947756.171761 nChanged 37 SP:Iteration 23Q (26036.160000 sec): 3 clusters Score: Raw -952054.177520 + Penalty 4266.361033 = -947787.816487 nChanged 31 SP:Iteration 24Q (26036.360000 sec): 3 clusters Score: Raw -952081.421095 + Penalty 4266.361033 = -947815.060063 nChanged 25 SP:Iteration 25Q (26036.580000 sec): 3 clusters Score: Raw -952101.507216 + Penalty 4266.361033 = -947835.146183 nChanged 24 SP:Iteration 26Q (26036.810000 sec): 3 clusters Score: Raw -952123.109676 + Penalty 4266.361033 = -947856.748644 nChanged 17 SP:Iteration 27Q (26036.970000 sec): 3 clusters Score: Raw -952138.905653 + Penalty 4266.361033 = -947872.544621 nChanged 17 SP:Iteration 28Q (26037.180000 sec): 3 clusters Score: Raw -952154.020517 + Penalty 4266.361033 = -947887.659484 nChanged 12 SP:Iteration 29Q (26037.380000 sec): 3 clusters Score: Raw -952169.822196 + Penalty 4266.361033 = -947903.461164 nChanged 15 SP:Iteration 30Q (26037.610000 sec): 3 clusters Score: Raw -952185.735953 + Penalty 4266.361033 = -947919.374920 nChanged 8 SP:Iteration 31Q (26037.810000 sec): 3 clusters Score: Raw -952191.863137 + Penalty 4266.361033 = -947925.502104 nChanged 7 SP:Iteration 32Q (26038.010000 sec): 3 clusters Score: Raw -952199.479736 + Penalty 4266.361033 = -947933.118703 nChanged 8 SP:Iteration 33Q (26038.180000 sec): 3 clusters Score: Raw -952208.054951 + Penalty 4266.361033 = -947941.693918 nChanged 4 SP:Iteration 34Q (26038.360000 sec): 3 clusters Score: Raw -952212.328382 + Penalty 4266.361033 = -947945.967349 nChanged 6 SP:Iteration 35Q (26038.610000 sec): 3 clusters Score: Raw -952216.497090 + Penalty 4266.361033 = -947950.136058 nChanged 5 SP:Iteration 36Q (26038.770000 sec): 3 clusters Score: Raw -952219.153079 + Penalty 4266.361033 = -947952.792047 nChanged 2 SP:Iteration 37Q (26038.920000 sec): 3 clusters Score: Raw -952220.405344 + Penalty 4266.361033 = -947954.044312 nChanged 1 SP:Iteration 38Q (26039.110000 sec): 3 clusters Score: Raw -952221.457226 + Penalty 4266.361033 = -947955.096193 nChanged 2 SP:Iteration 39Q (26039.340000 sec): 3 clusters Score: Raw -952223.884401 + Penalty 4266.361033 = -947957.523368 nChanged 2 SP:Iteration 40F (26039.570000 sec): 3 clusters Score: Raw -952225.183709 + Penalty 4266.361033 = -947958.822676 nChanged 1 SP:Iteration 41Q (26039.750000 sec): 3 clusters Score: Raw -952226.958374 + Penalty 4266.361033 = -947960.597341 nChanged 1 SP:Iteration 42Q (26039.960000 sec): 3 clusters Score: Raw -952227.274919 + Penalty 4266.361033 = -947960.913887 nChanged 1 SP:Iteration 43Q (26040.160000 sec): 3 clusters Score: Raw -952228.225194 + Penalty 4266.361033 = -947961.864161 nChanged 0 SP:Iteration 44F (26040.350000 sec): 3 clusters Score: Raw -952228.225194 + Penalty 4266.361033 = -947961.864161 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 54 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26040.420000 sec): 2 clusters Score: Raw -95785.190165 + Penalty 1606.289146 = -94178.901019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26040.600000 sec): 3 clusters Score: Raw -95860.711680 + Penalty 3212.578292 = -92648.133388 nChanged 158 SP:Iteration 1F (26040.770000 sec): 3 clusters Score: Raw -96178.200151 + Penalty 3212.578292 = -92965.621859 nChanged 67 SP:Iteration 2F (26040.910000 sec): 3 clusters Score: Raw -96328.447595 + Penalty 3212.578292 = -93115.869303 nChanged 32 SP:Iteration 3Q (26041.100000 sec): 3 clusters Score: Raw -96387.024304 + Penalty 3212.578292 = -93174.446012 nChanged 12 SP:Iteration 4Q (26041.320000 sec): 3 clusters Score: Raw -96425.359167 + Penalty 3212.578292 = -93212.780875 nChanged 5 SP:Iteration 5Q (26041.500000 sec): 3 clusters Score: Raw -96431.563104 + Penalty 3212.578292 = -93218.984812 nChanged 1 SP:Iteration 6Q (26041.710000 sec): 3 clusters Score: Raw -96433.224838 + Penalty 3212.578292 = -93220.646546 nChanged 3 SP:Iteration 7Q (26041.880000 sec): 3 clusters Score: Raw -96435.633202 + Penalty 3212.578292 = -93223.054910 nChanged 2 SP:Iteration 8Q (26042.070000 sec): 3 clusters Score: Raw -96440.194898 + Penalty 3212.578292 = -93227.616606 nChanged 4 SP:Iteration 9Q (26042.260000 sec): 3 clusters Score: Raw -96445.020144 + Penalty 3212.578292 = -93232.441852 nChanged 2 SP:Iteration 10Q (26042.460000 sec): 3 clusters Score: Raw -96470.568128 + Penalty 3212.578292 = -93257.989836 nChanged 4 SP:Iteration 11Q (26042.650000 sec): 3 clusters Score: Raw -96487.943313 + Penalty 3212.578292 = -93275.365021 nChanged 3 SP:Iteration 12Q (26042.810000 sec): 3 clusters Score: Raw -96544.218624 + Penalty 3212.578292 = -93331.640332 nChanged 9 SP:Iteration 13Q (26042.970000 sec): 3 clusters Score: Raw -96582.186748 + Penalty 3212.578292 = -93369.608456 nChanged 4 SP:Iteration 14Q (26043.120000 sec): 3 clusters Score: Raw -96595.140680 + Penalty 3212.578292 = -93382.562388 nChanged 4 SP:Iteration 15Q (26043.320000 sec): 3 clusters Score: Raw -96610.880019 + Penalty 3212.578292 = -93398.301727 nChanged 0 SP:Iteration 16F (26043.440000 sec): 3 clusters Score: Raw -96610.880019 + Penalty 3212.578292 = -93398.301727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 55 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26043.560000 sec): 2 clusters Score: Raw -24568.342308 + Penalty 1278.016315 = -23290.325992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26043.680000 sec): 3 clusters Score: Raw -24951.454590 + Penalty 2556.032631 = -22395.421959 nChanged 19 SP:Iteration 1F (26043.880000 sec): 3 clusters Score: Raw -25052.732141 + Penalty 2556.032631 = -22496.699510 nChanged 6 SP:Iteration 2Q (26044.010000 sec): 3 clusters Score: Raw -25135.441550 + Penalty 2556.032631 = -22579.408919 nChanged 4 SP:Iteration 3Q (26044.190000 sec): 3 clusters Score: Raw -25161.485056 + Penalty 2556.032631 = -22605.452426 nChanged 5 SP:Iteration 4Q (26044.430000 sec): 3 clusters Score: Raw -25193.510210 + Penalty 2556.032631 = -22637.477579 nChanged 4 SP:Iteration 5Q (26044.540000 sec): 3 clusters Score: Raw -25209.783551 + Penalty 2556.032631 = -22653.750920 nChanged 2 SP:Iteration 6Q (26044.740000 sec): 3 clusters Score: Raw -25221.152883 + Penalty 2556.032631 = -22665.120252 nChanged 0 SP:Iteration 7F (26044.950000 sec): 3 clusters Score: Raw -25221.152883 + Penalty 2556.032631 = -22665.120252 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 56 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26045.080000 sec): 2 clusters Score: Raw -34163.091606 + Penalty 1340.978599 = -32822.113006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26045.230000 sec): 3 clusters Score: Raw -34463.791860 + Penalty 2681.957199 = -31781.834661 nChanged 20 SP:Iteration 1F (26045.400000 sec): 3 clusters Score: Raw -34535.716406 + Penalty 2681.957199 = -31853.759207 nChanged 7 SP:Iteration 2Q (26045.530000 sec): 3 clusters Score: Raw -34571.618851 + Penalty 2681.957199 = -31889.661653 nChanged 2 SP:Iteration 3Q (26045.710000 sec): 3 clusters Score: Raw -34581.057543 + Penalty 2681.957199 = -31899.100344 nChanged 1 SP:Iteration 4Q (26045.840000 sec): 3 clusters Score: Raw -34583.476136 + Penalty 2681.957199 = -31901.518938 nChanged 1 SP:Iteration 5Q (26046.010000 sec): 3 clusters Score: Raw -34585.906174 + Penalty 2681.957199 = -31903.948975 nChanged 2 SP:Iteration 6Q (26046.170000 sec): 3 clusters Score: Raw -34592.108046 + Penalty 2681.957199 = -31910.150847 nChanged 0 SP:Iteration 7F (26046.330000 sec): 3 clusters Score: Raw -34592.108046 + Penalty 2681.957199 = -31910.150847 nChanged 0 Memory request: 0.00 GB would take us to total of 3.02 GB. Trying to split cluster 57 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26046.400000 sec): 2 clusters Score: Raw -6355.317254 + Penalty 1011.229286 = -5344.087968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26046.410000 sec): 1 clusters Score: Raw 241.566332 + Penalty 0.000000 = 241.566332 nChanged 59 SP:Iteration 1F (26046.410000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone ------ Evaluating fit on full set of 1212361 points ------ Score: Raw -203992976.413172 + Penalty 198018.222499 = -203794958.190672 Time taken for this iteration:16632.480000 seconds. 21->58 Clusters: Score -203794958.190672, best is -203810671.226410 Main iterations: 0 (time per iteration =inf ms) Total iterations: 20926 (time per iteration =221.079629 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 528123215700.000000 (time per metric unit =8.759911ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 15843696471000.000000 (time per metric unit=291.997030ps) That took 4626.312315 seconds.